diff --git a/python/evaluation.ipynb b/python/evaluation.ipynb index 667393b..2c5ea7b 100644 --- a/python/evaluation.ipynb +++ b/python/evaluation.ipynb @@ -152,6 +152,8 @@ "name": "stderr", "output_type": "stream", "text": [ + ":28: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n", ":28: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", " fig.show()\n" ] @@ -159,7 +161,7 @@ { "data": { "text/plain": "
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\n" + "image/png": 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\n" 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\n" + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -182,13 +184,13 @@ " '2x1MBps (proxied)': 'manual/inbound/1p1',\n", " '1MBps+2MBps (proxied)': 'manual/inbound/1p2',\n", " '2x2MBps (proxied)': 'manual/inbound/2p2',\n", - "}, filename='bidirectional-inbound.png')\n", + "}, filename='bidirectional-inbound.pdf')\n", "\n", "plot_bar_graph({\n", " '2x1MBps (proxied)': 'manual/outbound/1p1',\n", " '1MBps+2MBps (proxied)': 'manual/outbound/1p2',\n", " '2x2MBps (proxied)': 'manual/outbound/2p2',\n", - "}, filename='bidirectional-outbound.png')" + "}, filename='bidirectional-outbound.pdf')" ] }, { @@ -220,7 +222,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" 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\n" 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\n" + "image/png": 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\n" 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\n" + "image/png": 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\n" 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o03jmFiRJkjSOhkvAmzLz8QmLRJKkGWS4BLwsIt461JuZ+WdtiEeSpBlhuATcAcynuOYrSZLG0XAJ+EkH25AkqT2Guw3Jmq8kSW0yXAJ+xYRFIUnSDDNkAs7MnRMZiCRJM0krI2FJkqRxZgKWJKkCbUvAEfGsiLg9Ih6MiAci4tfL+Ysj4taI+G75+8R2xSBJ0mTVzhpwL/BbmbkGeCnwKxGxBrgGuC0zzwRuK6clSZpR2paAM/PJzLy7fL0P2EgxvvRrgevLxa4HLmtXDJIkTVYTcg04IlYBFwD/CizPzCfLt54Clk9EDJIkTSZtT8ARMR/4HPAbmbm38b3MTCCHWO/qiNgQERu2b9/e7jAlSZpQbU3AETGLIvnekJmfL2dvjYhTyvdPAbY1Wzczr83MtZm5dunSpe0MU5KkCdfOXtABfAzYOODJSTcDV5WvrwJualcMkiRNVsM9jOF4XQi8AbgvIu4p5/0u8G7gsxHxZuBx4PI2xiBJ0qTUtgScmV9n6Ac6OM60JGlGcyQsSZIqYAKWJKkCJmBJkipgApYkqQImYEmSKmACliSpAiZgSZIqYAKWJKkCJmBJkipgApYkqQImYEmSKmACliSpAiZgSZIqYAKWJKkCJmBJkipgApYkqQImYEmSKmACliSpAiZgSZIqYAKWJKkCJmBJkirQWXUAkiQ1My96WBSHmBs9dEWdTvoI8phlNtUXsyfnVBTh8TEBS5ImlVnUeXbHLubHkapDaSsTsCSN4PDhw3zjG99oadmIoFarUavV6OzspKuri+7ububOncv8+fM54YQTmDVrVpsjnro6qXNW53ZmUa86lLYzAUvSOMpM6vU69Xqdo0ePcujQIfbs2XPMMvPnz2fZsmUsX76c2bNnVxTp5PSsjt1Nk2+dGr3ZQV+T+f3WdGylK3p/ML2zby7f6zuxXaEeNxOwJE2w/fv3s3//fjZt2sSyZctYvXo13d3dVYdVudn0snBAs/OR7OR7fYs4kF1AVBNYm5iAJWkMOjo6mDOneeef3t5e6vU6vb29ZGbTZaCoLW/dupXt27dz+umns2LFinaFOyUsrB2CJp2sDjM9m+xNwJI0BgsWLOD8888fcbmenh727t3Lvn372LVrF3v37h20TF9fH4888gh79+7l7LPPJmJ61fRaNTeOHjN9OGdN2+QLJmBJaquuri6WLFnCkiVLWL16Nfv27WPz5s1s3bp10LLbtm0DYM2aNRMd5qTQNeDa7+FpnqIciEOSJtCCBQs4++yzOeecc5r2ht62bRvf//73K4iseh0Dmp/7cnq3BJiAJakCJ510Ei960YuaJuFNmzZx+PDhCqKq1sBBNqa76V2/l6RJrLu7mzVr1nDvvfce01mrr6+PTZs2cfbZZ4/Lfg4ePMiBAwc4cuQI9XqdiKCrq4uTTz65pfVnUWd29DKbXmqR1EjqGdSp0UMHB7OLnGY9lCeCCViSKnTiiSdy6qmn8sQTTxwzf9u2bZxxxhl0dXUNue769euPmV61ahWrVq0CoF6v88QTT7Bly5Yha9NDJeAO6iyKwyyII8yv9dA5wqAYSXAgu9jRN4/d2U0rtwt10cuazsHXwRstrh1kce3gkO8/2Lt82G2MtH6/e3pPG3GZdjABS1LFVqxYwZYtW46pBWcm27ZtG9OtSXv37uWBBx7gyJHRD+X47NouFtUOjao5OEjmxxHmdxzhcM7isfqJ07r38njxGrAkVWzOnDmcdNJJg+Y//fTTo97W7t27ueeee8aUfKF4AMLxXIvtjqOc1blj2o/jPB7aVgOOiOuAS4FtmfmCct5i4DPAKuAx4PLM3NWuGCRpqjjxxBPZsWPHMfP27t1LZrZ8X3BPTw8PPPAAfX3PDNi4YMECFi9eTHd3Nx0dHfT09HDgwAG2b98+4vaS4FDO4nB2cphO6ln7wdCPHfQxO3qZG0eZHz00DqBRo49VHTt5uHcpR4dIM33ltht1R+8xyb9OjZ7sGDK+gdsY7fpVa2cT9CeADwJ/1TDvGuC2zHx3RFxTTr+9jTFI0pRwwgknDJpXr9c5dOgQc+fObWkbTz755A+asefNm8dZZ53FwoULmy575plnNp2fwJ6cw86+OezP2ceMtdx0YYrruafU9nFiw/XWTvp4VsceHq0PrtkD9NLBw/Vlx8wbOJbznr7uEcdybtzGWNavUtuaoDPzq8DOAbNfC1xfvr4euKxd+5ekqWT+/PlNa7qjuR2pP/kuXLiQCy64YMjkC1CrNT/8f6e+9AfP2B02+TbooZPH+07kqb4Fx8w/IY4wm6NDrKWJvga8PDOfLF8/BSyf4P1L0qQUEU3vCR7ttdzOzk7WrFlDZ+fYGjhbTbrNPNW3gIPZ2Gs7OamFXsgzVWWdsLI4VRvySn9EXB0RGyJiQyvXKiRpqmuWNHt7e5ssObQVK1ZU+IjDYGffsQ+omBc9FcUy+U10At4aEacAlL+3DbVgZl6bmWszc+3SpUsnLEBJqkqzBNzYoaoVp5xyyniFMyZHBnQtmhtHZ9wIV62a6PuAbwauAt5d/r5pgvcvSZPWcI8ubMWcOXPGvfZbo4/50UN3HKWbXjqjjw6K0bCaNWLWBswLkk76OMrk7Y1clXbehvQp4GJgSURsBt5JkXg/GxFvBh4HLm/X/iVpqmnW3DxUZ6lmFixYMPJCLZpDD8tq+1lYOzwoqY5Whwm4qbYl4My8Yoi3XtGufUrSVNYsAY+mM1WzTlyjFSSn1fawpHaQYbrpjEpH9I3XpqYVh6KUpEmgr6+vaQIeTZPyWHs+9wuSVR27WBiHjms7g7erZkzAkjQJ7N+/v+k14Dlz5jRZurlWR8wayrLa/qbJ9ygd7Onr5kB2cSQ7OUoHfQR9xKCnIM2PIzynY8egbWgwE7AkTQJ79+4dNK+jo4Pu7u4J2X9PTw/La/uOmZcEW+onsD3n0Wo99nivF88kJmBJmgR27Ro8LP7ChQuPu1bbqqeffnpQ8tzSdwLbc/6ottPB6G6bmsl8GpIkVezgwYNNn3zU7AlJ7bJz57EjB9epsaNv3qi30xXDPztYzzABS1LFNm/ePGherVZjIgchGjjk5YHsGnR9txWOfNU6E7AkVWjnzp1s2bJl0Pxly5bR1dXVZI32OHr02Icm1HP06aGDOgsqfA7wwKvPk733tQlYkipy6NAhNm7cOGh+rVZj9erVExpLR8exA2V0xuiv5S6tHah02Mm+ASm3FpO7Q5idsCSpAjt27OChhx5qeu/vGWecMeEPVBhY254XPdToo6/Felo3R1le29+O0Fo28ElOXYzuQRYTzQQsSRNo3759bN68ma1btzZ9/+STT+a0006b4KgY9OzgGn2cXNvHlr6hnyncr4teTu/YWflDFw7lLOY3NIHPiV5m0cvRSZrqJmdUkjRN9PT0sG/fPvbu3cuuXbua3u/b7+STT+a5z33uBEb3jKLDV9B4JXVZbT9J8GTfAoa6onpiHOS0jr10UvR+rlOr7FakA9nFsd3WipG9NtcXcoiJu57eKhOwJI3Bvn372LBhQ9P36vU6vb299Pb2tvSEo46ODk4//fRKar795s6dy86+OSyuHTxm/vLaPhbXDrK7bw6HchZ9BB30MTt6WRiHmR3PNPP2lQN3PKtj9wRHX9iT3YNOAOZFD8/t3E6dGr3Z/NTg4fqyiQuygQlYksagXq+zf//xXfOMCJYvX87q1asn/JpvM0/0LWReHGV2HNsjehZ1lo5wfTcJHqsvHtQRaiIlwRP1hazsGDyoSQd9xUMhJhETsCRNsAULFrB06VKWL18+KRJvvzo1HqmfxKqOnaO6n/coHTxWP5EDOfuYa7BV2JlziXpyasfeST8qlwlYksZZrVajVqsxa9Ysurq66O7uZs6cOcyfP5+FCxeOy2MD2+UoHTxSX8JJcYBltQN0xdA9iXuyk6dzLtv75rXcW3oiPJ3z2NU7h0VxmPlxpOiMFXVq9E2qsapNwJI0gu7ubi6++OKqwxikXTElwY6cz476fGZzlLlxlM4oklcfwdHs4FB2coTBJxL7czb39I7tWvaD9eXHG/oP9FFjZ85lZ84dt22ONxOwJGlIR5jFkZw1eJgpHbfJ02YgSdIMYgKWJKkCJmBJkipgApYkqQImYEmSKmACliSpAiZgSZIqYAKWJKkCJmBJkipgApYkqQImYEmSKmACliSpAiZgSZIqYAKWJKkCJmBJkipgApYkqQImYEmSKmACliSpApUk4Ih4dUQ8HBGPRMQ1VcQgSVKVJjwBR0QH8H+AnwDWAFdExJqJjkOSpCpVUQN+MfBIZj6amT3Ap4HXVhCHJEmVqSIBnwZ8v2F6czlPkqQZo7PqAIYSEVcDV5eT+yPi4SrjGWdLgB1VBhDvqXLvmmQsj5ospmNZfPZQb1SRgJ8AntUwvaKcd4zMvBa4dqKCmkgRsSEz11YdhwSWR00eM60sVtEE/U3gzIhYHRFdwM8BN1cQhyRJlZnwGnBm9kbErwL/AHQA12XmAxMdhyRJVarkGnBmfgn4UhX7niSmZdO6pizLoyaLGVUWIzOrjkGSpBnHoSglSarAlE3AEfGsiLg9Ih6MiAci4tdbWOeGcgjM+yPiuoiYVc5/Y0RkRPxYw7KXlfNeV06vL9e9JyI2lrdJjcffcUFEfGw8tjXMPt7V+Le1sPyqiLi/fH1ORHyibcFNIsOVqYj4REQcjIgFDfPeV5aRJeV0vSwf346IuyPi37U53pURsT8i3tYwLyPikw3TnRGxPSK+WE6/sZy+p/wbb4yIueMQS0TEVyLihOPd1jD7WBsR7x/lOusjYm35+h8j4sT2RDe5jOX42LDu+yNif8P0urJcPadh3m+U8/o/28ci4r6yXN0XEeMyuFJ5HP698djWMPv46GhGY4yIixu+T5dGxLvGuu8pm4CBXuC3MnMN8FLgV1r4EG8AngecA8wBfqHhvfsoemT3uwL49oD1r8zM84ELgfeUvbiP1+8CLR9UImLU1+0z8/cy8x9Hu1657n3AiohYOZb1p5iRytQjlKO2RUQNeDnH3kJ3KDPPz8zzgN8B/uh4A4qIx4Z5+8+A/zdg3gHgBRExp5x+JYNv8/tMGefzgR7g9ccbJ/CTwLczc2+rK5TD0rYsMzdk5q+NOrJn/DXwy8ex/lQyluMjZUJtdpIy8Pj4s8DAzrOXlMfH1zGKY9oIfhv4UKsLj/H4+AuZ+eBo1yvdAvz7sZ7ETtkEnJlPZubd5et9wEbgtPKM/5sRcTFARPxRRPxBudyXsgTcSXEPcr+vAS+OiFkRMR94DnDPELufT3Ggq5f72B8R7y3PNG+LiKXl/F8rz0DvjYhPD9xIWZs6NzO/XU6vi4i/joh/iYjvRsR/KedfHBFfi4ibgQcjojsiPl6eaX4rIi4pl7spIv5T+foXI+KG8vUn4pma/Isi4p8i4q6I+IeIOKVh/rcj4tvArwwI9e849ss3LQ1VphoW+TTPJKuLgTsoDnTNnADsgh/8/74aEbdE0YryFxFRi4iO8n9zf/m//M1WY42Iy4BNDD4IQtHB8TXl6yuATw2xjU5gXkOcnyhj2xAR34mIS8v5z4+IO8vazb0RcWaTzV0J3FQuvyoiHoqixWljYy27rCm9JyLuBn42Iq4o//b7I4ohECLiP5Tfo4iIU8pYTh5Q85gXRSvWneV3oP/EaE5EfLrc7xcoTrT73Vx+HtPeWI6P5QnRH1MkvYH+lmdOPs8A9jD0gBmNZX+4svDuhuPjnwzcSEScBRzJzB3l9FDl840RcXNEfAW4LSIWR8Tfltv9RkScO8Lf3dhK8qry+Ht3RPzfKHJB/wOEHirL7U83fM4JrAcuHfYfMpTMnPI/wCrge8AJ5fTzKQrcjwHfAroGLD8LuBv4kXL6jcAHKWoUl1IcTN4JfAJ4XbnMeuBh4F7gEPCLDdtLitoxwO8BHyxfbwFml68XNYn7EuBzDdPrKGrdcyhGhPk+cCrFwf4AsLpc7rcobt+Cokb/PaAbWE5RS/sR4DvA4nKZT1Cclc4C/hlYWs5/fcN27gVeVr7+Y+D+hrguBP6u6v9zxWWq/zP8BkUN4S+BHwUeA5aUy9QpTtoeojhAvaicfzFwGDid4ta7W8ttvQi4tWGfzcrIY03mzQf+pfy9Dnhbw3v7gXOBG8sycU+5/y82lPXt5fytFCeeHQ1/499TnJifSTFMbDfwgYby3QXMaRLT48CChs8ugQvL6ev6Yyw/r98uX59afsZLKe7I+ApwWfneJ4FfBb4IXNHwOfb/HX8I/Mf+z42ivM8D3tpQps+lOEFa2xDnd4GTqi5fFZflpsdH4NeB3+wvRw3rrwPeBnweeAHw34GrKI6Jaxv+r/cB9wMHgUuHKwvASRTH0/6OwM3K/puAP22YHqp8vrF83X+8+wDwzvL1y4F7Rvi71wNrKY65XwXmlfPfTnE876Y4Fp8JBPDZ/nJYLncl8IGx/G+mbA24X3mG8jngN7Js/srivuK/pvjy/ucsHvrQ6EPAVzPzawPmf5qipvdzNK81XJmZ5wIrgbdFRP8QY33AZ8rXnwQuKl/fC9wQEf+R5jWlUygOho1uysxDWZz13U7x8AqAOzNzU/n6onI/ZOZDFAe/szJzK0WBuZ2i+WnngG0/l+ILdGtE3AO8g6J5eRHFF+Cr5XJ/PWC9bRQHyxmhWZlq8HmK8vESiuTVqL8J+nnAq4G/iogo37sziweQ1CnK1kXAo8DpEfGBiHg1sLfc/38va5v3AKf2v46I/1Nuax3w3szcTxOZeS/Fge8Kmt/u95ksmgpPpjho/reG9z6bmX2Z+d0yvudRJPvfjYi3A8/OzENNtrk4i5pWv+9n5h3l68bvBDzzXfkhYH1mbs/MXopLRC8r33sLRTP+kcxs9l18FXBN+RmtpzhIrizX7/9u3EvxHWw048tys+NjRJxK0az8gWE21398vAz4QpP3L8nMF1Bc4vtgf+2R5mVhD8VJ6cci4qcpkvZAzY6PzconFCey/ce7i8q/j8z8CnBSRJzQQl54KcUT+u4oy9VVFMNIPg/YlJnfzSLjfnLAemMuU1M6AUfRiepzwA2Z+fkBb58D7AaWDVjnnRRn3G8duL3MvLNcb0lmfmeo/Wbmdooa9EuGWqT8/RqKRy++EPhmDL4+cYjiwNFs3YHTB4aKZ4BzgKdpXiACeKBMEudn5jmZ+aoWttldxjrtjVCmoEgev0/xhe8bajuZ+S8UZ9RL+2cNXiR3AedRJJBfAj5avvEH/f8jYEvD/6v/0sBLgP8dxfXh36BIjr86YPs3A3/CEM3P/QFQXF54WePsJov9DfBTFGXgSxHx8iab643iuviQ22l43UpZXkFxYrt8wHb7BfAzDZ/Nyszc2MJ2LcuFgcfHCyguuz1Slqu5EfHIgHW+CLwB+F6TE9MfyMx/o2hd6b/m3KxM9VJULm6kaHX8+yabatfxcTcD8kIpKL7X/WVqTWa+uYVtjrlMTdkEXNYsPgZszMw/G/DeTwOLKQ4sHyhreETELwA/TtGkNdTB8xqKjlHD7XsuRYH9t3JWjaJJEeDnga+XB41nZebtFE0ZCymaDBttpCj0jV4bxTXekyia3L7ZJISvUTR79F8nWQk8HBEvpnjO8gUUNfTVA9Z7GFgaET9crjsrIp6fmbuB3RHRX0u5csB6Z1E0LU1rw5Wpfpn5OEUT3LAdQyLieRTNzU+Xs14cxfCrNYqm/69H0Xu6lpmfo2iNeGErcWbmj2TmqsxcBbwP+MPM/OCAxa4D/mcWneiGcxHPlGMorsvWyut8p1OUq9OBRzPz/RTXec9tsp2Hy+X7rewvZ5TfiSbr3An8aEQsKa8/XgH8U3miel05vZEmJ8sUI+m9pb+FISIuKOd/tdwfEfGCxljLZU+maC6d1kZ7fMzMWzLz5IZydTAzjzk2ZeZBimPZH4yw72XAaoqWOWhSFsra8cIsBmX6TYoT0YGaHR8Hlc8m6zUeHy8GdmTm3qHyQoNvABdG2ds7in4GZ1FcUlpV7hMG9yMY8/Fx0j4NqQUXUpyN3Vc2F0CROO8E3g28IjO/HxEfBP6cojnhLygKxb+U39vPZ+YxXcgzc2Cv0kY3RMQhYDbwicy8q5x/gOIA+w6K5ojXUxx8PxkRCynOrN5fJrrGfT0UEQsjYkFD8929FE3IS4Dfz8wtZSFo9CHgwxFxH0XT9hvL+X8JvKlc57eA6xprK2VT0+uA95dxdVIcwB+guN5yXUQk8OUB+7uEorffdNe0TJUHiR/IzI8Msf6chvUCuCoz62VZ+yZFP4PnUPx/v0BxNv7xhhre74zT30FmbmbonqivL0+2ahTXzt7Y8N73KL5DJwC/lJmHI+Jy4A0RcRR4iuL660C3UJww9teaHqboeXsd8CDw4SYxPhkR11B8HgHckpk3RXHbydcy8+tRdAr8ZkQMLH+/T1F27y0/v00UNakPU3ymGykO4Hc1rPMi4Btl7Wu6G8vxcUSZOagzaYPbI6JO0dfkmszcGhGraF4WFgI3RUQ3xf++2UnWV4E/jYgoW2ugefkcuN46imPZvRRN21eVJ7vD/t2ZuT0i3gh8KiJml7PfkZnfieK201si4iBFgl/wzO64hDF+dx0JaxxExP7MHFi7bXXd3wT2ZeZHI2IdReeHQT0Cq1IWxH8CLpohB65xV56Fvy0zx9ZTcoJEcb/3FzPzxjGsewrwV5n5yvKg+8XyeuCkERF/DtycmbdVHctMcbxlofyf/V1m/uPxlM92iYjlwN9k5ivGsv6UbYKeRj4MHKk6iGGspDibNflqSJn5JPCX0caBOMbB/SbfKecPgeMeKKaNVlLclTIm1oAlSaqANWBJkipgApYkqQImYEmSKmACliSpAiZgSZIqYAKWJKkC/x9WJg+vkT6ERwAAAABJRU5ErkJggg==\n" + "image/png": 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\n" 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\n" + "image/png": 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\n" 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -385,15 +387,144 @@ ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "### Section 4.5: Performance Evaluation\n", + "#### Subsection 4.5.1: Faster Connections Scaling" + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Subsection 4.5.2: Number of Connections Scaling" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 78, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":61: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_paths = {\n", + " 'n*1MB': {\n", + " 2: 'manual/inbound/1p1',\n", + " 3: 'manual/inbound/1p1p1',\n", + " 4: 'manual/inbound/1p1p1p1',\n", + " 5: 'manual/outbound/1p1p1p1p1',\n", + " 6: 'manual/outbound/1p1p1p1p1p1',\n", + " 7: 'manual/outbound/1p1p1p1p1p1p1',\n", + " 8: 'manual/outbound/1p1p1p1p1p1p1p1',\n", + " },\n", + " 'n*2MB': {\n", + " 2: 'manual/inbound/2p2',\n", + " 3: 'manual/inbound/2p2p2',\n", + " 4: 'manual/inbound/2p2p2p2',\n", + " 5: 'manual/outbound/2p2p2p2p2',\n", + " 6: 'manual/outbound/2p2p2p2p2p2',\n", + " 7: 'manual/outbound/2p2p2p2p2p2p2',\n", + " 8: 'manual/outbound/2p2p2p2p2p2p2p2',\n", + " },\n", + " 'n*4MB': {\n", + " 2: 'manual/inbound/4p4',\n", + " 3: 'manual/outbound/4p4p4',\n", + " 4: 'manual/outbound/4p4p4p4',\n", + " 5: 'manual/outbound/4p4p4p4p4',\n", + " 6: 'manual/outbound/4p4p4p4p4p4',\n", + " 7: 'manual/outbound/4p4p4p4p4p4p4',\n", + " 8: 'manual/outbound/4p4p4p4p4p4p4p4',\n", + " },\n", + "}\n", + "\n", + "bw_datas = {k1: {k2: load_results(v2)[0] for (k2, v2) in v1.items()} for (k1, v1) in data_paths.items()}\n", + "\n", + "medians = {k1: {k2: np.median(v2) / 1e6 for (k2, v2) in v1.items()} for (k1, v1) in bw_datas.items()}\n", + "q1s = {k1: {k2: medians[k1][k2] - (np.quantile(v2, 0.25) / 1e6) for (k2, v2) in v1.items()} for (k1, v1) in bw_datas.items()}\n", + "q3s = {k1: {k2: (np.quantile(v2, 0.75) / 1e6) - medians[k1][k2] for (k2, v2) in v1.items()} for (k1, v1) in bw_datas.items()}\n", + "\n", + "fig = plt.figure()\n", + "axes = fig.add_axes([0, 0, 1, 1])\n", + "\n", + "axes.set_ylabel('Throughput (Mbps)')\n", + "axes.set_xlabel('Number of Connections')\n", + "\n", + "keys = [k for k in medians]\n", + "\n", + "for k in data_paths:\n", + " axes.errorbar(\n", + " medians[k].keys(),\n", + " medians[k].values(),\n", + " (q1s[k].values(), q3s[k].values()),\n", + " marker='s',\n", + " label=k,\n", + " linestyle='dashed',\n", + " capsize=2,\n", + " )\n", + "\n", + "axes.set_xticks([x for x in range(2,9)])\n", + "\n", + "axes.legend()\n", + "\n", + "fig.savefig(OUTPUT_PATH+'n_connections_scaling.pdf', bbox_inches='tight', pad_inches=0.3)\n", + "fig.show()" + ], + "metadata": { + "collapsed": false, "pycharm": { "name": "#%%\n" } - }, + } + }, + { + "cell_type": "code", + "execution_count": 58, "outputs": [], - "source": [] + "source": [], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } } ], "metadata": {