{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## 09. MapReduce并行策略" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们在教程 `04. Explain the Otimizer in Detail` 就讨论过 UltraOpt 优化器的运行机制以及通过**MapReduce**计算策略实现并行计算的原理。故本教程不详细阐述UltraOpt的`MapReduce`并行策略具体原理,只讨论如何**通过合理的配置在不同的计算环境下实现 MapReduce**。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UltraOpt实现MapReduce的本质是让优化器推荐多个配置,然后让不同的计算结点并行地对这些配置进行评价(`Map`),然后等待所有计算结点完成计算并收集结果(`Reduce`),用这个结果对优化器进行更新。\n", "\n", "UltraOpt使用`joblib.Parallel`实现并行计算" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from joblib import parallel_backend" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from ultraopt import fmin\n", "from ultraopt.tests.automl import evaluator, config_space" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import pylab as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "n_jobs = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 单机threading后端" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████| 40/40 [00:08<00:00, 4.95trial/s, best loss: 0.012]\n" ] } ], "source": [ "with parallel_backend(\"threading\"):\n", " result = fmin(evaluator, config_space, n_jobs=n_jobs, parallel_strategy=\"MapReduce\", n_iterations=40)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (15, 6)\n", "plt.subplot(1, 2, 1)\n", "result.plot_concurrent_over_time();\n", "plt.subplot(1, 2, 2)\n", "result.plot_convergence_over_time();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 单机multiprocessing后端" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████| 40/40 [00:09<00:00, 4.43trial/s, best loss: 0.012]\n" ] } ], "source": [ "with parallel_backend(\"multiprocessing\"):\n", " result = fmin(evaluator, config_space, n_jobs=n_jobs, parallel_strategy=\"MapReduce\", n_iterations=40)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (15, 6)\n", "plt.subplot(1, 2, 1)\n", "result.plot_concurrent_over_time();\n", "plt.subplot(1, 2, 2)\n", "result.plot_convergence_over_time();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 单机loky后端" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████| 40/40 [00:07<00:00, 5.18trial/s, best loss: 0.012]\n" ] } ], "source": [ "with parallel_backend(\"loky\"):\n", " result = fmin(evaluator, config_space, n_jobs=n_jobs, parallel_strategy=\"MapReduce\", n_iterations=40)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (15, 6)\n", "plt.subplot(1, 2, 1)\n", "result.plot_concurrent_over_time();\n", "plt.subplot(1, 2, 2)\n", "result.plot_convergence_over_time();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 集群pyspark后端" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "因为在`jupyter`中运行`joblibspark`会抛出`ModuleNotFoundError: No module named 'ipykernel'`异常,故我们提供一个`pyspark_mapreduce.py`脚本\n", "\n", "运行后,我们加载 `pyspark-result.pkl` 进行数据分析" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from joblib import load\n", "result = load(\"pyspark-result.pkl\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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bG+O1r30tT3jCEzj77LMZGhoq68G77bbbOOOMM4Cgt+0FL3gBxx9/PG9605tw99J+PvKRj3DssceycuVKzj333FJw9sADD3DmmWfy1Kc+lWc+85ncd999/PKXv2T16tVcdNFFnHjiiTzwwAM12zlr1ixWrlzJjBkzpv4gJExH9c53AvcCc1PWXQBsd/ejzewc4OPAq6ehTSIiIiIi0iAf+vbd3PPIrind53FHzuXSlx5fc7v777+fq666itNOO43zzz+fz33uc5nbfuhDH2LlypVccsklfPe73+Wqq64C4Le//S3f+MY3uPPOOxkdHeUpT3kKT33qUwFYtWoVX/jCFzjmmGO49dZbeetb38ott9zCy172Ml7ykpdw9tlnA/CJT3yCa665puI9Tz/9dD772c8eyCE4YA0N+szsKODFwMeAd6VschZwWfj4BuByMzOPh9gNsHekwJr7N9PQN2kjmx/dzbr9m5vdjNzQ8aqfjlV1fd1dnDxwMH096UkZazfvZsP24YrlSw/u5/GHzgZg32iB36zbRiFxWj3+yLkcNmcGY4Uiv1m3jf2FYtn6ow+dzZKD+3F3bntoO3v2j5XWzezt5uSBg+nuCgaX37VxB1v3jpTW93Z1cfLyBRzU031gH1xERGQSlixZwmmnnQbAeeedVzXA+tnPfsY3v/lNAF784hezYMECAH7xi19w1llnMWPGDGbMmMFLX/pSAPbs2cMvf/lLXvnKV5b2sX///tR9X3TRRVx00UVT8pkmq9E9fZ8B/g+QNXHGYmADgLuPmdlO4BCgbPSkma0CVgEsXryYwcHBSTXqP36xgW/dv3dS++g865vdgJzR8aqfjlU1Fz97MX917HwgSEGJe8WX72P3/kLFaw7u7+Gbf3MsANfdsYUv/PrRim2etnQ2//yiZax5YCeX/XBjxfrlBx/El191NPc+OsSFN66rWP/JFy9jxZLZbBsa46+/en/F+vc860he8oQF9X1IaTk7hkb45QNbuG1wK8OjRY45bDbPfcLhLDtkVrOb1lF2DI1w18YdrN28G8c45rDZPPmo+czv72t200RqqqdHrlGSFS/NjJ6eHorF4AbnZKZAKBaLzJ8/nzvuuKPmth3R02dmLwE2u/vtZnbGZPbl7lcCVwKsWLHCBwYGJtU2736EOTP289XzT5nUfjrFpk2bOOKII5rdjNzQ8aqfjlW2HUOjvPE/f0v/3PnEz3nxx/vG7uGvn7KY1z1tWWnZl38xyC33bS5t1/enEeBRbnzrM0rb/MONf4CeHgYGBuh/bAOwkStf91QOnXMQAJ/50Z94cMseBgYGeHhsC7COj778iRx/5FwGt+7l/73+TmYvWMjAwOHY1r3A/bzjucfw7GMPZe/+AudddSv9c8rbLfmxY2iE7/9hE7c9tJ0FM/tYMLObBzbv4bFdD3HOqcsU+E2THUMj/M+fHmPj9mHmzegFnHse2cmu4VFWHnOoAj+RKtavX8+vfvUrnv70p3PttdeycuVKdu/eze23384LX/hCvvGNb5S2Pf3007n22mv5wAc+wPe+9z22b98OwGmnncZb3vIWLr74YsbGxvjOd77DqlWrmDt3LsuXL+frX/86r3zlK3F37rrrLk444QTmzJnD7t27S/vulJ6+04CXmdmLgBnAXDP7L3c/L7bNw8ASYKOZ9QDzgK2Vu5p6fd1dnLRUd6HrsaC4kwEdq7rpeNVPxyrbY7vTU0Xi3OGIeTPKzmXfvWtT2SB0d6fLKNtm9oweok2K4YMnHTWPI+bNBOCQWX088Fj5+mMPn8NJSxcwozdK2fRwffDscQtncdLSBewcHo2tlTxat2Uv67bsZWh/AXyUpQf302VdDI8W+PUDWxX0TZN1W/ayc3iU+TP7Sv+/MzN2DI2ybsteTlqqoE8ky7HHHssVV1zB+eefz3HHHceFF17IKaecwgUXXMAHP/jBUhEXgEsvvZRzzz2X448/nmc84xksXboUgJNPPpmXvexlPPnJT2bRokU86UlPYt68eQBcc801XHjhhXz0ox9ldHSUc845hxNOOIFzzjmHN7/5zXz2s5/lhhtu4PGPf3zNtg4MDLBr1y5GRkb41re+xc0338xxxx035cekYUGfu18MXAwQ9vS9JxHwAawGXg/8CjgbuKXR4/kg+DGieSNFpJVF56hqJ0QHjGQKS/lrCkUvjb0rbRPbbzTWrzt+UjRKQWEhjOq6wvWldiXXdyXXK+zLq13Do+zdN8YdG3bQ3WUsPbif3p4u9o2O8djuA0+JkonZNTzK2JjTP3N8TO9BPd3sHB5hV3hzRUQqDQwMcN9991Usf+Yzn8kf//jHiuWHHHIIN998c+q+3vOe93DZZZcxNDTE6aefXirksnz5cr7//e9XbH/aaadNaMoGYNLD1uo1HdU7y5jZh4Hb3H01cBVwtZmtBbYB50xHG4KfIor6RKR1RWeoarFT0b3mDayiV45tSK6H7G2i94/ixijIjF4XBXddOqW2jbkze5k1o4eiQ9SvOzpWxDEOndP4suISmDuzl54eY/9YsdTTt3+sQG93F3Nn9ja5dSKdYdWqVdxzzz3s27eP17/+9TzlKU9pdpMO2LQEfe6+BlgTPr4ktnwf8Mr0VzWyQdP+jiIiB6Raj5l75e0rMysLFKP0zvJtwIvl++8q6+gbf1L0jJ6+RHpnaX2tD9SmzOxM4F8J4qQvuvs/J9YfBHwVeCrBMIZXu/tgbP1S4B7gMnf/ZLhsENgNFIAxd1/R+E8CyxfOYvnCWYwVi5h1sW90lJ3Do8yd0cvTHn/IdDRBCL6HjduHgjF9Hozp27VvlKMW9LN8oVJsRabDtdde2+wmTJmGT87eipTeKSKtLup5q3mPqsbJrFD08tTNlPVARQpo1vpkD2Qy/bMTmVk3cAXwQuA44FwzSw7IKM1LC3yaYF7auE8B30vZ/bPd/cTpCvgA5vf3ceYTj2D+zCDQ2D48yuMPm60iLtNsfn8fzzzmUI4/ci77xsYYHity3JHzVMRFRA7ItKd3torO/XkiInlQ6xwV9dBV9PQx3gsHQU9cMiAzDKdYWg/l6Z1m4/sfX1/+b/QOxURPYSlY7ayMilOAte7+IICZXUcwD218YEfmvLRm9nJgHdAycwnN7+/j4FkHsXDOQfzTX5/Q7OZ0rPn9fZz+F4dx+l8c1uymiNTN3asOK5CJmaox8p3Z01fHOBgRkWZKFkxJ8kRaZZZa4/5qjcnzivROK1tebzvaXGnO2dDGcFnqNu4+BuwEDjGz2cB7gQ+l7NeBm83s9nC+2unV0V+piByIGTNmsHXrVhXzmiLuzs6dO5kxY/LjqTuypy+t4p2ISCuJzlFZl81oeUWsZeWBYtFTqnemVOeMb5Na3TOR3kmN9a7B0/W6DPi0u+9JuTO+0t0fNrPDgB+a2X3u/rPkRmFAuApg0aJFrFmzZkoatnPHMMCU7Q9gz549U7q/VqPPl1/t/Nlg+j6fmTFr1iw2bNhQe+Mp1M69i/v372f//v089NBDk9pPRwZ9IiJ5kXW3tJiZ3mll4VbRvTK90+LpmcG/XRXpncn10bqoeqeX/VuR/tlZMV8052zkqHBZ2jbJeWlPBc42s38B5gNFM9vn7pe7+8MA7r7ZzG4kSCOtCPrc/UrgSoAVK1Z4fP6pyfj8/b8C4Iwznj4l+4MggJyq9rUifb78aufPBvp8eTZVn60j0ztBhVxEpMXVOEdFQdXkp2woD9oq3ydan17IpahCLgC/BY4xs+Vm1kcw/dDqxDbRvLQQm5fW3Z/p7gPuPgB8BvhHd7/czGaZ2RwAM5sFvAD4w3R8mLjOit1FRNpXR/b0pZU5FxFpJbViqCh9MhnQWTw3kyAo607c3jNsvFBLlN4Z7+nDSvsvJNYne/KinsDx9M46q462EXcfM7O3Az8gmLLhS+5+9yTnpV0E3Bh+vz3Ate5eORNwA8V7fEVEJN86M+ij+p1vEZFmqzU5e70/xtPSO8vXB/9mbVM5D195UFerp7BTuPtNwE2JZROal9bdL4s9fhBoftlMBX0iIm2hI9M7dedSRPKiVkGUyukY6piywaoHbeVj+rLG7JX3FFZM3q7zbO6p4JmISPvoyKBPty5FpNXVmu8ua0xfMiWvWHS6Us708aCuy1Lm6Yu9HmLpmxXz9FG2vrR/nWdFRERaRocGfUpFEpHWVusUlVW9M2276umdE0v/TM7Tl5ycXdqLgncRkfbQkUFfMKav2a0QEcmW7FFLypqnLzllQyE1vdPKeuoqgz6rSO8sTdkQvX80z1+yuqfSO9uGrpMiIu2jM4M+11gFEWltpYIpmemdXrZdlih9M3N9Rvpn/PUAXRnpnVE7uhUhtCUF7yIi7aEzg75mN0BEpE5Z6XWZPX1WPqG7p03OHqwAsidvj96holBLIhgtFkldL/mnOF5EpH10ZNCH62ImIq2t5jx9pUIu1TcsFGuP2atvTF/5v6V5/DKmbHB1EbUFfYsiIu2hM4M+NDm7iORDZuwUBX2JxYm52YOgrquyJy/aJggKU/aRHNOXGNQXrS+ldybSPyX/1GsrItI+OjLo0+TsItLqap2iMidFNysLFD1lTF88qHP3qkHheCGXZHpnlB5KYn203+rtl3xQj62ISHvo0KBPFzERaW3J4CqpNKavxn6mOr0zWcilUBrzV6Mhkju6Nyoi0j46M+hzpXeKSD7UrN6ZVqQlJj2908rG5FUWerHS/gsVhVzK21VZ3TMMVmt8LskHfY8iIu2hI4M+QFGfiLS0moVc6tyu1pQNaemfyfWQPTm7J9I7RUREpPV0bNCnnyci0spKPWoZ67Oqd45Pjl5lSobY64vFtMnbKZu8HdKqdwaS6Z0a0yciItJ6OjLoc1chFxFpbeM9aunro/TMrDNZPKhLTpwezOUXPC64lypvltbHXh8FdaXqnMl5+ip6AsvbJ/mm4F1EpD10ZtDX7AaIiNQpc3L2Uk9f+fJkmf2ie9UU0FrrK8YO2vjr4u1IjhuU/NPNURGR9tGxQZ8uZSLSymqdo0pBHxnpneHztPROsNJ6T6neaWZlUzLE47nkrgqeSO+s0UMp+aKvUUSkPXRk0AcqRS0irW18bF76+lJ6Z81CLlSkb8YVipXpnWXrE+mfWdU7kymkkn/6RkVE2kdnBn3uFXfHRURaSa2pD8Z7+hKvK60fL+RSkQJq1dfH3zdYHwv6Su0qn5w9mQqoHqI2oS5bEZG20JFBny5hIpIbNSZnrzVVQjFlcvb4s/T0zvL18V68rkQPZDFR6KVWuyU/1HkrItI+OjPoc13MRCQfsnv60rv6Ksf01ZHeWaWrr1Asn8evVL2ztP/yMX3xNkj+KXQXEWkPPY3asZnNAH4GHBS+zw3ufmlimzcAnwAeDhdd7u5fbFSbRETypHpVzXCbitdUTqmQjPniUzakpn/GCr0kC8FED4uend5pKFhoB4rdRaRRdgyNsG7LXnYNjzJ3Zi/LF85ifn9fs5vV1hrZ07cfeI67nwCcCJxpZk9L2e56dz8x/JuWgM9RKWoRaX3x+fKSsiZnTyoUveo2xZT0zuT7pE3HUDO9U0REJMWOoRF+v347I2NFFvT3MTJW5Pfrt7NjaKTZTWtrDQv6PLAnfNob/rXMzV/9PBGRVmdm2fP01ZqcnfF59ComZ8dihVhSJmePFXqpSO9MvGF6eqdpSF+b0PcoIlNt3Za99Pf10N/Xg5mVHq/bsrfZTWtrDR3TZ2bdZnYHsBn4obvfmrLZ/2Nmd5nZDWa2pJHtiegiJiJ5Ubunr/rri+50VTnTp6V/Vq6Pp25G6aPl6Z21CspI/igjRkQaYdfwKDN7u8uWzeztZtfwaJNa1BkaNqYPwN0LwIlmNh+40cye6O5/iG3ybeBr7r7fzN4CfAV4TnI/ZrYKWAWwePFiBgcHJ9Wu/SMjjI7apPfTKbZu3drsJuSKjlf9dKxqcXbu3Fk6V8WP18Yd+4NlW7YwODhWWr5jx3YABgcf4qCeLvaNjDA8NFR2vhsaHmJkZJTBwUH2Dg0zMlIoW7971y4KRWdwcJBdu3bjXiytHwujvG3bdzA4OMjWbdsA2LD+IXq7o+jS2bFjh86xbSCrp1lE5EDNndnL8GiB/r7xMGR4tMDcmezOZH4AACAASURBVL1NbFX7a2jQF3H3HWb2E+BM4A+x5fFffF8E/iXj9VcCVwKsWLHCBwYGJtWevr6HOKiri8nup5PoWE2Mjlf9dKyyddk9zJ03r+wYRY+Lj+0B1nLYYYcyMLC4tH7B4BiwmWXLljGjt5uenkHmzJ5dto/Zs7bSs6fIwMAABx30KMWuQtn6eXcPYbaDgYEB+m/bRW/PUGl9oejAPcyfP5+BgQHmPTAKbGb5wAA9YdCX1m7JH/XziUgjLF84i9+vD25QzuztZni0wNDIGMcevqDJLWtvDUvvNLNDwx4+zGwm8HzgvsQ2R8Sevgy4t1HtiXNHk7OLSMszssfGFTOWJ89t9aVv1lpfXpkzWh5vh9I725OGQ4jIVJvf38dJSxfQ19PF9qER+nq6OGnpAlXvbLBG9vQdAXzFzLoJgsv/dvfvmNmHgdvcfTXwDjN7GTAGbAPe0MD2iIjki1VLrwsLuWRMrB79WC+kTs5usTF5ldU94wVkktU9K/YfFXLpigeGpqTANqA4XkQaJQj8FORNp4YFfe5+F3BSyvJLYo8vBi5uVBuyaHJ2EcmNWoVcar08Y8qFSLFYfbqFZCGY0jyApf1X7ymUfFNPn4hIe2ho9c5Wpt8oItLqqp2not/ilROrR+vHe/IqgjKjfPL1rorVicndU1rinr3eFCy0B10pRUTaRUcGfQ7q6hORlmeW2dFXCqpqjaVLT+8clxW0ja+vnOevK9auQjFj8nYleIqIiLSMjg36FPKJSKuLj71LypqcPTnmrpiV3lkak5ceOJZ6Aote2ZsYm3w9Lb1T59f2odBdRKQ9dGTQp7wjEcmLzOqdxeDfyk662mPugkItVdbH8j/TegKNePXOlPWGooU2oIQYEZH20ZFBn6OLmYi0vmrnqfH0yRrpnVlj8kKZY/Zi65OFXiyR3plM/5T2kdXTLCIi+dKRQR8o/UhEWl+1DrNS9c6KXrxofdgTlzGmL1qfNibPYlNFFIop00LE5g8MpnxItrvzpmwwszPN7H4zW2tm70tZf5CZXR+uv9XMBhLrl5rZHjN7T737bDRdJ0VE2kdHBn3BlA26nIlIa4uPncvcpsY+PGPM3vj66lMupK6PBYXuXnVKiE4Qzkd7BfBC4DjgXDM7LrHZBcB2dz8a+DTw8cT6TwHfm+A+RURE6tKZQV+zGyAiUoegpy+jkEuN6p2l9MvUMX2JKRtSewLH1yfTO7tiXZAF94r0TrOOSws8BVjr7g+6+whwHXBWYpuzgK+Ej28Anmvh3UczezmwDrh7gvtsKN0bFRFpHx0Z9IHSVkQkH7Jip1L1zoyTWbWgLR7UFYqVPXVlY/ZSMiPi6ZvF1PUdVy9rMbAh9nxjuCx1G3cfA3YCh5jZbOC9wIcOYJ8N12Hfo4hI2+ppdgOaRXcwRaTlVTlPFTPH9FnFdtXS2Q8k/dMsGCuYtV4m5DLg0+6+50CHHZjZKmAVwKJFi1izZs2UNGzLln3s3Vucsv0B7NmzZ0r312r0+fKrnT8b6PPl2VR9to4M+tzHy5qLiLSqamepKH0yeS4rPYt6+opZUzbEp1xIvu/4/IDFtPRNYj2BxbTqnh1XyOVhYEns+VHhsrRtNppZDzAP2AqcCpxtZv8CzAeKZrYPuL2OfQLg7lcCVwKsWLHCzzjjjMl+HgCu23A7u9nDGWc8a0r2B7BmzRqmqn2tSJ8vv9r5s4E+X55N1WfrzKAPV36niLS8oJBL1uTs0UbV95GW3hmXNiavbH1a9U+LV++s3lPYIX4LHGNmywkCs3OA1yS2WQ28HvgVcDZwiwdf7jOjDczsMmCPu18eBoa19tlQ+lpFRNpHZwZ9HXYLWkTyq+aUDYnlpSkbSj151cfcFdOmZCgr9JI2ATxlPYWp6zvoPOvuY2b2duAHQDfwJXe/28w+DNzm7quBq4CrzWwtsI0giJvwPhv6QUREpG11ZNAH6ugTkdZXvacliKqqTqxejLZJ7ji2l9T0zvL1Pd3lNb+C6pzj75HWk5hVdbRduftNwE2JZZfEHu8DXlljH5fV2ud066TgXUSknXVu9U5FfSLS4qr1mGVOzh5bXww3SkvfLFXvTJmyoWx9RnpnJDW9U+fXtqDrpIhI++jIoM9RIRcRaX3xgitJpeqdyUIu4S91j21TMSUDiaAtrTxnbH1lhdDxgLKg9M62pq9RRKQ9dGbQp6uYiORA9Z6+6vP0wXhgNtEpGZLrq83z5zUKwUh+6eaoiEj76MygD6WtiEg+ZBZyCf/NLOTiHgv6KreJgsbU9M3oPdxT0z/LpnwoVgaVBzrfnLSerOqxIiKSLx0Z9IGCPhFpfdXOU54V9cWU0jurFXtxqk7pEAR1iXZRPiYwbfcKFtqArpMiIm2jM4M+d6WtiEgOWHZ6Z0b1zlIvHUEvHqSN6YtPyZAyJq/UWxhN3p49+Xpq+qdOr21DobuISHvoyKBP6Z0ikgfBeSoz6gu2yXit+3hvW3p6Z/C4mJreGS8Gkxb0xV6fUr0zHlRKfukyKSLSPjo26BMRaXXVCrmUqndmddMxRemdDl2JK0XQrviYwMyXi4iISAvoyMnZNdRERPIuSu/MnKcPp1AMHqdN2VAqxFI1vdPr6Onzyv1bdlqq5Iy+RxGRttCRPX2g6nIi0vriwVWS10jvDLZJT++MSwvqytZnpH9GQaOnTc4ubUHXSRGR9tG5QV+zGyAiUkM8uEoqFe/Myu707PTO5Ji85Dx78WIwwZi9yvcoVe9MSe8MxvSpi6gd6FsUEWkPHRn0Ke1IRPKgek9flN6ZfQurEG5TEdTFnhZTJmevWJ/YoCtWvTOrp1Dn2fzTzVERkfbRmUEf6fNKiYi0mglPzh6vvFlMH/cXrXd33LMDR/f09M5oXfRvWk+itAfNtygi0h46NOjTHUwRaX31jNdLBmzxOfY8I70zmv8vSv+snGcvChy9SnpnWL3TvaK6J5jSAtuAgncRkfbRsKDPzGaY2W/M7E4zu9vMPpSyzUFmdr2ZrTWzW81soFHtSXnv6XorEZEDUq0KZj2FXErpnRmVXIp1FnpJm3y9VnqntAcF7yIi7aGRPX37gee4+wnAicCZZva0xDYXANvd/Wjg08DHG9ieca6ePhHJh8xCLqV5+sqXx6dsKHp6emc06XuhmN5bGH+PYEqHlOqdHk35UL1QjOSXrpMiIu2jYUGfB/aET3vDv+TPgLOAr4SPbwCea9PQBaffIiKSBxaUwUw1PqYv+5Q5PmVDdlAHdUzOnpbeGa3PnJxdZ1oREZFW0dAxfWbWbWZ3AJuBH7r7rYlNFgMbANx9DNgJHNLINgXvpbEKIpJvXrUXLzjPRZOzV6RnMt6LFz1P2weE6Z2JN+mKpZ2mpn9O6JNIK1OPrYhIe+hp5M7dvQCcaGbzgRvN7Inu/oeJ7sfMVgGrABYvXszg4OCk2lUojDE8PDzp/XSKrVu3NrsJuaLjVT8dq+oKY2Ps3rOndK6KH69HN+8CYNOmR5g9ur20fMuW4PGGDRvYMxJEfVsee4zBwf2lbfbs3s1YocDgQw8BsGPH9rLz4Y7twT4GBx9idKzAnt27y9aPjY6yZ2/Qrn37Rxge9rL1xUKBXbt26xybcxr7LiLSPhoa9EXcfYeZ/QQ4E4gHfQ8DS4CNZtYDzAMqfgW6+5XAlQArVqzwgYGBSbWnq/sB+vv7mex+OomO1cToeNVPxypbb+86Zs2aVXaMosf37dkEbGDxkYsZOHJuaf2hj3UDj3DUkiXsGBoBHmDRosMYGDi8tM2cO3bT3b2XJUuXAvdxyMEHl73HgsECsJlly5Zh9ifmzZtXtr63b5CZ/UG7enrWM3tW+fm0u2ctc+bM0XfbBrLGlIqISL40snrnoWEPH2Y2E3g+cF9is9XA68PHZwO3+LRMCqSLmIi0vvjYuaSsQi6U0judYpTemVGIJetsW0oRDYvBdCeuFGEdGCArvTO76qjkh/r5RETaRyN7+o4AvmJm3QTB5X+7+3fM7MPAbe6+GrgKuNrM1gLbgHMa2J4SV/VOEcmJzCkbwn+rZeCVpmTIuL1Xq9ALQCFlcnYzK/UApVX3lPah4F1EpD00LOhz97uAk1KWXxJ7vA94ZaPakMVRIRcRaX3VJ2ePtkkvolJWqCVtSgWyewvj+wgKX6UXgoEqUzYooyL/dJ0UEWkbDa3e2cqqlTkXEWkFQY9auiioqjWxOqSld0b7KH8+/r7l+0imd1ZU70xpg3qI2oO+RxGR9jAthVxajaZsEJE8CHrUJjg5e2xBOPd6avpm0ItXY3J2oOBp6Z2UpXdWrE/dm+SNbo6KiEzejqER1m3Zy67hUebO7GX5wlnM7++b9nZ0bE+fiEjLq1LIpehZ/XQB92DidEibXD0s5FJ6nnxbC/fhqemdwfuH/xbT0kezeyhFREQ6xY6hEX6/fjsjY0UW9PcxMlbk9+u3h9W1p1fNoM/M3mlmcy1wlZn9zsxeMB2NaxSN6RORdpE1Hg+CXjqArowc0PHewvT1UWBXkR5aMTn7hJosOaHrpIjI5Kzbspf+vh76+3ows9LjdVv2Tntb6rlUn+/uu4AXAAuA1wH/3NBWTQOlrYhIq4tPjZA0Xsgl8ZrYdAteLb2TWHpnxj4yewpLe0hP74y3T0REpFPtGh5lZm932bKZvd3sGh6d9rbUE/RFV/MXAVe7+93kfMiGa84GEcmB+NQISdHyatMllKZsqEjvjPZR/jwpq6fQbDyoK6Skd8bbJ/k2LVPnioi0qbkzexkeLZQtGx4tMHdm77S3pZ6g73Yzu5kg6PuBmc0Bio1tVmPpEiYieRCfGiFpvBcv8RobX18oVknv9OxpHyLjPX3l67tiY/Y8bfJ23VRrC/oaRUQmZ/nCWQyNjDE0Moa7lx4vXzhr2ttST/XOC4ATgQfdfcjMDgHe2NhmNZg6+kQkJ2oFfVkBW3wevsrqmkHQNt5bWP7aqOeuUKWnMOoBSq3eaejuWpvQ1ygicuDm9/dx0tIFrNuyl+1DI8yd2cuxhy9oSvXOmkGfuxfN7FHgODNriykegkIuCvtEpLVVO02NT7yeeE0sCMxK74xkjQuMFDJ6+ozxIi+FYvqYPsk/fa0iIpMXBH7TH+Ql1QzizOzjwKuBe4AoKdWBnzWwXQ2na5mItLqgRy5rTF/Ga0rpnZ4dtIU9ddE+subZK4aJ/BXpoWXpndk9iZJ/GtInItIe6um5ezlwrLvvb3RjposmZxeRPIgXTKmQMTl7XLXJ2WF8zF7WXbDM9E6S6Z3ZbZD8UpVrEZH2UU8hlweB6S8x00C6cSkieZEd81Wv3hmfkqErWWglsd+sKRuq9RRGCu4Z1T0760xrZmea2f1mttbM3pey/iAzuz5cf6uZDYTLTzGzO8K/O83sFbHXDJrZ/4brbpu+TzNOVVhFRNpDPT19Q8AdZvZjoNTb5+7vaFirGs51/1JEci2remdc1FNXObl6+T6SgWP0bDxoTKneWZqcPXsewE5hZt3AFcDzgY3Ab81stbvfE9vsAmC7ux9tZucA0dCJPwAr3H3MzI4A7jSzb7v7WPi6Z7v7lun7NOOUESMi0j7qCfpWh39tRYVcRKTVWSy4SirNsUcyoAunTvfx9M7UefQ81luY8f5V0zvD13pKemcHnl1PAda6+4MAZnYdcBbBWPjIWcBl4eMbgMvNzNx9KLbNDDorXhYRkWlST/XOr0xHQ6aT5mYXkTwIw7fUdVnVO8f5eE9dypQMjsd6+irXA4wVsnsKoyIvhaLTXZHemR2stqnFwIbY843AqVnbhL16O4FDgC1mdirwJWAZ8LpYL58DN5uZA//u7lemvbmZrQJWASxatIg1a9ZMyYd6ZNN+9u8vTNn+APbs2TOl+2s1+nz51c6fDfT58myqPls91TvXkfKrw90fN+l3b5LO+i0iInlVrZBL1nQL8efRmLxkUFbaR/hvVqGX6vP8RYVclDkxWe5+K3C8mT0B+IqZfc/d9wEr3f1hMzsM+KGZ3efuFZWzw2DwSoAVK1b4GWecMSXt+sG2u7hv52aman8Aa9asmdL9tRp9vvxq588G+nx5NlWfrZ70zhWxxzOAVwIHT/qdm8gddfWJSC7UKN5ZcS6Lj9fLqt5ppfVZk7MH/xayehPDYDSzJ7FKu9vUw8CS2POjwmVp22wM57ydB2yNb+Du95rZHuCJwG3u/nC4fLOZ3UiQRjqt0yV12PcoItK2albvdPetsb+H3f0zwIunoW0NpVLUItLqqnagRQFZlXNZZgpoopBLxfuG/2b1FEZBXWl96pjBjgoXfgscY2bLzawPOIfKsfCrgdeHj88GbnF3D1/TA2Bmy4C/BAbNbJaZzQmXzwJeQFD0ZRrpOiki0i7qSe98SuxpF0HPXz09hC1N2Ugi0uoMywyexlMzK18TrS9WSe/02P9mpWcWSz15ldU7C0Uf70ns8Eou4Ri9twM/ALqBL7n73Wb2YYIeu9XAVcDVZrYW2EYQGAKsBN5nZqNAEXiru28xs8cBN4bfTQ9wrbt/f3o/mSZnFxFpF/UEb/839ngMWAe8qjHNmR7K7hSRPDCrkt5ZpTJntD47vTPYcda4wOiuWNSTl5b+6Xh2eiidlxbo7jcBNyWWXRJ7vI9geETydVcDV6csfxA4YepbWj/dHBURaR9Vgz4z6wK+4O7XT1N7pkWHpR2JSE5FY+/SlAKu5GssZZuMH++laR8y1mf1FJoFAWW0/7T0TmkXul6KiLSDqmP63L0IXDRNbZk2ju5giki+ZU63EK2P9cSlTbkQX59W6AXi8/SlVO90z+5JrNZFKbmhy6SISPuoWcgF+JGZvcfMlpjZwdFfw1vWYCrkIiItz6xm9c6qhVyK6UFbaR9Z6Z2hQun1Fc0qK+SStntX1CciItIy6hnT9+rw37fFljmQ23n6cPX0iUjrC9I7Mwq5ZERsE5myIXty9uDfrJ7AaP9RG9Kqe0p70GgIEZH2UDPoc/fl09GQ6aRrmIjkQT03pzLmXQdiQVsip6MUGMb6C8vWh8+Lxeg9Kqt3OtlBJShYaAe6OSoi0j7qSe9sOxrTJyJ5UK2QS3b1Tiutr9pTR3ZPX6RQLWh0r5r+Ke1BsbuISHvozKDPQQlIIpJnWdU7I45TyOipS87/V1mIJfi3kDEm0Ah6+bwUFKbtv95PIq1KY99FRNpHRwZ9oDvRItL6zCyzIErWdAtpUzYke+qS67NOh5nVPcN2VUvvzBsLnGdml4TPl5rZKc1uV7NpiiMRkfZQM+gzsx/XsyxlmyVm9hMzu8fM7jazd6Zsc4aZ7TSzO8K/S9L2NfVc9y9FpOXVld5ZMR5vfL1nBm3V0ztLUzZU6elzj0/pkHi95bJ65+eApwPnhs93A1c0rznN1waxvIiIhDILuZjZDKAfWGhmCxj/HTAXWFzHvseAd7v778xsDnC7mf3Q3e9JbPc/7v6SA2j7AdONSxHJA7MqQR/VJ14HqqR3RvsYf5/k+0L1QjDu1aeEyOF59lR3f4qZ/R7A3bebWV+zG9Vs+fsaRUQkTbXqnW8B/h44Erid8d8Ju4DLa+3Y3TcBm8LHu83sXoJgMRn0TTsVchGRvMuebmF8QTGjJy56vZfSO9NPiJlBY1i909sovRMYNbNuwjjHzA4Fis1tUnO1xbcqIiJAlfROd//XcLqG97j749x9efh3grvXDPrizGwAOAm4NWX1083sTjP7npkdP5H9ToYGqItIqzOyx/TFt0kTBXVmKRU+w+elPVekd0ZTNlRL7/Qq1T2zJ5VvYZ8FbgQOM7OPAT8H/rG5TWq+HPbYiohIinrm6fs3M3sGMBDf3t2/Ws8bmNls4BvA37v7rsTq3wHL3H2Pmb0I+BZwTMo+VgGrABYvXszg4GA9b52pWCyye/fuSe+nU2zdurXZTcgVHa/66VhVt3//PoDSuSp+vLZu2w7A+oceoqd7PCh7bPNuAB7Z9Ajbtu/CYq+P7NyxA4BNj2wKX7OZwYOGSuu3bA32vfmxx4J/H/0zgzZ++h4eHmL/yAgbNm4EYNuWrQwOjpXWj4yMMDTkuTrHuvs1ZnY78FyCuPbl7n5vk5vVVJXTgYiISF7VDPrM7Grg8cAdQCFc7EDNoM/MegkCvmvc/ZvJ9fEg0N1vMrPPmdlCd9+S2O5K4EqAFStW+MDAQK23rtGu+5g7dw6T3U8n0bGaGB2v+ulYZZsxYxNO+TGKHs9/YBTYzMDAMnq6x7vaHhh+FFjPEUccwZytRk/XtopjPP9PI8BjLDr8cGAdhy9axMDAoaX1C7d0A48w/+BDgE0ceeQRDCxdUFo/q38rvUPOkUceCazlsMMOZWDgyNL6g/o2MHPmzNx9t+5+H3Bfs9shIiIy1WoGfcAK4DifYN1mC24RXgXc6+6fytjmcOBRd/ewNHYX0PBb/47GKohI6zMDzxhVlj05+7himN6ZvX78fbJeDxnVPz17zF/Ywuw3bkFmtgL4B2AZwbUxzGL1Jze1YU2mKRtERNpDPUHfH4DDCYuyTMBpwOuA/zWzO8Jl7weWArj7F4CzgQvNbAwYBs6ZaHB5IIJxLgr7RCS/StU7E8ujU1tUXTMtIBvfJr2QS3LKhu6MKR+ioLA7pbpnDl0DXAT8Lx1ewEVERNpPPUHfQuAeM/sNsD9a6O4vq/Yid/85NTrUwoIwEyoKIyLSKYJCLunxR1b1zriiQ3dK6c5SoZYaFUCrrXf38cnd22PKhsfcfXWzG9Fq8vc1iohImnqCvssa3YjppikbRCQPqs/TF22T7KUbr8xZK70zq7cwUrV6J1DMnNIh+z1b2KVm9kXgx5Tf4KwYj94pcvo9iohIinqqd/7UzJYBx7j7j8ysH+hufNNERDpblEaZxmsFdO410zujoK0ycAyMRemdXcmgzoL00az0TnI5ZcMbgb8EehlP73SgY4M+QF19IiJtop7qnW8mmC7hYIIqnouBLxCUtc4ld83TJyL5FpzHUsQWZqV3jq+P0jOrr0/uIpqnr1p6Zw6d7O7HNrsRrUTXSRGR9pE5OXvM2wiKsuwCcPc/AYc1slHToT1+o4hIOzMss3qik16Qykrrg6AtLeaLbxN/Xlpf6glMD+qShVzSq3vmrovol2Z2XLMb0Wpy9y2KiEiqesb07Xf3keiib2Y95Pw6oCkbRCQPqqd31j6PFTMqFZeCuoyeuuhpwTPSO8P3jwq9JKt7Qi4vEk8D7jCzdQRj+jp+ygbdHBURaR/1BH0/NbP3AzPN7PnAW4FvN7ZZjZW/G9Ai0qmqFXJJH69npdcVi+kBWdlOqJLeWUxP7+wyw/HM9TmNFc5sdgNEREQapZ6g733ABQRzF70FuAn4YiMb1XjVCyCIiLQCs+yCKF4zZcGz0ztLUzJkzPUXLilkpG8STc6eNaYvLPSSJ+7+ULPb0IpymKYrIiIpqgZ9ZtYNfNXdXwv8x/Q0qfGCKRsU9YlIfrl7aswXX1bISO+MjM/Dl75NIZqSoSK9MwjqonigWrGYVmdmP3f3lWa2m/Ks1Ci9c26TmtZ0+f1WRUQkqWrQ5+4FM1tmZn3uPjJdjZoOupiJSKszyMzvrDXfaBSUHUj1zuSYv4r0TSuv3pla3TO7aS3F3VeG/85pdltaUV6+RxERqa6e9M4HgV+Y2Wpgb7TQ3T/VsFY1WO20KBGR5qs5T1/KiSwewGWld8b3Admnw0KNydkLGdU94/vOCzP7uLu/t9ayTqKEGBGR9lHPlA0PAN8Jt50T+8utfP0UEZFOFVXJTOOe/qM8CgSjoKza5OxeM72z2pQM2emdOQ0Wnp+y7IXT3ooWk7PYXUREMtQzpm+Ou79nmtozPTQ5u4jkXD0JC+6V4/Fg/PxXGtOXXF+qAFqjemfG+jwxswsJqlI/zszuiq2aA/yiOa1qDRr7LiLSPuoZ03fadDVmutQaCyMi0gosDK7SuGdN2TC+vlZ6Z9bk6pGs6p1RT1+19M8cuRb4HvBPBNWqI7vdfVtzmtQ6sv77ExGRfKlnTN8d4Xi+r1M+pu+bDWvVNMjZjxIR6UDV0juLNWZnd/ea6Z2ZhVzCf0tBXUXkaBRjk7NXBoX5mbLB3XcCO4Fzm92WVqPrpIhI+6gn6JsBbAWeE1vmQG6DPt25FJE8iHrUMtfXWFbM6A2M1ArMitGUDanVPX08/bOe0eEiIiLSNDWDPnd/43Q0ZDplFUAQEWkt1SZnz5iDL0rvDLdJC8iiV0U3wLKmbMhM76R8cvb06p75ublmwYE8yt03NLstrSYvPbYiIlJdzaDPzL5MSsFLdz+/IS2aJirkIiJ5Vs/Y5ILXSO8Me/KS58NSoZcwfzOtOqeTnd4J+QoW3N3N7CbgSc1uS0vRZVJEpG3Uk5TzHeC74d+PgbnAnkY2ajqop09EWl00CXqarCF9pSkbvI70ztj7pClkjPnrMsPdM6t75vT8+jszO/lAX2xmZ5rZ/Wa21szel7L+IDO7Plx/q5kNhMtPMbM7wr87zewV9e5zOuQodhcRkSrqSe/8Rvy5mX0N+HnDWjQNatQ/EBFpCdXOU056L158vWdU70z25KVV54T6J2evXJ+fQi4xpwLnmdkgQdGyIIvV/cm1XhhOb3QFwVx/G4Hfmtlqd78nttkFwHZ3P9rMzgE+Drwa+AOwwt3HzOwI4E4z+zbBIa61z4ZSRoyISPuop5BL0jHAYVPdkOmUv98iItKJqhVyKWZNzh5bllW9c3wf6T15yfXdKdU5i0UvpXcm0z9z6q8m8dpTgLXu/iCAmV0HnAXEA7SzgMvCxzcAl5uZuftQbJsZjF+i6tln4+mCKSLSFuoZ07eb8tP+n4H3NqxF0yWn+UciIhAFg9XmbAjn6UubnD1W7CVtL8kpG9JOl8GYvoz1lq9CLqH1wGuBx7n7h81sKXA48FAdr10MxIvAbCToOUzdJuzV2wkcAmwxs1OBLwHLgNeF6+vZJwBmtgpYBbBo0SLWrFlTR5Nr27B+hGKxNFmAdQAAIABJREFUOGX7A9izZ8+U7q/V6PPlVzt/NtDny7Op+mz1pHfOmfS7tJBoDIpCPhFpdUb25Ozg6T19scfBmL7s/WfO01dK7wweJ6uEWpjfmZUeCvkq5BL6HFAkmJ7ow8Bu4BvAAY/zq5e73wocb2ZPAL5iZt+b4OuvBK4EWLFihZ9xxhlT0q5b992HrX+QqdofwJo1a6Z0f61Gny+/2vmzgT5fnk3VZ6tZyMXMXmFm82LP55vZyyf9zk2mjj4RaXXV0jszC7mEJzcnCMrqm6cvfZuie0VqZ7C1lVXvrKjumfmOLe1Ud38bsA/A3bcDfXW+9mFgSez5UeGy1G3MrAeYRzAHbom730tQKO2Jde6zoXL6PYqISIp6qnde6u47oyfuvgO4tHFNaqwc3n0WkQ4VTY2Qpp75RovuqePtSoFh5pg+K70+LWjsCquKVhsTmMNT7WhYkCVInDU7lKDnrx6/BY4xs+Vm1gecA6xObLMaeH34+GzglnCqiOVhEIiZLQP+Ehisc58Np2umiEh7qKeQS1pgeCAFYFrC+BgW3cMUkdYWVMHMmLIho3pnabyeR8VeqhVyCf7N6g0sFDNSSK18TF9a9c8cBgufBW4EDjOzjxEEZh+o54XhGLy3Az8AuoEvufvdZvZh4DZ3Xw1cBVxtZmuBbQRBHMBK4H1mNkoQZL7V3bcApO1zij5rXZQRIyLSPuoJ3m4zs08RlI4GeBtwe+Oa1FjZd7ZFRPKjWGPqGcfDnrrKddGiYsYY5/iUDVk9hUX38cnbU6ZsyFvU5+7XmNntwHMJDsnLw3TLel9/E3BTYtklscf7gFemvO5q4Op69ykiInIg6knv/DtgBLg+/NtPEPjlmmI+EWl5NdM708bbjcsakze+PnxNlSkbUnsTGe9JhIxCLjlL8DSzdwG73f0Kd798IgFfO8vXtygiIlnqqd65F3jfNLRlWpTSOxX1iUiLM8j81Z0VVJWldxYzAsPSNlFPX3ohlmIx41yZSO+0xO3DnJ5f5wA3m9k2ghucX3f3R5vcpqbSMAgRkfZRT/XOvzCzK83sZjO7Jfqr43VLzOwnZnaPmd1tZu9M2cbM7LNmttbM7jKzpxzoB6lXzjKORKSDmVl2T0udhVyqpXd6Rk9fFCgWsgrBhFFf1uTt8X3nhbt/yN2PJ8hkOQL4qZn9qMnNarqsMaUiIpIv9Yzp+zrwBeCLQGEC+x4D3u3uvzOzOcDtZvZDd78nts0LgWPCv1OBz5Mx+exUie6OVytuICLSCqqP2csK+mJTNmQEbeP7qP6DvpAx5UOXRWMGo+cp8/jl12bgzwTTKRzW5LY0Vc6/RxERiakn6Btz989PdMfuvgnYFD7ebWb3AouBeNB3FvBVD24l/jqcA/CI8LUNoZuWIpInmdU7M8bbxdcHk7NnT9lQCCck6MqYZy+zpzCs01IoZkzuTpUeyhZlZm8FXgUcSnCz882Jm5QdKW/fo4iIpKsn6Pt2eDG8kaCICwDuvq3eNzGzAeAk4NbEqsXAhtjzjeGyhgV9421q9DuIiExOtXn6sqp3xs9txYwpF8b3kV69MxJM2ZCe3ll0LwWk1YLPHFkC/L2739HshrSKtvhWRaTl7BgaYd2WvewaHmXuzF6WL5zF/P6+Zjer7dUT9EWTyV4UW+bA4+p5AzObDXyD4GK6a2LNK+1jFbAKYPHixQwODh7IbgDYPxbc2t6+ffuk9tNJtm7d2uwm5IqOV/10rKrbu3cvo6OjpXNV/Hjt3rOHwthYxXls06NDADz66KPsHxll39BQxTbbtgX72b59OwAbN25kZEdvaf3mx3YDsG//CF4oVLx+584duMO28PXr1z9ET6xLcN++YfaNFnN1jnX3i83shHBuPID/cfc7m9qoFqDsGBGZSjuGRvj9+u309/WwoL+P4dECv1+/nZOWLlDg12D1VO9cfqA7N7NegoDvGnf/ZsomDxPcXY0cFS5LtuFK4EqAFStW+MDAwIE2ieGRAnAvBy84mMnsp9PoWE2Mjlf9dKyyzZm9g+6tI2XHKHrc37+Nvr5CxfHb3rUdWMdhixbR3bOFOXNmV2yzcBPAn5k3bz6wmaVLlnD4vBml9Q/uexRYT29vLz2jld/Rgj/ux9nCvHkLgMdYPjBQNnZw5sxHKXSN5eq7NbN3ENxcjK5V/2VmV7r7vzWxWc3VHj24ItJC1m3ZS39fD/19QQgS/btuy15OWqqgr5FqBn1h4HYhcHq4aA3w7+4+WuN1BlwF3Ovun8rYbDXwdjO7jqCAy85GjueDeCGXRr6LiEhjZRVpKaVjepSemb2PWlPYeFaFUIuKxVRPD82ZNwGnhtMUYWYfB34FdG7QJyIyxXYNj7Ig0aM3s7eb7UMjTWpR56gnvfPzQC/wufD568Jlb6rxutPCbf/XzKIxEu8HlgK4+xeAm4AXAWuBIeCNE2n8ZLTJjxQRaWPRJOhpsiprxnnW5OzhstKYvpRCLNH6rOqdwfqy3SXeu2rTWpFRXqG6gC4VIiJTau7MXoZHC6UePoDh0QJzZ/ZWeZVMhXqCvpPd/YTY81vMrOY4B3f/OTUumGHVzrfV0YYpkzUvlYhIy7Hs4CmzMmf4bzSlQrXAsBS0ZZyqixlvXgoKS9U7k1M25PIE+2XgVjO7MXz+coJslY6Vy29RRFra8oWz+P36YDz4zN5uhkcLDI2McezhC5rcsvZXc3J2oGBmj4+emNnjmNh8fS0lfzefRaRTZQVjEE7ZUOUM7h5Mrp62zfjk7Bnp7lGGaEZ6p5V6+tLTR438nWvDYQhvBLaFf2909880t1WtQRO0i8hUmd/fx0lLF9DX08X2oRH6erpUxGWa1NPTdxHwEzN7kOBavoxpTMOcaqUfObqHKSItrlqHWSEj9TK+qNZcfrWmbKgW1AXrq/QG5TBQcPffAb9rdjtaRT47bEWk1QWBn4K86VZP9c4fm9kxwLHhovvdfX+117SyWoULRERaSVYvS3Z6Z1hkxatsE+vJC56nT87upN8gG399xjx+Or+2lcyCPiIikhs10zvN7G3ATHe/y93vAvrDydpFRKSBqqVJBr141V8fFHtJ229UqGX8fcrWxwq9pKd3xtZnta960yQHlBEjItI+6hnT92Z33xE9cfftwJsb16TGymHGkYh0KKtSyCWremdsxoag+maVyDDqRcxKAS0Wq/cUFooZY/4y37H1mdksM+tudjtaiS6bIiL5V0/Q122x/J3wYpjfRNyMdCYRkVZjWGkuvKR6Ajqvkd5Zqs5ZMWXD+D5Sp+kj3hOYPldgXm6wmVmXmb3GzL5rZpuB+4BNZnaPmX3CzI5udhubRZdJEZH2UU/Q933gejN7rpk9F/hauCyX2mwyYRHpUMF4verbZKV3xvcB2T/ui8Ggvgpl1TtrtrTl/QR4PHAxcLi7L3H3w4CVwK+Bj5vZec1soIiIyGTVU73zvcAq4MLw+Q+BLzasRdNEdzBFpNVVS+8sFp2enuz7dtXSO8d78v7/9u49PJK7vvP9+6vbjDRjeWQPHpsZGw3YIeFumGA2gWQCizEkweSAFwO7QCD4sIkhPDnkHO/hxGFZsk+8bK4HkqwDBsPDAlkuwZw4IVyshQBmbTO+g2HsEePxXTOa0egyaqn7e/6o6lapVVVdUnerq7o/r+fRo+669e/XLXX1t3/f+v5W348+bnCMpJG+sA2pUzYUZKgP/rW7L9UvdPdjwBeAL5hZT88aHKQB66QpIlJkWap3VoC/CX8KL+lDjohI3pglX09Vcac/LqBbNWVDtvTOtdU7Vwq9pFXnDKZsiH83LUp6ZzXgM7O/AN7jMeVS44LCXqDzpIhI98iS3tlVCvI5REQESL42LjEgi0zZUM5Q4TPYJ54nzMO38hhJ1T0bP2YOnQRuMLNtAGb2CjP7TofblAs6b4qIFF+W9M6u4gnfbIuI5E3wNpVSyKXB21jFnf6UwLCSUL0zOg9fevXOlCkbChYpuPv/Y2ZvBCbMrATMAld1uFkdpdOkiEj3SBzpM7NPhb9/d/Oa036anF1EukFiQFdb5OGk2slvdivpncnr0+bpKydM6VDExMCwUNk7gDlgJ/Bud/92Z1uVD0UL4EVEZK209M4XmNmTgbeZ2ZiZnRH92awGtkvxPpKISK8x0gq5pAd05UrwOzYoi1yTl/S4WdZ7Qv5n2rWIOfY+4A/cfT/wOoKq1S/tbJM6SxkxIiLdIy2982+AbwBPBW5j9andw+WFo28sRaQoGhVyiUvvrKVehm92/Slf7Xmmkb70QjDJ6Z3FerN195dGbt9lZq8kqN75C51rVT4UqBKriIgkSPw44O5/6e4/B1zn7k91972Rn0IGfBA5eekbTBHJOcMSg6ek6p219ZXk65fXTtmQNDt7UiGXahvSj18EljCc5e6PAC9L20ZERKQoGlbvdPd/b2bPNbMrw5/nbEbD2kZTNohIF6gkTcdA9Xq7+CItsBKoJV3TFy30knZNX9L6grnJzN5lZudFF5rZEPCvzOx64C2daVo+FGzQVkREYjQM+szs3cCngbPCn0+b2bva3bB264IPKiLS5VLTOyvp0yVkSe+sXrMXX4wlObDsa5DeWbD310uAMvAZM3vYzO41sweAnwBvAP7c3T/RyQZ2SsFeRxERSZFlyobfAi5y9zkAM7sG+B7w/7azYe1Sq96psT4RybnUQi4Z0zvjRwNXjhG9X1sfDepSorpyJWFKh5T5BXPoGnf/XTP7BLBEULlzwd2Pd7ZZIiIirZNlcnYj+Ba0qkyBsyML9EFERHqcWdo1fekBXXWkL2kUDyLX9CVskjw5+0obumA06JfC39929yV3f0QBn4iIdJssI30fB75vZl8K778G+Fj7mtRe1UIuXfBBRUR6QNL3VOWE9M6qlZG+teuik68H9+smZ689dnxUt3r/+PUFqvj4DTP7HnC2mb0NuAO4290XO9yujlNGjIhI92gY9Ln7n5rZBPDicNFvuvuBtraqjVyFXESkC3iDydlr1+vFRH3126xdb7X18SN9kfUpo4RF4O7vNbOnATcBe4FXA880sxJB8Pf6jjYwB4ryWoqISLIsI324+w+AH7S5LZtKI30ikndmJA71JaV3kqF658ox4uf6a7S+0Tx9RXt/dff7zexfu/uPq8vMbDvwrA42q+OK9jqKiEiyTEFfN9EXliJSFIYlp3e605dyVXbqlA1hqOZJ8+zV0jfj11cDwbQU0wK+1/7UzN4IjLP63HhzZ5qTHwVK1RURkQRZCrl0ldo1LErwFJGcMyOxkIt7QuXMyCgcxF/TV5U0UrfqeLHLVubpSwsqC+bLwKXAMjAX+cnEzC4xs/vM7KCZXRWzfouZfS5c/30zGw+Xv9zMbjOzu8LfL43sMxEe8/bw56wm+7guhXwVRUQkVupIn5n1A19391/ZpPa0Xe3zk85mIlJgyemdgVr1zpRr+jzhmjyL2TZug0ol4a00JVjNsT3ufslGdgzPlR8BXg4cAW4xsxvc/d7IZm8Hpt39fDO7HLgGeD0wBfy6uz9sZs8Cvgrsjuz3Jne/dSPtapXivZQiIlIvdaTP3ctAxcxO36T2bBrFfCKSdymX9IVz5MXvA+nz9FUFI33p74Zx66Pz/MWlf0Ih0zu/a2bP3uC+LwQOuvsD7l4CPkswahh1KXB9ePvzwMvMzNz9gLs/HC6/Bxg2sy0bbEdL6Zo+EZHukeWavlngLjP7GpFUF3d/d9tatQmSPqiIiORFkN4Zv67iHjuKV1WuBL/T0jsdYr8BW/X2GLt+5ZrAOAV9d30x8FYzOwQsEsbc7v6cDPvuBh6M3D8CXJS0jbsvm9kJ4EyCkb6q1wI/qJsu4uNmVga+AHzQY4ZQzewK4AqAXbt2MTExkaHJjd1/aAmAb3/722wdaM2rOjs727L25ZH6V1zd3DdQ/4qsVX3LEvR9MfzpCkpTEZGiMLPEIhqeNDl7uKya3tkfm95ZDdqSqneuLEwdTfSUuQKL9177yk4+uJk9kyDl8+LI4je5+0NmdhpB0PfvgE/W7+vu1wLXAuzbt8/379/fkjb9uO9+uO9HvPglL2H7ltbUfZuYmKBV7csj9a+4urlvoP4VWav6lmWevuvNbBg4z93vy3pgM7sO+DXgcXdfU/bazPYTXDh/KFz0RXf/QNbjb1RtcvZ2P5CISJOCoab4dVnTO9OyGoJ5+Naf3lmtGlpOCPqKmEnh7j9tYveHgHMj9/eEy+K2OWJmA8DpwFEAM9sDfAl4s7vfH2nTQ+Hvk2b23wnSSNcEfe1S0II8IiISo2H1TjP7deB24J/C+88zsxsyHPsTQKOL4r/t7s8Lf9oe8EFkcnady0SkwBqmd6ZU72w0UhddFl/oJazeWUmq3lmcgT4z+5fw90kzmwl/V39mMh7mFuACM9trZkPA5UD9efIG4C3h7dcB33R3N7MdwD8AV7n7dyLtGjCzneHtQYIvUe/eaD+bUcCiPCIiUidLvsb7Cb5dnABw99vN7KmNdnL3b1VLUueRgj4RyT1LDp6S0zuD39WRvv6GI30NmpA6OXvy/kUJFNz9xeHv05o4xrKZXUlQebMfuM7d7zGzDwC3uvsNwMeAT5nZQeAYQWAIcCVwPnC1mV0dLruY4Br6r4YBXz/wdeBvN9rGjdB5UkSke2QJ+pbc/URduk6lRY//r8zsDuBh4L3ufk+LjpuoGB9DRETCEbWk9M7E6/HC9SnpnStTNsRX31xdx6VB9c+U4xeJme0D/m/qJmfPWMgFd78RuLFu2dWR26eAy2L2+yDwwYTDviDLY7ebzpsiIsWXJei7x8zeCPSb2QXAu4HvtuCxfwA8xd1nzexVwN8DF8RtGK1Mtnv3biYnJzf8oEeOB0XRpp6YYnJyecPH6SVHjx7tdBMKRc9Xdnqu0s3MnKDiXnvPiz5flYpzcmZmzfvhwzMlAI6fOAHA1BOPMzl5atU2U08E6+bnF3CvrDnGo4/N126fOrWwZv3UVLD/qcUSy8tr95+bnaO0tNzUe3UHfBr4feAuWvfFpoiISC5kCfreBbyPoIT1ZwjSV/5Tsw/s7jOR2zea2V+Z2U53n4rZdlVlsvHx8Q0/bvmJWeAgZ531JMbHdzfcXgLNPOe9SM9Xdnquku340SnMjq56jsbHx3F3nHsY27FjzfPXf2we+AnbTxsFjnHO2bsYH9+1apsnzTwCHGHL1q309y2uOcbx/uNUa2yNjIysWX/WiYeBIwwODuJ9lTXrt2+fZnB6qWiv7RNhGqbUKUimroiIpMhSvXMeeJ+ZXRPc9ZOteGAzOxt4LLyQ/YUERWXa/rW/Tl4iUiRx71lh5mbqxOvLlUriNivX5GVJ71yresxyxVOu6UtsWl79oZl9FPgGwZecALh710xZtF5FrMIqIiLxGgZ9ZvbzwHXAaeH9E8Db3P22Bvt9BtgP7DSzI8AfAoMA7v43BNXL/r2ZLQMLwOVxk862i05mIpJ3lnBJX6U2B1/yvpUMlYor3vj6u7RCLmX32EIxBX1//U3gZwnOU9X0TqeL5qkVEZHelSW982PAb7v7twHM7MXAx4HUi9vd/Q0N1n8Y+HDGdrZQ8b5+FpHeZFhsFcxq0Jc6B1+1emfc5OzVGwnVN1dN2RDbrnB3B4sJPIMpGwr3Xvvz7v70Tjcilwr3UoqISL2G8/QB5WrAB+Du/wIUtgJKbZ6+zjZDRKShxJG+cBwqLXWzWr1zY+mdFtm2wf4J76YFTO/8rpk9o9ONyBOdJ0VEukfiSJ+ZPT+8+T/N7L8RFHFx4PWEc/YVUfVzSDGzj0REsqV3lmujgcnbOBnm6UtZmjS5e0GjhRcBt5vZIYJr+ozgOvZMUzZ0swKO2oqISJ209M4/qbv/h5HbhT8DpM09JSKSB0HUsXZ5NeiLH8ULA7LUydmjQVv6PHupI30pExsUcKTvkk43IG/05aiISPdIDPrc/Vc2syGbpYAfRESkVyV86q4GW2mVN8vVCp8pM7hvtJBLNdjMkh5aFO7+0063Ia903hQRKb4s1Tt3AG8GxqPbu/u729es9qmmqegbTBHJu5WCKauDq1p6Z1plzto1fTHHtchxM7Yhblm54qnHl2LTyygi0j2yVO+8EbgZuIuVMtaFpUIuIlIUScFTLb0zrjJnhkIu0eM0M2VD2kjhJs7AI22mV1I65fh8iUNTc8wsLDE6PMjendvYMTLU6WaJFFKWoG+ru/9e21uySWpBn6I+ESkIrwuuyhmmbCinXfcXPW7MV2Crp2xIXu8J1Tv19todCjrfonSJ4/MlDhyeZmRogLGRIRaWyhw4PM2F540p8BPZgCxTNnzKzN5hZueY2RnVn7a3rO10MhORfKsGVPUjLdUvr2InRq8WaUmdsqF6TV5C+mfk/bEvdh6+BtU7Y9osxaVRW+mEQ1NzjAwNMDI0gJnVbh+amut000QKKctIXwn4EPA+Vs7jDjy1XY1qJ5WeFpGiiI6oRb+oWqnembxPbaQv5au9+msFY9sQ9wVZNL0zpd1SbHodpZNmFpYYqxvRGx7sZ3q+1KEWiRRblqDv/wDOd/epdjdmMyi9U0SKopaGWbe8dr1eSmXO1MnZw9+VhBGcVbukVe+sJAeNGhwSkWaMDg+ysFRmZGjlo+rCUpnR4cEOtkqkuLKkdx4E5tvdkM2mmE9EiqoaUGUJ6NILuWSYsiFlWTkhvbOIUzZIMsXv0gl7d25jvrTMfGkZd6/d3rtzW6ebJlJIWUb65oDbzewmYLG6sKhTNlTpAnURybuV9M7Vy9PSO6uqI339cdfkRQuxNJhyIXVy9oQpH8yUSt8NdJaUTtoxMsSF541xaGqO6fkSo8ODPP1sFXER2agsQd/fhz9dQSlHIlIU1YCrPoBaCejSr7eLHmP1cYPfidU7I8viR/pWCsEovbP76bWUTgkCPwV5Iq3QMOhz9+s3oyGbpTY5e4fbISKS1dqRvuB3WsZCWvXOlePET64etZHJ3ZVI0SX0QoqIdI2GQZ+ZHSImpd/di1m9U4VcRKQgGk18njbdQrV6Z+q0Dh4/WtgwvTP8nTo5e/xiKSCl6oqIFF+W9M59kdtbgcuAws7TVz11KegTkaJKDeiq6Z0VX3U/jhM/ufqq48UtCw9aTqzeqTfYbqBXUUSkezSs3unuRyM/D7n7nwO/ugltaytVlxORvKtNzl6f3lkJ16dEdCvz9KVc91ch9pO9Jd6pPm7q6qCQiwaHuodeSxGRwsuS3vn8yN0+gpG/LCOEueT6JCIiBVG7dq7uU3fq5Ozh73IYGMaNBlYlXZO3+njJ6Z3RNsYcvcGRJe+UESMi0j2yBG9/Erm9DEwC/6YtrdkEtY8hOpmJSM7VJmdPmLIhtnpndZtK48DQSa/uWX97ZVm0umd6UCgiIiKdl6V6569sRkM2S62QS2ebISKyYdXqnbGTs1evt3NfdT9um+TqnSsL06p31t+OUlJF99BLKSJSfFnSO7cArwXGo9u7+wfa16z20+TsIpJ3K+mdq5VTirTUKmumzeVX3SZhnr7Vx1t/eqfeXruDrn0XEekeWdI7vwycAG4DFtvbnM2g7yxFpBhWCrmsft/yDOmd5QzX/bl7w6CtUXpn0jyAeqftHhq1FREpvixB3x53v6TtLdkkSu8UkaJIGulLT+8Mfq+MBqaP9GVtQ6Nlq9brHbYraMRWRKR7NJyyAfiumT277S3ZJJqnT0SKLi29syotvbMWTHr8PHuWcq9+SVIhGFVK7h6anF1EpPiyjPS9GHirmR0iSO80wN39OW1tWZusjPQp6hORYqiPnzxtcnaqRVqC+/HpnSvbpE2+HtxusD6pzQnLpTh0lsyH4/MlDk3NMbOwxOjwIHt3bmPHyFCnmyUiBZMl6Htl21vRARrpE5G8s4T8zlpAl+mavrT0TqevQb5H2jWBQRvT10vxadC2c47PlzhweJqRoQHGRoZYWCpz4PA0F543psBPRNYly5QNP92MhmwWpRyJSFGszKe3+n0rrUhLdaeVefrS0jszVOeMW2/x20bprbb49OVo5x2ammNkaICRoeDjWvX3oak5LjxPQZ+IZJflmr6uUrumr6OtEBFpLBqcRVVSRvFqhVzSAkOqx42v3hl3vKi+BtU7NSWOSGvMLCwxPNi/atnwYD8zC0sdapGIFFXbgj4zu87MHjezuxPWm5n9pZkdNLM7zez57WpLlCvqE5GC8wypm+W0kb7wd/I1fWu3TZI8OXtvDfWZ2SVmdl94TrsqZv0WM/tcuP77ZjYeLn+5md1mZneFv18a2ecF4fKD4fmyI2eu3nol82V0eJCFpfKqZQtLZUaHBzvUIhEpqnaO9H0CSJvq4ZXABeHPFcBft7Eta6iQi4jk3Up652rlSvA7NaCrBn2pk7N7wxy+pOqcax9xtV4KFMysH/gIwXntGcAbzOwZdZu9HZh29/OBPwOuCZdPAb/u7s8G3gJ8KrLPXwPvYOVcuanTJ+k82Xl7d25jvrTMfGkZd6/d3rtzW6ebJiIF07agz92/BRxL2eRS4JMeuBnYYWbntKs9tXb11EcRESmyasBVP2pWS+9MeQcvuyendkbSRtOqewZt2MD63osVXggcdPcH3L0EfJbgHBd1KXB9ePvzwMvMzNz9gLs/HC6/BxgORwXPAUbd/WYP/gA+Cbym/V1Zq9dGbfNkx8gQF543xtBAH9PzJYYG+lTERUQ2JEv1znbZDTwYuX8kXPZIWx+1OmVD730oEZGCSZqcPS29sxooVirJ6Z8rUzZ4hvTOjRVy6bHv1+LOZxclbePuy2Z2AjiTYKSv6rXAD9x90cx2h8eJHnN3qxueSufJXAgCPwV5ItKcTgZ9mZnZFQQpoOzevZvJyckNH2vp5CIXP3WY5ZkpJidPtqiF3e3o0aOdbkKh6PnKTs9VuuljQbLE4cMPMjsyUHu+Hn3sBACPPPIww4urEyrmS8H1P8uVCv19Fvt++eijc0AQ9JVKpTXbPDLCpFSlAAAgAElEQVRTqt0+eXJm7fqjp2q3Fxbm16w/OTNDxStNvVf3GjN7JkHK58Ub2Ld2jty1axcTExMtadN9R4JiId/73s08aaQ1iUGzs7Mta18eqX/F1c19A/WvyFrVt04GfQ8B50bu7wmXreHu1wLXAuzbt8/Hx8c3/KDj4/CUsS00c4xepOdrffR8ZafnKtnOxwx4hN179rBrdCsQPF9nnngYOMJ5e3YzftZpq/aZW1wGfkTFYajPYp/fRytHgUkqDiNbt67Zpv/YPPATAE4fHV2zvjR8ErgfgO3btq1ZP3rXPGYzvfTaZjmfVbc5YmYDwOnAUQAz2wN8CXizu98f2X5Pg2MCa8+R+/fvb6YvNU/c+iDcfScvetGLOPeMkZYcc2Jigla1L4/Uv+Lq5r5Bvvp3fL7Eoak5ZhaWGB0eZO/ObU2nLOepf1Gt6Gur+tbJKRtuAN4cVvF8EXDC3dub2ikiUiD9tpKGGVW936jISlp1z9o2Dc4CjSZfT7qmr8euA7sFuMDM9prZEHA5wTku6gaCQi0ArwO+6e5uZjuAfwCucvfvVDcOz4czZvaisGrnm4Evt7sjIiLtdHy+xIHD05SWK4yNDFFarnDg8DTH50uNdy6YvPW1nVM2fAb4HvB0MztiZm83s3ea2TvDTW4EHgAOAn8L/Ha72iIiUkR9taBv9fK0efqi+hPWR5emzfUX3G50TV/65O69wN2XgSuBrwI/BP7O3e8xsw+Y2avDzT4GnGlmB4HfA6rTOlwJnA9cbWa3hz9nhet+G/gowXnyfuAfN6dHAc23KCKtdmhqjpGhAUaGBjCz2u1DU3OdblrL5a2vbUvvdPc3NFjvwO+06/FFRIqu+pm7Uhf1VcIpG+KCukaVNYPl2SdXjz9G40ouPTXOB7j7jQRfZkaXXR25fQq4LGa/DwIfTDjmrcCzWtvS9eutQVsRaaeZhSXG6tIbhwf7me7Ckb689bWT6Z0iIpKiv69Remf6/mlz9GXdZiPVOzVA1B30MopIq40OD7KwVF61bGGpzOjwYIda1D5566uCPhGRnGqY3hkTsEUDrsT0zlXX/cWsT9g2fn3C5OwaHRIRkTp7d25jvrTMfGkZd6/d3rtzW6eb1nJ566uCPhGRnKrGU+X69M7wblJQt7J/hpG+RsdosE9s0Kihvq7iPZesKyLtEsw7OcbQQB/T8yWGBvq48Lyxpqt35lHe+lqIefpERHpRNb2zvhLmSiGX9P2T1q+vkEvM/o3SO1Gg0A0Uu4tIOwTBUPcFeXHy1FeN9ImI5FRiemcl25QN/Vmu6WuwSXx1zmihF6V3dju9liIixaegT0Qkp6oB2dpCLsHvRkFdUupmo7n8okFdfPpmdNu4B0htlhSERvpERLqHgj4RkZyqBmRrr+lLTu/MMmVDNCqLCxxX7dfok7+mbOhKx+dLTE7NA3DPwye6cuJkEZFeoqBPRCSnqkFffXpdOSW9MypLeudGYrrGk7NriKjIjs+XOHB4uvZ3tlSucODwtAI/EZECUyEXEZGc6gu/lqtP7/SU9M5GqZtZtmk00NeoemfQyITlknuHpuYYGRpgy0DwB/iez93BGduGMGCwv7nvihcXF9ny3W+0oJX51K7+/dZL9vJbL3lqy48rIr1DQZ+ISE7V0jvXUb1zPZmZ0Hg0sOHk7AnX/Kl6Z3HNLCwxNjLEc8/dwa8++xxK5Qq4s7hc4ZzTh5s69iOPPsI5Zz+pRS3Nn3b075/ueZTvHzqmoE9EmqKgT0Qkp1bSO1cHUOVa0NcgvTNppC96O2nOhZT1q64bjE3vlCIbHR5kYanM2MgQ7/zlpwEwX1quzTHVjImJY+zf/5xWNDOX2tG/ux8+seY9QERkvRT0iYjkVNKUDdXPf/Fz7EVTL5PSO9O3WVf1zqRCLvqMWlh7d27jwOFpAIYH+1lYKjNfWubpZzcX8MnG9JmtKeYkIsVwfL7Eoak5ZhaWGB0eZO/ObR2bnF2FXEREcqp6Td+a6p2VbJOzZ0rvbLBR7FyADR5Dpf6LLZhMeIyhgT6m50u1Eb5OfVDpdX19Rlkxn0jhVItilZYrjI0MUVrubFEsjfSJiOTUykhf9vTO6JKk6/WiS/tivvprGLRZ4p0afUYttiDwU5CXB/228kWPiBRHtSjWyFAQblV/H5qa68j7q0b6RERyKmnKhurnv74NVu9cvX2jkb7kdgW3Y/bRVX0iLdPfZ2u++BGR/JtZWGJ4sH/VsuHBfmYWljrSHo30iYjkVH9Ceqe7N0zthOT0z2ggF5feuSp9s0GhlsTqnfqQKtISpmv6pMvk6Tq3dqoWxaqO8AEsLJUZHR7sSHs00iciklOWlN5Z8WxFWhLTOxsVaolU52y0XumdIm3Vbxrpk+6Rt+vc2mnvzm3Ml5aZLy3j7rXbe3du60h7FPSJiORUWnpnUkAXt3+aRumdG5kLUMmdIq3T36eRPuke0evczKx2+9DUXKeb1nJ5K4ql9E4RkZyqpl62Nb0z7rrAVbcbTM6e8NgamBBpjb4+WzNti0hRzSwsMVYX9AwP9jPdhSN9kK+iWBrpExHJqWpwFZfe2WiqBcg20reRaR9WTc6uORtE2qrP1r4HiBRV9Tq3qE5e59ZLFPSJiORU0uTsFU8P6KqrsgV96SN5scePnDkU34m0V78KuUgXydt1br1EQZ+ISE5VUy/rv+WvuKcGW9VVcXPw1Wt0bWDDydlTqnuqgqdI8/p0TZ90kbxd59ZLdE2fiEhO9SWkd1bcEydeX71/UoXPtY+xan3T1T0bNk1EMuo30zWy0lXydJ1bL9FIn4hITlliemfylA3R/RKDvlVBXXr5zbgjWMLtevqgKtK8vj4o659JRJqkoE9EJKdq6Z2V+pG+xlMtQOMiLcE2G0jvtPjbtWWatEGkZfrM1rwHiIisl9I7RURyKjG9s+L0p3xlVw25klJAV6d3NhfUpQWf+pgq0rz+PtNIn0iBHZ8vcWhqjpmFJUaHB9m7c1tHrmHUSJ+ISE4lV+9slN5Z/d2CKRtSjl9/O22ZiGxMv5mmbBApqOPzJQ4cnqa0XGFsZIjScoUDh6c53oF5CRX0iYjkVF9Kemczc/CtGulrMDl7XAS3enJ2Ve8UaSczo1LpdCtEZCMOTc0xMjTAyNAAZla7fWhqbtPb0tagz8wuMbP7zOygmV0Vs/6tZvaEmd0e/vxWO9sjIlIkaemdadMxVAOxxPTOBoVcoiOEjap7psWeCvlEmtffh6ZsECmomYUlhgf7Vy0bHuxnZmFp09vStmv6zKwf+AjwcuAIcIuZ3eDu99Zt+jl3v7Jd7RARKaqNpndWtSa9s9FIX9zjNnxYEclI1/SJFNfo8CALS2VGhlZCroWlMqPDg5velnYWcnkhcNDdHwAws88ClwL1QZ+IiMSoBnb1H/gapnfa6v3XrI4sjhsNtIRts66v0udUkeapemfvyEvBD2mdvTu3ceDwNBCM8C0slZkvLfP0s8c2vS3tTO/cDTwYuX8kXFbvtWZ2p5l93szObWN7REQKpRqP1V8bV3bPNB1Df4ZtGo0Gxo/kRdI7Y0cCNdQn0ip9KuTSE/JU8ENaJ5iIfoyhgT6m50sMDfRx4XljHQnmOz1lw1eAz7j7opn978D1wEvrNzKzK4ArAHbv3s3k5GRTD3r06NGm9u81er7WR89Xdnqu0p04tQzA1NRRJidXnq/Z2TnKy8vJ74XhB8T5+bnYbR4+dqp2+/j0MSYnVwdpC0srVSOOHj3K5OTqKhLRIHRm5sSax5ieDr7VnPzpJENpc0uISEP9faZr+npAtOAHUPt9aGqOC8/TaF+RBYFf51/DdgZ9DwHRkbs94bIad49+4vso8F/iDuTu1wLXAuzbt8/Hx8ebblwrjtFL9Hytj56v7PRcJTuxsATcx+ljZ9Sep/HxcYaHj7JlzhOfu76+H0LZOW37abHbLA2fBO4H4Ek7z1yzzXxpGfhhuH4n4+NxSRhBpv6OHTvW7D92aBl4nPPOewpb6y5gF5H1CUb6Ot0KabeZhSXG6kZ/hgf7mdZIn7RIO7+CvQW4wMz2mtkQcDlwQ3QDMzsncvfVVD9liIhIenpnhvzOpEG21fPsxV3Tl606Z7Bt+vF7RYZq1VvM7HPh+u+b2Xi4/Ewzu8nMZs3sw3X7TITHrFa4PmtzeiN5ouqdvcEM7jxynNt+eoz7Hp3h5KmljhX8kO7UtqDP3ZeBK4GvEgRzf+fu95jZB8zs1eFm7zaze8zsDuDdwFvb1R4RkaJZqd65+gOfN7imrxq0JRd7aTAlQ4OgMGnbXhWpVv1K4BnAG8zsGXWbvR2YdvfzgT8DrgmXnwL+AHhvwuHf5O7PC38eb33rJe90TV/3Oz5f4sTCEicXlxnq76O0XObOI9M8cfIUe3du63TzpEu09Zo+d78RuLFu2dWR2/8B+A/tbIOISFFVK2uW6yZmzjo5e5aCKv0bKOSyen36SGGPyFKt+lLg/eHtzwMfNjNz9zngX8zs/E1srxRIX5+Cvm53aGqOs07bypnbtvDw8QVmF8ts3zrI6PCgqndKy3S6kIuIiCSoxmP1H/jKlfT0zup+WdI7GwWPDdM7NWUDxFervihpG3dfNrMTwJnAVINjf9zMysAXgA96fa6vdL1+UyGXble9ns/MePrZQTqnu+t6PmkpBX0iIjlVDcjqP+dXMk7ZkG00sLn1aemhjj6oNulN7v6QmZ1GEPT9O+CT9RtFK1zv2rWLiYmJTW3keszOzua6fc1qR/8ePFyi4nDTTTd1fDqUbn79Otm3hVKZWVa/n1Y8uAZr4pHWFMPq5tcOurt/reqbgj4RkZyqpl7Wp3d6g/TO6prEydmjjxE3OXv0mr4GqZrxhWB6TsNq1ZFtjpjZAHA6kDpnibs/FP4+aWb/nSCNdE3QV1/hev/+/RvrxSaYmJggz+1rVjv6d/vyj+H+n/DLv7w/UwGndurm16+TfavO0TcyNLBqAu9WzufWza8ddHf/WtU3TaAkIpJTaemdadfiVQOxxKAvsjxum/VU70zTQ4mIDatVh/ffEt5+HfDNtFRNMxsws53h7UHg14C7W95yyb3alz899A/Va/I0gbd0L430iYjklJlhFp/emSUYyzIo0Di9c/3X/PVaRc/wGr1qtep+4LpqtWrgVne/AfgY8CkzOwgcIwgMATCzSWAUGDKz1wAXAz8FvhoGfP3A14G/3cRuSU701Qo6OZr2snvlZQJv6V4K+kREcqzfbM03/BV3BvqSEzVq6Z0JUd/60jvTpaV/9tK4RIZq1aeAyxL2HU847Ata1T4prur/qCp4ikgzlN4pIpJjwRxdq5dVPD5Yi9u32W02UuilB6dsEGmbanqnCniKSDM00icikmNma7/hb5jeGa5LigtXT9mQuHt4Oz2AS4s9NbuASHOOz5d4+MQCALcfnuZZu0/vmeu8js+XODQ1F8xbd2qZ7VsHePKOYfbu3Na1z0G1zzMLS4wOD3Z1X2XzaaRPRCTH+vuMSt1X/JWKN1W9M6rRNo0GFGMnZ69N2SAiG1Wt6Fj98uTUUpkDh6c53gNzt1X7fmy2xGMzp1goLfPYiQWOzZa69jmo9rm0XGFsZIjScqVr+yqdoZE+EZEcayq9M/GavgbVOyPLmp3HT0Q25tDUHCNDA2wdCKq3XP3le9i+dQDD2LalMxVdZmYW+Mt7v9P2x5lbLOM4i0sVHHj+eWNctHeM6fkS554xwqGpua4relJ9vUeGgo/m1d/d2FfpDAV9IiI5lpTemW1y9uRj1raJyfewlHvroexOkY2bWVhibGSI5+zZwb6njLEcfvuzVK6wbUtnPr4t9rMpj724XGGwv5/l8hIPTM3h7vzSBTuZObXE8GA/0104+lV9vaO6ta/SGQr6RERyLC69s1zx1KkUqsHW5hRySR8pFJGNGR0eZGGpzLlnjPCHv/5MAOZLy7U53DohmCT6orY/TjXN8cFj81z/vZ/y2MwpFpfLbN8ywMJSmdHhwba3YbNVX+/qCB/QtX2VztA1fSIiORaX3ulO6uTs1ZHBjVb4XN+UDSk00ieyYXt3bmO+tMx8aRl3r93eu3Nbp5vWdtW+j40MMdAHC6UyC+H9bn0Oevn1ls2hoE9EJMf6ktI7U969q0FitgncG430rb/QS3WRK+oT2bBgsu4xhgb6mJ4v1Ub4eqGaY7XvZ2wfYsfIEKVyhV2nD3PG9qGufQ56+fWWzaH0ThGRHAtG+urSOz09vbO6fVJA1/CaPosWeklvX3x6Z/o+IpJNEAj05of+at+fvft0Jn78BK969jldnzrey6+3tJ9G+kREcqzPjEpl9bJG6Z3VEDFpm9VBXesnZ6+1QwN9ItKkbVsGcIf5UrnTTREpNAV9IiI5lpjemWFS9Jakdza4qi9ubXd/Fy8im6laLXR2cbnDLREpNgV9IiI51tdnlOvTOxtMzl69pi+pkEt0aX+js0DDSi6NRxxFRDaq+hZz048e02TlIk3QNX0iIjnWZ7YmTdI9eeJ1aHxNX1Sja2Q2Ur2z26+7EZHNcXy+xGMnTgFw36OzLJQq3PzAUS44azvbt7Z2KoMfHSuz9YGjLT3mRmzfMsAznzyq91FpOQV9IiI5trH0zpV946wq5NJ09c60+QI11iciG3doao5do1sB+Ph3J9v/gP/r5vY/Rgb/9J6X8LNnj3a6GdJlFPSJiORYX59RjpmcPdPE6xnm6UsrCANZqncmL1PIJyLNmFlY4llPHuVPLnsup5aCQi7uzuziMs85d0dLH+uO2+/guc97bkuPuV73PXqS//iVe5k6WYKzO9oU6UIK+kREciwuvbPSIL0zum+caHGWhtU5VchFRDpkdHiQU8sVfmbXabVl86Xl2hx2rVR6sJ9feNrOlh5zvUbDlNX5korWSOupkIuISI7FpXd6g/TO6L5x1pfemf4YmrJBRNpl785tzJeWmS8t4+6123t3but009piZKgf0PQU0h4K+kREcqzPYtI7PWN6Z4Ztkip8VjUu5JKS3yki0oRgsvIxhgb6mJ4v1Ub4dox05wTm1ekp5jTSJ22g9E4RkRzrM6NSn96Z9Zq+xPTO6DYNDtLEetdVfSLSpCDw684gr95wONK3oJE+aQON9ImI5Fhf39oqmO7ZRvH6MrzDN56yYf3VO2tLFPOJiGQ2MhgEfXOLCvqk9RT0iYjkWL/FTM7u3nhSdVICw8jiRumdDat3xi1TdqeIyLrNLi4z1N/HfY/OaCJ6aTkFfSIiOWZx6Z1NXtMXHb1rPCXDxgu9aKBPRCSb4/MlDhyeZstA8NG8tFxR4CctpWv6RERyrM/WpndWvHEwFuzb/DYbqd7ZKCVURERWOzQ1x8jQAFsG+7nx7kd5dGaRilcws9pUDs04duwUH3/gf7WgpflUhP49d8/p/N7FT+/Y47c16DOzS4C/APqBj7r7H9et3wJ8EngBcBR4vbtPtrNNIiJF0h8zOXulki29M2mbVVM2tKN6Z0hTNoiIZDOzsMTYyBAv+7mzOHB4mtnFJXBYrviabI+NmFty+haWmj9QThWhf7MdvlazbUGfmfUDHwFeDhwBbjGzG9z93shmbwem3f18M7scuAZ4fbvaJCJSNEF6Z/1IX7b0zmyjgY2Osf71uqZPRGR9RocHWVgq828vegr/9qKnAK2diH5iYoL9+3+x6ePkVbf3rxXaOdL3QuCguz8AYGafBS4FokHfpcD7w9ufBz5sZub1uUwiIj2qz+Duh2b4jb/6DouLi2zZ8lDT6Z2WYZv4rVfEjUDW05QNIiLZ7N25jQOHpwEYHuxnYanMfGmZp5/dfMAnAu0N+nYDD0buHwEuStrG3ZfN7ARwJjAV3cjMrgCuANi9ezeTk5NNNezo0aNN7d9r9Hytj56v7PRcNbb/KcOUS4tQWaJCmYHKEhedu52fG11OfC98xwvP4oePL3CGzzA5ubBmfcWdV/3sDioOs1OPsHBsbWD3xgt38tCJElsXjzE5eWLN+ndedBa3PzLPrv65Ne3oO3WSn9+zjccefojFaV06LiLSSHUi+kNTc0zPlxgdHuTpZ3fvRPSy+QpxNnb3a4FrAfbt2+fj4+NNH7MVx+gler7WR89Xdnqu0r1zHN75iuD25ORkpufrfRm2+au9e1PX/+cGx/j9lPXj4/D6X2rYBBERieiliehl87VzyoaHgHMj9/eEy2K3MbMB4HSCgi4iIiIiIiLSAu0M+m4BLjCzvWY2BFwO3FC3zQ3AW8LbrwO+qev5REREREREWqdt6Z3hNXpXAl8lmLLhOne/x8w+ANzq7jcAHwM+ZWYHgWMEgaGIiIiIiIi0SFuv6XP3G4Eb65ZdHbl9CrisnW0QERERERHpZe1M7xQREREREZEOU9AnIiIiIiLSxRT0iYiINMnMLjGz+8zsoJldFbN+i5l9Llz/fTMbD5efaWY3mdmsmX24bp8XmNld4T5/aWZrJ1QUERHJQEGfiIhIE8ysH/gI8ErgGcAbzOwZdZu9HZh29/OBPwOuCZefAv4AeG/Mof8aeAdwQfhzSetbLyIivUBBn4iISHNeCBx09wfcvQR8Fri0bptLgevD258HXmZm5u5z7v4vBMFfjZmdA4y6+83hVEafBF7T1l6IiEjXamv1ThERkR6wG3gwcv8IcFHSNuGURieAM4GplGMeqTvm7rgNzewK4AqAXbt2MTExsc7mb57Z2dlct69Z6l9xdXPfQP0rslb1TUGfiIhIgbn7tcC1APv27fP9+/d3tkEpJiYmyHP7mqX+FVc39w3UvyJrVd+U3ikiItKch4BzI/f3hMtitzGzAeB04GiDY+5pcEwREZFMFPSJiIg05xbgAjPba2ZDwOXADXXb3AC8Jbz9OuCb4bV6sdz9EWDGzF4UVu18M/Dl1jddRER6gaWcc3LJzJ4AftrkYXaSfB2FrKXna330fGWn52p9evH5eoq7P6nTjWjEzF4F/DnQD1zn7n9kZh8AbnX3G8xsK/Ap4ELgGHC5uz8Q7jsJjAJDwHHgYne/18z2AZ8AhoF/BN6VFiiGx2rFObKduv1vWP0rrm7uG6h/RZbUt3WdHwsX9LWCmd3q7vs63Y6i0PO1Pnq+stNztT56vqTouv1vWP0rrm7uG6h/Rdaqvim9U0REREREpIsp6BMREREREelivRr0XdvpBhSMnq/10fOVnZ6r9dHzJUXX7X/D6l9xdXPfQP0rspb0rSev6RMREREREekVvTrSJyIiIiIi0hN6Lugzs0vM7D4zO2hmV3W6PXlnZpNmdpeZ3W5mt3a6PXljZteZ2eNmdndk2Rlm9jUz+0n4e6yTbcyLhOfq/Wb2UPj3dXtY9r7nmdm5ZnaTmd1rZveY2e+Gy/W3JbnU7N+smb0l3OYnZvaWuG06qQX9K0fe5+rncOyolL5dFt6vhNOHJO2f689VLehfrj8HpfTvQ2b2IzO708y+ZGY7EvbP7evXgr4V9bX7T2HfbjezfzazJyfsv673zZ5K7zSzfuDHwMuBIwQT6r7B3e/taMNyzIL5o/a5e7fOfdIUM/slYBb4pLs/K1z2X4Bj7v7H4RvomLv/X51sZx4kPFfvB2bd/b92sm15Y2bnAOe4+w/M7DTgNuA1wFvR35bkUDN/s2Z2BnArsA/wcN8XuPv0ZvYhTbP/k2Y26+7bN7XRGaX0zYEK8N+A97r7mg/NRfhc1Uz/wv0nyfHnoJT+7QG+6e7LZnYNQMz/Xq5fv2b6Fu4/STFfuyPuPhNu827gGe7+zrp91/2+2WsjfS8EDrr7A+5eAj4LXNrhNkmBufu3CCZajroUuD68fT3BP3DPS3iuJIa7P+LuPwhvnwR+COxGf1uSU03+zb4C+Jq7Hws/sHwNuKT9rc6um/8nk/rm7j909/sa7J77z1VN9i/3Uvr3z+6+HG52M0GgVC/Xr1+Tfcu9lP7NRDbbRhDU1Vv3+2avBX27gQcj94+EyySZA/9sZreZ2RWdbkxB7HL3R8LbjwK7OtmYArgyTGO4Lik1qpeZ2ThwIfB99LclBbCBv9lCnZs3+D+51cxuNbObzSy3gWFd37Io8muXVWE+B6X0723AP8bsUpjXbwN9gwK/dmb2R2b2IPAm4OqYXdb92vVa0Cfr92J3fz7wSuB3whQ9yciD/OneyaFev78GngY8D3gE+JPONidfzGw78AXgPXXf/OlvS3Kp2/9mm+jfU9x9H/BG4M/N7Gntben6pfWtGzTRv0J8Dkrqn5m9D1gGPt2ptjWrib4V9rVz9/e5+7kEfbuyFY/Ta0HfQ8C5kft7wmWSwN0fCn8/DnyJIBVA0j0W5mlX87Uf73B7csvdH3P3srtXgL9Ff181ZjZIcBL4tLt/MVysvy3JrSb+Zgtxbm7mfzJyLn0AmCD4Rj83EvqWRZFfu0yK8DkoqX9m9lbg14A3eXwRj9y/fk30rdCvXcSngdfGLF/3a9drQd8twAVmttfMhoDLgVxV0coTM9sWXliKmW0DLgbuTt9LCP6mqlWU3gJ8uYNtybXqh6XQb6C/LwDMzICPAT909z+NrNLfluRSk3+zXwUuNrOxMMX74nBZbjTTv7BfW8LbO4FfBHJRKANS+5ZF7j9XNdO/InwOSuqfmV0C/J/Aq919PmH3XL9+zfSt4K/dBZHNLgV+FLP7+t833b2nfoBXEVQquh94X6fbk+cf4KnAHeHPPXq+Yp+jzxCkJS4R5FO/HTgT+AbwE+DrwBmdbmcefhKeq08BdwF3Epxozul0O/PwA7yYIE3sTuD28OdV+tvST15/1vs3S1Bx7qOR/d8GHAx/frPT/Wll/4BfCN/n7gh/v73T/cnYt98I36sXgceAr4bbPxm4MbJ/rj9XNdO/InwOSunfQYJrvqrL/qZor18zfSv4a/cFggD1TuArBMVdmn7f7KkpG0RERERERHpNr6V3ioiIiIiI9BQFfSIiIiIiIl1MQZ+IiIiIiEgXU9AnIiIiIiLSxcNhvbcAAAMUSURBVBT0iYiIiIiIdDEFfSIiIiIiIl1MQZ9Im5jZDjP77cj9J5vZ59vwOO83s4fM7AMp2zzNzG43s9lWP76IiMh6bdY5Mjz2a8zs6pT1zzazT7TjsUXyQvP0ibSJmY0D/5+7P6vNj/N+YNbd/2uGbWfdfXs72yMiItLIZp0jw8f6LvBqd59K2ebrwNvc/XC72yPSCRrpE2mfPwaqI2wfMrNxM7sbwMzeamZ/b2ZfM7NJM7vSzH7PzA6Y2c1mdka43dPM7J/M7DYz+7aZ/WyjBzWzXw4f8/bweKe1uZ8iIiLrtSnnSDP7GWCxGvCZ2WVmdreZ3WFm34ps+hXg8vZ3W6QzFPSJtM9VwP3u/jx3//2Y9c8C/jfg54E/Aubd/ULge8Cbw22uBd7l7i8A3gv8VYbHfS/wO+7+POAlwEJz3RAREWm5zTpH/iLwg8j9q4FXuPtzgVdHlt9KcM4U6UoDnW6ASA+7yd1PAifN7ATBt4wAdwHPMbPtwC8A/8PMqvtsyXDc7wB/amafBr7o7kda3G4REZF2a9U58hzgicj97wCfMLO/A74YWf448OQWtl8kVxT0iXTOYuR2JXK/QvC/2QccD0fsMnP3PzazfwBeBXzHzF7h7j9qRYNFREQ2SavOkQvA6dU77v5OM7sI+FXgNjN7gbsfBbaizBjpYkrvFGmfk8CGr6dz9xngkJldBmCB5zbaz8ye5u53ufs1wC1Aw+sARURENtlmnSN/CJxfvROeI7/v7lcTjACeG676GeDujbZHJO8U9Im0SfjN4XfCC8Y/tMHDvAl4u5ndAdwDXJphn/eEj3knsAT84wYfW0REpC028Rz5LeBCW8kB/ZCZ3RUWjfkucEe4/FeAf9hgO0RyT1M2iBScpmwQERFJZmZ/AXzF3b+esH4L8D+BF7v78qY2TmSTaKRPpPhmgSuyTM4OPLZ5zRIREcmF/wyMpKw/D7hKAZ90M430iYiIiIiIdDGN9ImIiIiIiHQxBX0iIiIiIiJdTEGfiIiIiIhIF1PQJyIiIiIi0sUU9ImIiIiIiHSx/x/ErYsGAsgjXgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (15, 6)\n", "plt.subplot(1, 2, 1)\n", "result.plot_concurrent_over_time();\n", "plt.subplot(1, 2, 2)\n", "result.plot_convergence_over_time();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pyspark花了接近20秒启动计算环境。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 集群ray后端" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "from ray.util.joblib import register_ray\n", "register_ray()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0%| | 0/40 [00:00, object_store_memory=).\n", "2021-01-02 16:47:39,619\tWARNING services.py:923 -- Redis failed to start, retrying now.\n", "2021-01-02 16:47:39,852\tWARNING services.py:923 -- Redis failed to start, retrying now.\n", "2021-01-02 16:47:40,138\tINFO services.py:1165 -- View the Ray dashboard at \u001b[1m\u001b[32mlocalhost:8265\u001b[39m\u001b[22m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[2m\u001b[36m(pid=958)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=958)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=958)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=958)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=958)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=958)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=961)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=961)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=961)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=961)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=961)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=961)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", " 10%|█ | 4/40 [00:03<00:34, 1.04trial/s, best loss: 0.018]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:43,332\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[2m\u001b[36m(pid=1124)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1124)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1124)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1124)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1127)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1127)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1124)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1124)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1127)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1127)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1127)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1127)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", " 20%|██ | 8/40 [00:06<00:28, 1.14trial/s, best loss: 0.018]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:46,111\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[2m\u001b[36m(pid=1161)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1161)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1161)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1161)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1161)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1161)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1158)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1158)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1158)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1158)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1158)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1158)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", " 30%|███ | 12/40 [00:09<00:22, 1.24trial/s, best loss: 0.018]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:48,661\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[2m\u001b[36m(pid=1283)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1283)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1283)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1283)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1283)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1283)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1284)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1284)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1284)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1284)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1284)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1284)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", " 40%|████ | 16/40 [00:12<00:18, 1.27trial/s, best loss: 0.018]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:51,966\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[2m\u001b[36m(pid=1370)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1370)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1370)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1370)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1373)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1373)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1370)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1370)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1373)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1373)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", "\u001b[2m\u001b[36m(pid=1373)\u001b[0m /home/tqc/miniconda3/envs/ask/lib/python3.6/site-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", "\u001b[2m\u001b[36m(pid=1373)\u001b[0m \"the number of iterations.\", ConvergenceWarning)\n", " 50%|█████ | 20/40 [00:15<00:15, 1.29trial/s, best loss: 0.018]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:54,858\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 60%|██████ | 24/40 [00:17<00:11, 1.38trial/s, best loss: 0.014]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:57,208\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 70%|███████ | 28/40 [00:20<00:08, 1.44trial/s, best loss: 0.013]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:47:59,741\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 80%|████████ | 32/40 [00:22<00:05, 1.52trial/s, best loss: 0.012]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:48:02,005\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 90%|█████████ | 36/40 [00:24<00:02, 1.58trial/s, best loss: 0.012]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-01-02 16:48:04,306\tWARNING pool.py:340 -- The 'context' argument is not supported using ray. Please refer to the documentation for how to control ray initialization.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████| 40/40 [00:26<00:00, 1.49trial/s, best loss: 0.012]\n" ] } ], "source": [ "with parallel_backend(\"ray\"):\n", " result = fmin(evaluator, config_space, n_jobs=n_jobs, parallel_strategy=\"MapReduce\", n_iterations=40)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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M7FozW29mN5lZd6P7IyIiIiIirWtoaIjXvva1PPWpT+WMM86gr69v2MjczTffzOrVq4FkFO3000/nqKOO4k1vehPuXt7Oxz/+cY444ghOOukkzj777HIgdt9993Hqqady3HHHcfLJJ3P33Xfzy1/+krVr13LBBRdwzDHHcN99943Zzzlz5nDSSScxc+bMKd3/EFU03wncBcyvcd95wFZ3f7KZnQV8Cnh1gD6JiIiIiEiDfPRbd3DnwzumdJtHHjyfj7z8qDEfd88993D55Zdz4okncu655/KFL3xhxMd+9KMf5TnPeQ6f/OQn+c53vsPll18OwG9/+1u+/vWvc9tttzE4OMgzn/lMjjvuOADWrFnDJZdcwuGHH85NN93EW9/6Vm688UZe8YpX8LKXvYwzzjgDgE9/+tNcddVV+7R5yimn8PnPf34ih6AuDQ3wzGw58FLgk8C7azzkdODC9PLXgIvMzDwbOjfA7oEC6+55nIY2Ms09/thONux9PHY3osnr/i+ZM4OnL1+wz+3b+wf53YNbg/XjkEWzefIBcwG4deM2tvYNBGsboKPNWNpWBGDr7gFu3bSt4W22mbHq0EXMmdHBrr1D3NyzJch70MyOdo5fuR/tbcaj2/dw16PJh20jXwOdbW08a+UiZnS0N2T7IiIioznkkEM48cQTATjnnHNGDaZ++tOfcsUVVwDw0pe+lEWLFgHwi1/8gtNPP52ZM2cyc+ZMXv7ylwOwa9cufvnLX3LmmWeWt7F3796a277gggu44IILpmSfxqPRI3ifA/4WGGlhiWXARgB3HzKz7cBiYNjMRjNbA6wBWLZsGT09PZPq1Bd/sZFv3rN7UttoDQ/G7kBk+dz/b77+CAp924fd9rmfPcI379gSrA8LZ7bzzTc8hUd3DnDWVfcGazfrLc+cz9ntbfzDjZv4/p+2j/2EKfD64/bnjc86gEtveoyrfz+xCdwT8amXrOCEFfN419oN3PpwX+aexr0G3vvnB/Oypy5q2Palsf6waRs3/PFRHtvez9IFszjtaQfy9OULY3drWtrWN8Dtm7ax/vGdOMbhB8zlGcsXsnB2V+yuiURVz0hbo1RXnjQzOjo6KBaTL3cnsxB7sVhk4cKF3HrrrWM+tuVG8MzsZcDj7n6Lma2ezLbc/VLgUoBVq1Z5d3f3pPrm7Q8zb+Zerjj3+Eltp5k98sgjHHTQQbG7EU0e9/9Hdz3ORT9ezwEHLWNgWwfZ11H7b7azZO5uvvhXxzW8H1f86gGu/8MjdHd3s/fRncC9XPDiI3jukxY3vG2A/oECr7nsJtpnzEqOQcdmDl08yOdefUxD2z37i7+ma/Zcuru76bhtF/NmbOOK8xr7HvTglj7eec2tzFu0hO7ugyjYJo47dBEffOlTG/Ya2L23wDmX38TseQuZ7Hu1xPGHTdu4/Gf3s3BWJ8sXzWJ73yCX/+x+zjv5MAV5Vbb1DfCze59g09Z+FszsBJw7H97Ojv5BTjp8fwV5IpE8+OCD/OpXv+I5z3kOV199NSeddBI7d+7klltu4bTTTuPrX/96+bGnnHIKX/3qV3nGM57BDTfcwNatSUbTiSeeyFve8hY+8IEPMDQ0xLe//W3WrFnD/PnzWblyJV/96lc588wzcXduv/12jj76aObNm8fOnTvL227FEbwTgVeY2UuAmcB8M/tvdz8n85iHgEOATWbWASwAehvYp7Ku9jaOXZHfb5cXFbfTrf2P3Y2g7n1sF0DNtEDHmdkZ5jXxvTseo5SEXUwvPGn/OcFejzv3DAKV41B0mNPV0fD2282G7XdXR+OP95wZyVt8tt1Fszs5dsWihr0GtvcPP77SfG7446MsnNXJzr0Fdg0UWbHf7PLtCvCG27B5N9v7B1k4q4uZnUlKspmxrW+QDZt3c+wKBXgiMRxxxBFcfPHFnHvuuRx55JGcf/75HH/88Zx33nl86EMfKhdYAfjIRz7CmWeeyVFHHcVzn/tcVqxYAcCznvUsXvGKV/CMZzyDpUuX8vSnP50FC5JpLldddRXnn38+n/jEJxgcHOSss87i6KOP5qyzzuLNb34zn//85/na177Gk570pDH72t3dzY4dOxgYGOCb3/wm3//+9znyyCMntf8NC/Dc/QPABwDSEbz3VgV3AGuB1wO/As4Abmz0/DtITjy0BqPkTvo3X/Ml5uFeE+1tUEj7UCgm/7cFfEGW0jayQU97W+PbN7Ny0FMoQluINtP/ncrxbvSxttH+zqQpPLa9n+WLZvGDu5+gzWDFfrNZMLuTTVv7Y3dt2tnRP8jQkDN7VqUo+YyOdrb3D7Aj/bJDRMLq7u7m7rvv3uf2k08+mT/96U/73L548WL+93//l3nz9p1R9t73vpcLL7yQvr4+TjnllHKRlZUrV/Ld7353n8efeOKJ41omAZj01LNaQlTRHMbMPgbc7O5rgcuBK81sPbAFOCtEH5LTDkV4IiVFdyzQa6LNrDxyV4oBQgZ41YruBIi1hvEIbSbtxj3W0hyWLkjSMrO29w2ydMGsSD2avubP6qSjw9g7VCyP4O0dKtDZ3sb8WZ2Reycik7VmzRruvPNO9uzZw+tf/3qe+cxnxu5SXYIEeO6+DliXXv5w5vY9wJm1n9XIDgVvUSS68mhO7QG8YCN4lqYquns50Gtr+Iqcmfarrhd938nYjWo3O2oYItCqjKZl2m3wsc5r+GhmpwL/CrQDl7n7P1XdPwO4AjiOZCrCq929J3P/CuBO4EJ3/5f0th5gJ1AAhtx9VeP3BE572oFc/rP7GSwU6epoY8uuPWzrH+T/rjokRPNNZeWSOWza2pfMwfNkDt6OPYMsXzSblUvmxO6eiEzS1VdfHbsLExLwtGr6UIqmyHDu4U7M29MXX9ErqZpRR/CKYVI0swrFOPtcCBRY5o2ZtQMXA6cBRwJnm1n1BIryuq/AZ0nWfc36DHBDjc0/z92PCRXcATx9+ULOO/kw2tuMvYMFZs/sVIGVESyc3cXJh+/PUQfPZ8/QEP1DRY48eIEKrIhIVMFTNKcLneJI3ow2SuVj3D+VSrFU0b08TyvsHLzk/+GjaSEarsyF8wAjaeVGqSQthEjRrJ7jmBPHA+vd/X4AM7uGZJ3X7ESMEdd9NbNXAhuAabN+z9OXL2T5oll0trfxt6c+JXZ3prWFs7s45c8O4JQ/OyB2V0SmBXcPdk6RBxOZ057PETx3jeCJZIR8TZSKixTdKU6TOXihPohCp2hW2vVMu8GazZPymq6pTeltNR/j7kPAdmCxmc0F3gd8tMZ2Hfi+md2SrgcrIjKtzZw5k97eXhXamiLuTm9vLzNnzhzX83I5gucQrKCEyHQx5hy8QP0oBTbFYqaKZtA5eKVRLS/3I0gVzczlgldSVRvaZlUThaI3vHpndeVOGdOFwGfdfVeNLxpOcveHzOwA4Admdre7/7T6QWnwtwZg6dKlrFu3bko6tn17P+3GlG1vInbt2hW1/RBafR9bff+g9fdxPPtnZsyZM4eNGzeO/eBpZDqPOhYKBXbv3s0DDzxQ93NyGeCJ5FE5NbHGiXfIN7ZsimYxZoomlX50BlomoaQYaMS0uokwKZqVtnKktKZryfL0tlqPqV739QTgDDP7Z2AhUDSzPe5+kbs/BODuj5vZdSSpoPsEeO5+KXApwKpVqzy7vtNkXHz3L+lsb2P16mdPyfYmYt26dUzV/kxXrb6Prb5/0Pr72Or7B623j7lM0QQVWRHJCllkpTyC5z6NlkkI275HKnaSrIMXvNk8+C1wuJmtNLMukiV/1lY9prTuK2TWfXX3k9292927gc8B/+DuF5nZHDObB2Bmc4C/AP4YYmeychaoi4i0hFyO4IU8mRWZLkYbWfGAC52X5+BlUjTbY3zVlB6HQqC14cwqc+EKgSp3xljU3aoKu+SBuw+Z2duB75Esk/Ald79jkuu+LgWuS3+HHcDV7r7vqroNpKkMIiLNKZ8BHuEqBoo0AyfkQufJ/9kUzZivxxiLjodae2+6tJsH7n49cH3VbeNa99XdL8xcvh84emp7KSIieZDLFE2lnEgejTayEnQEL3KKZq05eEFG8DJthgoqqwuehKiimdM5eCIiItNGLgO8fCUPiSQqJ941iqwQcB28NMIouFdSNEMGeAxPWywUaXhlSUiOb6XNUCmayf/DUjRDLQmh91kREZEochrgqciKSJa7ByyyUmqTTIpmoMZryFWKZnH6loEWERGRqZHLAC8ZrYjdC5E4plOKZoyFzuOmaIZdcLx6tLKoZRJERERaXj4DPFd1MJGskF96lFIEC8VKkZUQ6YojCbH4d7WQqZL7tJvLd30REZH8yOVHvb5YljyqLpmflaRohgk4rEaKZsj4qtKUl/sRbpmE5HKxGK5NCDtaqS/PRERE4splgEfAdDSR6ad2kZVQQVZptC6bohlzXliodEkYHmiF3OVSYZ1iMdyxrlXMR5qPiuWIiDSffAZ4aKFzyZ/R/uY9YI5mWzZFsxg+RbN6JLMQLF2y0kaIBcdrCZGiqS/PWoh+lyIiTSmXAZ4WOpc8Gq34RTFgFc1SP4qRUzTLo2mBRrWGpWgGTAuF0CmaaZsa+BEREYkipwGezjxEqgUrstJWGkGLU0WzWpxlEsKmaELleOvLLRERkdaWzwDPlXki+VMumV/jvpCviXKKpldSNENWsaweySwESpfMHv1isIXOK0N4pf1tdDpqOQW2oa2IiIjISHIZ4AGK8EQynHALYJfimmIxTopmtRijWqFSNIe3Gf9Yi4iISOPlNsDTOY7kzWhz8JKlAsL0I/5C58PbCpWiOXwOXqiFzhOOU/Awo6WagyciIhJXLgM81zwUybFac1CTFM2wVTSLngk6IrweS0ehECpdEqukhRYbX+wEhgf1HiiYrmSFKsITERGJIZ8BXuwOiEQw2ml9MeAkvLa2UpuVtdJip2iGDjBDLa6epRRNmQiNxIqINJ/cBng6x5G8GTVFk/BFVorZIiuBg50kXdLL/QjRvFllVKvoXg50G9pmprRLIdCxrl5nUJqXPidFRJpTLgM80GK8IsN4uNdEOcArOoVS2mDEYaViMdRC5xWFAOvRVStOg2MtIiIijZfPAM892Hwjkelj5JEVJ9xrojKCFy9F08gu/h0m6DEqxz5UiubwOXhhj7UG8EREROLIZYCnEw/Js5GKrIRIGYTsHDzPzAsLnaJZaS9ciqZlgsoIVTTTIbwQBWWSRvVOKyIiEkM+A7yA6Wgi08Vof/PJHLzAI3hFp1BMbgsWdGRlliwInqJZ9OCpkqUUzRAVhPX+KiIiEk9HozZsZjOBnwIz0na+5u4fqXrMG4BPAw+lN13k7pc1qk8ieTba+mShRrFgeIpmaQQvdECwT4pmoA6ETtEkUopm9viKiEh+besbYMPm3ezoH2T+rE5WLpnDwtldsbvV8ho5grcXeL67Hw0cA5xqZs+u8bhr3f2Y9CdIcOdoHTyRrJDZdO2ZFE2PlKKZFSpdMnabpTUHQ49WiohIPm3rG+D3D25lYKjIotldDAwV+f2DW9nWNxC7ay2vYQGeJ3alVzvTn2nzpa5OcSRvRvtSI+SXHqV2Cp5J0YyxTALJqJaHKrKSWSYh5OLqkOxruYpmkBRN0xQ8EZGc27B5N7O7Opjd1YGZlS9v2Lw7dtdaXkPn4JlZu5ndCjwO/MDdb6rxsP9rZreb2dfM7JBG9qdEJx4iVdyDr4PnmSIrsQaVQgY9QGbeX+AsgsyagxrAk/HQx6WITNSO/kFmdbYPu21WZzs7+gcj9Sg/GjYHD8DdC8AxZrYQuM7Mnubuf8w85FvAV9x9r5m9Bfgy8Pzq7ZjZGmANwLJly+jp6ZlUv/YODDA4aJPeTjPr7e2N3YWo8rj/Tzy+E4CHHn6YJW19w+7bs3cve9sKQV4Tjz3RD8Cjjz7O1m39GPDAAw80vN1hHPr6+tmwoQeA7du2NXzfC0ND7Nq9i56eHoaGhti9c2fD29zaPwRAb+8WHtyYpMRs3dJLT0+hwa8BZ1uAYyqNZaYvREVk4ubP6qR/sMDsrkq40T9YYP6szoi9yoeGBngl7r7NzH4MnAr8MXN79gzjMuCfR3j+pcClAKtWrfLu7u5J9aer6wFmtLUx2e00O+1/d4eEbgoAACAASURBVOwuBLW+7zHgQQ466CDmD20btv9dXZuYPXtGkGOyq3M7cD+L99+feXu30d62OfjvwtruYtasmSxfsQK4k8WLFzW8D52dG5gzZ27STtufWLhgfsPbnLdrL3AP+y3ej4OX7Q/cywH770939zKgca+BNruT+QsW5O41JiIiFSuXzOH3D24FkpG7/sECfQNDHHHgosg9a30NS9E0s/3TkTvMbBbwIuDuqscclLn6CuCuRvUnyz1cSXiR6WK01LxitBTNuAVWPHSKZqpY9OCFnmKnw4qISL4snN3FsSsW0dXRxta+Abo62jh2xSJV0QygkSN4BwFfNrN2kkDyf9z922b2MeBmd18LvMPMXgEMAVuANzSwPyK5Vjqxr5VyFXJtyFJxkdIyCTECDiPZ52LIpQOsslRBqGUSrBxMU56DF6q4izL7REQkCfIU0IXWsADP3W8Hjq1x+4czlz8AfKBRfRiJFjoXGS4d2wnSVim+KBSTwh9RFjlPFSIt01BwLy8XEUrwgjIiIiISReBTjOlDpziSN9mS+dU84EhaaVSpGDFFs7xMQrpMQ5DRNLKLq3uwNmF4xdIg8bSKc4iIiESTywDPQUN4kls+wpl3qIG00oidR03RrASZECpFs7I2XKhlEsppuSQjphAuoHYlaYqIiESR2wBP4Z3kzih/9CELD02XFE2nkqIZug/JfgdtMmhBGb2/ioiIxJPLAE+5Q5JH5XS9GveFHElrmyYpmni2smSrpmgOHy0FaAvwrm/ZnZXmpt+jiEjTyWWA5yhDUyQr5GuirSpFM2KNlXjLJARK0cyKVVBGmpeWExIRaU65DPBAKUSSP9mS+dXcPXyKZlr4I8oIHsPnpQVJl0yXSSgvVxBivzNz8DxggJfHZRLM7FQzu8fM1pvZ+2vcP8PMrk3vv8nMuqvuX2Fmu8zsvfVuU0REpJZcBnge4dtzkeksKTwUpq32bIpmMe6IUsgUTUiOc9BqlqV203TYpF299021dL3Xi4HTgCOBs83syKqHnQdsdfcnA58FPlV1/2eAG8a5TRERkX3kM8CL3QGRCCqn9bWG8MKd+FeWSYiXoplUtPQohUfKgVaIBcczTZSraAaagzdStdYWdTyw3t3vd/cB4Brg9KrHnA58Ob38NeAFlr4YzOyVwAbgjnFuU0REZB+5DPBAKZqSXzVTNAn3mijFNcWiU3APEuhUi5Giaenie8WgqZIVodvNV3zHMmBj5vqm9Laaj3H3IWA7sNjM5gLvAz46gW2KiIjsoyN2B2JRlpLkzWh/8yGraJaWJCimI2jTIUUzZB9ipGhCvIIyMqYLgc+6+66Jpgqb2RpgDcDSpUtZt27dlHRs27Z+Cs6UbW8idu3aFbX9EFp9H1t9/6D197HV9w9abx9zGeCFXPNLZLool8yvcV/ymgjUj2mQolkawiulS4ZbJiHsXLhsYZ3Qo5X5GsDjIeCQzPXl6W21HrPJzDqABUAvcAJwhpn9M7AQKJrZHuCWOrYJgLtfClwKsGrVKl+9evVk9weA//jTrykUndWrnzMl25uIdevWMVX7M121+j62+v5B6+9jq+8ftN4+5jPAI+DZrEgTcDxYoZFhKZrFOCmaJaXRtCAVLRkeaIXc7ySwDFtQJmd+CxxuZitJgrCzgNdUPWYt8HrgV8AZwI2eTFQ8ufQAM7sQ2OXuF6VB4FjbbDjPW6guItIC8hng6fNKcqh0Xu81JtyFHMGbDimapTl4IdMlK8c/YJuZy6ELyuTpfdbdh8zs7cD3gHbgS+5+h5l9DLjZ3dcClwNXmtl6YAtJwDbubTZ0R6rouwARkeaUywAPNIAn+eU1ormQS4e0TYMUzXKaaHH49Ya2iaWLuyfXw6RoJv8PS9EMtiREjiI8wN2vB66vuu3Dmct7gDPH2MaFY21TRERkLPmtoqkIT3JmrD/5UK+JUjtFT1M0I70YY61JV07RDLzblRTNAI3p/VVERCSaXAZ4SYaazkAkZ0qjOTXuKrqHS9Esj54lBUeipGga6WhaqfBImNE0xyspmiHazBTW0TIJIiIi+ZDPAE8nHiLDJCmaYdrKpmi6e5CFt0cSMl0yZpvZdkMEsyIiIhJPPgM8lKIp+VMezam50LkHG9UuvfYKni50HqnICng5XTJUF9yT/YbQhV1CF5TRG6yIiEgsuQzwQAGeSFbIETwzo82S0btYKZolHjBFE9JUyWK4VMlKu9lgNtSSEEqVEBERiSGfAZ6HG60QmS7Kozk1ZuElo9rhXhNtZukyCfGqaIavaDl8BDV0YOsBUzT1BZqIiEg8uQzwlKIpuVYrRTPgCB4kwU2hSLQqmqV18EKmaJYKj5RTNAO8+0ZL0aR2MR9pPhqIFRFpPrkN8ETyZrTzeg9YRROS4CZJ0fQg1SRHUk7RDFpkJXyKJmSXZ9C3W1If/amIiDSnfAZ4ivAkh8opgjXuCz2qXUrRTObghWu3JFmyIJOiGSxtMbNMQqDF1Us86L6a3mdFREQiyWWAB6ryJpLlgeelllI0ixEXOoewFS0hTdEskrYZsMhKOlqatBusWREREYkgvwFe7A6IBJadj1Ut/Age6QieR1qXLRnCC7r4d9pEZXH1hjc57HdaCDpyWLuYj4iIiDReLgM8pQ5JntWsohl4uYK2NisvkxBjNL0S7IZNl0zSQsMtV1BqIXTF0FKbIiIiEl4+Azxck8cld8YqshJSmxmFUpGVSK/FpIpmpT+hFCO0CdlgtvFt6f1VREQknpwGeErRlPwZNUUzwjIJxTRFMmQFy5JkyYLMvLRA6ZLZNsOkaFYK64StomlK0BQREYmkYacYZjbTzH5jZreZ2R1m9tEaj5lhZtea2Xozu8nMuhvVnxpth2pKZNpLvvQIWWQlDXaKcV+LIVM0S0KmaA5vN/k/5rIUIiIi0niN/A55L/B8dz8aOAY41cyeXfWY84Ct7v5k4LPApxrYnwrXCJ7k0SjLJHjYtOWkima8FM3SMgkhUzRLi38HLeyS/u8ePkVTc/Bag36NIiLNp2EBnid2pVc705/qz4rTgS+nl78GvMACfK2tDyzJs1rz7UKnLbe3ZVI0I44ohUyXhOHFTkKmpjoeYaFzvdM2u5Cj+iIiMnUaelpjZu1mdivwOPADd7+p6iHLgI0A7j4EbAcWN7JPSVsqAiD5M9rfvHvY1D2zZA28YqTXYunEtVgOdsNVHikWPXs1RJNJu6XAMsRC5w1vQUREREbS0ciNu3sBOMbMFgLXmdnT3P2P492Oma0B1gAsW7aMnp6eSfWrUBiiv79/0ttpZr29vbG7EFUe9/+Rx/oAeOyxx5g3Z2DYfUUvsmP79mCvicLQEDt37WLvwAD9fX3BX4uFwhB79uzl8cefAOCRhx+io29GQ9sc2LuXPoZ4+JFHAXj8scfo6dg1xrOmxtat2+hqT8KuBx98gK72toa+BoqFAjt27Mz1e6yIiEgsDQ3wStx9m5n9GDgVyAZ4DwGHAJvMrANYAOxz1uHulwKXAqxatcq7u7sn1Z+29vuYPXs2k91Os9P+d8fuQlBb27YCGzhg6VIWz+gbtv/OXSxYuCDYMens3MDcuXPp3DrEnDlzgv8uOjruY8aMGSzZfwnwEMuXL6d7yZyGtjljxkPMmtXJ0gOXAj0ceOCBdHc3PGEBuIOFCxfS0WbA46zs7qYzzUlt1HFv71jPvHnzcvcaExERmQ4aWUVz/3TkDjObBbwIuLvqYWuB16eXzwBu9CALcmluiORPeXprzSor4efbuCdLrkdZ6JzkMJTebYIsHJBWDi0d/5C7nRR3SS6HmPtnmIqsiIiIRNLIEbyDgC+bWTtJIPk/7v5tM/sYcLO7rwUuB640s/XAFuCsBvanzFVFU2QYJ2wVzVIVS4+40DlUArywyySEbxN30oKhmn8sIiLS4hoW4Ln77cCxNW7/cObyHuDMRvVhJMmoQehWReIql8yvMYQX+ksPo1JRMsZL0czS9gMWPEn/Lx3/UO9BpXaK6VIYIUZMkwBeQ3giIiIxBCoOPv2o/LPkVa3UOSfsiFIpyEhGDiMudB6wrVJQGTIttNROaf29oEszKL5rCUFmTYiIyJQKUmRlutEyCZJHoy+TEDZFEypz4KKGd5Hmw4VuE5LR0lBBvN5eW4M+J0VEJm9b3wAbNu9mR/8g82d1snLJHBbO7mpom7kdwRPJq1pfyIdOlUxSND3pS4x18EpzAMvpkmHWhnM8MyISKNgqpaMWwwXxZqYETRERyb1tfQP8/sGtDAwVWTS7i4GhIr9/cCvb+gbGfvIkjBngmdk7zWy+JS43s9+Z2V80tFcNpjl4kkdjpiUHrbKSGcmKOYYXOF0yU0QzaHEZx5MUzZgVbURERHJmw+bdzO7qYHZXB2ZWvrxh8+6GtlvPCN657r4D+AtgEfA64J8a2qsANAdP8makVRJKI0qhR/DweFU0kyULssFWmMIjkDnegdMlQ6ZogubgiYiI7OgfZFZn+7DbZnW2s6N/sKHt1hPglc4IXgJc6e530ORTLFzrJEiOVRdN8Ajz0ErBTTHSfNjSFzxhq2hGKrKSBrOFgCmaoCqaIiIi82d10j9YGHZb/2CB+bM6G9puPQHeLWb2fZIA73tmNg/KSyo1JZ12iFSEHMUa3m7yL9ZoeuiFzsvtRgiok3bDpWgqBV5ERARWLplD38AQfQNDuHv58solcxrabj1VNM8DjgHud/c+M1sMvLGhvWo0DeBJjk2XFM3SaFaUEbx07YDysQjRBysFtaWroVI0LV0mIWAVzdLaDCIiIjm2cHYXx65YxIbNu9naN8D8WZ0cceCihlfRHDPAc/eimT0GHGlmLbGsQlJkRSGe5MtIf/LFKCmalTlwUV+K5eA25Ny0sAudlxQizXcUERHJsyTIa2xAV23MgM3MPgW8GrgTKCWROvDTBvar4XSeI3lTCmKqi1+EXCqgdl/CvxpLA0wh16Qrj1oGbLPUsJcL2oQdNZTmp9+jiEjzqWdE7pXAEe6+t9GdCUULnYtUxKp26GmIFXNUqbTvoQKfZN5fhFFDnGIx/DxLERERCa+eIiv3A40t9RKYvpGUPKqc29d+BcRI0YxWRdOsvDYcBJqCV14mYfj1hreb/h8yRTP5/ebrndbMTjWze8xsvZm9v8b9M8zs2vT+m8ysO739eDO7Nf25zcz+MvOcHjP7Q3rfzeH2RkREmlk9I3h9wK1m9iOgPIrn7u9oWK8azpWiKbm1T4pm4FGscrskQUCMKpqlFkMGW5bmSoZO0SwVPCm60xZwuDRP4Z2ZtQMXAy8CNgG/NbO17n5n5mHnAVvd/clmdhZQmv7wR2CVuw+Z2UHAbWb2LXcfSp/3PHffHG5vRESk2dUT4K1Nf1qKiqxI3oz0J1+egxe0Lxa9yMqw+XBBi6yEb7PUbrg5eLlzPLDe3e8HMLNrgNNJ5q6XnA5cmF7+GnCRmZm792UeM5N8xcYiItIA9VTR/HKIjoSkdc4lz6rPHqNU0Sz1JdZrsZwuGW4hPCsvkxC2imap4EmhGHIdPIs2tzOSZcDGzPVNwAkjPSYdrdsOLAY2m9kJwJeAQ4HXZUbvHPi+mTnwH+5+aa3GzWwNsAZg6dKlrFu3bkp2auuWPfQP+ZRtbyJ27doVtf0QWn0fW33/oPX3sdX3D1pvH+upormBGt8ouvthDelRAPk67xBJjDRiFKPoR9pykqI5DUbTQ3WhtPYfELS4jHsy33AaHGqpwd1vAo4ys6cCXzazG9x9D3CSuz9kZgcAPzCzu919nwrWaeB3KcCqVat89erVU9Kvy++7ic69Q6xefeKUbG8i1q1bx1Ttz3TV6vvY6vsHrb+Prb5/0Hr7WE+K5qrM5ZnAmcB+jelOGO5oCE9yp7rIR0nwsv3EXwcvu9A6hEldLDVR9EpiaAjZ33vIFM2cfZH2EHBI5vry9LZaj9mUrim7AOjNPsDd7zKzXcDTgJvd/aH09sfN7DqSVNCmXqJIREQab8wqmu7em/l5yN0/B7w0QN8aKkZhB5HpwKtOvWOk0iXpiqUUzQhFVtJAJ2gVzaq14UJW0XRPUzQDRtM5q6L5W+BwM1tpZl3AWew7d30t8Pr08hnAje7u6XM6AMzsUOApQI+ZzTGzeentc4C/ICnIIiIiMqp6UjSfmbnaRjKiV8/I37SmVCXJmxH/5CNU0awsdB4vbTD0QufldsNN+xsmaIpmzt5f0zl1bwe+B7QDX3L3O8zsYyQjcWuBy4ErzWw9sIUkCAQ4CXi/mQ0CReCt7r7ZzA4Drku/jOgArnb374bds3jrZIqIyMTVE6j9v8zlIWAD8KrGdCcMZWhKnu2bohm26EelHx7ttVhKIQxZ0bK0NlzleAcseEJSTEcpmo3j7tcD11fd9uHM5T0kUxyqn3clcGWN2+8Hjp76ntZvOsyPFRGR8Rs1wDOzNuASd782UH+CyFnqkAgwcgBXjDCiNCxFM+I5ZIzgNuYIXqgqmiIiIhLPqHPw3L0IXBCoL8HEXHtLJJ40LbLq1nIVzaApmqUiK3GqaFragdDf9ZRG0iDwaFppofNgi6tb/obwREREpokxi6wAPzSz95rZIWa2X+mn4T1rMBVZEUnEmIdGmjYYewSvJFSwlVTujDBqiFMohg2mq4v5iIiISBj1zMF7dfr/2zK3OdC06+AxTU4qRUKqlMuvXUUzaHyXaTtKFc20omWxGC7YKgVXwcOezDIJwRY6D9KKiIiI1DJmgOfuK0N0JCR9ryxSEbroR7ndtOBIlHXwSkFP6XqINkvtlQLqwMskhEzRBFVfFBERiaWeFM2Wozl4kkdjLZMQeqFzKI3gxZFd6DxG6mLogDpkiqbeX0VEROLJZ4DnoCQiyavqkZVKFc0YRVbiBQPJOngBFzqvKuwStOAJaYpmsMIuphG8FqFfo4hI88llgAf6hlnyZ6TRmxhLBVSCDo9a8MgDj15mq2iG3G93T1I0c/uOPzZLnGNmH06vrzCz42P3KyZ9TIqINKcxP+7N7Ef13FbjMYeY2Y/N7E4zu8PM3lnjMavNbLuZ3Zr+fLjWtqae64NLcqdc2KTqO/lY67KVlvyOsTRbdcGTEKmL1cc/2By8tJ2Ce7ilGawpq2h+AXgOcHZ6fSdwcbzuiIiITMyIRVbMbCYwG1hiZouonJ/MB5bVse0h4D3u/jszmwfcYmY/cPc7qx73M3d/2QT6PmFKHZI8q/77j7FMQjlFM1KOZqWKZ7giL2Y2fN5fmGbLxV2KHm45CGjK99kT3P2ZZvZ7AHffamZdsTslIiIyXqNV0XwL8C7gYOAWKucjO4CLxtqwuz8CPJJe3mlmd5EEhtUBXnAqsiJ5NNLffJSFzi3eyGFJKdgKP3KZCtywB66i2YQGzayd9FdkZvsDxbhdEhERGb8RUzTd/V/TJRLe6+6HufvK9Ododx8zwMsys27gWOCmGnc/x8xuM7MbzOyo8Wx3MrTQueTVPiN4UdbBM4oRFvwut2+lFNGAlSVJ0xZL+x3oiJdGDgvFkCma1nwJmvB54DrgADP7JPBz4B/idklERGT86lkH79/M7LlAd/bx7n5FPQ2Y2Vzg68C73H1H1d2/Aw51911m9hLgm8DhNbaxBlgDsGzZMnp6euppekTFYpGdO3dOejvNrLe3N3YXosrj/j+8YwCAzZs300thn9t7e3vp6SnUfO5U27t3TzkA2L5tW/DX4sDAAAPubNu2HfAg7ff197F37xCb07+9hzZtZPesMd+CJ61QKLBjxw727B1gz57KvjbyNTAwMEBfX5jjOlXc/SozuwV4AUk8/kp3vytyt0RERMZtzLMLM7sSeBJwK5TPCh0YM8Azs06S4O4qd/9G9f3ZgM/drzezL5jZEnffXPW4S4FLAVatWuXd3d1jNT1Gv+5m/vx5THY7zU773x27C0G1b+kD7mXxkiUsXjxU3n/r3Q3cy/5LltDdvTxIX2bMfCRNDe1j0aJFwX8XM2ZspLO9yPwFC2iz3iDtz5n9BDsG97Bo0X7Ao6xYsYL95jR+ildH+73Mmz+Pzi1DzJ0ze9i+Nmq/Z3RtZNasWU33GnP3u4G7Y/dDRERkMur5+ngVcKT7+KbMW5L3dDlwl7t/ZoTHHAg85u6elqNuAxo+tOKo/LNISeilAiB5/Q2l6wXEnBfmHniRc88UtQnWKsFTNNNWA7Y1eWa2Cvh74FCSz8akFpD7M6J2TEREZJzqCfD+CBxIWjBlHE4EXgf8wcxuTW/7O2AFgLtfApwBnG9mQ0A/cNZ4A8mJSCrnKcSTfKp+iUWpommZ9eCiVNHMrsMXrtWkzfRa4GUSknXwwi2T0ISuAi4A/oCKq1Q0YTlUEZG8qyfAWwLcaWa/AfaWbnT3V4z2JHf/OWN8SZ0WaxlXwRYRmZzq07VSwBdydMewfQLNkEq7GrKiblLYJTuCF26hBCc5T9cyCaN6wt3Xxu7EdNKkgbqISO7VE+Bd2OhOhKZlEiSPRlwmIWw39mk31msxWSbBg1fU9UjrQxQCLpPQpO+vHzGzy4AfMfzLzH3mj4uIiExn9VTR/ImZHQoc7u4/NLPZQHvjuyYiDbHPMglx1sErBl4uYFj7UB7VCjaCx/D02JDBlntyvNuDLQnRlMskvBF4CtBJJUXTAQV4IiLSVOqpovlmkiUK9iOpprkMuISklHRTShY3bs6vmEUmaqQALso6eAbFYuVyLDEKLhUjBNTgFItx5js2kWe5+xGxOyEiIjJZIy50nvE2koIpOwDc/V7ggEZ2KgSd50jelP7kvWpsJUqRlcxC51GqaFr4eWnleX+BA+pSO8XAKZox51hO0C/N7MjYnRAREZmseubg7XX3gdI3v2bWQbPVv66iZRIkz6rPuysBR75SNCHtQ7AUTRu+TEKMFM2A0XQTfkg8G7jVzDaQzMHTMgkiItKU6gnwfmJmfwfMMrMXAW8FvtXYbjVW832xLDJ5IxdZiTOSFmP9vVodCN18jIAakmUpQqVoNukXaKfG7oCIiMhUqCfAez9wHsnaQG8Brgcua2SnGs+Voim5te8yCcn/oV8TxYjftJRGtUKuiZksk+DlgDpccZdk5LBYDJeiiVnTfZHm7g/E7oOIiMhUGDXAM7N24Ap3fy3wxTBdarxkmQRFeJIvI40YVQKtkCmalgks470WQy+ZkgSVyeWg7eLBUzSbhZn93N1PMrOdDP/+o5SiOT9S16aFJovTRUSEMQI8dy+Y2aFm1uXuA6E6FYJOcySvRpyDF7TISnYOXnjJmXupom6gNstFVsLOPSy1WwxZUIbmCQzc/aT0/3mx+zLd6HNSRKQ51ZOieT/wCzNbC+wu3ejun2lYrxrMVWVFcqgcYIxw6h1+uYDk/5iDSo4HC3qS9iKN4KUpmmHbbJYQL2Fmn3L39411m4iIyHRXzzIJ9wHfTh87L/PTtJrrtENkaox0bh8jVXJYFc0IKZqWLpNQDLrQedJQ6ITYbMXQYAudN+cXaC+qcdtpwXshIiIySfXMwZvn7u8N1J8wtNC55Ng+KZqET5UspUhCnGCglEKY9CFYhIe7Bw+os8Fsm+bg7cPMziepDn2Ymd2euWse8Is4vRIREZm4eubgnRiqM6GELqwgMi2MtExCKVWynvH8qeqKWdQ5eBWB0xaJsyyFOxQ83L422dvr1cANwD+SVI0u2enuW+J0SUREZOLqmYN3azr/7qsMn4P3jYb1KoAmOwERmTLVKcoxFhzPFlmJ8W1LZZmEGKmSpT6E3W8PmqLZPMskuPt2YDtwduy+iIiITIV6AryZQC/w/MxtDjRtgDdSkQmRVjZSAOeVBwRVWfA7Hg84By9pkH1zZIM060GraIqIiEg8YwZ47v7GEB0JKfhJncg0UP6brwowYgRa2SIrMYIOw8qLjgdbOsAqRVaCLkmRtlUIuNB5Msexeb5Is+SXs9zdN8buy3TTLCOxIiJSMWaAZ2b/SY3Ck+5+bkN6FIiKrEhe7Xu+FqOapWVSFQM2W2keSKtoBmyyNIAXOpiuzLMMuCREEwUG7u5mdj3w9Nh9mU5iVLgVEZHJq6eswreB76Q/PwLmA7sa2akQ9LkleTPmMgnBelK1TELAdrPKc/BCz4XDg7cZerS0Sd9ff2dmz5rok83sVDO7x8zWm9n7a9w/w8yuTe+/ycy609uPN7Nb05/bzOwv692miIhILfWkaH49e93MvgL8vGE9CiD0N+gi08m+yyQkQqdKxl4mAcKmEVpmmYSQFTQNo1AMW7nTaJ4iKxknAOeYWQ9JQbFkNQ/3Z4z1xHRJoYtJ1tLbBPzWzNa6+52Zh50HbHX3J5vZWcCngFcDfwRWufuQmR0E3GZm3yJ5aY61TRERkX3UU2Sl2uHAAVPdkZCa77xDZPJGGjUqFkspmgH7QpzqnfsIPB+3vLh64H0uB3haB280L57Ec48H1rv7/QBmdg1wOpANxk4HLkwvfw24yMzM3fsyj5lJ5SOqnm2KiIjso545eDsZHhM9CryvYT0KpUlziEQmy93JjmGXXtyx5oXFiO/MSmvShXsrGDZqGLjISvCCNtZcRVZSDwKvBQ5z94+Z2QrgQOCBOp67DMgWaNlEMiJY8zHpaN12YDGw2cxOAL4EHAq8Lr2/nm0CYGZrgDUAS5cuZd26dXV0eWy9vXvYudenbHsTsWvXrqjth9Dq+9jq+wetv4+tvn/QevtYT4rmvBAdCcWnxeLKIuFVAozhYgRaw9MG41TRhOT9IGQVTU+jyrDlbKBQTC6HXly9yXwBKJIsCfQxYCfwdWDC8/Lq5e43AUeZ2VOBL5vZDeN8/qXApQCrVq3y1atXT0m/ruj5LcWde1m9+qQp2d5ErFu3jqnan+mq1fex1fcPWn8fW33/oPX2ccwiK2b2l2a2IHN9oZm9srHdajwN4EnejPQ3XxppCbrQ+TQpshKyima5XcK//wQvshKklSl3gru/DdgD4O5bga46n/sQcEjm+vL0tpqPODRzYwAAIABJREFUMbMOYAHJGrNl7n4XSRGzp9W5TRERkX3UU0XzI+6+vXTF3bcBH2lclxqrCb9VFplS+7wGIhU7KQ8cRkrRLPUhVEXL0tpw7h44mI4zWtqEb7WDabEUBzCz/UlG9OrxW+BwM1tpZl3AWcDaqsesBV6fXj4DuDFdnmFlGvBhZocCTwF66tymiIjIPuopslIrCJxIcZZpoZKN1qTfMYtM0Eh/8zGqaJYqSpYux5CsSedB3wlKSzOErnVSGcEL096wOZbN4/PAdcABZvZJkiDsg/U8MZ0z93bge0A78CV3v8PMPgbc7O5rgcuBK81sPbCFJGADOAl4v5kNkgSUb3X3zQC1tjlF+1q3JpxLKSKSe/UEajeb2WdIyjUDvA24pXFdaqzYJ5UisVWfrhUjvCYsu9B5hC9bLCmAnw7VhGo0+a8YeO29ZA5ecrDbA0V4RvNFeO5+lZndAryA5LC9Mk2ZrPf51wPXV9324czlPcCZNZ53JXBlvdsMSR+TIiLNqZ4Uzb8BBoBr05+9JEFeU9MHl+TOSHPwIix0jsUJLPcReA6ee7rQecA2oRLghQwsm23kx8zeDex094vd/aLxBHciIiLTST1VNHcD7w/QlyBizvsRiak872ykZRJCz8Erz/2LU0UzKWgZsIpmuXInwctoBi+y0pzvr/OA75vZFpIvM7/q7o9F7pOIiMi41VNF88/M7FIz+76Z3Vj6qeN5h5jZj83sTjO7w8zeWeMxZmafN7P1Zna7mT1zojtSrybLGhJpOI+wToKNcDlY+6V0yWLAdfAy7YRfJqGUohmu3WZ7r3X3j7r7USQZKgcBPzGzH0buloiIyLjVMwfvq8AlwGVAYRzbHgLe4+6/M7N5wC1m9gN3vzPzmNOAw9OfE4B/Z4SFXKdKuSR8k37FLDJRI/3FxxjBy77+ohZZIWxFS0gLuwTe6WLg0dImf3t9HHiUZAmDAyL3RUREZNzqCfCG3P3fx7thd38EeCS9vNPM7gKWAdkA73TgCk+GEH6drrF3UPrchmi2b5VFptpIyyQEraI57HKcaKBU0TLYCB5JcOeEraJpZhHWwbMmm4EHZvZW4FXA/iRfbL656gtJERGRplBPgPet9IPvOpICKwC4+5Z6GzGzbuBY4Kaqu5YBGzPXN6W3NSzAq/Sp0S2ITC8jjd7EWHB8WLpixNdi6CDESY536BG8oULYZRKa1CHAu9z91tgdERFpFdv6BtiweTc7+geZP6uTlUvmsHB2V+xutbx6ArzSwqwXZG5z4LB6GjCzucDXST44d4yve+VtrAHWACxbtoyenp6JbAaAvUPJurVbt26d1HaaXW9vb+wuRJXH/e8bSDKse7dsoXdO5Uz/0ceSl+Wjjz7CgsK2IH3ZvWt3+fITTzxBT8/eUR499fbs2cPQ0BB9fX0MDg4GeS/YvXsXQ0ND7Nixk2KhEOz9Z2hwEE+T63s3b6anZyi53MDXwJ49/ewZLDbVe6y7f8DMjk7XngP4mbvfFrVTIiJNbFvfAL9/cCuzuzpYNLuL/sECv39wK8euWKQgr8HqqaK5cqIbN7NOkuDuKnf/Ro2HPETyrWnJ8vS26j5cClwKsGrVKu/u7p5ol+gfKAB3sd+i/ZjMdlqB9r87dheC2r13CLibRYsWsXhxe3n/79n9KLCRZQcfTPeyBUH6MnfuVmA7AEsPOIDu7gODtFsye9bj7NpbYNasWcwcsCB/C/Pm7qC9fQ9z582jo2N3sL+/rq4H0tTMvRxwwP50dy8r39eoPsya9RiFtqGmeo2Z2TtIvkgsfVb9t5ld6u7/FrFb0Wlag4hM1IbNu5nd1cHsriTcKP2/YfNujl2hAK+Rxgzw0iDtfOCU9KZ1wH+4++AYzzPgcuAud//MCA9bC7zdzK4hKa6yvZHz7yBbZKWRrYhMPyP9zZeqaIZaBDvpyzQosuKlRcfDtxu6dmhRZ+n1eBNwQro0EGb2KeBXQG4DPH1Oishk7OgfZFHVSN2szna29g1E6lF+1JOi+e9AJ/CF9Prr0tveNMbzTkwf+wczK81p+DtgBYC7XwJcD7wEWA/0AW8cT+cnQ59bklfVp/qFJGs5YpGV8LJrAoYq8mJW+oLJwxZZwSh4+OrBTRhTGsMrRRfQR4WIyITNn9VJ/2ChPHIH0D9YYP6szoi9yod6ArxnufvRmes3mtmY8xLc/eeM8eGYVs98Wx19mDKVxZVDtioS30iBTLE8gheyNxWxlizxNNwK2bx72LX3SipVNMO016TL0PwncJOZXZdefyVJFoqIiEzAyiVz+P2DW4Fk5K5/sEDfwBBHHLgocs9aXz2ndAUze1LpipkdxvjWw5tWmu9LZZGpVT2yUowwupONNaOM4JGug+fh2i+PGgZee88s88VWqNFKmu+9Np1K8EZgS/rzRnf/XNxeiYg0r4Wzuzh2xSK6OtrY2jdAV0ebCqwEUs8I3gXAj83sfpLP7UMJmEo51bxcEr4pv2EWmbCR4rfQa6TB8Ndf9GUSQqYtEnbtvXK7HmHucRPmaLr774Dfxe6HiEirSII8BXSh1VNF80dmdjhwRHrTPe4etqb5FCqdcjRnBpHI5HnV2EoxnYPXHjLAyzQVMrCstG/gSeATbj5c0pATftSyWB7BC0PvryIiIvGMmaJpZm8DZrn77e5+OzA7XfhcRJrQyCma4fpgI14J237oFE330ghe2IqlMaoHN9/4nYiISGuoZw7em929vPqxu28F3ty4LjVWE2YNiUyJMVM0Q5Z2zIg12JPUs/TABUE8bTNgk1RGaUMd7WYewDOzOWbWHrsf04U+M0VEmk89AV67Zc6A0g++5k2mLVfRbOZTEJGpU0rfi5WiGeO1OGw0LVSb6f+h5+AZcapoNktgYGZtZvYaM/uOmT0O3A08YmZ3mtmnzezJsfsYjz4nRUSaUT0B3neBa83sBWb2AuAr6W1NqZyqFLkfIqGNtUxC6LXZKpfjCR1suYddey/bLuiLrRH8GHgS8AHgQHc/xN0PAE4Cfg18yszOidlBERGR8ainiub7gDXA+en1HwCXNaxHgeg8R/LKvbrISvhlEoaP4AVrNtuDSopmwIXOgeBr75ll5lmGapN9i/lMYy9098HqG919C/B14OtmplV5RUSkadRTRbMIXJL+ND0PXE1OZLooBxj7FFlJ/m+PNAcvThXN5P9iwBE8KwWVAdNCIU1HzVwOpVlSNEvBnZn9K/Aur/4GJPMYERGRZlBPimZLaZJzDpEpN9K5fZQUzcgLnSccYqxJR/hUydDr4DVphsROYK2ZzQEwsxeb2S8i90lERGTc6knRbCmVE53mPAMRmazqLzkKEVI0h4V1MZdJwLFA33MlhV08mYMXeL5jZR28gIu6N9m3ae7+QTN7DbDOzAaAXcD7I3dLRERk3EY8szGzK9P/3xmuO42nhc4lr0YK4DxCiubwEbw4L8bKmnQB2yR8iibEWOuw+d5g0yJibwZ2A0uAd7j7z+L2SkREZPxG++r6ODM7GDjXzBaZ2X7Zn1AdbJTmO/0QmRojLXQetopm5nKMETwrrYMXcg5eIvTae2bhC+lk5/01kb8HPuTuq4EzSKpHPz9ul0RERMZvtBTNS4AfAYcBtzD8nMzT25tOs6UNiUyVkU7tC+UAL18LnUP4JQtCr71Xbjf9P+iS7k32Zuvuz89c/oOZnUZSRfO58XoVX3P9FkVEBEYZwXP3z7v7U4Evufth7r4y89OUwR1kSncrR1Nyqrp8fek8PGSAl22qLUL1TiNZiDtoFc20oRgLnXvgt73/3969R8l5lXe+/z59k7pbbqkt+SrZtLAdE8LFxsL2ZAyI5MCYJGDOAMGENUBC4iTEMJkMmeMMKw6LQ2bhkIQkA5M5DhgMi3AJ4aJMTEgIKBCDHV9k4wsYhCXLkuVLS91qdVdL1d31nD/et6rfKlW3Wt397l1V7++zllTV1dW1967LW7VrP/t52unoagssa7r7QeBnF7tOpyvmqEVE2t9Jswu4+2+a2QvN7Pr03wtCdCw3KpMgBbVgmYRK8Qqd19ekC7mC50Fr7wFgNp9cSke+Zr5pZu80s/OzF5pZH/DvzOxW4K1xuiYiInLqTjrBM7N3AZ8Gzkz/fdrM3pl3x/KmbyalaBaayMQI0Yxf6DzlHjZskfAreDD/GKtMQlNXA3PAZ8zsCTN72MweBX4EvAn4M3f/RMwOioiInIqllEn4VeAKd58CMLObgO8C/zPPjuVlfi9Ke30CEVktjXtqqin0Y4RKJuIUOg+eZKWuuHrAyTTzj3HQou7ts3nrJnf/z2b2CWCGJIPmtLuPx+2WiIjI8iylAJSRfLtZNUcbRzi20YcOkSDcPWh4JsTPolkVPOGJJ/8FH3KEOnht5KXp6bfdfcbdD2pyJyIi7WwpK3gfB+40sy+lP78W+Fh+XcpXNcFEm4UQiayehm855ioePINmdgUryh48bH4/XKjSAURKsmLh6+AlK6Rt823aP5vZd4GzzexXgPuBB939eOR+iYiILMtJJ3ju/qdmthO4Kr3ol919V669ypEryYoUWLP6ZBWPGZ4ZqTxDNVyyEi65TIywUEizaGbOh9Iu0RLu/m4zuwD4JrAVeA3wU2ZWJpnovTFqB0VERE7RUlbwcPd7gXtz7ktQWsGTImr2tI8SotkCSVaqk62Q0x53T+/vsIOeX8ELV+i8nbj7j83s/3L3H1YvM7N1wPMidktERGRZljTB6yRt8qWySG4aV1ZihGhmxdgXZgCeFjoPXBuuEnjfn5kFr4MHbXmsfczMfgkYof698Y443WkN7VawXkRElpZkpaOoHpQUWbMVnIpDd+g9eNk6eJFfisHLJEC0QQcLR23P4+tXgGuAWWAq829JzOxqM3vEzHab2Q1Nfr/GzD6X/v5OMxtJL3+Fmd1jZg+kpz+T+Zud6W3el/47c4VjPCVt+SiKiMjiK3hm1g183d1fHqg/ufMYm1FEWkhj8otKwFWsquiTOrPgNenmC82HzaJpi/yUZ6NtuPKzxd2vXs4fpu+VHwFeAewH7jKzHe7+cOZqbwfG3P1CM7sWuAl4IzAKvNrdnzCz5wFfAzZn/u7N7n73cvolIiLFtOgKnrvPARUzWx+oP8FofidFZJwYollxD55kpWXKJOBBV5tihEpmKURzUd8xs+cv828vB3a7+6PuXgY+S7IamHUNcGt6/gvAz5qZufsud38ivfwhoN/M1iyzHyIiIkvagzcJPGBm/0QmXMXd35VbrwIIWWhYpJVV3IOHaGbF2P9XnegmGUQDtWmZMglhmkzbzZwP1WagdlbZVcDbzGwPcJzq08T9BUv4283A45mf9wNXLHQdd581syPARpIVvKrXAfc2lGj4uJnNAX8LvN+bLI2a2XXAdQBnnXUWO3fuXEKXT2509BhT075qt7cck5OTUdsPodPH2Onjg84fY6ePDzpvjEuZ4H0x/dcR2i9qSGT1LFQmIfQXHrGzaNaHS4aqg5esGDphk9rU73fUEt4iXhWzcTP7KZKwzVdmLn6zux8ws9NIJnj/Cfhk49+6+83AzQDbtm3z7du3r0qf/nrf3ZQOl9i+/aUnv3JOdu7cyWqNp1V1+hg7fXzQ+WPs9PFB541xKXXwbjWzfuB8d39kqTdsZrcAvwA87e4npJo2s+0km9r3pBd90d3ft9TbXy4PnhhdpHU0m8xUKjHKJGQLncd5Nc4nPAnYpie196KFaIZqpw0jJNz9sRX8+QHgvMzPW9LLml1nv5n1AOuBQwBmtgX4EvAWd/9xpk8H0tOjZvbXJKGgJ0zwREREsk4anGRmrwbuA/4h/fkSM9uxhNv+BHCyDevfdvdL0n+5T+4g/h4Ykdia7cHrLtgevDRYEkKGS1ZXDQPv+8s2FWrlMFtcvdWZ2b+mp0fNbCI9rf6bWOLN3AVcZGZbzawPuBZofJ/cAbw1Pf964Bvu7ma2Afh74AZ3vz3Trx4z25Se7yX5wvTB5Y5TRESKYykhmu8l+dZwJ4C732dmzz7ZH7n7t6ppoFuRJnhSSE2e9xWPsA8uwr6wZpywq03VzJ2xBh00QrNN4uHd/ar09LQV3MasmV1PkgGzG7jF3R8ys/cBd7v7DuBjwKfMbDdwmGQSCHA9cCFwo5ndmF72SpI9719LJ3fdwNeBv1puH0VEpDiWMsGbcfcjDR+CKqvU/r8zs/uBJ4B3u/tDq3S7C2qPjxwi+TmhTEIlfJmErDh78JLi3yFLFtj8umHEMgmB2mzDL9DMbBvw32kodL7EJCu4+23AbQ2X3Zg5fwx4Q5O/ez/w/gVu9rKltJ2XdnwcRURkaRO8h8zsl4BuM7sIeBfwnVVo+17gWe4+aWY/B3wZuKjZFbMZwjZv3szevXuX3ej+8SQ52egzo+zdO7vs22l3hw4dit2FqAo7fneOjB/h0KFS7aKJyUkqc3Mrel2dqokj85FvTzzxBD2lsFnhp6YmmatUKM/MUCpNBRn7xMQRvOIcO3aMLiPY/X38+LHa+YMHn2DdzBiQ72tganKK8sxs0OfUKvg08LvAA6zel5giIiLBLWWC907gPSRpoz9DEoLy/660YXefyJy/zcz+l5ltcvfRJtetyxA2MjKy7HbnnpkEdnPmmWcwMrL5pNfvZCu5HztBEcff1fV91q9fz8aN/bXxDwyMsaZvNuj9seEHx6hmh9+yeTMjZ6wL1jbAusFxurpKdPf0cNq6dUHGvv4Hx8AOsWbNGnq7u4Ld32vXHgSSCf3mczczcu5Q7Xd59WHdujF6x2ba7TX2TBpKKSIi0taWkkWzBLzHzG5KfvSjq9GwmZ0NPJVuMr+cJOFL7ssqbbItRCQ3jS+BOQ8folmfZCVOlpUkRDN8bbikLEWgRmkskxCu3TY81v6BmX0U+GeSLzQBcPeOKRMkIiLFcNIJnpm9GLgFOC39+QjwK+5+z0n+7jPAdmCTme0H/gDoBXD3/02SRew3zWwWmAaubVbANS/tmMZbZKWaZW/0yIXOoyZZCbwhbn7fX5xRB8ui2Z7H118GnkPyPlUN0XQ6qA6siIgUw1JCND8GvMPdvw1gZlcBHwcW3Xju7m86ye8/DHx4if1cRe33tbLIamr8HqVSCZ9FM3qh8+yqVqhC57UyCYFX8CLc19Wi7m3mxe5+cexOiIiIrNRJ6+ABc9XJHYC7/yvQttlJanXw4nZDJAqzE0Pn4oRoxi10XptsBRy7YfNlEgKqm+AFbLcNQzS/Y2bPjd0JERGRlVpwBc/MXpSe/Rcz+/9IEqw48EbSmnjtqPqZoz0jiERWn8codB55BQ+SY0FSAzB8u7FCGIM1257H1yuB+8xsD8kePCPZd76kMgkiIiKtYrEQzT9p+PkPMufb77vZBrH2wIjElITO1YtR6Lw+yUrQpuvad8Lth0tWT5PMLiEnlfXjC1jUvf3eJa6O3YFW1IaPo4hI4S04wXP3l4fsSCh6s5Iia7ZyNFcJO+FoFGs1K5lsBc4sSZpFM1yTdUKGo7Ybd38sdh9aTTs+jiIisrQsmhuAtwAj2eu7+7vy61Z+qhv/FaIpRdX4JUfFna7QM7zMCzDGS9EsfLh23aphwANQtqlwWTSDNCMiIiJNLCWL5m3AHcADzKeObltKsiJF1ux57wUM0axKjgdhwxZD1t5rFDbJisIlRIpuvFRmujzHvzzyNEP9vWzdNMiGgb7Y3RLpeEuZ4K1199/JvSeB1CZ4muFJQTWmr48RohljVamufdIlPAs49nScHjgstEkX8m8nTDMi0sLGS2V27RujAgwP9DE9M8eufWNcev6wJnkiOVtKmYRPmdmvmdk5ZnZ69V/uPcudPoJIATUpk1Bxj7CCFz9EE9L9cMFDNMPuO7S6cNiAq5XBWhKRVrRndIqBvh66LDkODfT1MNDXw57RqdhdE+l4S1nBKwMfBN7D/Hu2A8/Oq1N5asPiuyKrZqEQzdBlEupELJPgHi6LZq1d985PsqLvz0QKb2J6huGGlbr+3m7GSuVIPRIpjqVM8P4rcKG7j+bdmRAUoilSb86dvq6lLOavnvri23EKnTvV1bRwbUKyYhry+BNrv6O24IkU21B/L9Mzc3WXTc/MMdTfG6lHIsWxlE91u4FS3h0JTfM7KaJmoYGhJxzQWklWQjeftBmr0HmgLJo6wooU3tZNg5TKs1Q8iVwolWcplWfZumkwdtdEOt5SVvCmgPvM7JvA8eqF7VomoSpW7S2R2BqzG0YpdF63gheDpRktw5UsqE56gq/gRbivkxVSLeF1Aj2OslwbBvq49PxhvrsPxkplhvp7ufhsJVgRCWEpE7wvp/86gsKGpMiy9d+qKhWPugcvShbNtMkYIZoh2wSFaMry6XtQWakNA33093XzsovPjN0VkUI56QTP3W8N0ZFQaoXOI/dDpFUkWTTDtlmX2THai9Fxt+DhhJVK2ELnWaHGqomBiIhIPCed4JnZHppkvHb39syiqSQrUmBGszIJcUOWoyRZSU89YLhktZlK4H1/sSbTWsATERGJYykhmtsy59cCbwDatg5e9UOHJnhSRE2TrFSc7oh78KKVSfA0XDJ0u0RcwQvWrA6wIiIisZw0i6a7H8r8O+Dufwb8fIC+5UpZ3qSoGpMmVNwJXCWhvtB5hJdirUxCyELn1TIJlcAreHXnw4Voag+eiIhIHEsJ0XxR5scukhW9paz8taTGDIIiRdLs430lYCbJZmJ+1RJrNS3W3R22XR1rRUREYljKRO1PMudngb3AL+bSmwBqHzm0gCcF1WwPXswQzShZNLEIK3iZMglhmkzbzZwP1WagdkRERORES8mi+fIQHQmllmQlbjdEomhaJiFGFs3s+UghmhCn6Hhyf8cJ0gy5Wqlgic6gx1FEpP0sJURzDfA6YCR7fXd/X37dyp8KnUsxnfi8n6uEnnA0rirFyrJSDdEM22wlRmaXVMhC59L+9DiKiLSnpYRofgU4AtwDHM+3OyHo60gptsZv5N2hK2Kh8ygreGSSrIRqs7Zq6EEntbHCYXWkFRERiWMpE7wt7n517j0JRCGaUmTNPt/HCdFsjVegE36CGXLf3wmC1fxrjcdXRESkiJaSHP07Zvb83HsSiOrgidSvrUQP0YyyB89w96CradV2gidZyZ4PWBJCGYtFRETiWMoK3lXA28xsD0mIpgHu7i/ItWc5mV/B0wxPiid58dZfVokcohkji2aVQ7DVy1qIJmEntTGyaIJCNKVYxktl9oxOMTE9w1B/L1s3DbJhoC92t0SkoJYywXtV7r2IQCt4IgmPEaKZeQHGeilW9+CFPhjEWDGtCpVcSodXKZLxUpld+8YY6OtheKCP6Zk5du0b49LzhzXJE5EollIm4bEQHQlFYUNSZEnoXP1lc8HT9teLXWg8dG240HvwstEKQVfwdKiVgtgzOsVAXw8DfclHqurpntEpLj1fEzwRCW8pe/A6Sm0PXtReiMTRLDS5EmMP3gLnQ6qFawdPshKvTkKox1llaKRIJqZn6O/trrusv7ebiemZSD0SkaLLbYJnZreY2dNm9uACvzcz+wsz221m3zOzF+XVlyzXDE8Kzht2R7mH3wcXPckKltSjI9x+3Oo4K6FX8CLd10WLljCzq83skfQ97YYmv19jZp9Lf3+nmY2kl7/CzO4xswfS05/J/M1l6eW70/fL4K+WYj2KyzPU38v0zFzdZdMzcwz190bqkYgUXZ4reJ8AFiuv8CrgovTfdcBf5tiXEyjJihRRs4+Hc1HKJGTOR1rtqU50g6/gETaLZixFmhiYWTfwEZL3tecCbzKz5zZc7e3AmLtfCHwIuCm9fBR4tbs/H3gr8KnM3/wl8GvMv1cGLVmk98ml2bppkFJ5llJ5Fnevnd+6aTB210SkoHKb4Ln7t4DDi1zlGuCTnrgD2GBm5+TVn1q/CvWxQ+REJ2bRdLojZtGMwYzaCl6wLJrVMgmVsCumMVbwChiheTmw290fdfcy8FmS97isa4Bb0/NfAH7WzMzdd7n7E+nlDwH96WrfOcCQu9/hyXLoJ4HX5j8UOVUbBvq49Pxh+nq6GCuV6evpUoIVEYlqKVk087IZeDzz8/70soO5thpp341IKzBOXFlJQgZDh2jGfQFmy0UEyyxZC9H0iElWQsZohmuqBTR7P7tioeu4+6yZHQE2kqzgVb0OuNfdj5vZ5vR2sre5ebU7LqsjmeRpQicirSHmBG/JzOw6kjBONm/ezN69e5d9WzNHj/PKZ/czOzHK3r1HV6mH7efQoUOxuxBVUcc/OzfH5OQkhw7N1i6bq1Q4OnFkRa+rU3X48Pz9H7LdqomJCSrpDG98fCxIHw4fTgIaKu5MHj0abNxTU1O18/see4ye7mSSl+dr4OjEBBWvRHls25WZ/RRJ2OYrl/G3tffIs846i507d65Kn55+5hilqcqq3d5yTE5ORm0/hE4fY6ePDzp/jJ0+Pui8Mcac4B0Azsv8vCW97ATufjNwM8C2bdt8ZGRk2Y2OjMCzhtewktvoFEW/D4o4/t6eRxkcXMfGjetr43d/iNOHNwS9PzYdBHgSiPM4rH+oRMWTCc7G008P0ofTH68AT1FxWL9+KNi4B9cdBiYA2Lp1pC4cN68+DD1QwmyiSK+xpbyfVa+z38x6gPXAIQAz2wJ8CXiLu/84c/0tJ7lN4MT3yO3bt69kLDV/c+BexipH2b79Zatye8uxc+dOVms8rarTx9jp44POH+NKxjdeKrNndIqJ6RmG+nvZummwJcOX83wMY9wHMcsk7ADekmbTvBI44u75hmeKyAlihGi2Uox0d4S+xGgTAtb8s8Jl0bwLuMjMtppZH3AtyXtc1g6SJCoArwe+4e5uZhuAvwducPfbq1dO3w8nzOzKNHvmW4Cv5D0QEZHVMl4qs2vfGOXZCsMDfZRnK+zaN8Z4qRy7a8HEug/yLJPwGeC7wMVmtt/M3m5mv2Fmv5Fe5TbgUWA38FfAO/Lqi4g6rYMzAAAgAElEQVTMyyYaqqSZRgqWY6VuQhsu8ch8Q10B7/D6jKXh2ywCd58Frge+Bnwf+Ly7P2Rm7zOz16RX+xiw0cx2A78DVEspXA9cCNxoZvel/85Mf/cO4KMk75M/Br4aZkQiIiu3Z3SKgb4eBvp6MLPa+T2jUyf/4w4R6z7ILUTT3d90kt878Ft5tS8iJ7KGLCvVfWihV5RiTwCy7Qcr/p09H7QOnjU9n7dCrd8B7n4byReX2ctuzJw/Bryhyd+9H3j/Ard5N/C81e2piEgYE9MzDDeEIvb3djNWoBW8WPdBzBBNEYmsViog8BJeC0VoRikREStEM5QOH16hFCzUVkRW0VB/L9Mzc3WXTc/MMdTfG6lH4cW6DzTBEykQs/qVleoKXvAteLHX8DLNB6uDV9dm+BDN4AXdNS9of5qoi8gKbN00SKk8S6k8i7vXzm/dNBi7a8HEug80wRMpkMaJVawQzVYSoyZfjD2PYYurF/f5JCIiiaQ+5DB9PV2Mlcr09XRx6fnDLZlFMy+x7oO2qIMnIqsnG3JVC9EMXug8aHMntp+Z6IYK0azb9xcyyYqd2H7ubVKfzEdERIopmeAUZ0LXTIz7QCt4IgXSGKI5V4kVotk6On01rUohmiIiIsWgCZ5IgVVX80InGom+gmfZ84FW8LJlEkJm0aydRmhUREREgtMET6RAjPqVlWghmpFnANnWQ+0/rEuyEjREM0KMJsUrk9BpxktlxqfKlMpzhStMLCLS7jTBEymwuciFzmOv5AF0RTgKRgnRDNpWCzywsmzjpTK79o1Rcae7yyjPVjTJExFpI0qyIlIgZla3slIN0QxdB6/6+T/GRAfilCyoL64epMm6doPf11rCa1t7RqcY6Ouhp7uL/WPTvOPT9+Ikz6Xe7rDfiBw/fpw13/nnoG0u1/r+Xj7361cWKkOgiLQmTfBECqTxI368EM3605hiTDI7PclKksxHM7x2NTE9w/BAH6963jms7e1OLnTn+GyFc9b3B+3LwScPcs7ZZwRtczn2j5e4ffchnhg/pgmeiESnCZ5IwWTLJMx5nBDN6r6waCt4mallsD5YhDahNosOXSZB2tdQfy/TM3M8f/N6nr95PQCl8mytflNIO3ceZvv2FwRtczm+9tCT3L77kL7YEJGWoAmeSJE0lEmo1PbgxQ+VjNVuqMltvBDNpLHQxcdVJqF9bd00yK59YwD093YzPTNHqTzLxWeHndyJiHSC8VKZPaNTTEzPMNTfy9ZNg7mv9CvJikiBeewQzRZY6gm+/5DwZSkg8ApeCzyusnxJUd5h+nq6GCuVayt3Cj1cWPUpry82RCSrmrSqPFtheKAvWNIqreCJFIhB3RJeLUQz8Fc985n7Y4VozguWZCVC7b26dpVjRU5BMsnThE5EZCWqSasG+pIpV/V0z+hUrsdYreCJFEjjxKLicUI0q83FKs+QFaMPnZ7YRWUSpGhCh0CLSHuYmJ6hv5qsKtXf283E9Eyu7WoFT6RgskkAPNYEj7hJVuoSngSa4WUnPSEzzccIhzWrT+YjIiLFFGP/WSupJq2qrtwBTM/MMdTfm2u7WsETKRCjfo/IXCU5jTfRit9sUUI0Q9/Vmt5JkWgPnsiJYu0/ayVbNw1SKs9SKs/i7rXzWzcN5tquJngiBVYN0QxcuzgTohk/rKkoIZpBJ5XBWhIRkVaV3X9mZrXze0anYnctmFhJqxSiKVIgSejc/M/VCV6s/SMtEKFJd6gVvMz5sCGadkL7IWglQ4qkehhRHTyReRPTMww3TGT6e7sZK9AKHsRJWqUVPJECq6QhmqEmOVWxC51nxZjcxlnB69TGRESkFVX3n2WF2H8mmuCJFIphdd8wVyKVSaiKlUWzPuFJQfbgadIlkpvaCp4W8ERqYu0/E03wRAql8TN+rBBNa3IulhiTzNArphC40Hl6qkyaIiLFFWv/mWgPnkjhNNuDFz5EMzmNtoIXYTUtu2oYctzzK3jh2xQpiurrW19piNSLsf9MtIInUjjZDyCV9IdYdfBaoTpDqBBNIoVoUkuyEv7O1gKeiIhIeJrgiRRYpVItdB623aKXSQg2qcwIuoLXAqG3IkHV9uDpWw0RiU8hmiIFYmb1hc5rSVbifCCPNcHLNhus0HnmfJQQzXBN1uijroiIFN14qcye0SkmpmcY6u9l66bB3PchagVPpEAaP+R7tBDN1hFjktnxhc5b6QEWCaCWWChqL0Sk1YyXyuzaN0Z5tsLwQB/l2Qq79o0xnnMtQE3wRAqnSZmESCGa8QqdZxKeBDoK1rcZcLJVaz9Yk8qiKYWlp7yIZO0ZnWKgr4eBvh7MrHZ+z+hUru3m+tHGzK42s0fMbLeZ3dDk928zs2fM7L7036/m2R+RojOr/wAyV4kVotk6hc4LE6IZ4a7WZ10pCtWZFJFmJqZn6O/trrusv7ebiemZXNvNbQ+emXUDHwFeAewH7jKzHe7+cMNVP+fu1+fVDxFZWKwQzapYZRLq+1CQEM2AgbH6rCvFpa81RGTeUH8v0zNzDPTNT7mmZ+YY6u/Ntd08k6xcDux290cBzOyzwDVA4wRPRAIxayyTEDtEsxWSrMRoM2SIZrySFApXk6LQdxrSTIzkGtJatm4aZNe+MSBZuZuemaNUnuXis4dzbTfPEM3NwOOZn/enlzV6nZl9z8y+YGbn5dgfEWlQC9GMlGSlFVZ64qzgBW8y6AdQhatJUelLDamKlVxDWktS6H2Yvp4uxkpl+nq6uPT84dwn+rHLJPwd8Bl3P25mvw7cCvxM45XM7DrgOoDNmzezd+/eFTV66NChFf19Jyj6fVDU8ZfLZUqlSm38Tz09AcCTBw+ybmYsWD+eeSZpd3ZmZsWv5+UYH5sf68EnDsBk/t+ojo6O184/9dST7O06mnubAEePJu3Mzc7W3dd5vgbG0vt372N76etWLi/pfPpOQxplk2sAtdM9o1Ncer5W8YokmeSFfczznOAdALIrclvSy2rcPfsJ46PAHzW7IXe/GbgZYNu2bT4yMrLizq3GbbS7ot8HRRz/2jX76e/vY+PGjYyMjPD9oweBx9my5VxGzh4K1o/dpaeAx1nT1xflcRjeOwc8DcB5521hy/BA7m2eMbaf6iFw87nnMvKsfMMzqobunwQO09vXe8J9ndd9P7xnFnia889/FmsbNpeLdDIt4EnVxPQMww2rNP293YxpBU8CyPOr1buAi8xsq5n1AdcCO7JXMLNzMj++Bvh+jv0REeo/gFQLnXdHS7LSCnvwQmXRzJRJiFCyIGyIZsDGWsQSskavMbPPpb+/08xG0ss3mtk3zWzSzD7c8Dc709usZpo+M8xo5FSFTGIk7WGov5dnjh7nkScnuOexwzzy5ATPHD2ee3INEchxgufus8D1wNdIJm6fd/eHzOx9Zvaa9GrvMrOHzOx+4F3A2/Lqj4gkH/Kze0TSLXjB90xFr4OXOd8daLYVLcmKWd2prL5M1uhXAc8F3mRmz2242tuBMXe/EPgQcFN6+THg94F3L3Dzb3b3S9J/T69+72U1aQ+eVJ0+2MeDB8aZPDbDaWt6mDw2w4MHxjl9UOGZkr9c9+C5+23AbQ2X3Zg5/3vA7+XZBxFZmEfOotkKYvQl1KQyK+gKXvFWM5aSNfoa4L3p+S8AHzYzc/cp4F/N7MKA/ZVV1krHNGkNh6fKPG/zBsZKZY4en2Pd2l7OO32Qw1NlnrVxMHb3pMPFTrIiIiGZ1Ydopkt4oSccFrnQeazVtGbtd3KbBVrNaJY1+oqFruPus2Z2BNgIjJ7ktj9uZnPA3wLvdy/QvdqG9PBI1cT0DGectoYzh9bWLnN37cGTIDTBEymwSuxC5y2QYDHG/sNOL65ebcqVcmKl3uzuB8zsNJIJ3n8CPtl4pWym6bPOOoudO3cG7WSeJicn22I8Dx+aA+C+++5jet+pJRZqlzEuV6ePD5qPcbo8xyT1ETIVT/ZG7TzYXsmnivoYtjNN8EQKJNmDN/+hu1roPPh8o7oHL1IoX33Ck1B78ObbCbliGmW1MHyTsZ00a3TmOvvNrAdYDyxaq8LdD6SnR83sr0lCQU+Y4DVmmt6+ffvyRtGCdu7cSTuMp2/3KNx1Jy+85BKufPbGU/rbdhnjcnX6+KD5GKt18Ab6euoKXIeogbbaivoYtrMW+P5cREJp/LBfiRaimYhR8Bvq7wcLdBTMDjVsFs14SVYKFK120qzR6c9vTc+/HvjGYuGWZtZjZpvS873ALwAPrnrPZXUU8FsNWVysAtcioBU8kUKLFaJpsdNoZsQI0Ywx2VKZhPyke+qqWaO7gVuqWaOBu919B/Ax4FNmths4TDIJBMDM9gJDQJ+ZvRZ4JfAY8LV0ctcNfB34q4DDkmUo0JcasgQxClyLgCZ4IoXSWCZhLlKIZuwVvKxwIZrz50NOKmPOpYv0WXcJWaOPAW9Y4G9HFrjZy1arf5KvAmaOFZEWphBNkQLzghY6r+tDhKNgp2fu1IddKSolFhKRVqAVPJECMbO6DyDVPXjhQzTT06CtZtuPkGQlM9qwk61EjEmlUsZLUUwdnwHge4+P09/bzdZNg9prBTx2aIqxUpkP//MPOeO0tVx5wcZC1YAbL5XZMzrFxPQMQ/29el5IMFrBEymQE0M0k9PgE7zIdfCyYvSh4wud18okiHS+8VKZHz09CcDgmh7KsxV27RtjvOD1zh47NMWX791PpQLnrO9nujzLl+/dz2OHpmJ3LYhqFs3ybIXhgT49LyQoreCJFFh1hSV0mGLsHCsxMlrGKq5ea6oFJtMinWjP6BRre5O6Zr//lYd4ztmnUXHHMAbXnLze2cTENH/x8O15dzO40ckyFXe6Z2fZtO9x3nzF+QDc8eNDhVjF2zM6xUBfDwN9yUft6ume0SklXpHcaYInUiBm9St41Tp4sVbSok3wsmUSgoVozgtaJiEdX4y7WhGaUgQT0zNcfOZp/PQFGymV52qXz8xVGFxz8o9Zx7tZ0vXazaHJMgO93fxwzHns6BhvuGwLp63t5eCR6dhdC2JieobhhnDM/t5uxrSCJwF03hFFRJZsrpKcxprgtUKIZgxdMUI0I0wqRYpgqL+X8myF33vVT9YuK5Vna3XPTiYpsHxFnl2M4nP/to/p8iy7Hv4hX3l0jorD0WMznHHa2thdC2Kov5fpmbnayh3A9MwcQ/29EXslRaE9eCIFYjQkWYkUolmJVJ6hKkaz0UI0G06D0gqeFMDWTYOUyrOUyrO4e+381k2dH4a4mCsv2MiR6ZnaUv546ThHpme48oKNkXsWhp4XEpMmeCIF5pFCNKuhe0VNpx+j/l+MSaVSxksRJMWsh+nr6WKsVK6t3BU9W+KzNg7y2hdtoTv9pLmmt5vXvmhLIfbfgZ4XEpdCNEWKpGEPXqwQzegreFEazpRmCLoJLz0JGqIZri2RVpB8mNcH90bP2jjIujU9QJlXX3IuZxYkPLNKzwuJRSt4IgVi1EfNzSdZCdsPj1SeoSpGs/FCNK3uNCQlWRGR6vtLpRK3HyJFogmeSIG5O2bhV7SqoXtFXemJEaIZcn5X0IdVRJqoHucr+sZHJBhN8EQKxBqW8Obco6yiRV/Bi9xmjDp4UcokRGhTRFrHeKnMXLoX4IH94yryLRKI9uCJFFjFoTvCJKtSm+AFb7olxJjYqkyCiIQ0Xiqza98Y1a+Xdu0b59HRKS46cx3r1nZWqYAfHJ5j7aOHFvz9xWedxvCg9uJJOJrgiRRIUiZhfiNEJQ3RDG0+VKcFKp0HazKTZCVCuGSclVqt4YkU1Z7RKQb6ehhI53L/+1uPxu1Q3v7tjgV/9fKLz+Djv3x5wM5I0WmCJ1Ig1pBFs1KJHaIZvOmW0N3xhc6TU03vRIprYnqG4YE+nr+piw++7gWU5yq4O5PHZ3nBeRtid29V3X/f/bzwkhc2/d3/uO37TBybDdwjKTpN8EQKrOJxJhseu0xCehpjJQ3ChjDO78ELXwdPRIprqL+X6Zk5usx4zjlDAJTKs7V6cJ2k/Hg3P33Bpqa/Gx7o46gmeBKYkqyIFIjZiWUSYkyy5gM045ZJiJHsJLRamYQYj7OW8EQKa+umQUrlWSqefKlXKs9SKs+ydVMxCp1XdXeZMohKcJrgiRRYrBDNWv29yEegWFk8O57uV5HCS4p8D9MFjJXKtZW7DQPFSjbSbcZcRRM8CUshmiIFYlhd4otYIZrV97pY2RZjrGpFW8GrhmjG2GupXXgihbZhoI/+vm5edvGZsbsSTVeXJngSnlbwRAqs4h4l0UltD174pusUaaEpyn5DfaYRkYLrNoVoSnia4IkUSLM9eDHDFKMVOo+xBy/WfsOG0yBtFmjiLCKykPFSmYljMxw9NsuufWMq9C7BaIInUjD1ZRLiTLJqe/CiZ9GMlEYzJKuGo8YI0RQRKab5Qu/J4b88W9EkT4LRHjyRAosVollJa63HTnJSpJWmoCt40YNvRUTiqhZ67+vu4okjx7jpHx6h4hXMjKG1vbG7d0oOHz7Gxx/9t9jdyFWIMb5wy3p+55UX59pGVa4TPDO7GvhzoBv4qLt/oOH3a4BPApcBh4A3uvvePPskUmRmVreqMudOV5QkK9UsK8GbTpqNEqIZRy1EU2USRESCqRZ6v3zr6TxxZJrJ4zPgMFtx2i3nytSM0zU9E7sbuQoxxsnjc7neflZuEzwz6wY+ArwC2A/cZWY73P3hzNXeDoy5+4Vmdi1wE/DGvPokIvXc46yixa6DV1WkFbyQU8xi3a8iIieqFnp/yUVn8JKLzgDat9D7zp072b7938fuRq46bYx5ruBdDux290cBzOyzwDVAdoJ3DfDe9PwXgA+bmbnre1+RPBjwo6eO8o4vPcqaNQfYOzrF+v7woSLVz//dkXYBVyeWPQFXL6OVhIg42VKZBBEpqq2bBmt78Pp7u5memaNUnuXis9trciftKc8J3mbg8czP+4ErFrqOu8+a2RFgIzCavZKZXQdcB7B582b27t27oo4dOnRoRX/fCYp+HxR1/C85r49SaS3lmRl6KjNceHofl21Zt+LX1Kl6wYYKr37uML/0U4PB2wY4t+84285Zw1UXnB6s/fVzs7x062lcuGlt0DE/Z2iOK85bx1VbeuvazfM10HXsKC/eMshTTxzg+Ji2eotI8VQLve8ZnWKsVGaov5eLzy5eoXeJoy3eed39ZuBmgG3btvnIyMiKb3M1bqPdFf0+KOL4f3UEfvUVsHfv3ujj/58XPjta2yPAlvVrgt8Hn/zJC4O2BzAyAldf/pML/G4ktzbf+NJcblpEpG0kkzxN6CS8PAOkDgDnZX7ekl7W9Dpm1gOsJ0m2IiIiIiIiIqcozwneXcBFZrbVzPqAa4EdDdfZAbw1Pf964BvafyciIiIiIrI8uYVopnvqrge+RlIm4RZ3f8jM3gfc7e47gI8BnzKz3cBhkkmgiIiIiIiILEOue/Dc/TbgtobLbsycPwa8Ic8+iIiIiIiIFEWkJOUiIiIiIiKy2jTBExERERER6RCa4ImIiKyQmV1tZo+Y2W4zu6HJ79eY2efS399pZiPp5RvN7JtmNmlmH274m8vM7IH0b/7CLGbZehERaRea4ImIiKyAmXUDHwFeBTwXeJOZPbfham8Hxtz9QuBDwE3p5ceA3wfe3eSm/xL4NeCi9N/Vq997ERHpNJrgiYiIrMzlwG53f9Tdy8BngWsarnMNcGt6/gvAz5qZufuUu/8ryUSvxszOAYbc/Y60fNAngdfmOgoREekIuWbRFBERKYDNwOOZn/cDVyx0nbSM0BFgIzC6yG3ub7jNzc2uaGbXAdcBnHXWWezcufMUu9+6JicnO2o8zXT6GDt9fND5Y+z08UHnjVETPBERkTbm7jcDNwNs27bNt2/fHrdDq2jnzp100nia6fQxdvr4oPPH2Onjg84bo0I0RUREVuYAcF7m5y3pZU2vY2Y9wHrg0Eluc8tJblNEROQEmuCJiIiszF3ARWa21cz6gGuBHQ3X2QG8NT3/euAb6d66ptz9IDBhZlem2TPfAnxl9bsuIiKdxhZ5f2lJZvYM8NgKb2YTC+97KIqi3wcaf7HHD7oP2mX8z3L3M2J34mTM7OeAPwO6gVvc/Q/N7H3A3e6+w8zWAp8CLgUOA9e6+6Pp3+4FhoA+YBx4pbs/bGbbgE8A/cBXgXcuNilMb2s13iNbSbs8T1ei08fY6eODzh9jp48P2nOMC74/tt0EbzWY2d3uvi12P2Iq+n2g8Rd7/KD7oOjjl/ZQhOdpp4+x08cHnT/GTh8fdN4YFaIpIiIiIiLSITTBExERERER6RBFneDdHLsDLaDo94HGL0W/D4o+fmkPRXiedvoYO3180Plj7PTxQYeNsZB78ERERERERDpRUVfwREREREREOk7hJnhmdrWZPWJmu83shtj9Cc3M9prZA2Z2n5ndHbs/IZjZLWb2tJk9mLnsdDP7JzP7UXo6HLOPeVpg/O81swPp8+C+NMV7RzKz88zsm2b2sJk9ZGb/Ob28EM+BRcZfmOeAtIdmx6r08nea2Q/S5+8fxerfaljgeHyJmd1RfV82s8tj9nElOv14u8j4Ppg+R79nZl8ysw2x+7pcC40x8/v/amZuZpti9XElFhtfRx1rihSiaWbdwA+BVwD7SYrTvsndH47asYDSekvb3L3dan0sm5m9FJgEPunuz0sv+yPgsLt/IJ3oD7v7/xOzn3lZYPzvBSbd/Y9j9i0EMzsHOMfd7zWz04B7gNcCb6MAz4FFxv+LFOQ5IO1hgWPVy4H3AD/v7sfN7Ex3fzpmP1digTH+I/Ahd/9q+kXLf3P37RG7uWydfrxdZHxbgG+4+6yZ3QTQjuODhceY1uY8D/go8Bzgsnb8LLnIY3gWHXSsKdoK3uXAbnd/1N3LwGeBayL3SXLm7t8iKSycdQ1wa3r+VpIXd0daYPyF4e4H3f3e9PxR4PvAZgryHFhk/CItZYFj1W8CH3D34+l12vYDFyw4RicpdA+wHngiaKdWUacfbxcan7v/o7vPple7g2TC15ZO8p7xIeC/kTxn29Ii4+uoY03RJnibgcczP++neB90HPhHM7vHzK6L3ZmIznL3g+n5J0m+uSma69NwklvaNVzmVJnZCHApcCcFfA40jB8K+ByQtvMTwEvM7E4z+xcze3HsDuXgt4EPmtnjwB8Dvxe5P6ui04+3TY6nVb8CfDV0f/KQHaOZXQMccPf7o3ZqFTU8hh11rCnaBE/gKnd/EfAq4LfScJFC8yROuW2/jVqmvwQuAC4BDgJ/Erc7+TOzdcDfAr/t7hPZ3xXhOdBk/IV7Dkhb6gFOB64Efhf4vJlZ3C6tut8E/ou7nwf8F+BjkfuzYp1+vF1ofGb2HmAW+HSsvq2W7BhJxvTfgRujdmoVNXkMO+pYU7QJ3gHgvMzPW9LLCsPdD6SnTwNfIglbLaKn0jjsajx2Wy/Fnyp3f8rd59y9AvwVHf48MLNekgP5p939i+nFhXkONBt/0Z4D0rb2A1/0xL8BFaAtkzss4q1A9bj0N7T5a7HTj7cLjA8zexvwC8Cbvc0TXDQZ4wXAVuD+NJfDFuBeMzs7Xi+Xb4HHsKOONUWb4N0FXGRmW82sD7gW2BG5T8GY2WC6oRQzGwReCTy4+F91rB0kb6qkp1+J2Jfgqm+0qf+bDn4epN/AfQz4vrv/aeZXhXgOLDT+Ij0HpK19GXg5gJn9BNAHtF1ih5N4AnhZev5ngB9F7MuKdPrxdpHj6dUke9Ne4+6lWP1bDc3G6O4PuPuZ7j7i7iMkk6EXufuTEbu6LIs8RzvqWFOoLJoAaYaqPwO6gVvc/Q8jdykYM3s2yaodJEvRf12E8ZvZZ4DtJN/EPAX8AckL+fPA+cBjwC+6e0cmIllg/NtJQvMc2Av8emZ/REcxs6uAbwMPkHwjB0moyZ0U4DmwyPjfREGeA9IeFjhWfQq4heS5Wgbe7e7fiNXHlVpgjI8Af07yvnwMeIe73xOrjyvR6cfbRcb3F8Aa4FB62R3u/hvhe7hyC43R3W/LXGcvbZqRfZHH8Ot00rGmaBM8ERERERGRTlW0EE0REREREZGOpQmeiIiIiIhIh9AET0REREREpENogiciIiIiItIhNMETERERERHpEJrgiYiIiIiIdAhN8ERyYmYbzOwdmZ/PNbMv5NDOe83sgJm9b5HrXGBm95nZ5Gq3LyIicqpCvUemt/1aM7txkd8/38w+kUfbIjGoDp5ITsxsBPg/7v68nNt5LzDp7n+8hOtOuvu6PPsjIiJyMqHeI9O2vgO8ZrHC3Gb2deBX3H1f3v0RyZtW8ETy8wGgunL2QTMbMbMHAczsbWb2ZTP7JzPba2bXm9nvmNkuM7vDzE5Pr3eBmf2Dmd1jZt82s+ecrFEze1na5n3p7Z2W8zhFREROVZD3SDP7CeB4dXJnZm8wswfN7H4z+1bmqn8HXJv/sEXypwmeSH5uAH7s7pe4++82+f3zgP8IvBj4Q6Dk7pcC3wXekl7nZuCd7n4Z8G7gfy2h3XcDv+XulwAvAaZXNgwREZFVF+o98t8D92Z+vhH4D+7+QuA1mcvvJnnPFGl7PbE7IFJg33T3o8BRMztC8u0hwAPAC8xsHfDTwN+YWfVv1izhdm8H/tTMPg180d33r3K/RURE8rZa75HnAM9kfr4d+ISZfR74Yubyp4FzV7H/ItFogicSz/HM+Urm5wrJa7MLGE9X4pbM3T9gZn8P/Bxwu5n9B3f/wWp0WEREJJDVeo+cBtZXf3D33zCzK4CfB+4xs8vc/RCwFkW8SIdQiKZIfo4Cy97/5u4TwB4zewOAJV54sr8zswvc/QF3vwm4Czjpvj0REZHAQr1Hfh+4sPpD+h55p7vfSLKyd176q58AHlxuf0RaiSZ4IjlJvxG8Pd3M/cFl3sybgbeb2f3AQ8A1S/ib307b/B4wA3x1mW2LiIjkIuB75I1AKkkAAACjSURBVLeAS20+jvODZvZAmtDlO8D96eUvB/5+mf0QaSkqkyDS5lQmQUREZGFm9ufA37n71xf4/RrgX4Cr3H02aOdEcqAVPJH2Nwlct5RC58BT4bolIiLSEv4HMLDI788HbtDkTjqFVvBEREREREQ6hFbwREREREREOoQmeCIiIiIiIh1CEzwREREREZEOoQmeiIiIiIhIh9AET0REREREpEP8/5JuDLskVHR+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (15, 6)\n", "plt.subplot(1, 2, 1)\n", "result.plot_concurrent_over_time();\n", "plt.subplot(1, 2, 2)\n", "result.plot_convergence_over_time();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 集群dask后端" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from dask.distributed import Client\n", "import joblib\n", "\n", "client = Client(processes=False) # create local cluster\n", "# client = Client(\"scheduler-address:8786\") # or connect to remote cluster" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|██████████| 40/40 [00:13<00:00, 3.07trial/s, best loss: 0.012]\n" ] } ], "source": [ "with parallel_backend(\"dask\"):\n", " result = fmin(evaluator, config_space, n_jobs=n_jobs, parallel_strategy=\"MapReduce\", n_iterations=40)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
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