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@metakermit
Created February 14, 2014 12:23
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Foed's visualisation\n",
"======================\n",
"\n",
"$\\LaTeX = e^2$"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"av = linspace(0, 100, 1000)\n",
"gama = 0.0005\n",
"beta = 1 - gama\n",
"y = gama / (gama + beta*exp(-0.9*(av-84)))\n",
"plot(av, y)\n",
"ylabel('f(availability)')\n",
"xlabel('availability (%)')\n",
"savefig('data/foued-availability.pdf')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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I2O/i4pIVFBS059GjR4P7Yl8MGzascv369duef/75O2ZmZiVGRkbVM2bMONsX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\nBf8fk36CzXauo1wAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x3132e50>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lat = linspace(0, 150, 1000)\n",
"f1 = gama / (gama + beta*exp(0.2*(lat-100)))\n",
"plot(lat, f1, label='EU')\n",
"#f2 = gama / (gama + beta*exp(0.2*(lat-150)))\n",
"#plot(lat, f2, label='EU-US', linestyle='--')\n",
"ylabel('f(latency)')\n",
"xlabel('latency (ms)')\n",
"#legend(loc='lower left')\n",
"savefig('data/foued-latency.pdf')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x316d7d0>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"th = linspace(0, 40, 1000)\n",
"f1 = 1 - beta*exp(-0.2*th)\n",
"plot(th, f1, label='EU')\n",
"#f2 = 1 - beta*exp(-0.6*th)\n",
"#plot(th, f2, label='EU-US', linestyle='--')\n",
"ylabel('f(throughput)')\n",
"xlabel('throughput (Mbit/s)')\n",
"#legend(loc='lower right')\n",
"savefig('data/foued-throughput.pdf')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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uc/bs2fsnTZq08+uvv37K2dn5ZHP3lZgothCIiKj59NZCMDMzq167du2CcePG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\nQEREv2MgEBERAOD/AQSPbMm9Wjk4AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x30c55d0>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rt = linspace(0, 40, 1000)\n",
"f1 = gama/(gama+beta*exp(0.3*(rt-55)))\n",
"xlabel('response time (sec)')\n",
"ylabel('f(response time)')\n",
"plot(rt, f1)\n",
"savefig('data/foued-rt.pdf')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x3132750>"
]
}
],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our paper\n",
"==========="
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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E4eHhEdHR0eNTUlL8oqKiZqWmpvo+bbmVK1duGj9+fHRrTqUnzUMD5tyiR/sS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\n738lJiZmtHaqJ0T7KDwIaYbt27cvvXz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"text": [
"<matplotlib.figure.Figure at 0x106ef3190>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"figure(figsize=(12,3))\n",
"subplot(121)\n",
"av = linspace(0, 100, 1000)\n",
"gama = 0.0005\n",
"beta = 1 - gama\n",
"y = gama / (gama + beta*exp(-0.9*(av-84)))\n",
"plot(av, y, 'r-', label='Web Store')\n",
"y2 = gama / (gama + beta*exp(-0.9*(av-47)))\n",
"plot(av, y2, 'b-', label='HPC')\n",
"y3 = gama / (gama + beta*exp(-0.9*(av-17)))\n",
"plot(av, y3, 'g-', label='BOINC')\n",
"ylabel('$f(Av)$', size='large')\n",
"xlabel('$Av\\ (\\%)$', size='large')\n",
"legend(loc='lower right')\n",
"title('Availability')\n",
"#savefig('data/foued-availability.pdf')\n",
"#show()\n",
"\n",
"subplot(122)\n",
"th = linspace(0, 40, 1000)\n",
"f1 = 1 - beta*exp(-0.2*th)\n",
"plot(th, f1, label='BOINC, HPC')\n",
"f2 = 1 - beta*exp(-0.1*th)\n",
"plot(th, f2, 'r-', label='Web Store')\n",
"ylabel('$f(Th)$', size='large')\n",
"xlabel('$Th\\ (Mbit/s)$', size='large')\n",
"title('Throughput')\n",
"legend(loc='lower right')\n",
"savefig('data/green-pricing/fitting_functions.pdf', bbox_inches='tight')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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b0FERwqu6tNs0/ynBy8KX0NTQpESbJ9SzreQSE9liNmo0xzapmcuXWaJ98KCK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\nWNc9ZsyYm6KvoaWlVd7Q0KDc9bVjY2OnTpw48Yqqqmod+15Ax4xIe3t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"text": [
"<matplotlib.figure.Figure at 0x10740b310>"
]
}
],
"prompt_number": 55
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!ls data"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"DAData_19_20120505-20120904.csv el_prices\t foo.csv fred_fx.csv\t green-pricing\timg\tlena.jpg meta spx_px\t stock_prices test1.csv weather\r\n",
"data_panel\t\t\t energy_data.pickle foo.pkl googleclusterdata imf\t\tkaggle\tmacrodata.csv out stk_prices table.txt test2.csv wes.png\r\n"
]
}
],
"prompt_number": 11
}
],
"metadata": {}
}
]
}
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