From f138818abc4ab2496f444e11fd8300858ab8fd76 Mon Sep 17 00:00:00 2001 From: Wolves Date: Sat, 25 Jan 2025 22:33:14 +0800 Subject: [PATCH] routine --- .gitignore | 4 +- README.md | 2 + lab/1_liner-regression-single.ipynb | 36 +-- lab/2_liner-regression-multiply.ipynb | 63 +---- lab/3_Polynomial_Regression.ipynb | 61 +---- lab/4_logistic-regression.ipynb | 60 +---- lab/5_MLP-tf.ipynb | 359 ++++++++++++++------------ lab/6_MLP-pt.ipynb | 58 ++++- lab/7_Muticlass.ipynb | 327 +++++++++++++++++++++++ {np => npt}/dog.png | Bin {np => npt}/test1.py | 0 {np => npt}/test2.py | 0 plt/arctanx&x.png | Bin 29009 -> 29010 bytes requirements.txt | 3 +- 14 files changed, 602 insertions(+), 371 deletions(-) create mode 100644 lab/7_Muticlass.ipynb rename {np => npt}/dog.png (100%) rename {np => npt}/test1.py (100%) rename {np => npt}/test2.py (100%) diff --git a/.gitignore b/.gitignore index 4b95ec5..3147985 100644 --- a/.gitignore +++ b/.gitignore @@ -8,4 +8,6 @@ **/.ipynb_checkpoints -.vscode \ No newline at end of file +.vscode + +lab/data \ No newline at end of file diff --git a/README.md b/README.md index b33ee36..cf38c0a 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ # AI-Learning +- 所有的ipynb结果均为最优保存 + ## BASE ENV ## MAC diff --git a/lab/1_liner-regression-single.ipynb b/lab/1_liner-regression-single.ipynb index 3920b99..5f2dc8a 100644 --- a/lab/1_liner-regression-single.ipynb +++ b/lab/1_liner-regression-single.ipynb @@ -14,17 +14,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/wolves/Downloads/project/python/pt/lab\n" - ] - } - ], + "outputs": [], "source": [ "# 检查os位置\n", "print(os.getcwd())" @@ -124,29 +116,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "w: 1.368169058216238\n", - "b: 2.770596744047831\n", - "loss: 0.1375443007342851\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 主函数\n", "if __name__ == \"__main__\":\n", diff --git a/lab/2_liner-regression-multiply.ipynb b/lab/2_liner-regression-multiply.ipynb index bbd4372..441d98a 100644 --- a/lab/2_liner-regression-multiply.ipynb +++ b/lab/2_liner-regression-multiply.ipynb @@ -15,17 +15,9 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/wolves/Downloads/project/python/pt/lab\n" - ] - } - ], + "outputs": [], "source": [ "# 检查os位置\n", "print(os.getcwd())" @@ -144,29 +136,9 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "w: [ 6.74308525 18.58329919 -1.16344888]\n", - "b: 37.79916995636456\n", - "loss: 0.22283060989193695\n" - ] - }, - { - "data": { - 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "if __name__ == \"__main__\":\n", " # 初始化w和b\n", @@ -200,18 +172,9 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "预测值: [11.70402659 17.3020817 24.41357604]\n", - "原始值: [11.55984848 17.3273067 24.49 ]\n" - ] - } - ], + "outputs": [], "source": [ "# 预测\n", "def predict(x, w, b):\n", @@ -250,19 +213,9 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "使用sklearn预测值: [11.64087216 17.23308704 24.38469935]\n", - "原始值: [11.55984848 17.3273067 24.49 ]\n", - "训练数据的损失 (MSE): 0.008843469002214777\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.pipeline import make_pipeline\n", diff --git a/lab/3_Polynomial_Regression.ipynb b/lab/3_Polynomial_Regression.ipynb index 6704e11..965464e 100644 --- a/lab/3_Polynomial_Regression.ipynb +++ b/lab/3_Polynomial_Regression.ipynb @@ -27,20 +27,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def generateData():\n", " # 生成数据集\n", @@ -76,28 +65,9 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "拟合后的多项式: 73.05 + 0.00*1 + 30.69*x + 93.71*x^2 + 1598.24*x^3\n", - "损失: 45165.51\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def polynomial_normal_regression(data, degree=3):\n", " # 生成多项式特征并进行线性回归\n", @@ -131,28 +101,9 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "拟合后的多项式: -31.82 + 0.00*1 + 5.17*x + 2.99*x^2 + 3.93*x^3\n", - "损失: 45165.51\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def polynomial_ridge_regression(data, degree=3):\n", " # 生成多项式特征并进行线性回归\n", diff --git a/lab/4_logistic-regression.ipynb b/lab/4_logistic-regression.ipynb index c7e66fa..bda0504 100644 --- a/lab/4_logistic-regression.ipynb +++ b/lab/4_logistic-regression.ipynb @@ -16,20 +16,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def generate_and_plot_dataset():\n", " # 生成一个逻辑回归的数据集\n", @@ -48,27 +37,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "模型准确率: 1.00\n" - ] - }, - { - "data": { - "image/png": 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y5EnatWt32Y+trtXKZDJV+5jarH/GjBl8/vnnzJw5k969e+Pm5oaiKNx5552Wf+/yLvx5KTN+/HgeffRR4uLiKCoqYvv27SxcuLDG9Yi6I6FG1CsfHx8cHR05fvx4pWPHjh1Do9FY1gsJDQ2tcrbG5c7gcHJyYuzYsYwdO5bi4mJuvfVWXn75ZWbNmoXBYLisbqMykZGRlj9+teGGG25gwIABvPLKKzz44IM4OTkRGRnJunXruPbaa6v9pQql7wuUvg/lP1GmpaVd9qfwsk+3vr6+lrB1qfOfeOIJnnjiCU6ePEnnzp154403+OqrryznXHPNNVxzzTW8/PLLLFu2jHHjxvHNN99w3333VbpeTb4P6tqSJUuA0rAJ598bV1fXi743Pj4+uLq6XvH3RYcOHejQoQP//e9/2bp1K9deey0ffPABL730UpXnh4aGVvt+lR2va0ajETjfuhUaGsq6devIycmp0FpzYU1lrSwXLnR5NS05oaGhmM1mTp8+XaF1pqr3aOXKlUyYMIE33njDcl9hYWGNF9688847efzxx/n6668pKCjA3t6esWPHXvFrELVPup9EvdJqtQwbNowff/yxwnTKpKQkli1bRt++fXF1dQVK/8hs27aN/fv3W85LT0+vtiWjvLS0tAq3dTodbdu2RVVVy7iPsrUnLucX22233caBAweqnNJ5pZ98n376adLS0vj444+B0tkeJpOJF198sdK5RqPRUueQIUOws7Nj0aJFFc6pySfG4cOH4+rqyiuvvFLlOJiyqdL5+fmVZlRFRkbi4uJi6V7KyMio9B6UtXBU1wVVk++DurRs2TI++eQTevfuzZAhQwDo1q0bkZGRvP7665Y/3uWVvTcajYbRo0fz888/V7mCdnXfF9nZ2ZZwUKZDhw5oNJqLdtldf/317Ny5s8LU4by8PD766CPCwsJo27btpV/wVSgpKWHNmjXodDpL99L111+PyWSq9L331ltvoSgKI0eOBEoDore3N5s3b65w3vvvv3/F9ZRd+5133qlw/4IFCyqdq9VqK/17vPvuuxdtKaqKt7c3I0eO5KuvvmLp0qWMGDGixjMfRd2SlhpRJz777DN+//33Svc/+uijvPTSS6xdu5a+ffsydepU7Ozs+PDDDykqKuK1116znPvUU0/x1Vdfcd111zFjxgzLlO6QkBDS09Mv2tIybNgw/P39ufbaa/Hz8+Po0aMsXLiQG264wfKJslu3bgA8++yz3Hnnndjb2zNq1KgqF9p68sknWblyJWPGjGHy5Ml069aN9PR0fvrpJz744AM6depU4/do5MiRtG/fnjfffJNp06YxYMAAHnzwQebNm8f+/fsZNmwY9vb2nDx5khUrVvD2229z++234+fnx6OPPsobb7zBTTfdxIgRIzhw4AC//fYb3t7el9UC5erqyqJFi7j33nvp2rUrd955Jz4+PsTExPDLL79w7bXXsnDhQk6cOMGQIUO44447aNu2LXZ2dqxatYqkpCTuvPNOAL744gvef/99brnlFiIjI8nJyeHjjz/G1dWV66+/vtoaLvf7oLasXLkSZ2dniouLLSsKb9myhU6dOrFixQrLeRqNhk8++YSRI0fSrl07Jk2aRLNmzYiPj2fDhg24urry888/A/DKK6+wZs0aBgwYwAMPPECbNm1ISEhgxYoV/P3335VWqobS6eLTp09nzJgxtGzZEqPRyJIlS9Bqtdx2223V1v/MM8/w9ddfM3LkSB555BE8PT354osvOHv2LN99912trz7822+/WVpckpOTWbZsGSdPnuSZZ56xBM5Ro0YxaNAgnn32WaKioujUqRNr1qzhxx9/ZObMmRXGu9x33328+uqr3HfffXTv3p3Nmzdz4sSJK66vc+fO3HXXXbz//vtkZWXRp08f1q9fX2VL7o033siSJUtwc3Ojbdu2bNu2jXXr1uHl5VXj5x0/fjy33347QJUfQISVWW3elbBJ1U0HLfuKjY1VVVVV9+7dqw4fPlx1dnZWHR0d1UGDBqlbt26tdL19+/ap/fr1U/V6vRoUFKTOmzdPfeedd1RATUxMtJx34ZTuDz/8UO3fv7/q5eWl6vV6NTIyUn3yySfVrKysCtd/8cUX1WbNmqkajabC9O4Lp9Oqaul08unTp6vNmjVTdTqdGhQUpE6YMEFNTU296HsSGhqq3nDDDVUeW7x4caWprh999JHarVs31cHBQXVxcVE7dOigPvXUU+q5c+cs5xiNRvW5555T/f39VQcHB3Xw4MHq0aNHVS8vL/Whhx6q9O9R3XTrDRs2qMOHD1fd3NxUg8GgRkZGqhMnTlR3796tqqqqpqamqtOmTVNbt26tOjk5qW5ubmqvXr3U5cuXW66xd+9e9a677lJDQkJUvV6v+vr6qjfeeKPlGmW4YJpt2WMv9X1Q3Wu4cKp0dcqmCJd9GQwGNSgoSL3xxhvVzz77TC0sLKzycfv27VNvvfVWy/dQaGioescdd6jr16+vcF50dLQ6fvx41cfHR9Xr9WpERIQ6bdo0y3TqC+s8c+aMOnnyZDUyMlI1GAyqp6enOmjQIHXdunUVrlvV9+Dp06fV22+/XXV3d1cNBoPas2dPdfXq1VW+LxdOGb/YtOryqvoZNhgMaufOndVFixZVWsIgJydHfeyxx9TAwEDV3t5ebdGihTp//vxK5+Xn56tTpkxR3dzcVBcXF/WOO+5Qk5OTq53SfeEU/LK6yi/BUFBQoD7yyCOql5eX6uTkpI4aNUqNjY2tdM2MjAx10qRJqre3t+rs7KwOHz5cPXbsWKX3+HKWpCgqKlI9PDxUNzc3taCg4KLvpah/iqpe5Sg7IerZzJkz+fDDD8nNza12MGFTlJmZiYeHBy+99BLPPvustcsRwiYZjUYCAwMZNWoUn376qbXLEReQMTWiQSsoKKhwOy0tjSVLltC3b98mHWgufF/g/FiCC7eLEELUnh9++IGUlBTGjx9v7VJEFaSlRjRonTt3ZuDAgbRp04akpCQ+/fRTzp07x/r16+nfv7+1y7OaxYsXW3ZNdnZ25u+//+brr79m2LBh/PHHH9YuTwibs2PHDv755x9efPFFvL29q1y0T1ifDBQWDdr111/PypUr+eijj1AUha5du/Lpp5826UAD0LFjR+zs7HjttdfIzs62DB6ubjqwEOLqLFq0iK+++orOnTtXuTGnaBikpUYIIYQQNkHG1AghhBDCJkioEUIIIYRNaFJjasxmM+fOncPFxaVGS+QLIYQQwnpUVSUnJ4fAwMCLLjTZpELNuXPn6m0/GSGEEELUrtjY2Itu+tqkQk3Z8vib9g7E2blJvXQhhBCi0crNNTKg68YKG6dWpUn9ZS/rcnJ2tsPZxd7K1QghhBCiJi41dEQGCgshhBDCJkioEUIIIYRNkFAjhBBCCJsgoUYIIYQQNkFCjRBCCCFsgoQaIYQQQtgECTVCCCGEsAkSaoQQQghhEyTUCCGEEMImSKgRQgghhE2QUCOEEEIImyChRgghhBA2QUKNEEIIIWyChBohhBBC2AQJNUIIIYSwCRJqhBBCCGETJNQIIYQQwiZIqBFCCCGETZBQI4QQQgibIKFGCCGEEDZBQo0QQgghbIKEGiGEEELYBAk1QgghhLAJEmqEEEIIYRMk1AghhBDCJkioEUIIIYRNkFAjhBBCCJsgoUYIIYQQNkFCjRBCCCFsgoQaIYQQQtgECTVCCCGEsAkSaoQQQghhEyTUCCGEEMImSKgRQgghhE2QUCOEEEIImyChRgghhBA2QUKNEEIIIWyChBohhBBC2AQJNUIIIYSwCRJqhBBCCGETJNQIIYQQwiZIqBFCCCGETWg0oWbRokV07NgRV1dXXF1d6d27N7/99pu1yxJCCCFEA2Fn7QIuV1BQEK+++iotWrRAVVW++OILbr75Zvbt20e7du2sXZ4QQggBgKqq7NiazjdfxnDqeA4OjlqGjvBnzLhgPL101i7PpimqqqrWLuJKeXp6Mn/+fKZMmXJZ52dnZ+Pm5saeE0NxdrGv4+qEEEI0Naqq8vJzR1nyaTStW+gY2t+BlDQTP/6eh5OzHZ9925PWbV2tXWajk5tTQreW68jKysLVtfr3r9G01JRnMplYsWIFeXl59O7d29rlCCGEEAB8/208Sz6NZuE8Hx6a4IaiKAAkpRi5/u5zTJ2whz+2DsDevtGM/mhUGlWoOXjwIL1796awsBBnZ2dWrVpF27Ztqz2/qKiIoqIiy+3s7Oz6KFMIIUQTkJZaxOkTuRgctLTt4IpWq/DFR2e5abgTD090r3Cun48dX7zrR6dBMaz9LYnrbwqwTtE2rlGFmlatWrF//36ysrJYuXIlEyZMYNOmTdUGm3nz5jF37tx6rlIIIYQtS04qZN6co6z5JQmjsXQEh3+AnrsnhnL8aC6zH/Gv8nHtW+tp01LHzq3pEmrqSKNq/9LpdDRv3pxu3boxb948OnXqxNtvv13t+bNmzSIrK8vyFRsbW4/VCiGEsDXpqUWMG72dvdtSmT/biyN/hfLXT0GMGKDnzXknAPi3x6lKGo1CIx7K2uA1qpaaC5nN5grdSxfS6/Xo9fp6rEgIIYQt+/j9s2RnFLF7TQjhIecnnPTp4UDzMDuen5/Oip9yGHuzS6XHHj1RzOFjRUx+xLM+S25SGk1LzaxZs9i8eTNRUVEcPHiQWbNmsXHjRsaNG2ft0oQQQjQBZrPK99/EMulO1wqBpszMBzzQ6RVW/ZrHZ19nVWiRSUs3MWlmEv4BeoZd71efZTcpjaalJjk5mfHjx5OQkICbmxsdO3bkjz/+4LrrrrN2aUIIIZqA/DwjmRlGenQxVHncwUFD53Y64lO13P94Mgs/y+K6/o4kpxr5bnUeOr2WT7/pgU6vrefKm45GE2o+/fRTa5cghBCiCVNV0Gjg9NmSKo+bTCpnoo00C3Pgvy+15ZsvY1jxWw4ODlomT41g7L0h+PjKkIi61GhCjRBCCGFNWzanYjbDR19lMeM+d1ycK47gWLk6l8RkE4UluVw7wJv+g32sVGnT1WjG1AghhBDWlJ5WjEYDWdlmho+NZ/O2AlRVJSfXzMJPM5kyMwlFgcwMI9Fn86xdbpMkLTVCCCHEZQgIdMBshvdf9eHFN9MZdGscDgaF4hIVVYWBfRz48+8CAMwmmbZtDRJqhBBCiMvQd6A3Hh52rFydy8FNIWzaVsjBI0UYDBqG9nfg3mlJBPhqKTZpCAlztHa5TZJ0PwkhhBCXwd5ew+x57fnhtzxuGJeA2Qy33uCMv6+We6clse9gIakZJu64N0RmOFmJtNQIIYQQl+n6mwNITSli/ovHWLsp33K/h7uG4hLoN8ibqTMjrVhh0yYtNUIIIUQNjL8vjHU7BnD7XUH4+utxd7cjvIUrr77dgUVfdJNWGiuSlhohhBCihvz8HXj5zQ7WLkNcQFpqhBBCCGETJNQIIYQQwiZIqBFCCCGETZBQI4QQQgibIKFGCCGEEDZBQo0QQgghbIJM6RZCCGF16WnFrFgay+8/J5CXZyQswok77glh8DBfNBrF2uWJRkJaaoQQQljV6ZO5jB76N++/dZJOLWDMSAMFGblMm7SXJ6cfwCSbQ4rLJC01QgghrMZsVpkxeS9ebiq7fwsj0P/8n6XlP+Vwz9QE2rR35b6pEVasUjQW0lIjhBDCav7akMrpU3l89LpvhUADcMdNLoy/w5WvPo2S1hpxWSTUCCGEsJrd29NpFmjHNd0MVR4fM8qZhHNFxMfmV3lciPIk1AghhLAaRQH1Io0wZccURQYLi0uTUCOEEMJqevT25FyCka27Cqs8/u2POTQLMhAY5FDPlYnGSEKNEEIIq7l2gDctWjlx/xPJxMSVWO5XVZWvVmazZEUO904JQ6uVlhpxaTL7SQghhNVoNAoLP+vGxDE7aNknmpuGO9HM345N2ws4cKiI0WMCmfBAmLXLFI2EhBohhBBWFRbhxI/r+/H9N3H8vjqBf06UEBrhxkfPhNB/sLeMpxGXTUKNEEKIK5aTXcLhg9kAtOvgiour/RVdx83dnkkPhTPpofDaLE80MRJqhBBC1FhBvonXXz7Od1/HUlBgBsDBQcNtdwXzn2db4eCotXKFoimSUCOEEKJGjEYzUyftYf+udJ6c6sHwgY5s3FrAXzsKWPFVNCePZ/Pp1z2xt5e5KKJ+yXecEEKIGvljdSJbN6fxwxcBFBerDBkTz7Pz0ti4tYCiYtizPYN355+0dpmiCZJQI4QQoka++zqOAX0c+P3PfF57L4P/POxBwsFw8s42Z/tvwQzo48DH751hz84Ma5cqmhgJNUIIIWokIb6AlhH2vP1xJi8+7cXcp7zw9S4dzdCjs4HVXzWjQxsd78w/YeVKRVMjoUYIIUSNeHjq2LKrEHt7hYcnulU6rtMpzHzAg+1/p5OUWPVKwULUBQk1QgghamTUbc04crwYXy8tbq5Vz3JqGVk6tTszo6TK40LUBQk1QgghauTmMYH4+umJTzSSkGSs8pw9B4rQasHXT1/P1YmmTEKNEEKIGnF0tOPL73qiKPDSW+moF2yznZFp4q2PMhk60g8PT52VqhRNkaxTI4QQolpGo5m9OzPIyiwhOMyR1m1dAQiPdOb/XmjLC/93hOQUE9OnuBHczJ6/dhTw6jsZZGSrPPZMKytXL5oaCTVCCCGq9N03cbzz2nESE4ot93Xo5Mpzr7SjU1d3xk0KxdnFjoVvnGTwbfGWc/oO8GLB520Jj3SyRtmiCZNQI4QQopJ33zjBwtdPo/t3Kyd/Xy39eztw4nQh42/bwVerrqFDZzduvr0Zo24N5PA/2eTmlLbmBAU7Wrd40WRJqBFCCFHBru1pLHrrNP6+Wh64142wEHt27StkyYpsggLtiAi1441XjrF4eS8ANBqFDp0rT+0Wor5JqBFCCGFhNqs8/uB+OrXTs35lM1xdSqdsT7jDlRlT3Ol/cxytW9jz91/pxMcW0CzYwcoVC3GezH4SQghhsf3vNJKTi3n7JR9LoCnTqrmO/0x1Z+e+0gX1kpNkYT3RsDSaUDNv3jx69OiBi4sLvr6+jB49muPHj1u7LCGEsClHDmXj4qyhd3dDlcdHDHai+N9xw94+sgaNaFgaTajZtGkT06ZNY/v27axdu5aSkhKGDRtGXl6etUsTQgiboddrKC5RKSxUqzyemWUGoE07Z4JDZUCwaFgaTaj5/fffmThxIu3ataNTp04sXryYmJgY9uzZY+3ShBDCZgwY4kNxscrS73OqPP7Z11nY2cH/zW1bz5UJcWmNJtRcKCsrCwBPT08rVyKEELYjJMyJEaP8+c/zqfy8JteyWnBRkZnX38/gy+U5jL0nhJ7Xelm5UiEqa5Szn8xmMzNnzuTaa6+lffv21Z5XVFREUVGR5XZ2dnZ9lCeEEPXOZFIxm1Xs7a/+s+rLb3bgkSl7GT0hgcgwe8JC7Nl/qIi0dBOTHw7nqedkpWDRMDXKUDNt2jQOHTrE33//fdHz5s2bx9y5c+upKiGEqH9bN6fy2Qdn2bIpFbMZ2rR3YdykUG67MwiNRrmiazo52fHJ1z3YvT2Dn78/R2ZGMaPv9OO2O4OIbOFcy69AiNqjqBfuRNbATZ8+nR9//JHNmzcTHh5+0XOraqkJDg5mz4mhOLvY13WpQghRp5YujuaFWUfo2lHP+DGuODoq/Lwmj9Vr8rjptkBefbvjFQcbIRqS3JwSurVcR1ZWFq6urtWe12haalRVZcaMGaxatYqNGzdeMtAA6PV69HqZciiEsD0xUXm89OwRZkxx560XvVGU0vAy5W43vvkhh3EPn6PvQG9uuq2ZlSsVov40moHC06ZN46uvvmLZsmW4uLiQmJhIYmIiBQUF1i5NCCHq3bdfxeLmqmXes16WQFPmztEuDOnvyNdfxFipOiGso9GEmkWLFpGVlcXAgQMJCAiwfH377bfWLk0IIerdsUPZDOxjwMGh6l/jIwc5cvSQTI4QTUuj6n4SQghRyl6vITPbXO3xzGwzekOj+dwqRK1oNKFGCCGaqtSUIr5ZEsO6XxPJzzcR2dKFoGBHlnyawumoYiLDdBXOLy5WWbIyh0HX+VqpYiGsQ0KNEEI0YEcPZTPlzp0U5Bu57UZnfL31rP8riz//SMbRUcPoiQms+DiA1i1Kg01KqpFps1JISDIy4f5LT6gQoqGKzouCfztp8nJNl/UYCTVCCNHAqKrK3l2Z/PLDOX5cEU+LcDt+WxaGj7ed5fgXy3O477Ek4pPMtOsfTY8uBpwcFbbuKkSrVXjrwy60aV/91FchGqro3CjLf785fQItNBqKSwqB2Zd8rIQaIYRoQHJzSnjkvn1s2ZyGl6eW3FwTn7/dzBJoABRFYeJYV37/M4/dh8w8+2Ib/t6YhtGo8tgsN265oxkenrqLPIsQDUtMXnSFsbM/PzIJgBY1HBYmoUYIIRqQJ6cf4ND+DFYtDmDtpnz+/CufDm2qXm9rzChnVvyUyLUDfLj59qB6rlSIq1O+RQZg1vwp9ImtfvD75ZBQI4QQDcSxI9n8uSaFpYv8uWm4M+v/yudiEz/N/x5TZNFg0YiUDzNlLTIAfbi6QAMSaoQQosFY/3sy7m4abruhdH+l/tc4sPDTLA4cLqJTu8qtNct/zCWyhROeXtLVJBq28oN+l6f1IG5OW1poan/JAQk1QghRj9LTitm4Lpn8PBMRzZ24pq+XZX+mwgITbq5a7O1Lb9803JmwYDsmPZrIL0ubEeB3fqDwx19l8/0vubzwWrtKKwoL0RBc2L1UNujXgZqPlblcEmqEEKIeGI1mXn/pOMsWR1NUpKLTKRQXq4SEOfDKmx3p0duTlm1c+GhhCSdOF9MyUoe9vcKPXwYyfGw8kb2iuHm4E/6+dqz7K58jx4u5a0Iwd9wTbO2XJkQFVc1egroLMuVJqBFCiHrw4rNHWLE0ljlPePHgeDe8PDVs31PIrJfTuO/uXSz78RqGXe+Hp6c9j89J5fvPAtDpFNq31nPgz1DmvZPOosWZOLnY06O3J0+9GMI1fSvv+ySENZQPMo/tHUvwZwZaaDT1EmTKU9QmtP9AdnY2bm5u7DkxFGcXe2uXI4RoImKi8hjWZzNvveDDjPvcKxwrLDTTfXgsgeHuvL+4G5v/TGHapD2Eh9jz4L2uNAu046/tBSz+JoegUEe+/O4a3Nzl95ewvgu7l8oP+q1txSWFfLhuNllZWbi6Vr/+krTUCCFEHVu9KgFXFw33jav8y9hg0DBtshszZiVz4lg2/Qf7sOzH3nz07mmefCEJkwm8vO0ZNzmM+6dH4OIqgUZYT1JhPIWmEsug39qYhl2bJNQIIUQtOH0il2+/iuXMqVwcnewYfoMf113vj06nISO9mGYB9tXuqN0iXIeqwsQxu1jxax86dHbj3U+7UlxkoqDAjIurnWUwsRDWUL5VZup3U3A7A31izbUyDbs2SagRQoir9N6bp3hn/kl8vLT06WEgMcHE4w8n0qLVKT79uieBzRw4E11MRqYJD3dtpcfv/acQvU5Bb2fitReP8fZHXQDQ6bXo9JXPF6I+lJ+GDee7l0Y2sCBTnoQaIYS4CqtXneOd+SeZ8x9Pnp7ugV5f2hqz72AhoycmMG3SHhZ92Y03XjnO/xZm8Op/vSs8PiXVyMLPshg72pluHQ088XwS6alFeHpXvYqwEHWp/HYFy9N6sHFjR0Zuargh5kISaoQQ4gqpqson759h5BAnZj/hVeFYlw4GPn/bj+vGxHPmVB6PPNWC+S+fIPZcCVMnuhPgZ8fGrfm8+k4GRqPKnP94kZVtxmhUiYstkFAj6lX5MDP1uyk032CkhUbToFtlqiKhRgghrlBqSjFHD+Uwe4Z/lccHXetAUKA9m9an8NRzrTl2OIeVPyfwzapcoHR7gxGDHVnwog9hwfb8tj4PACdn+dUs6l5SYTyFxhLL7cf2jmXwYsfSIFMHq/3WB/nJEUKIK1RSXPop1tmp6j8AiqLg5KhYznvquVb89lMCj9znxg3XOdMywp6QoNLZTKqq8v7iTFq2diaiuVP9vADR5Fy4G/bU76ZYupcGW6uoWiShRgghrpCvvx5fPx2/rM3j+iGVg8iJ08UcP1XMfTPdAPAPdOCOe4JZ9EUcLSJ09OluACAx2cjc19P4dV0+Cz7qLAvqiVpXvlWmrEUGGvag3yshoUYIIapx7Eg2n31wlj9/TyI/30SLVs6MHR/CmLuDsbfXYGenYez4ED565zS3j3Jm0LWOlsfm55uZNisFL297ht9wvnvq2RfbYjKqPPJsHP/3Shq+PnZExxZjb6/hhdfaMXJUgDVeqrBBF7bKlIUZW2iRqY6sKCyEEBdQVZU3553g0/fPEOCrZco4N3y8tKzZlM/qNXn06O3Jp1/3wN5eQ3GRiYfG72H7ljRGDXNicF9HEpKMfLEih8wsMx8u6U7PPl6VniMmKo/ffkokM7OE4FAHbhwdiKub/F4SV+fCcTINbXG8K3W5KwpLqBFCiHJUVWXuM4dZ/lUswwY68t1nAZZp2gB/bMhj1D3nGD7Kn7c+KF1PprjYzMqvY1m+JIbTJ/NwdNIy/IYAJjwQRmQLZ2u9FNGElA8zy9N64DC3vZUrql2yTYIQQlyBTetT+PrLWDQaeP9/vhUCDcDwQU7cdasL3/yQyJFDWbRt74ZOp+HuCaHcPSHUSlWLpqj84njl15RxsGpV1iWhRgghylm2OBpXF4XQoPMzky5003AnvlqZw+eLzjL/vc71W6Bo8spvWfDm9Am00GhwwPYG/V4JCTVCCFHO4X+yKChUyc0zo6pqlTORcvJKPx7v3pFe3+WJJurCQb9lWxa0aJzLydQZCTVCCFGOyaRSUgJnY4xs211Inx4VG/NVVeWzZVkEBdjJ52JRp8q3yIDtDPqtSxJqhBCinGbBTmjUbAL97bl3WiLffx5Ip3alWxbk55t5/vU0tuwsxNtTQ6/+3pe4mhA1Vz7MlLXIAA1uR+yGSEKNEMJm5eYaObAnE6NRpW0HV3x8L72fUs8+niw7ns2Kj/0ZPTGBrkNj6NXVgI+3li07C8jMKv3Dkppu5p7JYXX8CkRTceGgX1ubvVRfJNQIIWxOcbGZt149wfIlMeTmmgCws1MYfqMfz73cDg9PXbWPvWNcMJ8tOstfOwvZtz6U73/N5YffcskvULlvnCu79xfx1/YCHn+2FV17eNTXSxI26MLupfKDfsWVkVAjhLApqqryn6n72bA2mf887M49t7viYFD46Y88XnorhQm372DZT71xrmbTyPBIJ0be5M/M/ybj7KRhzChn7hztQla2iZcXpLNhSwHTHm/OlIcj6vmVCVtR1ewlkEG/tUFCjRDCpmzfks4fvyTx7cf+3H6ji+X+6VPcGdzXgW7XxfLtkpiLhpJX3urAEw/v564HEwkMsCMowI7Dx4opKlZ5ek5rJj8UXh8vRdiQ8kHmsb1jCf7MQAuNRoJMLZNQI4SwKd99HUvLSHtuu6HySr5tW+m57UYnvv3y4qHG0dGORV9055/9mfz2YyLZ2SX0He7I6Dua4edvqMvyhQ25sHupbNDvYAAJM3VCQo0QwqYcOZhFj476ane67trRwMrVaZd1rY6d3enY2b0WqxO2zlb3XmosJNQIIWxKclIxR+yr/xh87GQxNJ0t70Q9Kd8qM/W7KTTfYKSFRiPTsOuZhBohRIMUG5PPV59Gs/73RAoKzLRs48Jd40OIaO7Enp0ZKIqCt68eRQF3D3s6dXVHoyltnfnnSDHr/8pnSD/HiteML+HrVTmUGMFoNGNnJ30A4sqVn4YN57uXRmIGjXxvWYOEGiFEg7N7ezoP3rsbvT3cdasz3p5a1mzMY8Z9+wAo61lS1dK/HWYzhIQ58NisVnh626OoZm6bnMAr/+fFPbe7YNBr+PGPXGa9lIpBr1BUrEqgEVfkwu0KpHupYZFQI4RoUPLzjUyfvJfunXT8+EUgzk6l4eO5x71Y+l02E2Yk8c7LPky525UVP+fy1AupuDhpaNVc4bEH93PDzf788mMiIwY5MvO5FGb8X4rl2n17GcjNL6ZFa5fqnl6IKkn3UuMgoUYI0aD88kMCmZklfPJmM0ugKTPuNldW/ZrLB19k8fBEN+653ZWObfV0HRrDU9M9cHPV8tuGVDy97Nl3qIjF7/hRUqJiNIGft5a3P84kPcPMu5+3s9KrE41JdZtISvdSwyWhRgjRoOzbnUmXDgbCQ+yrPH7rDc7cOy2J7Bwzbq5aOrbVM2ygI0u/y+GD+b4s+z6a519ry8fvnOHeaUn4emtxdlI4E23EYNDw1oed6dJdVgIWVSsfZJan9WDjxo6M3CStMY2FhBohRIOi1SgUl1Q/O6n439myWu35KdutInWs25xPy0gdjg4KRflm1u8cyLa/0/j+mzgKC82Me8CTMXcHozdo6/oliEbowsXxBi92xIF/W2VEo9GoQs3mzZuZP38+e/bsISEhgVWrVjF69GhrlyWEqEW9+3mxfGksB48W0aFN5Q0ol32fTa+uhgpdU3v/KSS4mR0xcSXkF6h4eutQFIU+/bzp00920haVJRXGU2QyVtm9NNhaRYmr1qhCTV5eHp06dWLy5Mnceuut1i5HCFEHho70IyjYwD3Tkli9JIDgZqXdUCaTymsLM1i/uYCvP/S3nL9ucz5/7yzkm4/8eX1RBs7OWoaM8LNW+aKBK7843mN7x2JY7yyzl2xIowo1I0eOZOTIkdYuQwhRh3Q6DR8s6c6dN24jslcUIwY54uNtx9qNecQnmnB0UPDz1nLsZDHf/pjD/PcyuLangfWb8/n4q2yemdMaJ6dG9atN1IPy3UvL03rgMLf9vy0yEmhsifzkCyEanJ3b0snNNXH7KGdS00yknSxmxGAnrhvgyBPPp3DdHfGYTOfXqNmys5BDJ4z83wttGH9fqLXLFw1AUmE8haYSy+J4ZUEGwMGKdYm6ZdOhpqioiKKiIsvt7OxsK1YjhLgcZrPK4g/PctctLnz1vn+l4x7uWoaPjeepOa0JDjGQkVaCh6eOfoN8cHCUQcDifKvM8rQexM1pSwuNRoJME2HToWbevHnMnTvX2mUIIWogLiafmKgC3n8psMrjQ/o54OtjR05WCcOuD6/n6kRDVVX3kgPQQpaTaVJsOtTMmjWLxx9/3HI7Ozub4OBgK1YkhLgUk6n0/3W6qnfZVhQFnb2C2SSbUjZ1VU3DBuleaspqFGoKCgrYs2cPnp6etG3btsKxwsJCli9fzvjx42u1wKuh1+vR6ytPCRVCNFxBIQ54++j44bfcShtSAuzeX0jcuRI6d3ev/+JEg1A+zMg0bFHeZYeaEydOMGzYMGJiYlAUhb59+/LNN98QEBAAQFZWFpMmTarTUJObm8upU6cst8+ePcv+/fvx9PQkJCSkzp5XCFEqNaWIb5fEsnFdEiXFZlq3c+XuiaF07OJea89hb6/hzvEhfPTuaUYNc2LYQCfLsfQMEw8/nUxIqAMDhvjW2nOKhq/8jtjlB/0KUd5lh5qnn36a9u3bs3v3bjIzM5k5cybXXnstGzdurLdAsXv3bgYNGmS5Xda1NGHCBBYvXlwvNQjRVO3fk8ED9+ympMjETSOccHfV8su6ZFYtP4eHpz1TpkZw14QQnJ2vvlf7wUciObg/k5F3nWPYQEf6X+NAXIKRr1floNFq+Xx59worCgvbVL5FBuDN6RNk0K+4KEUtv5ziRfj5+bFu3To6dOgAgKqqTJ06lV9//ZUNGzbg5OREYGAgprIO8QYoOzsbNzc39pwYirNL1fvKCCEqy8szMrTnRlpHavlhcSBenqWzjMxmlXlvZzD7tTTs7CCyhTNfrOyFh6fuqp/TaDTz8/fnWP5VLFGn83B2sWPEqADumRyKX4Dhqq8vGq6qupdE01ZcUsiH62aTlZWFq6trtedd9keqgoIC7OzOn64oCosWLWL69OkMGDCAZcuWXV3FQogG6+fvzpGZWcLS95tZAg2ARqPw7GOe/LEhj+ISlbMxBbz03yO88X7nq35OOzsNt9wRxC13BF31tUTDV92gXyFq4rJDTevWrdm9ezdt2rSpcP/ChQsBuOmmm2q3MiFEg7Hm1yT8vLXMfC4FHy8t99zuSt9eBhSltAvo5pFOPPVCGg+Nd+WTZQk8+d9W+Pob0Giki0hU78LuJRn0K67WZYeaW265ha+//pp777230rGFCxdiNpv54IMParU4IYR1mUwqzz99iC2bUvH31VJUrLJhSwGfLM3mpuFOfLbAl+dfT+eTr0oXtvzgy2y0GhjQbSP29jBkhD9TpobTsbO7VV+HaDjK770E58fJCFEbLntMjS2QMTVC1MzCN07y3punWDjPlyl3u2Jnp2A2q3z/ay4TZiTh5a4hPdPMk9M8uOMmFwBW/JzDawszCAqwAwWiYo0s+KgLQ2WTySatfKvM1O+m0HyDUcKMuGy1PqZGCNG0FOSbWPzRWR65z50Hx7tZ7tdoFG6/0YWYOCNPvZDKNx/6c/soF8vx2U940b+3A0Nui+eLd/344bdcnp5xgE17B8mHiSamuu6lkZhLN+4SopZJqBFCVBJ1Jo+ZD+4jJ9vEpLuq/lQ06U5XnpybSn5B5cbegX0cGdjHgS+XZ/P52/6E9zjLj9+dY9xE2WzS1sXkRVO+A2DW/Cn0iZWdsEX9kFAjhADg7Ok81v6aSOK5Qn76Ph4Xx9JBvm4uVX+idnEuvb+ouOoe7K4d9fy8Jo9mAXZ0amfg6EHZUNaWlW+VmTV/Cj7Rpd1LfZBAI+qPhBohmrjCAhP//c9Bfv4+ARdnDWZVxdGgYfWSALoPj+WXdXk8NMG90uN++zMPgK4dqt6K5OTZEny8tKiqSma2Cb1BdtC2NeVX+YXz3Ut9pHtJWImEGiGauGefOMj63xL5YL4vY29yJrDTWaZNdqNTewM3DXfi5QXpDB/kRHjI+fEwKalGnnkpFTstGAyVp20fPVHML2vzeOcVH/7aXsiZqBL+O0y2NbAF5buXlqf1YOPGjozcJK0xomG4olCzZMkSPvjgA86ePcu2bdsIDQ1lwYIFhIeHc/PNN9d2jUKIq5SZUcwPK+I5czIPRyctw27wp0t3d86czGP1qgQ+ftOXyXe5kZxqpKBQpWPb0taXhfN8GXhLHF2GxHDvGBc6t9dz4nQJny3Lws5OISzYnuFj45k/x4fbbnAG4Ptfc3lybgqtm+to00LHPdMTadfBhd79vKz5FoirdOHspZGbzDjw76BfIRqIGoeaRYsWMXv2bGbOnMnLL79s2RbB3d2dBQsWSKgRooFZtTyOOU8fRjWrtGulIznNxOcfRtG7nycdOrnj4a5l3K2ls5fcXDTo9QrHThZz8wgI8LNj6+pgFnyUweffZPP+51nY2UGX9npWfBKAvb3CxEeSuGdqIuP/7W0wm8HbU4MZGHJbPK3bOrPoy+6yEF8jk1QYT5HJWGHQb4XZS0I0QDVep6Zt27a88sorjB49GhcXFw4cOEBERASHDh1i4MCBpKam1lWtV03WqRFNzd8bU7jv7t1MGOvKvGe98PW2w2xW+WVdHpMeTcbByR4ng5ljf5+flTTxkUQ2bilg/58huLtVHAfz3mcZPPJsKl8u9GPcbednRR05XsSq33J5fn46wWEOtGnnhoODlqEj/Rg41Ac7Oxlf0ViU7156bO9YDOudZfaSsLo6W6fm7NmzdOnSpdL9er2evLy8ml5OCFGHPnznNNd0N/DxG76WlhKNRmHUMGc+eRNum5yAVgvnEo0E+pf+Onh2pier18Yy+LY4Xnjai+v6O5KcauLjr7J59d10tFqY+nQyOblmxt3mis4e/jlazAdfZKHXa1j2Q2+8faoePCwarqr2XirdrkACjWg8ahxqwsPD2b9/P6GhFdeb+P333yvtCyWEsJ7MjGJ2bsvgs7f9quz6GTXMCS8PDZnZZv47L5VP3io9r0WEjj+/C2LCjERuHp9gOd/BQcPkhyMYOtKXB8btZvozKUx7JsVy3MvLnm9/6SmBppFIKoyn0FRimb20PK0HDnPbA7L3kmi8ahxqHn/8caZNm0ZhYSGqqrJz506+/vpr5s2bxyeffFIXNQohrkBBful4N1+vqqdSa7UK3l5aIsPs+WJ5DtFxRh6a6EYzfzs2bS0gPtGIvT08+Vwb/AL0XNvfGxfX0m7bHUeGsubXJP74OREUGHVLAIOGyTYIjUH5vZeWp/Ugbk5bWmg0OFi5LiFqQ41DzX333YeDgwP//e9/yc/P5+677yYwMJC3336bO++8sy5qFEJcAW9fPR4e9vz5dz4jhzhVOh6fYOTkmRLefcWHZx+z4+W30rnzgUSgdJp2724GNmwpYORN/vj6GSo8VlEUht/gz/Ab/OvltYirV757qaxVxgFoIcOdhA2pUagxGo0sW7aM4cOHM27cOPLz88nNzcXXV9afEKKhsbfXcOtdQXz8ZTT3jnG1TNOG0t23n5ybgkaBu291wdVFy43XORMTV0JOnpngQDvWbspnw5YCFEVmLTVWVY2TAaRVRtisGoUaOzs7HnroIY4ePQqAo6Mjjo6OdVKYEOLqTZ0ZybbNqfS7KY7Jd7kyqK8DickmPv4qi/2HijCb4eSZErp1Ku2iCgk6Pyvwmx9yiWzhhLePzlrliytUFmZknIxoamrc8NizZ0/27dtXF7UIIWqZs4s9S77vxd2Twli6Ko9bJibw8FPJOHk689k3PQgNd2Dio0nEnSuxPEZVVT74IpPvf8llwv1h0lLTCCQVxhOdG2X5Wp7Wg58fmWQJNEI0FTUeUzN16lSeeOIJ4uLi6NatG05OFfvqO3bsWGvFCSGunrOLPU8824pHn25BZkYJBgctzs6lP/qLFndn8p07aX5NNDde54i/rx1//l3A8VPFjJsUwh33BFu5enExVa3yC9K9JJquGi++p6likzJFUVBVFUVRLCsMN0Sy+J4QlWVllrDq2zj++CWR/DwjkS2dufPeEHr09pRWmgaqfJgpW+VXCFtWp4vvCSFsh5u7PRMfDGfig+HWLkVUo/wqv1Bx0K8Q4rwah5oLF90TQghRN8q3yMyaP8WyXYEM+hWiajUONV9++eVFj48fP/6KixFCiKau/OJ4AG9On0ALjYY+sl2BEJdU41Dz6KOPVrhdUlJCfn4+Op0OR0dHCTVC1AJVVTGbS1f9FbYvOi/Ksl0BVBz0K4vjCXH5ahxqMjIyKt138uRJHn74YZ588slaKUqIpmr39nQ+/eAsm9enYDSqhDd35PpRAUyZGoGTc41/XEUDV757qaxFBmCktMoIcUVqPPupOrt37+aee+7h2LFjtXG5OiGzn0RD9v23cfzfYwdp11pHcIAd23YXkpld+sdNr1e4974wHvlPC/SGqvdyEo3DhYN+y4cZIUTV6mz2U7UXsrPj3LlztXU5IZqUxHMFPPefQ0y+y4WCQvjmhxzuv8eNu25xwc4OVv2ay8JPojh6MJsPv+qOvb38EWxsLhz06xNtpIVGI91LQtSiGoean376qcJtVVVJSEhg4cKFXHvttbVWmBC2KDfXSEmxGXcP+wprwKxYFodBrzBqmDOjJybw5UI/xt12/tNI7+4OjBjsxHVj4lm96hy33BFkjfJFDZUPMnB+TZk+mEFaZ4SodTUONaNHj65wW1EUfHx8GDx4MG+88UZt1SWETVn/RxKfvHeavbuyAAgI1HPrnUE89GgkOp2WI4ey6XeNgWWrcmjfWsfdt7pUusbgvo5cN8CRlUtjJdQ0YOUH/S5P68G+zzpapmILIepWjUON2Sw/nELUxEvPHeGrT6MtH8zDQuzw84ZFb51mySdRPPdKO3Q6DVnpZpJTTFzTzVDtSr59ehhYtCS3HqsXl6uqLQscQKZiC1GPatz++cILL5Cfn1/p/oKCAl544YVaKUoIW7H4o7N89Wk0rSLteXmWF4te86VjGz279hfRp6eBnGwTT07/B6PRzNZdhej1CtFxxmqvFx1nxM1NBrk3BEmF8UTnnd9EEkq7l35+ZJJlOrYQon7VePaTVqslISEBX1/fCvenpaXh6+srez8J8a/UlCIGdN3AnaOd+WyBX4U1Z376I5fbJifQurk9KWkmUtLM+AfowWQkKcXEgQ0htGulr3C9hCQjLXtHcf+M5kx9rHl9vxzxr/Kzlx7bOxbDemfpXhKijtXZ7KeyjSsvdODAATw9PWt6OSFsSnGxmYy0YpyctXz3dRxaLSx40afSIno3DXdm1DAnflmbh9EEilK60J5R1aLRmBg+Np73/+fLDUOd0Ghgw5YCZvxfCi5uOu68V3bOtoaqupdKtyuQQCNEQ3HZocbDwwNFUVAUhZYtW1YINiaTidzcXB566KE6KVKIhi4jvZhFC07z/bdx5GQbURTw8tHRp7sBD/eq15W54Tonfvw9jzXfBnLoWDFvfZhJUSHcPy2ClV/HcsvEBJydNNjZKWRmmWjVxpnFK7rg6a2v8nqidiUVxlNoKqkw6NdhbntAFscToqG67FCzYMECVFVl8uTJzJ07Fzc3N8sxnU5HWFgYvXv3rpMihWjIMtKLGXfzdtJSCnh4vBt9ezkQd87Is6+kkpld/TYH2dlm7OxgUF9HhvR3YvwdrvS9KY79ezLZ8s9Q/tmfyfa/0jCboUsPd3r29qx2ALGoPeX3Xnps71iCPzPQQqPBwcp1CSEu7bJDzYQJEwAIDw+nT58+2NvLmBQhABb87wQZaYVs/zWYFhE6y/3OTgrjpydx6FgR7VtXbF0xm1UWf5vN9UOc0GhKg4qHu5ZnZ3pw77Qkos7k0bGzOx07u9fnS2nSyncvPbZ3LIMXO5Z2L8lyMkI0GjUeUzNgwADLfxcWFlJcXFzh+MUG8Ahha/Lzjfy0Mp4np7pXCDQAY0a58Nz/0rhlYgI/fBFgGfiblW3iiTkpHD5WTP9rKn7+H9jHEYCoM3mERTjVz4tooi7cDbssyAD/jpURQjQ2NQ41+fn5PPXUUyxfvpy0tLRKxxvy7CchaltCfCH5+WYGXetY6ZhOp7Dm22Z0HBRNx4Ex9OpqwNVFw5adBZQYVfr3NrBydS6vP++NXl/aHBCfWDqd21k2r6wz5cNM+XEyEmSEaPxq/JvzySefZMOGDSxatIh7772X9957j/j4eD788ENeffXVuqhRiAbL0bF0EHBSatVry4Q0s0evUxh1nRN29lBYqPL0dA8m3+1GcqqJbtfFsHV3oSUUvfdZJn7+ejp3d6+vl9AkXNgqUxZmZJyMELalxqHm559/5ssvv2TgwIFMmjSJfv360bx5c0JDQ1m6dCnjxo2rizqFaJACmjnQoZMrH36ZzW03OFcayPvNDzlk56jM+Y8nbS9Yd6ZsheHcPDNp6Sbmv5/BkhU5PP9qO+zsZCBHbahqGjYgYUYIG1Xj35zp6elEREQApeNn0tPTAejbty+bN2+u3eqq8N577xEWFobBYKBXr17s3Lmzzp9TCCgd3LtlUyofvnOazz44y4ljOQA8NLM5f/6Vz9Snk0n5t8XGaFT55occpj6dzLU9DZUCDcC6zaUrcz/y31SCu57l7Y8zeeL/WnLneFmH5mrJKr9CNE01bqmJiIjg7NmzhISE0Lp1a5YvX07Pnj35+eefcXd3r4MSz/v22295/PHH+eCDD+jVqxcLFixg+PDhHD9+vNIKx0LUpmOHs3nswX2cOZ2Pu5uG4mKV/809xoAh3rz2bideeK0dLz93hMXf5tCmpY6EJBPJKUZcXbXk5avk5JpxcT7/GSIl1ciLb6YTFuHI4GF++AcaGHVLgKxBc4XKr/ILFQf9CiGajhpvk/DWW2+h1Wp55JFHWLduHaNGjUJVVUpKSnjzzTd59NFH66pWevXqRY8ePVi4cCFQurlmcHAwM2bM4Jlnnrnk42WbBHElzsUVcOuwLYQ20/D2Sz5c29NASQl890sujz6bQkikM0t/6E1WZgk/fRdP1Jl8nF3sGHGjPwATx+zA21PD1IlutGqu48ChIt7/Iotio8KyH3vLLKerUL57adb8KbJdgRA26nK3SahxqLlQdHQ0e/bsoXnz5nTs2PFqLnVRxcXFODo6snLlSkaPHm25f8KECWRmZvLjjz9WekxRURFFRUWW29nZ2QQHB0uoETXyyuyjrF4Zy7EtoXh6VFwdePO2AgbdGsf7i7syZLhflY8/dTyH9xecYs0vSZSUqOgNGm68JYCpjzUnKFhaE2rqwkG/Pz8yyYrVCCHqQ53t/VReYWEhoaGhhIaGXs1lLktqaiomkwk/v4p/OPz8/Dh27FiVj5k3bx5z586t89qEbfvlh3OMv8OlUqAB6N/bgS4d9PzyQ0K1oaZ5KxfeXNSF/HwjOVlG3NztMThUvXWCqFp0XpRluwKoOOhXCCHK1HigsMlk4sUXX6RZs2Y4Oztz5swZAJ577jk+/fTTWi/wasyaNYusrCzLV2xsrLVLEo1QdlYJ4SHVt+yFBduRlVFc7fEyjo52+AUYJNDUgGXArwpvTp8gg36FEBdV41Dz8ssvs3jxYl577TV0uvMrqLZv355PPvmkVosrz9vbG61WS1JSUoX7k5KS8Pf3r/Ixer0eV1fXCl9ClJeVWcKm9cn8uSaJ5KTCKs8JDnFg2+6qjxmNKrv2FxEUKt1ItSUmL7rC7KWyMNNCI9PchRAXV+Pupy+//JKPPvqIIUOGVNiVu1OnTtV2A9UGnU5Ht27dWL9+vWVMjdlsZv369UyfPr3OnlfYpqJCE/974RjffR1HYWHpp347O4URo/x57uW2uHucD+y3jwvhzVeO89iDhXTrZKhwnQ+/zCLunJE7xsk07KtRfsAvVBz020KyjBDiMtU41MTHx9O8efNK95vNZkpKSqp4RO15/PHHmTBhAt27d6dnz54sWLCAvLw8Jk2SgYLi8pnNKjPu28uOLWnMmuHB3be5orOHH37L44U3kpl4Ry7LfrwGR8fSH4+7xofw20/nGDomnkfvd2fUMCdy88x8uSKHxd9kc8/kENp1dLvEs4qqVDd7qQ/SvSSEqLkah5q2bdvy119/VRocvHLlSrp06VJrhVVl7NixpKSkMHv2bBITE+ncuTO///57pcHDQlzMpvUpbFqfyuqvAhk55Px06ulT3Onf24Eew2P47us47p0SBoCDo5bPv+3JG6+c4I0P4njxzdIFJwMC9cx6vjUTHgizwqtovMoP+l2e1oN9n3WkT6xZgowQ4qrVONTMnj2bCRMmEB8fj9ls5vvvv+f48eN8+eWXrF69ui5qrGD69OnS3SSuyvffxNGlg75CoCnTsa2em4Y78c0XMZZQA+DsYs+cee144tlWnDmVi85eQ/NWzrKdwWW6cPbSm9Mn0EKjwQFplRFC1J4ah5qbb76Zn3/+mRdeeAEnJydmz55N165d+fnnn7nuuuvqokYhalVSYiFd21e/cm/ndgZ+XpNGbEw+wSEVBwA7O9vRsbN7HVdoG5IK4yk0lVjCjIyTEULUtcsONWfOnCE8PBxFUejXrx9r166ty7qEqDNePnqOnsiu9vixU0VoNQofvXOGF19vX4+V2Yby42Qe2zsWw3pn6V66QqqqYjIb0Wi0aBRJgkJcymWHmhYtWpCQkGDZY2ns2LG88847Mp5FNDo33x7Io/cn89f2AvpdU3G/5lNni1m5Oo/+1xj4+ft45rzaVrqYLsOF3Utlq/wOBpAwU2NGUwn7o/7mUMw2cgoz0SgaInzb0TVyIH5uMtNOiOpc9m/rC3dT+PXXX8nLy6v1goSoa0NH+OHto2PUPfEsWpxJZpaJ/HwzX63MZsjt8YQF23HXrS4UFJjJzzNZu9wGK6kwnui884vjTf1uimVxPHHlSkzF/LDzY3acWINzoTvt6EGk2o6E5ChWbnufs8lHrF2iEA3WVW2TIERjZGen4cZbAvnmi2ge/W8K02elWI4NG+jIZwv8eO+zTJydtTg5y4/IhS7sXgr+zEALjYaR0iJTK/ac3kByZizd6I+b4mW5P1htwUG2s2b/10wa/F90drKjuxAXuuzf2IqioChKpfuEaIzuuCeYxR9FMftxDyLDdZjM0LubgZaROhKTjXyyNJvRdwSh1cr3eJnyYaZC95L0ztUas9nEoZjtBBCGm+KFqqokEUscZ8gjGwUNxaYiDkT9TY/mQ6xdrhANzmWHGlVVmThxInp96aeDwsJCHnroIZycKk6L/f7772u3QiHqQGQLZ+6dEsKLb8XwyH3u3DfOFXc3DV8uz+aFN9PR2NvxwPQIa5dpVRfuhv3Y3rEMXizbQVyttJxETiTsp7A4H1cHD1o364aToXQLl/ziXApK8vDGH1VVOcQOkojDAx9CaEkJRcQTxY6Ta9Fq7HBz9MTfIwwnvYuVX5UQDcNlh5oJEyZUuH3PPffUejFC1Kf/e6EtHp56Fn98lrc/zrTcf21/L+a+1h6/AEP1D7Zh5cNM+SAz2JpF2QCT2cj6gys5fm4v9ooeA47kqzlsO/EHvVsOp1vkILSa0l/JJRQTyymSiKMD1+CnBJGuJhPNcUyU/ttsPf4r6r+js72c/RnRZRyezjJxQzRtinrhCGAblp2djZubG3tODMXZpfpdl0XTUlhgYveOdAoLzbRo5UxoeOVF+WydtMrUvT8PfcfR2F20ogsBhKJRNJSoxURxjGhOMKT9GNoG92D51oUUZeVTRAGueNJB6UWCGs1hduGCB80Iwx49aSSSQAwGHDFjwqiUcOe1j+LpIsFG2J7ikkI+XDebrKysi25OLaMgRZNncNDSd6CPtcuwivLjZKZ+N4WRm0oH+0qrTO3KLcziSOxOmtOBZkq45X57RUcLOlKo5rPr1DraBHWje+Qgftn7BQDN6UCxWsRR9hBAKG3pbhnL6EcQgWoYe9lMCC1JUmNZd3A5d/SZYZXXKERDIKFGiCaoLMwsT+uBw9zSBQZl9lLdKZuG3YzwKo83I4K9hZtJzU4gwq8dfVpdz9bjv2LGRALRALSgY6XJGe6KN35qCAlEE0FbjmbtIacgAxcHj7p9QUI0UBJqhGgCYvKiK6w1Vda95HCRx4jaU2IqRoMWO6Xqbm89peO3ik3FAHSLGMjx+H0k5EajxwEX3NEpVU/h9saPBKJwoXSn+Kz8dAk1osmSUCOEDSvfvVR+7yXpXqpfns5+mDCSpabjpnhWOp5OMgoK7k7elvu6Nx/EH/uX4YoHJZSgqmqVy2gUU1Th//V2TXOAuxAgoUYIm3PhoN+yNWVk7yXrCfFuiYvBnVNFB+ms9kWraC3HCtUCopUTRPi2qzA1u2VAZ46f20dU8lEAMkjBE98K11VVlXjO4II7cZzBUeeMt2tg/bwoIRogCTVC2IAL914qP+hXWJ9G0XBdx7H8uPtTdrKeZmoEjjiRRTrxyll0Oj392txU6XFtmnUnKvko9ug4yA46qL3wwAdFUShWCznBP+SSjRuepJLA0FZjZVFU0aRJqBGiESvfvfTm9Am00JQu7yuDfhueZl6RjLlmGjtPreNk8gFUVOw09rRu1pUezYfibHCr9JhQ71botHq8TQHkksVeNuOAM/aqjhwyKUuyWaTTu+UI2gR1q98XJUQDI6FGiEbmwkG/Zd1LLWS7ggbPx60ZN3SbQLGxiGJjIQ72Tmi11f8atrfT0aP5ULYc/4UQWhBCSzJJpZhCALJJJ8ynDcM63YneXoZ9CyGhRohGoHyLDFQc9CsaprScRI7G7ya3MAtHnQutm3XF1y0IAJ2d/rI3pOwS3h+zamLXqfXEmE9hr+goUYvQafUMan0r7UOuqcuXIUSjIqFGiAasuu4lGfR79dJzkzgWv5eC4lycDW60btYdN8fKM5NqSlXNbDz8A4dit6NXDDjiSgEnORD9Ny0DOjO041i0Gu2lL/QvRVHoHjmYDiG9OZV40FJvpF8H7O10V12vELZEQo0QDUz5Qb/L03oQN6ctLTQa6V6qJWazqXTLgvjd6BQ9BpzIJ4edp9bRNXwgfVqNvKrBtjtPredQ7A5a0ZlmagQaRYNZNZNIDEcT9mLQOTGg7c01vq7e3oF2wT2vuC4hmgIJNaJWmM0q2/9O4/TJXByd7Bg01AdP78trXheVu5fKWmUckLEytW3L8V85Fr+H1nQhUA1Ho2gwqUZiOMXesxtx0DnRNWLAFV27xFTM/rN/EUJzgpXmlvs1ioZAwihUCzgcs4OezYfioGt6e4wJUdck1Iirtnt7OrMe+4eYqAL0eoXiYhV7e4W7JoTw1OzW2NnJX+WqXLieTPlxMhJk6kZhcT4Ho7cRThuClEjL/VrFjnBaU6jms/fMRjqFXnvRAbzVSUiPothUSGC12yGEc0Y9TGzqSVoGdr7SlyGEqIaEGnFVDv+TxZS7dtGjs55l7wZxTTcD6RlmPvwyi7lvRFNYYOKF+R2sXWaDUr5V5rG9YzGsd6ZPrFnGydSDmNTjmFQjzYio8ngQEcSXnCEhMwoHnTPJ2fFoFS3BXs1x0Dtf8vpGc2lItafqsS5l95vMxit8BUKIi5FQI67KwjdPERZsx2/LAnFwKG1e8PLU8n8zPXF10fDof+OYMjWC0PCm3dR+4eJ4ZdOwS7crkDBTX0r+3VtJR9Vdo2X3bzryE+m5iZb7NYqWtkE96NdmFHbaqvdvAvBy8QcgjUQCCat0PI3ECucJIWqXhBpxxXKyS9i4Npl3XvaxBJryptztyuzX0li9KoFpjzev4gq2LSYvGhXVEmZklV/r83QuDRPpJOFF5WCRRBwKCgV5uXSgF94EYqKEc2o0R2J3kpaTyK29HkKjqbp/0M3RixCvlpxNP4qX6odeOb92TLFaxGnlML4uQZap3UKI2iWhRtRIfGwBu7angwoBQQbMZmgeXvUnVwcHDc0C7MlIL67nKq2rfPfS1O+m0HyDkRYajazyawWp2QmcTjqE0VSCl4sfkX4d8HL251TuYdxUrwq7ZhephZzhCBq0dFMHYPg3kGjREkYrHFVn/sncxuq9nzOq2yQUpepgM6jDbazc+h7bS9YRqIbigjt5ZHNOiUKx03Bdp7H18tqFaIok1IjLkp1Vwn//c5C1vyZhLve32c4ONm0t4LoBlbuXMjJNnIkuZtSdtr/SaXWr/I7EDNV8qhd1p7ikkD8OfE1UylHs0GGv2FOg5rHZ7id6Nh/KjpNr2GFe9+8eTC7kkkm8chaTaiKICEugKc+HQBxwIjrlODtOruOalsOqfG5XBw/GXvsIe89u4kjsLqJNJ7DX6Ggd1I2uEQNxdfCo65cvRJMloUZcUnGRiSl37ST2bB4L5/ly1y3OaLUKK37O5ZmXUnnzw0ymjHMlPKTi4MjX3svAZIKbbrPNXYPLB5nlaT3YuLGjdC81AKqq8tPuz0jOjKM9PfElCA0a8sjhsHEnfx9bjd7OAZPGxCnTISi3B9Ph2J044VLldRVFwUl1pYA89pz+k9bNuuHu5FXluU4GV/q1GUXf1jdQYirBXmtfbcuOEKL2SKgRl/Tbz4n8sy+bbb8G07OLwXL/xLGu9OpioOOgaHqNiGXef70ZdK0jCUlGPvgii2Xf5/DE/7XE28e21qu5cPbS4MWOOCCbSDYUp5MOkZAZRUd646s0A0qDTgwnyCYDF9zxMvpTQlHpGBqthlHdJ9HMM4KzycfIKcqq8rqqqpJHNn4Ek0kqf+z/irHXPnrRWhRFc9nbIQghrp6EGnFJP66IZ1BfhwqBpkybljpuHuHEhq1FPPifZMp6YAKbGXhxfnvuuCe4nqutGxeuKVNx9pJoSLad+B0dBnw430J4jijiOUtbuhOohFnub6F2ZL9pC7/tXcLEQf9H26Du7D29iTC1FQ5KxS7VRGIoII929MSHQA5l7yA9JwlPF7/6emlCiEuQUCMuKS21iMG9qt9jpk0LHTv2G/lhXV+izuTh6GRH+05uaLVXvtR8Q1A+yEj3UuNQVFJAZl4KLnhYtjpQVZVYTuFDYIVAA2Cn2NNW7c7Wkt85mXCATmF9ORK7i13FfxKptvt39pORc0QRzXH8CMYNT1xxByAxK0ZCjRANiIQacUl+AQYOHM6r9viBI8X4BRoIaOZAQLPGPyi4fPfS8rQeOMxtL91LVpJXlENOQQYGe0fcnbwv4/zs0v8nmxK1GHtFhwkjuWQRSqsqH+OoOOOKB+cyztImqDtj+sxgyab/cVTdC+wFQIsdIbQgkvYoioJRNQGl69cIIRoOCTXikm69M4hH79/Pn3/nM7ivY4Vjew4U8uu6PF6c395K1dWOCwf9OswtfT2NP6I1Thl5KWw5upqolGOla/0APi6BXNNqBGE+rat9nN6+9PtTxcxpDtNK7Ww5ppZf/fACpcdKW3ZcHNy4tdeDrNj+Hr4EEUgo7nhXmP6dQDQKGoK8Iqu5ohDCGiTUiEsaOsKPa/p6cvP4czw705Oxo13QauC71bm8tCCdDp1dG+0Mp7JWmeVpPdj3WUf6xJolyFhZRm4yK7a9h9akpRWdccOLAvKIzTnFz7s/Y0TncbQI6GQ5Pykrln+itnIu/SyKouCod8VYVEQcp8knh2aUTttOJIZAQis9X66aTQ6ZBJcLKP4eobQL7sWR2F34EYT231+VqqqSThKnOUzLwM44G9zq/g0RQlw2CTXikuzsNHzwRXfmPX+UF96K59l5aQDY2yvcMDqA/77UFr2h8TTDV9e9JHsvNQx/H/sFrUlLD3Uw9krpWC4X3PFRAznIDjYeWkW4b1vstPb8E72VTUd+wEFxwkcNREUlmTiKKcKAI0UUcJDtAOSTQ7R6nBBaWsbbFKkFHFZ24qxzI9K/4h5lA9reTEFRLgeTt+OkuOKsupGv5JCjZhLkGcmgdrfW7xsjhLgkRS2/YpiNy87Oxs3NjT0nhuLsUv3+LaJ6GenFHNibiapCxy5ueHk3jumq5fdeKpuGLRqevMJsPtvwEq3pSpBSedPJPDWHbfxBt4hBOOqc+evYzwTTnJZ0sgQVs2rmKHtIIBoALfaYOD9zzVFxxkP1pYQiUklAb+/I6J734+0aUOn5VFUlLv00R+N2kVuQhaPemVbNuhHq0wqNrDsjRL0pLinkw3WzycrKwtXVtdrzpKVG1IiHp46BQ32tXcZlK98q8+b0CbTQaGQadgOWU5ABgDtemFUToFjCg0k1EcdpQGHPmQ2WxxgpwYQRO0o/qGgUDa3VrqQqiQT5RBLoEYbOzkCEXzuy8tM4GLOdtOwE7LT29PYfQZugHjjoqt5wVVEUgr2aE+zV9PYuE6IxklAjbE51Wxa0kA/WDZ7OrnQtpANspYDSGXeeqi+BhHGGIxSQhw49LrjjTwiF5BPNcfLIoZs6AK2itYx70aoaYlNOUlRSQKvALthr9QR4hBHgEWbFVyiEqEsSaoRNKN8iAzBr/hT6xMoYmcZEVVVLC4wTroTTBjMm4jjDYXYB4E0AehzIIIXD7KQZEXShL7vYQCLRBKhhHGQ7KZzDBXe81UAKM/LYkLGK/Wf/4pZeD+JkqL7pWgjRuEmoEY1a+TBT1iIDMui3MTqZeIBj5/bSnp74KyFA2fYGJ3HAia70x6A4Wu4/x1mOshcX3PAmgHNEUUA+qSRU2CIBSmc47S/4m9/3L+W2ax62yusTQtS9RhNqXn75ZX755Rf279+PTqcjMzPT2iUJKyk/6Hd5Wg/i5rSlheyE3egdjN6Gh+KDPyGW+1JJIJ9cejDYEmigdKxLMyJIV5OJ4SS+BJFAFPGcIZjmFQINgLPiSku1E/9kbCMlKx4ft4rHhRC2odGEmuLiYsaMGUPv3r359NNPrV2OqGcXdi+VDfp1QMbK2IrU7HOEqC1QUSkkHxNG0kjCASfcFM8qH+NHCEnEkUMmJswYKcaPqvcb8yYALVri0k9LqBHCRjWaUDN37lwAFi9ebN1CRL25cBPJsiADEmQakvyiHA7H7SIxIxqNRkOIV0taNetiGfR7OYymEowmI1mks5P15JBpOWag+un3ZbuLpZGI3t4RY0kxClXvOVZ6v3LRlYWFEI1bowk1V6KoqIiioiLL7ezsbCtWIy5X+VaZx/aOJfgzAy00GgkyDdDppEP8sX8ZqlnFAx/MmDiTdIQdJ9cwqsdk/Nwub5f2kwkHMGMihXN44ktHeqPHQCynSCSWHDUTF8W90uOSiENBg6uDB7dd8zBLNs8n2RSHKx6Vzk0lARNGAj3Cr/ZlCyEaKJsONfPmzbO08IiG7cLupbJBv4MBJMw0SGk5ify+byneagBt6GpZ/bdQzeegcTs/7fyUewc+hcH+0gsdHovbg4JCAKG0oZtlIT1FVUghgcPsoqvaH51yfrHHJDWWRGJwd/Tm1l4P4WRwpX1ILw6c3YKn6ouncn737AI1jxPKAfxcg/F3D6n0/EII22DVUPPMM8/wv//976LnHD16lNatq9/A7mJmzZrF448/brmdnZ1NcPDlfXIUdS8mL7q0K+Df3gCZht247I/6Cx162tOzwuq6BsWRjmof/jb+ytG43XQJ73/Ja2XmpwJYdsFWVZVTHCSaE9ijI59c/uZX/NQg9BhIJ4Vs0gn1ac2N3SZanv+aFsNJzT7H3rS/8MQXV9WDAvJI4RxOejdGdB5XN2+GEKJBsGqoeeKJJ5g4ceJFz4mIqLxU+uXS6/Xo9Y1jGf+mpHyrzNTvptB8g5EWGo1Mw25EzKqZ0wkHcVCdieUU3moAToqL5bheMeCl+hGVfIwu4f0pKMrlcNxOTicepMRYjKeLPx1CriHIqzmKoqDV2mPACb1SOg4nnrNEc4IWdCCYFpRQTDxnSCCaIgqwt9NzfcfxRPi2RSkXqOy09ozqPoVTCQc4FLuT1PxEDDonejcbSbugnujtZbtSIWyZVUONj48PPj4+1ixB1JPy07DhfPfSSMwg07EblcSMaH7fv4wiUyEmTGSTwUn+wVdtRlu6Y6eUbldghx0ms5GU7HN8v/0DSkzF+NIMZ9xIzI/idNJBOoT0ZkDb0fi7B3Mq/yBm1YyCQjTH8SOYUKUVAHoMRNCWCNqSrJ7jH+NWnPVuFQJNGa1GS6tmXWnVrGu9vi9CCOtrNGNqYmJiSE9PJyYmBpPJxP79+wFo3rw5zs7O1i1OVKn8dgXL03qwcWNHRm6S1piGzmQ2cSRuJwejt5Gem4Sd1p4Iv/Z0DR+AVqPlh10f42RyoQeDcVM8MakmkojlOPvZx990VweiYiZdSaaVSxdWbnsPg9mBXgy1tMSoqko8ZzkYsw0f10C6hg/k+Ll9pWNk8KKAPFrRpcr6fAjAXtERnXocP3fpThZCnNdoQs3s2bP54osvLLe7dCn9hbdhwwYGDhxopapEVS7sXhq5yYwD/7bKiAbNZDbxy54viE49jg+BtKIzxaYiYhJOcCrhAIGeEWjNdnSmH3ZK6a8PraIlkDDsVR0H2Mo21uCMK8VqEUfj92I0l9CegZZAA6WL5wURQZqayN4zm7mn/39o7teBY0n7CKVl6XXRVlmjoiho0GI2m+r+DRFCNCqNJtQsXrxY1qhpwKrbRFKCTONyIOovYlJP0IVr8VL8LfeHqa04wDZi004SQVtLoCnPmwAccKKEIpKJB8BkLsERZ5wVtyqfz49gDuXvoLAkn+s63cn6gys4kbAfBYVUEvCgcvd0tppOEQX4ugXV0qsWQtiKRhNqRMNTPsg8tncsRWedpXupEVNVlX+it+JPMM64c0Y9QjLxmDDihCs+BJJGIg44Vfl4RVEwqI6YMGKPngLyUDFDNYvhAecXylNV7LT2DO98N71aXMf6gyuJzTiNj9oMd8XLcr5RLeG4cgBnnTthvm1q8+ULIWyAhBpRYxcujjd4sWPpejLSKtOoFZbkk1OYiR/BbGcNZkz4EoQOPekkc4y9KChkkUYAoZUeb1JLBw2bMALnA0s+OeSqWVW21iQSi4IGg+58UHJ38uGmHlP4cecn7MnchI8aiDveFJFPghIDGhjd9f4K08iFEAIk1IjLkFQYT5HJWGHQr8Pc9sC/i+OJRkdVS1tQyha5g9JZQwDRHMcBJzrT17LYnaqqJBDNEXZzjiiC1eY4Ka4VrhnDCUwY6cEQVEyc5ShpJKGg4TC76aJWvN45okghHnuNvkIdAPZaHaN73s/h2B0cjNnO6fyD6OwMtA7sSuewfrg5eiGEEBeSUCOqVX7vpeVpPdj3WUf6xJYO+hWNj9FUwsGYbRyM3kZWQRp2Gnsi/TvQLWIgXi7+6OwMuDt6k5mfSjcGVli9V1EUAgkjRj1FHlnsYiOhagu88MdICec4SyKxABSQi78STGe1L3v5iwySySebv/kVX7UZegykkUQuWQCE+raqsl47rT2dwvrSKaxv3b85QgibIKFGVFK+e6msVcYBZHG8RsxoKuHHXZ+QkBGNH80IJIwicwHR545x4tw+FKV0/yRFUf4d2OtazZVUnHHHBXfOcozTHAbAASda05VEYjjHWfwJRlEUwtRWZJCMCRNa7EgjETNmTBjRoMGMmS5h/ervjRBC2DQJNQKouDhe2TgZQFplbMTu03+SlBFDN/rjrnhb7g9VW3GALWSp6ejzDSQRhyPVr/tUQjF+BNFS6UQLtQP55KJFixOuKIpCgZpLMucs5ztzPhwpKGixww4FE3YUU0ifVtfj71F5fI4QQlwJCTVNXPlWmTenT6CFRiPjZGyMyWziUMx2AgmvEGigdI2Z1moXtvIH3gTgiicn+afaXbHNmMgnBwB7RYcbnhWO55OLDp3ldlkXE4CRktIWG42WYK/mdArrS7B3i1p8pUKIpk5CTRNTfpwMVBz020Imk9ikvKJsCkry8MK/yuOOiguOqgvZZNCCjkRxjEPspKva/4IVgM9QQjGpJJKrZlfqospTs0klgZZ0Bkr3h4riOG4OXlzb+gYMOicC3EPQaKpeVE8IIa6WhJomoqpp2CDdS02BVikNESZKqjyuqiomStCgRaNoaKv24B+28je/4qMGlu6KrSSTp2YDpd1Ie9hEK7UzvjQDIIV4jnMAPQ74EEC6mkwUx8gklZvaTSHEp2X9vFghRJMmocbGlQ8zZav8SvdS0+Kod8HbJZBzOVH4qkGVpk+nkUQRhfgQAIADjqioBBJGErHYae3RaDRoSjRE0h5v/DnGPg6xg7LVaFRUtIo9xWohf/MrAO6OPoxqO1kCjRCi3kiosTEXbldQvntJNE2qaibUpxV7cjbwD9too3ZF92+3UqaayhF244YXbnhRpBZwikNo0BJKC4oowM5ZR1JWDF3oa9k6oRsDyFWzSCaesxyjQ8g19G97M+fSz1JQnIuzwR1/95BKAUoIIeqShBobUdUmkiDdS7YqKz+do/G7ySnIwEHnRKuALvi4Nat03pmkw2w6/AO5RaUDdlM4RyoJOKilM5zyycEFd9rRncPs+netmdJQvI01KCi4lnjionjgqfpVuLaz4oYzbhSq+USnHEejaAjyiqzbFy6EEBchoaYRu3DQb9nsJdlE0napqsr2k3+w+/Sf2Cn2OONGAXnsO7sZP7dgukYMJMynNXZae6JTjvPr3i/xwp+2dMcFdwrII4YTxHHGso2BCSO72YgJIy3piD8hKCgkEccpDpJXmI2n6lttq4sTrqQUnavymBBC1CcJNY1M+fVkoOKgX5m9ZPv+id7C7tN/Ekk7QtQWaBU7zKqZRGI5mrWb3/YtQW/nQLfIQRyL240DThSSz37+RocDgYTSnI6AQoImGpPZSAH5qJjpxgA8lPO7YgcRgbvqxXbzOjJJQ1XVKoNNDpk4G6rehVsIIeqThJpGonz30qz5U+gTW9oaI4N+mw6T2cTu0xsIJIxw5fwO1RpFQyChlKhFnOIgnkZfth7/1dIS40szfGlGLtmc5B/iOUt7ehJnPo2/eyiJmdG44Vkh0JRxVtzwUQNJ5RwpnLPMdiqTp+aQTDzXBA+v2xcvhBCXQUJNA3Zh91JZmJHtCpqm5Kw48otzaEf3Ko8HEsZJ/sEdb9JJxoyJ7gyssPFkrprNXjZxhqMoaEjMjAagiEKy1QxcFY9K13XGlQwlmUPqDkLVVgQQigYtKcQTpRzDzdGLDsHX1M2LFkKIGpBQ0wBVN+hXwkzTZjQVA2CPvsrjdtijQUMRBRRRQBu6VdpJ21lxJUJtxzH2AhBBW3QYiOEku9lIV7VfpVWHc8nGw9mXZl4RHIrZzlnzUaB0Mnekb3sGtrsFnb2htl+uEELUmISaBuLCsTJla8rIoF9RxsPZFwWFdJKq3J8pk1TM//4PqNRVVMaXZhxjL1rsCKMVGkVLgBrKXjZzlD1cow6zjJ3JUTNJ5Rz9g2+mY2gfejYfSkJmNKrZjI9bMxlLI4RoUCTUWFH5NWWWp/Vg32cdLWNlhLiQs8GNcN+2RKUcx1sNwKA4Wo4Z1RJOchBHXHCmNGiYqwnE6r/3BxKK5t/VhrWKlki1HXvZTArncFe9SCKes8oRvJz8adOstMtLb+9AmE/runyZQghxxSTUWEFV3UsOSPeSuLQBbW9mxbb32VG8nmZqGC54UEAucf/uy9SV/hhwBBQSiSGUyqv5JhKLgkI4bSrc70HpQOF/2Aac714a1P427O10la4jhBANjYSaenLhSr/SvSSuhLODO3dcO4M9p//kn+itqKiAggfedOAatGg5w2FA5TSHcVHd8VR8LY9PV5M5zWECCLWsKlymiAIAuoT1x98jFH+3YJwd3OvvxQkhxFWSUFOHygeZx/aOpeiss2XQrxBXyknvQu9WIzkQvYUQWpJOEhmksIs/AdChpzkdiOIYe9mMG544qa7kKdlkkY4OA63+3Um7vFhOYa/R0bPFUHR2MvBXCNH4SKipA1XtiF26nowEGlE77DR2KCjYYUcvhpJDJgXkYoc9HpQOKI7hJHYaBU8vv9JVgR38CdI153DcTs5wlFC1JTpFj1EtIZZTRHOCnhHXSaARQjRaEmpqQVJhPEUmY4VBv2WbSMrieKIuKIoGvZ0DccYzhNACV8UDV86vMZOsxlNMIV6OAdzYfZLlflVVcXX0YsfJNcSqpzDgSBH5mDHTNXwgPZsPscKrEUKI2iGh5iqUXxzvsb1jMax3pk+sWTaRFPWiXUhP9pzZxF7+oqXaETe8MGMigWhO8A8AHUIqLoqnKArdIwfRLqgHJxL2k1uYhYPemZYBnWV6thCi0ZNQcwXKdy+VtcpI95Kob90iBnEsbi+5xZnsZiNa7DBjQkVFixZ3B29aN+tW5WMd9M50CutbzxULIUTdklBzGZIK4yk0lVgWxyu/iaS0yggo7dYpLMkHwGDvWO2O1rVJb+/AmD7T+G3vUpKyYzBjshzz9whleOe7ZSq2EKJJkVBzCWWtMsvTehA3py0tNBoZJyMsVNXMoZgd7I/6i8z8VAC8nP3pEt6f1s261Xm4cXHw4I5rp5OcFce59LOgKDTzjMDHNbBOn1cIIRoiCTUXuHATybLuJQeghcZ6dYmGR1VV1h1cwbH4PfgSRAeuQUUlKTeWdQeXk5qTQL82o+qlFl+3IHzdgurluYQQoqGSUPOv6jaRlO4lUZ2zyUc4Fr+HdvQgQAm13O9PMDHqKfZH/UWkX3sCPcOtWKUQQjQdTT7UlA8zssqvqImDMdtxUzwJILTSsWAiiVNOczBmu4QaIYSoJ00y1MTkxuD070Z+5deUEaIm0nMS8VYDoIphM4qi4Kn6kJaTUP+FCSFEE9UkQ80TP43nhh2ls0Kke0lcKXutjmKKqj1eTBH2Wn09ViSEEE1bkxz6et3f0r0krl5kQAeSiaNELa50rFAtIJUEmgd0sEJlQgjRNDXJUCNEbegQ0hutnZb9yhby1GzL/TlqJvuVvzHonGgT1N2KFQohRNPSJLufhKgNzgY3bu5xP6v3LGZb8RqccUNFJY9sXPQejO4+BYO9o7XLFEKIJkNCjRBXwc89mIkDZ3Eq6SAJGVEABHk1J9y3LVqN1rrFCSFEEyOhRoirpNXa0SqwC60Cu1i7FCGEaNJkTI0QQgghbIKEGiGEEELYhEYRaqKiopgyZQrh4eE4ODgQGRnJnDlzKC6uPJVWCCGEEE1ToxhTc+zYMcxmMx9++CHNmzfn0KFD3H///eTl5fH6669buzwhhBBCNACNItSMGDGCESNGWG5HRERw/PhxFi1aJKFGCCGEEEAjCTVVycrKwtPT86LnFBUVUVR0fhn77Ozsi5wthBBCiMasUYypudCpU6d49913efDBBy963rx583Bzc7N8BQcH11OFQgghhKhvVg01zzzzDIqiXPTr2LFjFR4THx/PiBEjGDNmDPfff/9Frz9r1iyysrIsX7GxsXX5coQQQghhRVbtfnriiSeYOHHiRc+JiIiw/Pe5c+cYNGgQffr04aOPPrrk9fV6PXq97JIshBBCNAVWDTU+Pj74+Phc1rnx8fEMGjSIbt268fnnn6PRNMqeMyGEEELUkUYxUDg+Pp6BAwcSGhrK66+/TkpKiuWYv7+/FSsTQgghREPRKELN2rVrOXXqFKdOnSIoKKjCMVVVrVSVEEIIIRqSRtGHM3HiRFRVrfJLCCGEEAIaSagRQgghhLiURtH9JMSl5BVmk5mfir1Wh49rIIoieV0IIZoaCTWiUcsuyOCvIz9xNvkIKqXdka4GD3o0H0rb4B5Wrk4IIUR9klAjGq3cgkxWbn0PU4mRVnTGAx+KKSKu8DTrD62gsCSPrhEDrV2mEEKIeiKhRjRaO06tw1hSTE91CHrFAQAnwAMfDOo/bDvxO62bdcNR72LdQoUQQtQLGXggGiWjqYQT5/bRTI2wBJrywmiNoioci99rheqEEEJYg7TUiEapoDgXo7kEN6reqd1e0eGIC9kFGfVcmRBCCGuRlhrRKOntHFBQyCevyuNm1UQhBRh0jvVcmRBCCGuRUCMaJZ29gTDfNsQppzGppkrHzxFNiVpEq4DO9V+cEEIIq5BQIxqtns2HUkg++5W/yVLTUVWVErWYKPU4x9lPm2bd8XD2tXaZQggh6omMqRGNlq9bEDf1mMLaA9+yq+hPtNhhxgQotAvuSf+2N1m7RCGEEPVIQo1o1IK8Ipkw6BliUk+QkZuMvVZHuG9bnAyu1i5NCCFEPZNQIxo9jaIhzKc1YT6trV2KEEIIK5IxNUIIIYSwCRJqhBBCCGETJNQIIYQQwiZIqBFCCCGETZBQI4QQQgibIKFGCCGEEDZBQo0QQgghbIKEGiGEEELYBAk1QgghhLAJEmqEEEIIYRMk1AghhBDCJkioEUIIIYRNkFAjhBBCCJsgoUYIIYQQNkFCjRBCCCFsgoQaIYQQQtgECTVCCCGEsAkSaoQQQghhEyTUCCGEEMImSKgRQgghhE2QUCOEEEIImyChRgghhBA2QUKNEEIIIWyChBohhBBC2AQJNUIIIYSwCRJqhBBCCGETJNQIIYQQwiY0mlBz0003ERISgsFgICAggHvvvZdz585ZuywhhBBCNBCNJtQMGjSI5cuXc/z4cb777jtOnz7N7bffbu2yhBBCCNFA2Fm7gMv12GOPWf47NDSUZ555htGjR1NSUoK9vb0VKxNCCCFEQ9BoQk156enpLF26lD59+lw00BQVFVFUVGS5nZ2dXR/lCSGEEMIKGk33E8DTTz+Nk5MTXl5exMTE8OOPP170/Hnz5uHm5mb5Cg4OrqdKhRBCCFHfrBpqnnnmGRRFuejXsWPHLOc/+eST7Nu3jzVr1qDVahk/fjyqqlZ7/VmzZpGVlWX5io2NrY+XJYQQQggrsGr30xNPPMHEiRMvek5ERITlv729vfH29qZly5a0adOG4OBgtm/fTu/evat8rF6vR6/X12bJQgghhGigrBpqfHx88PHxuaLHms1mgApjZoQQQgjRdDWKgcI7duxg165d9O3bFw8PD06fPs1zzz1HZGRkta00QgghhGhaGsVAYUdHR77//nuGDBlCq1atmDJlCh07dmTTpk3SvSSEEEIIoJG01HTo0IE///zT2mUIIYQQogFrFC01QgghhBCXIqFGCCGEEDZBQo0QQgghbIKEGiGEEELYBAk1QgghhLAJEmqEEEIIYRMaxZTu2lK2T1SxsdDKlQghhBDicpX93b7Yfo8AinqpM2xIXFyc7NQthBBCNFKxsbEEBQVVe7xJhRqz2cy5c+dwcXFBURRrl9NgZGdnExwcTGxsLK6urtYup1GT97J2yPtYO+R9rB3yPtaeK30vVVUlJyeHwMBANJrqR840qe4njUZz0YTX1Lm6usoPbC2R97J2yPtYO+R9rB3yPtaeK3kv3dzcLnmODBQWQgghhE2QUCOEEEIImyChRqDX65kzZ47seF4L5L2sHfI+1g55H2uHvI+1p67fyyY1UFgIIYQQtktaaoQQQghhEyTUCCGEEMImSKgRQgghhE2QUCOEEEIImyChRlTy8ssv06dPHxwdHXF3d7d2OY3Ge++9R1hYGAaDgV69erFz505rl9TobN68mVGjRhEYGIiiKPzwww/WLqlRmjdvHj169MDFxQVfX19Gjx7N8ePHrV1Wo7No0SI6duxoWSiud+/e/Pbbb9Yuq9F79dVXURSFmTNn1vq1JdSISoqLixkzZgwPP/ywtUtpNL799lsef/xx5syZw969e+nUqRPDhw8nOTnZ2qU1Knl5eXTq1In33nvP2qU0aps2bWLatGls376dtWvXUlJSwrBhw8jLy7N2aY1KUFAQr776Knv27GH37t0MHjyYm2++mcOHD1u7tEZr165dfPjhh3Ts2LFOri9TukW1Fi9ezMyZM8nMzLR2KQ1er1696NGjBwsXLgRK9xkLDg5mxowZPPPMM1aurnFSFIVVq1YxevRoa5fS6KWkpODr68umTZvo37+/tctp1Dw9PZk/fz5TpkyxdimNTm5uLl27duX999/npZdeonPnzixYsKBWn0NaaoS4SsXFxezZs4ehQ4da7tNoNAwdOpRt27ZZsTIhSmVlZQGlf5DFlTGZTHzzzTfk5eXRu3dva5fTKE2bNo0bbrihwu/K2takNrQUoi6kpqZiMpnw8/OrcL+fnx/Hjh2zUlVClDKbzcycOZNrr72W9u3bW7ucRufgwYP07t2bwsJCnJ2dWbVqFW3btrV2WY3ON998w969e9m1a1edPo+01DQRzzzzDIqiXPRL/gALYXumTZvGoUOH+Oabb6xdSqPUqlUr9u/fz44dO3j44YeZMGECR44csXZZjUpsbCyPPvooS5cuxWAw1OlzSUtNE/HEE08wceLEi54TERFRP8XYGG9vb7RaLUlJSRXuT0pKwt/f30pVCQHTp09n9erVbN68maCgIGuX0yjpdDqaN28OQLdu3di1axdvv/02H374oZUrazz27NlDcnIyXbt2tdxnMpnYvHkzCxcupKioCK1WWyvPJaGmifDx8cHHx8faZdgknU5Ht27dWL9+vWVQq9lsZv369UyfPt26xYkmSVVVZsyYwapVq9i4cSPh4eHWLslmmM1mioqKrF1GozJkyBAOHjxY4b5JkybRunVrnn766VoLNCChRlQhJiaG9PR0YmJiMJlM7N+/H4DmzZvj7Oxs3eIaqMcff5wJEybQvXt3evbsyYIFC8jLy2PSpEnWLq1Ryc3N5dSpU5bbZ8+eZf/+/Xh6ehISEmLFyhqXadOmsWzZMn788UdcXFxITEwEwM3NDQcHBytX13jMmjWLkSNHEhISQk5ODsuWLWPjxo388ccf1i6tUXFxcak0nsvJyQkvL6/aH+elCnGBCRMmqEClrw0bNli7tAbt3XffVUNCQlSdTqf27NlT3b59u7VLanQ2bNhQ5ffehAkTrF1ao1LVewion3/+ubVLa1QmT56shoaGqjqdTvXx8VGHDBmirlmzxtpl2YQBAwaojz76aK1fV9apEUIIIYRNkNlPQgghhLAJEmqEEEIIYRMk1AghhBDCJkioEUIIIYRNkFAjhBBCCJsgoUYIIYQQNkFCjRBCCCFsgoQaIYQQQtgECTVCiFozceLEKneAL7/1wdVYvHgx7u7utXKtK7V582ZGjRpFYGAgiqLwww8/WLUeIcR5EmqEELVqxIgRJCQkVPhqiBsqlpSUXNHj8vLy6NSpE++9914tVySEuFoSaoQQtUqv1+Pv71/hq2wX3h9//JGuXbtiMBiIiIhg7ty5GI1Gy2PffPNNOnTogJOTE8HBwUydOpXc3FwANm7cyKRJk8jKyrK0AD3//PMAVbaYuLu7s3jxYgCioqJQFIVvv/2WAQMGYDAYWLp0KQCffPIJbdq0wWAw0Lp1a95///2Lvr6RI0fy0ksvccstt9TCuyWEqE2yS7cQol789ddfjB8/nnfeeYd+/fpx+vRpHnjgAQDmzJkDgEaj4Z133iE8PJwzZ84wdepUnnrqKd5//3369OnDggULmD17NsePHweo8a7xzzzzDG+88QZdunSxBJvZs2ezcOFCunTpwr59+7j//vtxcnJiwoQJtfsGCCHqXq1vkSmEaLImTJigarVa1cnJyfJ1++23q6qqqkOGDFFfeeWVCucvWbJEDQgIqPZ6K1asUL28vCy3P//8c9XNza3SeYC6atWqCve5ublZdqU+e/asCqgLFiyocE5kZKS6bNmyCve9+OKLau/evS/1Uqt9XiGE9UhLjRCiVg0aNIhFixZZbjs5OQFw4MABtmzZwssvv2w5ZjKZKCwsJD8/H0dHR9atW8e8efM4duwY2dnZGI3GCsevVvfu3S3/nZeXx+nTp5kyZQr333+/5X6j0Yibm9tVP5cQov5JqBFC1ConJyeaN29e6f7c3Fzmzp3LrbfeWumYwWAgKiqKG2+8kYcffpiXX34ZT09P/v77b6ZMmUJxcfFFQ42iKKiqWuG+qgYClwWssnoAPv74Y3r16lXhvLIxQEKIxkVCjRCiXnTt2pXjx49XGXgA9uzZg9ls5o033kCjKZ3DsHz58grn6HQ6TCZTpcf6+PiQkJBguX3y5Eny8/MvWo+fnx+BgYGcOXOGcePG1fTlCCEaIAk1Qoh6MXv2bG688UZCQkK4/fbb0Wg0HDhwgEOHDvHSSy/RvHlzSkpKePfddxk1ahRbtmzhgw8+qHCNsLAwcnNzWb9+PZ06dcLR0RFHR0cGDx7MwoUL6d27NyaTiaeffhp7e/tL1jR37lweeeQR3NzcGDFiBEVFRezevZuMjAwef/zxKh+Tm5tbYd2ds2fPsn//fjw9PQkJCbm6N0kIcXWsPahHCGE7JkyYoN58883VHv/999/VPn36qA4ODqqrq6vas2dP9aOPPrIcf/PNN9WAgADVwcFBHT58uPrll1+qgJqRkWE556GHHlK9vLxUQJ0zZ46qqur/t3OHRgwCURRFicGgKAJPBUjaoDosEksJVEEdLz4kIiIif86ZWb9/1Z3Znc11XZnnOV3XZRiG7Pv+9qHweZ63Pa3rmnEc07Zt+r7PNE3Ztu3jDMdxpGma21qW5YuTAn7hkbxcRAMA/CGf7wEAJYgaAKAEUQMAlCBqAIASRA0AUIKoAQBKEDUAQAmiBgAoQdQAACWIGgCgBFEDAJQgagCAEp7A0nilXhYuOAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "\n", "def logistic_regression_analysis(x, y):\n", @@ -164,28 +135,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-5.06824725 7.0491495 ] 5.093279915903578\n", - "0.0014207659474689705\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "if __name__ == \"__main__\":\n", " w = np.zeros(x.shape[1])\n", diff --git a/lab/5_MLP-tf.ipynb b/lab/5_MLP-tf.ipynb index c245dcf..7b90751 100644 --- a/lab/5_MLP-tf.ipynb +++ b/lab/5_MLP-tf.ipynb @@ -2,20 +2,70 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/wolves/Downloads/project/python/AI-learning/lab\n" + ] + } + ], + "source": [ + "import os\n", + "print(os.getcwd())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-20T09:22:08.756378Z", + "start_time": "2025-01-20T09:22:08.738301Z" + } + }, "outputs": [], "source": [ "# 导库\n", - "from sklearn.datasets import make_classification\n", "import tensorflow as tf\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.lines import Line2D\n", "from matplotlib.colors import ListedColormap\n", "from tensorflow.keras.layers import Dense\n", - "\n", - "# 使用GPU 6\n", + "from sklearn.metrics import accuracy_score\n", + "from tensorflow.keras.models import Sequential" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# 限制每个GPU使用4GB显存 通用gpu启用\n", + "gpus = tf.config.experimental.list_physical_devices('GPU')\n", + "if gpus:\n", + " try:\n", + " for gpu in gpus:\n", + " tf.config.experimental.set_virtual_device_configuration(\n", + " gpu,\n", + " [tf.config.experimental.VirtualDeviceConfiguration(memory_limit=4096)] # 限制每个GPU使用4GB显存\n", + " )\n", + " except RuntimeError as e:\n", + " print(e)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 使用GPU 6 cuda启用\n", "gpus = tf.config.experimental.list_physical_devices('GPU')\n", "if gpus:\n", " try:\n", @@ -85,13 +135,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "模型运行在GPU设备: /device:GPU:0\n", "Epoch 1/100\n" ] }, @@ -99,287 +150,255 @@ "name": "stderr", "output_type": "stream", "text": [ - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", - "I0000 00:00:1736497931.531534 21216 service.cc:146] XLA service 0x7f49f4954650 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", - "I0000 00:00:1736497931.531557 21216 service.cc:154] StreamExecutor device (0): NVIDIA A800 80GB PCIe, Compute Capability 8.0\n", - "2025-01-10 08:32:11.540274: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", - "2025-01-10 08:32:11.571961: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:531] Loaded cuDNN version 90600\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "I0000 00:00:1736497931.646086 21216 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n" + "2025-01-20 17:58:23.192972: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n", + "2025-01-20 17:58:23.192998: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: )\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "2/2 [==============================] - 2s 10ms/step - loss: 0.7364\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 103ms/step - loss: 60.6063\n", "Epoch 2/100\n", - "2/2 [==============================] - 0s 5ms/step - loss: 0.7210\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step - loss: 28.2659\n", "Epoch 3/100\n", - "2/2 [==============================] - 0s 6ms/step - loss: 0.7066\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step - 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"Epoch 9/100\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n", - "'+ptx85' is not a recognized feature for this target (ignoring feature)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2/2 [==============================] - 0s 7ms/step - loss: 0.6245\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step - loss: 10.6051\n", + "Epoch 9/100\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step - loss: 12.0071\n", "Epoch 10/100\n", - 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loss: 0.4159\n", "Epoch 100/100\n", - "2/2 [==============================] - 0s 7ms/step - loss: 0.4227\n", - "2/2 [==============================] - 0s 2ms/step\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step - loss: 0.3821\n", + "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n", "模型的精准度: 0.85\n" ] } ], "source": [ + "# 输出模型当时是在什么设备上运行\n", + "device_name = tf.test.gpu_device_name()\n", + "if device_name:\n", + " print(f\"模型运行在GPU设备: {device_name}\")\n", + "else:\n", + " print(\"模型运行在CPU设备\")\n", "\n", + "# 写法1\n", + "# model = tf.keras.Sequential()\n", + "# layer_1 = Dense(units=3,activation='sigmoid')\n", + "# layer_2 = Dense(units=1,activation='sigmoid')\n", + "# model.add(layer_1)\n", + "# model.add(layer_2)\n", + "\n", + "#写法2\n", + "# layer_1 = Dense(units=3,activation='sigmoid')\n", + "# layer_2 = Dense(units=1,activation='sigmoid')\n", + "# model = Sequential([layer_1, layer_2])\n", + "\n", + "# 写法3\n", + "model = Sequential([Dense(units=10,activation='relu'),\n", + " Dense(units=5,activation='relu'),\n", + " Dense(units=1,activation='sigmoid')])\n", "\n", - "model = tf.keras.Sequential()\n", - "layer_1 = Dense(units=3,activation='sigmoid')\n", - "layer_2 = Dense(units=1,activation='sigmoid')\n", - "model.add(layer_1)\n", - "model.add(layer_2)\n", "model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.01),loss='binary_crossentropy')\n", "model.fit(x,y,epochs=100)\n", "a = model.predict(x)\n", "\n", "# 计算并输出模型的精准度\n", - "from sklearn.metrics import accuracy_score\n", "\n", "# 将预测结果转换为二进制标签\n", "predicted_labels = (a > 0.5).astype(int)\n", "\n", "# 计算精准度\n", "accuracy = accuracy_score(y, predicted_labels)\n", - "print(f\"模型的精准度: {accuracy:.2f}\")\n", - "\n", - "\n" + "print(f\"模型的精准度: {accuracy:.2f}\")" ] } ], @@ -388,6 +407,18 @@ "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" } }, "nbformat": 4, diff --git a/lab/6_MLP-pt.ipynb b/lab/6_MLP-pt.ipynb index 7432adb..95e7230 100644 --- a/lab/6_MLP-pt.ipynb +++ b/lab/6_MLP-pt.ipynb @@ -2,8 +2,54 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-20T07:32:36.354335Z", + "start_time": "2025-01-20T07:32:35.224080Z" + } + }, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# 设置使用gpu7 cuda\n", + "device = torch.device(\"cuda:7\" if torch.cuda.is_available() and torch.cuda.get_device_properties(0).total_memory >= 6*1024**3 else \"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-20T07:32:38.297401Z", + "start_time": "2025-01-20T07:32:38.261009Z" + } + }, + "outputs": [], + "source": [ + "# 设置使用mps mps设备当前未支持限制内存\n", + "device = torch.device(\"mps\" if torch.backends.mps.is_available() else \"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2025-01-20T07:32:39.972353Z", + "start_time": "2025-01-20T07:32:39.958549Z" + } + }, "outputs": [ { "name": "stdout", @@ -20,12 +66,6 @@ } ], "source": [ - "import torch\n", - "import torch.nn as nn\n", - "\n", - "# 设置使用gpu7\n", - "device = torch.device(\"cuda:7\" if torch.cuda.is_available() else \"cpu\")\n", - "\n", "# 定义一个简单的神经元层\n", "class MultiLayerPerceptron(nn.Module):\n", " def __init__(self, input_size, hidden_size1, hidden_size2, output_size):\n", @@ -55,7 +95,7 @@ "mlp = MultiLayerPerceptron(input_size=10, hidden_size1=20, hidden_size2=10, output_size=2)\n", "\n", "# 打印模型结构\n", - "print(mlp)\n" + "print(mlp)" ] } ], @@ -75,7 +115,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/lab/7_Muticlass.ipynb b/lab/7_Muticlass.ipynb new file mode 100644 index 0000000..6ad79e6 --- /dev/null +++ b/lab/7_Muticlass.ipynb @@ -0,0 +1,327 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 多分类问题 - 手写数字识别\n", + "\n", + "## 数据集\n", + "- minst数据集(手写数字数据集)\n", + "\n", + "## 激活函数\n", + "- softmax\n", + "\n", + "## 损失函数\n", + "- 交叉熵\n", + "\n", + "## 优化器\n", + "- 梯度下降\n", + "\n", + "## 模型\n", + "- 全连接层\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# 导库\n", + "import tensorflow as tf\n", + "from tensorflow.keras import Sequential\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.losses import SparseCategoricalCrossentropy" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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accuracy: 0.8340 - loss: 0.5514\n", + "Epoch 2/5\n", + "\u001b[1m1875/1875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 8ms/step - accuracy: 0.8933 - loss: 0.3836\n", + "Epoch 3/5\n", + "\u001b[1m1875/1875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 8ms/step - accuracy: 0.8902 - loss: 0.4045\n", + "Epoch 4/5\n", + "\u001b[1m1875/1875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 8ms/step - accuracy: 0.8889 - loss: 0.4049\n", + "Epoch 5/5\n", + "\u001b[1m1875/1875\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 8ms/step - accuracy: 0.8840 - loss: 0.4177\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - accuracy: 0.9039 - loss: 0.3451\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.30404922366142273, 0.9150999784469604]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 官方实例\n", + "\n", + "import tensorflow as tf\n", + "mnist = tf.keras.datasets.mnist\n", + "\n", + "(x_train, y_train),(x_test, y_test) = mnist.load_data()\n", + "x_train, x_test = x_train / 255.0, x_test / 255.0\n", + "\n", + "model = tf.keras.models.Sequential([\n", + " tf.keras.layers.Flatten(input_shape=(28, 28)),\n", + " tf.keras.layers.Dense(128, activation='relu'),\n", + " tf.keras.layers.Dropout(0.2),\n", + " tf.keras.layers.Dense(10, activation='softmax')\n", + "])\n", + "\n", + "model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),\n", + " loss=SparseCategoricalCrossentropy(),\n", + " metrics=['accuracy'])\n", + "\n", + "model.fit(x_train, y_train, epochs=5)\n", + "model.evaluate(x_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5 - Loss: 0.4415533185513543\n", + "Epoch 2/5 - Loss: 0.24540251612599726\n", + "Epoch 3/5 - Loss: 0.19663310029716696\n", + "Epoch 4/5 - Loss: 0.17048093510557338\n", + "Epoch 5/5 - Loss: 0.16070798563876196\n", + "Accuracy: 95.38%\n" + ] + } + ], + "source": [ + "# 用torch实现\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "from torchvision import datasets, transforms\n", + "\n", + "# 数据预处理\n", + "transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5,), (0.5,))])\n", + "\n", + "# 加载数据集\n", + "trainset = datasets.MNIST(root='./data', train=True, download=True, transform=transform)\n", + "trainloader = torch.utils.data.DataLoader(trainset, batch_size=64, shuffle=True)\n", + "\n", + "testset = datasets.MNIST(root='./data', train=False, download=True, transform=transform)\n", + "testloader = torch.utils.data.DataLoader(testset, batch_size=64, shuffle=False)\n", + "\n", + "# 定义模型\n", + "class SimpleNet(nn.Module):\n", + " def __init__(self):\n", + " super(SimpleNet, self).__init__()\n", + " self.flatten = nn.Flatten()\n", + " self.fc1 = nn.Linear(28 * 28, 128)\n", + " self.dropout = nn.Dropout(0.2)\n", + " self.fc2 = nn.Linear(128, 10)\n", + "\n", + " def forward(self, x):\n", + " x = self.flatten(x)\n", + " x = torch.relu(self.fc1(x))\n", + " x = self.dropout(x)\n", + " x = self.fc2(x)\n", + " return x\n", + "\n", + "model = SimpleNet()\n", + "\n", + "if torch.backends.mps.is_available():\n", + " device = torch.device(\"mps\")\n", + "else:\n", + " device = torch.device(\"cpu\")\n", + "\n", + "model.to(device)\n", + "\n", + "# 定义损失函数和优化器\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", + "\n", + "# 训练模型\n", + "epochs = 5\n", + "for epoch in range(epochs):\n", + " running_loss = 0\n", + " for images, labels in trainloader:\n", + " images, labels = images.to(device), labels.to(device) # 将数据移动到设备上\n", + " optimizer.zero_grad()\n", + " output = model(images)\n", + " loss = criterion(output, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " running_loss += loss.item()\n", + " print(f\"Epoch {epoch+1}/{epochs} - Loss: {running_loss/len(trainloader)}\")\n", + "\n", + "# 测试模型\n", + "correct = 0\n", + "total = 0\n", + "with torch.no_grad():\n", + " for images, labels in testloader:\n", + " images, labels = images.to(device), labels.to(device) # 将数据移动到设备上\n", + " output = model(images)\n", + " _, predicted = torch.max(output, 1)\n", + " total += labels.size(0)\n", + " correct += (predicted == labels).sum().item()\n", + "\n", + "print(f\"Accuracy: {100 * correct / total}%\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ail", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.16" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/np/dog.png b/npt/dog.png similarity index 100% rename from np/dog.png rename to npt/dog.png diff --git a/np/test1.py b/npt/test1.py similarity index 100% rename from np/test1.py rename to npt/test1.py diff --git a/np/test2.py b/npt/test2.py similarity index 100% rename from np/test2.py rename to npt/test2.py diff --git a/plt/arctanx&x.png b/plt/arctanx&x.png index 80d0d6bb08ed10ed8de42815e5b79e50170280ef..633cf7bf62e984ecdc9b97df16361c4d3ac9531b 100644 GIT binary patch delta 51 zcmccki1E@R#tABnRufef6%7sa40IGSN=gcft@QPC6H5wm@=J0ull1b7()FhlMHFpJ HdtCqk+_e)% delta 50 zcmccgi1Feh#tABnmJ?MK6)g1(bQCg5N(zdt^!0NSOA2!GOL8)k^zw_+^-Wkjwrxy* GT>t>gJraWe diff --git a/requirements.txt b/requirements.txt index e64b114..8b1ce2f 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,4 +4,5 @@ pillow matplotlib ipywidgets jupyter -scikit-learn \ No newline at end of file +scikit-learn +mnist \ No newline at end of file