simple case.ipynb
396 KB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Simple case\n",
"\n",
"In this part is studied a simple simulation:\n",
"* mono-energetic source (Emax=100TeV, z=0.1)\n",
"* EGMF (turbulent magnetic field): 1E-15 Gauss, L_B= 1 Mpc\n",
"* EBL model: Dominguez"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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AvXp1Ova7Tjlen3Y6ZtnYQR8fNBv3/a7f1t3VoiqVcq267GEQtu2TYzj4t54u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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff5200cc8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import modules.spectrum\n",
"import modules.arrival_angle\n",
"import modules.timing\n",
"\n",
"modules.spectrum.drawSpectrum([\"simple case\"],plot=\"generation\")\n",
"modules.arrival_angle.drawArrivalAngle([\"simple case\"],plot=\"generation\")\n",
"modules.timing.drawTiming([\"simple case\"],plot=\"generation\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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1PGl+qxR3F6+w98N6sV22rBz6oaLr3ntlfJ/32YTwvuuG7/vyWpzsclYDboy5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\nBkQDDgAAAAyIBhwAAAAY0P8B3GvReC0u2eEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff5200cc990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"modules/observables.py:64: RuntimeWarning: divide by zero encountered in log10\n",
" im1 = ax1.pcolormesh(10**xedges,10**yedges,log10(H),cmap=cmaps[i])\n",
"modules/observables.py:70: RuntimeWarning: divide by zero encountered in log10\n",
" im2 = ax2.pcolormesh(10**xedges,10**yedges,log10(H),cmap=cmaps[i])\n",
"modules/observables.py:76: RuntimeWarning: divide by zero encountered in log10\n",
" im3 = ax3.pcolormesh(10**xedges,10**yedges,log10(H),cmap=cmaps[i])\n",
"modules/observables.py:27: RuntimeWarning: invalid value encountered in divide\n",
" ampl /= nb\n",
"modules/observables.py:18: RuntimeWarning: invalid value encountered in divide\n",
" return thetacenter, dt/dN\n",
"modules/analytic.py:42: RuntimeWarning: invalid value encountered in arcsin\n",
" theta = arcsin(lgg/Dsource*sin(delta_ic))\n",
"modules/analytic.py:43: RuntimeWarning: invalid value encountered in log\n",
" c_delta_t = (lgg*(1-cos(delta_ic)) - Dsource*(1-cos(theta)))*log(lgg/theta)\n",
"/usr/lib64/python2.7/site-packages/matplotlib/scale.py:100: RuntimeWarning: invalid value encountered in less_equal\n",
" a[a <= 0.0] = 1e-300\n"
]
},
{
"data": {
"image/png": 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ejpKpZMVqUWYyIU8qWw6g9IiYeaNakn2kpYqfU021uD1WzsAi6T7kqpse+XOU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\nNND57mGY6bl2/myBOjAI1W+0rQeuqrS2AKy+Xi0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4ukGepbXkN4KlGfo1r8El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\n1G1SmXSrdrF3bP8erFy/CQB9sZdrN7qF0H7aJCZznyPE3fjQO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pbqOwyzoYcbduPhdy8n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\n1JN/AeKvDOz9sVDrAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f43129daf50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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h0DTNF8BzAC4DUAxgu6ZpHwC4EsCjuq5v1DTtbQCvuF5dQgghhBD3s9b3Wuvx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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f431288aa50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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rbPwbrcupbJEjwoxObT/76KT5BmtZuojZsIUDTfvNHktz8DiZh8eqdxh0IQoZ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\nREQUZUzCiYiIiIii7P8DiqPe30h8ky8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4312819490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import modules.observables\n",
"modules.observables.drawObservables(\"simple_case\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"break dans la courbe \"angle vs E\"\n",
"\n",
"si lambda_B \"petit\" (ici =100kpc) \n",
"$$\\theta \\propto \\delta \\propto x/R_L \\propto E_{ic}^{-1}$$\n",
"$$\\theta \\propto \\delta \\propto \\sqrt{x \\lambda_B}/R_L \\propto E_{ic}^{-3/4}$$\n",
"\n",
"#### time delay using convolution"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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DB7R7926VlJQkjilJeXl52rBhg2bMmHHIaiQHc3c999xzWrZsmfbu3avbb79d\n2dnZyszM1I4dO9SuXTv17t1be/fu1V133aXt27enVGd2drbatWun++67T/v27dOCBQv01ltvpfw+\nm1JoDbVXfrhwiqQlklZJesLdV5vZNWZ2TdVu/yxpuJn9UdJLkm5y961h1QQAABCGgQMHaujQoYlx\nzQ/GzZw5U4MGDdKwYcPUvXt3jR49WmvXrq31+oKCAm3cuFETJkxQ+/btGzxfXl6eysvLNWrUqFqR\niK5du+rNN9/UOeeco8MPP1zZ2dk67bTTNGvWrHqPV3P95n79+mnhwoX66U9/qj59+qh///6aNWtW\nrZhKly5dlJeXp9LS0loNfbJjT5o0SXfeead69eqlFStWaM6cOZKk3Nxc5ebm6vjjj1dWVpY6d+6s\n/v3711lXzW2S1KFDBy1YsECPPvqoevXqpSeffFJ5eXkN/u7CYN7C2aNUmJm3hjoBIErsTpNPZ+5E\n62ZmLbKuMOIv2bVVtT3QJ1XDjHwAAAAAsUdDDaQhjjlAxAgZakQUcyfihoYaAAAASAMZagCIKTLU\niAMy1AgLGWoAAAAgImiogTSQA0SkkaFGRDF3Im7C/OpxAACAtB28DjEQNWSoASCmyFADQHBkqAEA\nAIBmRkMNpIEcICKNDDUiirkTcUNDDQAAAKSBDDUAxBQZagAIjgw1AAAA0MxoqIE0kANEpJGhRkQx\ndyJuaKgBAACANJChBoCYIkMNAMGRoQYAAACaGQ01kAZygIg0MtSIKOZOxA0NNQAAAJAGMtQAEFNk\nqAEgODLUAAAAQDOjoQbSQA4QkUaGGhHF3Im4oaEGAAAA0kCGGgBiigw1AARHhhoAAABoZjTUQBrI\nASLSyFAjopg7ETc01AAAAEAayFADQEyRoQaA4MhQAwAAAM2MhhpIAzlARBoZakQUcyfihoYaAAAA\nSAMZagCIKTLUABAcGWoAAACgmdFQA2kgB4hII0ONiGLuRNzQUAMAAABpIEMNADFFhhoAgiNDDQAA\nADQzGmogDeQAEWlkqBFRzJ2IGxpqAAAAIA1kqAEgpshQA0BwZKgBAACAZkZDDaSBHCAijQw1Ioq5\nE3FDQw0AAACkgQw1AMQUGWoACI4MNQAAANDMaKiBNJADRKSRoUZEMXcibmioAQAAgDSEmqE2s1xJ\nP5PUVtJ/u/vMg56/QdKkqmE7SSdJ6u3uXxy0HxlqAAiIDDUABBepDLWZtZX0c0m5kk6WdKWZnVRz\nH3e/x92L3683AAAgAElEQVTPcPczJN0qqeTgZhoAAACIsjAjH2dLWufu6919n6R5ki6tZ/+rJM0N\nsR6gyZEDRKSRoUZEMXcibsJsqDMlbawx/qxq2yHMrIukv5Q0P8R6AAAAgCbXLsRjBwnuXSJpaX1x\nj6KiImVlZUmSMjIyNGTIEOXk5Ej6+i9dxoybe5yTkxOpehgzrjU+JmL1MGbMmHEEx9WP169fr8YK\n7UOJZjZM0gx3z60a3yqp4uAPJlY997SkJ9x9XpJj8aFEAAiIDyUCQHCR+lCipLclHWdmWWbWQdIE\nSc8cvJOZdZd0nqSFIdYChKLmX7dA5JChRkQxdyJuQot8uPt+M5siaYkql8172N1Xm9k1Vc8/WLXr\nOElL3H1XWLUAAAAAYQl1HeqmQuQDAIIj8gEAwUUt8gEAAADEHg01kAZygIg0MtSIKOZOxA0NNQAA\nAJAGMtQAEFNkqAEgODLUAAAAQDOjoQbSQA4QkUaGGhHF3Im4oaEGAAAA0kCGGgBiigw1AARHhhoA\nAABoZjTUQBrIASLSyFAjopg7ETc01AAAAEAayFADQEyRoQaA4MhQAwAAAM2MhhpIAzlARBoZakQU\ncyfihoYaAAAASAMZagCIKTLUABAcGWoAAACgmdFQA2kgB4hII0ONiGLuRNzQUAMAAABpIEMNADFF\nhhoAgiNDDQAAADQzGmogDeQAEWlkqBFRzJ2IGxpqAAAAIA1kqAEgpshQA0BwZKgBAACAZkZDDaSB\nHCAijQw1Ioq5E3FDQw0AAACkgQw1AMQUGWoACI4MNQAAANDMaKiBNJADRKSRoUZEMXcibmioAQAA\ngDSQoQaAmCJDDQDBkaEGAAAAmhkNNZAGcoCINDLUiCjmTsQNDTUAAACQBjLUABBTZKgBIDgy1AAA\nAEAzo6EG0kAOEJFGhhoRxdyJuKGhBgAAANJAhhoAYooMNQAER4YaAAAAaGY01EAayAEi0shQI6KY\nOxE3NNQAAABAGshQA0BMkaEGgODIUAMAAADNjIYaSAM5QEQaGWpEFHMn4oaGGgAAAEhDqA21meWa\n2Qdm9qGZ3ZxknxwzW2Fm75lZSZj1AE0tJyenpUsAkjumpQsA6sbcibhpF9aBzaytpJ9L+q6kUklv\nmdkz7r66xj4Zkv5D0l+6+2dm1jusegAAAIAwhHmH+mxJ69x9vbvvkzRP0qUH7XOVpPnu/pkkuXtZ\niPUATY4cICKNDDUiirkTcRNmQ50paWON8WdV22o6TlJPM3vFzN42s6tDrAcAAABocqFFPiSlsvhp\ne0lDJY2S1EXSG2b2W3f/8OAdi4qKlJWVJUnKyMjQkCFDEhms6r90GTNu7nFOTk6k6mHMuNb4mIjV\nw5gxY8YRHFc/Xr9+vRortC92MbNhkma4e27V+FZJFe4+s8Y+N0vq7O4zqsb/Lel5d/+fg47FF7sA\nQEB8sQsABBe1L3Z5W9JxZpZlZh0kTZD0zEH7LJQ00szamlkXSedIWhViTUCTqvnXLRA5ZKgRUcyd\niJvQIh/uvt/MpkhaIqmtpIfdfbWZXVP1/IPu/oGZPS/pj5IqJD3k7jTUAAAAaDVCi3w0JSIfABAc\nkQ8ACC5qkQ8AAAAg9miogTSQA0SkkaFGRDF3Im5oqAEAAIA0kKEGgJgiQw0AwZGhBgAAAJpZvcvm\nmVmeKr/xsL4ufZe7P9ekVQGtRElJSeIbl4DIIUONiGLuRNw0tA71f+nQL2OpySSdK4mGGgAAAN9I\n9Waozexxd59U7wFS2CddZKgBIDgy1AAQXJNnqFNplMNupgEAAIAoSyVDXa06S5243eHuC0KqC2gV\nyAEi0shQI6KYOxE3DWWoL1FlA91H0nBJv6na/h1JyyXRUAMAAOAbLaV1qM3sRUkF7r65atxX0mPu\nfkHI9VWfnww1AAREhhoAggtzHeqjJf2pxvjPkvoHOREAAAAQR6k21C9JWmJmRWb216pcJu/F8MoC\nWoeSkpKWLgFIjgw1Ioq5E3HTUIa62t9LukyVa05L0oPu/nQ4JQEAAACtR0oZakkysyxJx7n7i2bW\nRVJbd98RYm01z02GGgACIkMNAMGFlqE2s7+V9JSkB6o29ZP062DlAQAAAPGTaob6ekkjJW2XJHdf\nq8ql9IBvNHKAiDQy1Igo5k7ETaoN9R5331M9MLN2qvEFLwAAAMA3VaoN9atm9iNJXcxstCrjH4vC\nKwtoHfimL0TaMS1dAFA35k7ETaoN9c2Stkh6V9I1qlw275/CKgoAAABoLVJtqCdJmuvuf1X185Ck\ni0OsC2gVyAEi0shQI6KYOxE3qTbU90t63cxOrrHtn0OoBwAAAGhVUm2oP5H0PUlPmdkVIdYDtCrk\nABFpZKgRUcydiJtUvylR7v57M/sLSXPN7BxJbcMrCwAAAGgdUr1DvVmS3L1MUq6kCkmnhFUU0FqQ\nA0SkkaFGRDF3Im5Saqjd/aIajw+4+43unmozDgAAAMSWuSf/fhYz+3/uPtXM6lpz2t19bHil1arD\n66sTAHAou9Pk05k7ASAIM5O7W5DXNJShLq7676zGlQQAAADEW72xDXd/u+q/JXX9NEuFQISRA0Sk\nkaFGRDF3Im7qvUNtZu/W87S7+2lNXA8AAADQqjSUoc6q78Xuvr5py0laBxlqAAiIDDUABNfkGerm\napgBAACA1iqlpe/MLNvM3jKzr8xsn5lVmNn2sIsDoo4cICKNDDUiirkTcZPqWtI/l3SVpLWSOqny\na8j/M6yiAAAAgNai3gx1Yiez37v7mWb2x+oPIprZO+4+JPQKRYYaABqDDDUABBfGOtTVvjKzjpJW\nmtndkv4kKdCJAAAAgDhKNfJRULXvFEk7JfWTlBdWUUBrQQ4QkUaGGhHF3Im4SekOdY3VPnZJmhFW\nMQAAAEBrk2qG+hJJd0nK0tdNuLt7t/BKq3V+MtQAEBAZagAILswM9c8kXSbpPXevCFwZAAAAEFOp\nZqg3SnqfZhqojRwgIo0MNSKKuRNxk+od6pskPWdmJZL2Vm1zd783lKoAAACAViLVDPWLknZIeldS\n4i61u98ZXmm1zk+GGgACIkMNAMGFmaHu6+6jG1ETAAAAEGupZqifM7O/DLUSoBUiB4hII0ONiGLu\nRNyk2lD/naTFZrbbzHZU/Wxv6EVmlmtmH5jZh2Z2cx3P55jZNjNbUfXzT0HfAAAAANCSGsxQm1kb\nSdnuvizQgc3aSloj6buSSiW9JelKd19dY58cSf/g7mMbOBYZagAIiAw1AATXmAx1g3eoq5bK+49G\n1HO2pHXuvt7d90maJ+nSOvYLVDAAAAAQJalGPl4ys78ysyDNb6Yq16+u9lnVtppcUraZvWNmz5nZ\nyQGOD7Q4coCINDLUiCjmTsRNqqt8XCvpHyQdMLPdVdsa+urxVP6d8Q+S+rv7TjO7UNKvJR2fYk0A\nAABAi0upoXb3wxtx7FJJR9cYH63Ku9Q1j7ujxuPFZvafZtbT3bcefLCioiJlZWVJkjIyMjRkyBDl\n5ORI+vovXcaMm3uck5MTqXoYM641PiZi9TBmzJhxBMfVj9evX6/GSumLXSTJzC6VdJ4q7zy/6u6L\nGti/nSo/lDhK0iZJv9OhH0o8QtL/ubub2dmSnnT3rDqOxYcSASAgPpQIAMGF8qHEqgP/q6QfSHpf\n0mpJPzCzf6nvNe6+X9IUSUskrZL0hLuvNrNrzOyaqt3+StK7ZvaOpJ9JmhikeKCl1fzrFogcMtSI\nKOZOxE2qGeqLJQ1x9wOSZGaPSnpH0q31vcjdF0tafNC2B2s8/g81bgURAAAAIBJSukOtyphHRo1x\nhlL70CEQa9U5LCCSjmnpAoC6MXciblK9Q/0vkv5gZiVV47+QdEsoFQEAAACtSEp3qN19rqRsSQsk\nzZc0zN3nhVkY0BqQA0SkkaFGRDF3Im5SjXxIld9oWCZpm6Tjzey8cEoCAAAAWo+Uls0zs5mSJqhy\ntY4D1dvd/ZLwSqt1fpbNA4CAWDYPAIJrzLJ5qWaoL5N0grvvCV4WAAAAEF+pRj4+ktQhzEKA1ogc\nICKNDDUiirkTcZPqHepdkt4xs5clVd+ldnf/QThlAQAAAK1DqhnqoqqH1TubKhvqx0Kq6+Dzk6EG\ngIDIUANAcKFlqN390UZVBAAAAMRcvRlqM/uvhg6Qyj5AXJEDRJS9MqOlKwDqxtyJuGnoDvVlZrZb\nlRGPZM5vwnoAAACAVqXeDHVVdrqhAN4ud3+yKYuqow4y1AAQlJnE3AkAgTQmQ53ShxJbGg01ADQC\nDTUABNaYhjrIV48DOAg5QERZSUsXACTB3Im4oaEGAAAA0kDkAwDiisgHAAQW2jrUZnaCpBskZdV4\njbs7K3wAAADgGy3VyMdTkv4g6Z8k3VjjB/hGIweIKCtp6QKAJJg7ETcp3aGWtM/dfxFqJQAAAEAr\nlFKG2sxmSNoiaYGkPdXb3X1raJXVPj8ZagAIigw1AAQW2jrUZrZeh37Bi7v7wCAnaywaagBoBBpq\nAAgstHWo3T3L3Y856KdZmmkgysgBIspKWroAIAnmTsRNqqt8dJB0naTzVHmn+lVJD7j7vhBrAwAA\nACIv1cjHw6psvh+TZJKulrTf3b8fbnmJ8xP5AICgiHwAQGBhZqj/6O6nNbQtLDTUANAINNQAEFho\nGWpJ+81sUI0THStpf5ATAXFEDhBRVtLSBQBJMHciblJdh/pGSb8xs0+qxlmS/jqUigAAAIBWJKXI\nhySZWSdJJ6jyQ4lr3H1PAy9pMkQ+AKARiHwAQGBNnqE2s1Hu/rKZ5amyka4+uEuSuy9obLFB0FAD\nQCPQUANAYGFkqM+r+u8lVT9jqn6qx8A3GjlARFlJSxcAJMHcibipN0Pt7tOrHt7l7h/XfM7M+GIX\nAAAAfOOlumzeH9x96EHbfu/uZ4ZWWe1zEfkAgKCIfABAYI2JfNR7h9rMTpJ0sqQMM7tclRlql9RN\nUqfGFgoAAADERUMZ6uNVmZXurq8z1JdIGippcrilAdFHDhBRVtLSBQBJMHcibhrKUC+UtNDMhrv7\n8maqCQAAAGg1Us1Qd5b0PVXGPzrr62Xz/ibU6r4+PxlqAAiKDDUABBbmV48XSzpCUq4q/xXxaElf\nBqoOAAAAiKFUG+pB7n67pC/d/TFJF0k6J7yygNaBHCCirKSlCwCSYO5E3KTaUO+t+u82MztVUoak\nb4VTEgAAANB6pJqhnixpvqRTJT0q6XBJt7v7A6FW9/X5yVADQFBkqAEgsMZkqFNqqFsaDTUANAIN\nNQAEFsYXu/xjHZtdVV/w4u73BjkZEDclJSXKyclp6TKAOpVIymnhGoC6MHcibuptqCV1VdUSeQAA\nAAAOReQDAOKKyAcABBbaOtRmdoKZvWxm71eNTzOzf2pMkQAAAECcpLps3kOSbtPXy+e9K+nKUCoC\nWhHWUkWUlbR0AUASzJ2Im1Qb6i7u/mb1oCp/sa+hF5lZrpl9YGYfmtnN9ez3bTPbb2aXp1gPAAAA\nEAmpNtRbzGxQ9cDM/krS5vpeYGZtJf1clV9XfrKkK83spCT7zZT0vCpXDwFaDT6ljijLaekCgCSY\nOxE3Da3yUW2KpP+SdIKZbZL0iaRJDbzmbEnr3H29JJnZPEmXSlp90H5/L+l/JH07xVoAAACAyGjw\nDnXVHeTr3H2UpD6STnT3EdWNcj0yJW2sMf6salvNY2eqssn+RdUmPo6OVoUcIKKspKULAJJg7kTc\nNHiH2t0PmNlIq1y77ssAx06lOf6ZpFvc3c3MROQDAAAArUyqkY93JC00s6ck7aza5u6+oJ7XlEo6\nusb4aFXepa7pTEnzKntp9ZZ0oZntc/dnDj5YUVGRsrKyJEkZGRkaMmRIIoNV/ZcuY8bNPc7JyYlU\nPYwZ17o+I1YPY8aMGUdxXP14/fr1aqyUvtjFzB6pa7u7/3U9r2knaY2kUZI2SfqdpCvd/eAMdc1z\nLKqrSeeLXQCgEfhiFwAILJQvdqnKUG91978++Ke+17n7flV+mHGJpFWSnnD31WZ2jZldE6RIIKpq\n/nULRE1JSxcAJMHcibhJNUM9whpxm9jdF0tafNC2B5PsW2+DDgAAAERRqpGPByQdJSlIhrrJEPkA\ngEYg8gEAgTUm8pHqhxI7Sdoq6fyDtjdLQw0AAABEVUp3qFsad6gRVSUlJYlPCwNRU2KmHOZORBBz\nJ6IslA8lVh34aDN72sy2VP3MN7N+jSsTAAAAiI9UM9QvSXpc0pyqTZMkTXL30SHWVvP83KEGgKDI\nUANAYI25Q51qQ73S3U9vaFtYaKgBoBFoqAEgsNAiH5I+N7OrzaytmbUzs3xJZcFLBOKFtVQRZSUt\nXQCQBHMn4ibVhvpvJF0h6U+SNksaL4l1owEAAPCNxyofABBXRD4AILAwV/mYbWYZNcY9zOyXQQsE\nAAAA4ibVyMdp7v5F9cDdyyUNDackoPUgB4goK2npAoAkmDsRN6k21GZmPWsMekpqG05JAAAAQOuR\n6rJ5BZJ+JOlJSabKDyX+xN1nh1te4vxkqAEgKDLUABBYaOtQVx18sKTzJbmk37j7quAlNg4NNQA0\nAg01AAQW5jrUcvf33f1+d/95czbTQJSRA0SUlbR0AUASzJ2Im5QbagAAAACHYh1qAIgrIh8AEFiY\n61AfbmZtqx6fYGZjzax9Y4oEAAAA4iTVyMdrkjqaWaakJZKulvRoWEUBrQU5QERZSUsXACTB3Im4\nSXkdanffKelySf/p7uMlnRJeWQAAAEDrkOo61Csk/Z2kf5f0PXd/38zedfdTwy6w6vxkqAEgKDLU\nABBYmMvmTZN0q6Snq5rpYyW9ErRAAAAAIG5Saqjd/VV3H+vuM82sjaQt7v6DkGsDIo8cIKKspKUL\nAJJg7kTcpLrKx1wz62Zmh0l6T9JqM7sp3NIAAACA6Es1Q73S3U83s0mShkq6RdIfyFADQISRoQaA\nwMLMULerWnd6nKRF7r5PErM0AAAAvvFSbagflLRe0uGSXjOzLEnbwikJaD3IASLKSlq6ACAJ5k7E\nTaofSrzP3TPd/UJ3r5D0qaTzwy0NAAAAiL5UM9QZkqZLOq9qU4mku9y9We5Sk6EGgEYgQw0AgYWZ\nof6lpO2Sxku6QtIOSY8EKw8AAACIn1Qb6mPdfbq7f+zuH7n7DEnHhlgX0CqQA0SUlbR0AUASzJ2I\nm1Qb6l1mdm71wMxGStoZTkkAAABA65FqhnqIpNmSuldtKpdU6O4rQ6yt5vnJUANAUGSoASCwxmSo\n26Vw0LaS8t39NDPrLknN9WFEAAAAIOoajHy4+wFJI63yNvE2mmnga+QAEWUlLV0AkARzJ+KmwTvU\nVd6RtNDMntLX2Wl39wXhlAUAAAC0DqlmqB9VHV817u5/HUJNdZ2fDDUABEWGGgACa0yGOqWGuqXR\nUANAI9BQA0BgoX2xi5k9VvVtidXjHmb2y6AFAnFDDhBRVtLSBQBJMHciblJdh/p0d/+ieuDu5ZKG\nhlMSAAAA0HqkmqFeKek77r61atxT0qvufmrI9VWfn8gHAARF5AMAAgtlHeoqsyS9YWZPSjJJ4yX9\nJGB9AAAAQOykFPlw99mSLpf0f5L+JOmyqm3ANxo5QERZSUsXACTB3Im4SfUOtdz9fUnvh1gLAAAA\n0OqwbB4AxBUZagAILLRl8wAAAADUjYYaSAM5QERZSUsXACTB3Im4CbWhNrNcM/vAzD40s5vreP5S\nM1tpZivM7C0zGxFmPQAAAEBTCy1DbWZtJa2R9F1JpZLeknSlu6+usc9h7v5V1eNTJT3p7ifVcSwy\n1AAQFBlqAAgsahnqsyWtc/f17r5P0jxJl9bcobqZrnK4pIoQ6wEAAACaXJgNdaakjTXGn1Vtq8XM\nxpnZakn/K+lvQqwHaHLkABFlJS1dAJAEcyfiJuV1qBshpX9ndPdfS/q1mZ0r6ceSRte1X1FRkbKy\nsiRJGRkZGjJkiHJyciR9/T8mY8aMGTNmzDj642pRqYfxN3tc/Xj9+vVqrDAz1MMkzXD33KrxrZIq\n3H1mPa/5SNK33X3rQdvJUANAUGSoASCwqGWo35Z0nJllmVkHSRMkPVNzBzM71sys6vFQSR0ObqYB\nAACAKAutoXb3/ZKmSFoiaZWkJ9x9tZldY2bXVO2WJ+ldM1sh6eeqbLqBVuPgf74EoqSkpQsAkmDu\nRNyEmaGWuy+WtPigbQ/WeHy3pLvDrAEAAAAIU2gZ6qZEhhoAGoEMNQAEFrUMNQAAABB7NNRAGsgB\nIspKWroAIAnmTsQNDTUAAACQBjLUABBXZKgBIDAy1AAAAEAzo6EG0kAOEFFW0tIFAEkwdyJuaKgB\nAACANJChBoC4IkMNAIGRoQYAAACaGQ01kAZygIiykpYuAEiCuRNxQ0MNAAAApIEMNQDEFRlqAAiM\nDDUAAADQzGiogTSQA0SUlbR0AUASzJ2IGxpqAAAAIA1kqAEgrshQA0BgZKgBAACAZkZDDaSBHCCi\nrKSlCwCSYO5E3NBQAwAAAGkgQw0AcUWGGgACI0MNAAAANDMaaiAN5AARZSUtXQCQBHMn4oaGGgAA\nAEgDGWoAiCsy1AAQGBlqAAAAoJnRUANpIAeIKCtp6QKAJJg7ETc01AAAAEAayFADQFyRoQaAwMhQ\nAwAAAM2MhhpIAzlARFlJSxcAJMHcibihoQYAAADSQIYaAOKKDDUABEaGGgAAAGhmNNRAGsgBIspK\nWroAIAnmTsQNDTUAAACQBjLUABBXZKgBIDAy1AAAAEAzo6EG0kAOEFFW0tIFAEkwdyJuaKgBAACA\nNJChBoC4IkMNAIGRoQYAAACaGQ01kAZygIiykpYuAEiCuRNxQ0MNAAAApIEMNQDEFRlqAAiMDDUA\nAADQzGiogTSQA0SUlbR0AUASzJ2Im9AbajPLNbMPzOxDM7u5jucnmdlKM/ujmS0zs9PCrgkAAABo\nKqFmqM2sraQ1kr4rqVTSW5KudPfVNfbJlrTK3beZWa6kGe4+7KDjkKEGgKDIUANAYFHMUJ8taZ27\nr3f3fZLmSbq05g7u/oa7b6savimpX8g1AQAAAE0m7IY6U9LGGuPPqrYl8z1Jz4VaEdCEyAEiykpa\nugAgCeZOxE27kI+f8r81mtl3JP2NpBF1PV9UVKSsrCxJUkZGhoYMGaKcnBxJX/+PyZgxY8aMGTOO\n/rhaVOph/M0eVz9ev369GivsDPUwVWaic6vGt0qqcPeZB+13mqQFknLdfV0dxyFDDQBBkaEGgMCi\nmKF+W9JxZpZlZh0kTZD0TM0dzKy/Kpvp/LqaaQAAACDKQm2o3X2/pCmSlkhaJekJd19tZteY2TVV\nu90hqYekX5jZCjP7XZg1AU3p4H++BKKkpKULAJJg7kTchJ2hlrsvlrT4oG0P1nj8fUnfD7sOAAAA\nIAyhZqibChlqAGgEMtQAEFgUM9QAAABArNFQA2kgB4goK2npAoAkmDsRNzTUAAAAQBrIUANAXJGh\nBoDAyFADAAAAzYyGGkgDOUBEWUlLFwAkwdyJuKGhBgAAANJAhhoA4ooMNQAERoYaAAAAaGY01EAa\nyAEiykpaugAgCeZOxA0NNQAAAJAGMtQAEFdkqAEgMDLUAAAAQDOjoQbSQA4QUVbS0gUASTB3Im5o\nqAEAAIA0kKEGgLgiQw0AgZGhBgAAAJoZDTWQBnKAiLKSli4ASIK5E3FDQw0AAACkgQw1AMQVGWoA\nCIwMNQAAANDMaKiBNJADRJSVtHQBQBLMnYgbGmoAAAAgDWSoASCuyFADQGBkqAEAAIBmRkMNpIEc\nIKKspKULAJJg7kTc0FADAAAAaSBDDQBxRYYaAAIjQw0AAAA0MxpqIA3kABFlJS1dAJAEcyfihoYa\nAAAASAMZagCIKzLUABAYGWoAAACgmdFQA2kgB4goK2npAoAkmDsRNzTUAAAAQBrIUANAXJGhBoDA\nyFADAAAAzYyGGkgDOUBEWUlLFwAkwdyJuKGhBgAAANJAhhoA4ooMNQAERoYaAAAAaGY01EAayAEi\nykpaugAgCeZOxA0NNQAAAJAGMtQAEFdkqAEgMDLUAAAAQDOjoQbSQA4QUVbS0gUASTB3Im5Cb6jN\nLNfMPjCzD83s5jqeP9HM3jCz3Wb2j2HXAwAAADSlUDPUZtZW0hpJ35VUKuktSVe6++oa+3xL0gBJ\n4ySVu/usOo5DhhoAgiJDDQCBRTFDfbakdf7/27v/WLvvuo7jz9fWESNTKhY3GMNOtxlGhu2AOVCk\nSFg6ZoYLk7GQwAjRhWSRGDWgLG5mI4BGjRP5qZtVyqaGH3aBsrU1V4hBsVu71v2QzXBnB2Msc8WN\nLaFb3/5xvsWzu3vuPeeeX9+e+3wkzf3++Jzved/m2/d593ve3++nar6qDgE3Am/sHlBVD1XVbuDQ\nmGORJEmSRm7cBfVJwIGu9fubbdJMsA9QbTY37QCkHsydmjVrxnz8kX3XeOmll7J+/XoA1q5dy4YN\nG9i0aRPw//8wXXfdddddd9319q8f0ZZ4XF/d60eW5+fnWalx91CfA1xVVZub9d8FDlfVhxYZeyXw\nmD3UkjQi9lBL0sDa2EO9GzgtyfokzwIuBrb1GDtQ4JIkSVIbjLWgrqongcuBm4E7gb+rqruSXJbk\nMoAkJyY5APwmcEWS/05y/DjjkkZl4deXUpvMTTsAqQdzp2bNuHuoqartwPYF2z7etfxt4ORxxyFJ\nkiSNw1h7qEfFHmpJWgF7qCVpYG3soZYkSZJmmgW1NAT7ANVmc9MOQOrB3KlZY0EtSZIkDcEeakma\nVfZQS9LA7KGWJEmSJsyCWhqCfYBqs7lpByD1YO7UrLGgliRJkoZgD7UkzSp7qCVpYPZQS5IkSRNm\nQS0NwT5AtdnctAOQejB3atZYUEuSJElDsIdakmaVPdSSNDB7qCVJkqQJs6CWhmAfoNpsbtoBSD2Y\nOzVrLKglSZKkIdhDLUmzyh5qSRqYPdSSJEnShFlQS0OwD1BtNjftAKQezJ2aNRbUkiRJ0hDsoZak\nWf/PELoAAAlBSURBVGUPtSQNzB5qSZIkacIsqKUh2AeoNpubdgBSD+ZOzRoLakmSJGkI9lBL0qyy\nh1qSBmYPtSRJkjRhFtTSEOwDVJvNTTsAqQdzp2aNBbUkSZI0BHuoJWlW2UMtSQOzh1qSJEmaMAtq\naQj2AarN5qYdgNSDuVOzxoJakiRJGoI91JI0q+yhlqSB2UMtSZIkTZgFtTQE+wDVZnPTDkDqwdyp\nWWNBLUmSJA3BHmpJmlX2UEvSwOyhliRJkibMgloagn2AarO5aQcg9WDu1KyxoJYkSZKGYA+1JM0q\ne6glaWD2UEuSJEkTZkEtDcE+QLXZ3LQDkHowd2rWWFBLkiRJQ7CHWpJmlT3UkjQwe6glSZKkCRtr\nQZ1kc5K7k9yT5D09xlzb7L89ycZxxiONmn2AarO5aQcg9WDu1KwZW0Gd5Fjgw8Bm4AzgkiQvXjDm\nDcCpVXUa8OvAR8cVjzQOe/funXYIUk+enWorc6dmzTivUJ8N3FtV81V1CLgReOOCMRcAWwCq6t+A\ntUlOGGNM0kgdPHhw2iFIPXl2qq3MnZo14yyoTwIOdK3f32xbbswLxxiTJEmSNFLjLKj7vbV84V2U\n3pKuo8b8/Py0Q5B6mp92AFIP5k7NmjVjPPY3gZO71k+mcwV6qTEvbLY9QzLQ00ukidmyZcu0Q5B6\n2mLuVEuZOzVLxllQ7wZOS7Ie+BZwMXDJgjHbgMuBG5OcAxysqgcXHmjQZwFKkiRJkzK2grqqnkxy\nOXAzcCzwV1V1V5LLmv0fr6ovJnlDknuB7wHvGFc8kiRJ0jgcFTMlSpIkSW3VypkSk/xqkjuSPJXk\nrCXGLTtxjDRKSZ6bZEeSrye5JcnaHuPmk+xLsifJ1yYdp1YPJ9BSmy13fibZlOS7Ta7ck+SKacSp\n1SXJdUkeTLJ/iTED5c1WFtTAfuBC4Mu9BvQzcYw0Bu8FdlTV6cCuZn0xBWyqqo1VdfbEotOq4gRa\narMBPqf/ucmVG6vqmokGqdXqejrn5aJWkjdbWVBX1d1V9fVlhvUzcYw0aj+YjKj5+StLjPVmWo2b\nE2ipzfr9nDZXaqKq6ivAI0sMGThvtrKg7lM/E8dIo3ZC15NoHgR6/QMr4JYku5P82mRC0yrkBFpq\ns37OzwJemWRvki8mOWNi0Um9DZw3x/nYvCUl2QGcuMiu36uqm/o4hHdTaiyWODff171SVZWk13n4\n81X1QJLnATuS3N38j1gaJSfQUpv1c57dBryoqh5Pch7weeD08YYl9WWgvDm1grqqXj/kIfqZOEYa\n2FLnZnMTw4lV9e0kzwe+0+MYDzQ/H0ryOTpffVpQa9RGOoGWNGLLnp9V9WjX8vYkH0ny3Kr6nwnF\nKC1m4Lx5NLR89Oqt+sHEMUmeRWfimG2TC0ur1Dbg7c3y2+lcTXmaJD+c5Eea5WcD59K50VYatX7y\n4DbgbQBLTaAljcGy52eSE9JMhZzkbDqP87WY1rQNnDendoV6KUkuBK4F1gFfSLKnqs5L8gLgk1V1\nfq+JY6YYtlaHDwJ/n+SdwDzwZoDuc5NOu8hnm8+INcDWqrplOuFqljmBltqsn/MTuAh4V5IngceB\nt0wtYK0aSW4AXgOsS3IAuBI4DlaeN53YRZIkSRrC0dDyIUmSJLWWBbUkSZI0BAtqSZIkaQgW1JIk\nSdIQLKglSZJ01EhyXTMvxLKPpE3yi0luS3IoyZsW7HtRkluS3JnkjiQ/udKYLKglSZJ0NLke2Nzn\n2PvozBvx6UX2/Q3woao6A3gFPSZr64cFtSSNUJIfT7Kn+fNAkvub5UeTfHgC7//YKMb0cYz1SZ5I\nctsy47YmeXjhlSFJWqmq+grwSPe2JD+dZHuS3Um+nORnmrH3VdV+4PCC8WcAx1bVrmbc41X1xEpj\nauXELpJ0tKqqh4GNAEmuBB6tqj+ZZAgjGtOPe6vqrCXfqOqtSa4f4XtK0mI+AVxWVfcm+TngI8Dr\nlhh/OnAwyWeAU4CdwHur6vASr+nJK9SSNF5HplXelOSmZvmqJFuaqyjzSS5M8odJ9jVXWNY0416W\nZK654vKlJCc+4+DJKUm+2rz2mgX7fifJ15LcnuSqRV57fJKdSW5tXn9Bs/0Pkry7a9z7k/zGkr9k\n8uwkX0iyN8n+JG9e7O9BkkYtyfHAK4F/SLIH+BidWYuXsgZ4NfBbdNo9fgq4dKUxWFBL0nScArwW\nuAD4FLCrql4KPAGcn+Q44M+BN1XVy+n0DL5/keP8GfAXzWu/dWRjknOBU6vqbDpXzF+e5NULXvsE\ncGFVvQz4JeCPm+3XAW9rjnMMcDHwt8v8PpuBb1bVhqo6E/hSH38HkjQKxwAHq2pj15+XLDKu+5uy\nA8DeqpqvqqeAzwNLfuO2XACSpMkqYHuTxP+DTh/fzc2+/cB6Ol9HvgTY2VxxeR9w0iLHehVwQ7P8\nqa7t5wLnNq+9tTneqQteewzwgSS3AzuAFyT5iaq6D3g4yYbmOLdV1SMsbR/w+iQfTPILVfW/y4yX\npJFo8s03klwEkI6XLhgWnv5N2W5gbZJ1zfrrgDtWGoM91JI0Hd8HqKrDSQ51bT9MJzcHuKOqXjXE\ne3ygqj6xxP63AuuAs6rqqSTfAH6o2feXwDuAE+hcsV5SVd2TZCNwPnBNkl1VdfUQsUvSopLcALwG\nWJfkAPD7dPLZR5NcARxH50LDviSvAD4L/Bjwy0muqqozm5z328CuJKFTYH9ypTFZUEvS5PXTT/yf\nwPOSnFNV/9q0gJxWVXcuGPcvwFuArXQ+UI64Gbg6ydaq+l6Sk4DvV9VDXWN+FPhO88HyWqD7Gayf\nA64GjgUuWfYXSp4PPFJVW5N8F3hnH7+jJA2sqnrlpPMWGfvvwMk9jrMT+NlRxGRBLUnjVV0/F1uG\nZz4Bo6rqUPP15bVJnkMnX/8psLCgfjfw6STvAf7xyLGqakeSFwNf7Vx84TE6BfdDXe+3FbgpyT46\nV2fu6grgUJJ/olMk9/OEjjOBP0pymM7V93f18RpJmgnpL09KklaT5mbEW4GLquq/Ftm/HripuQFx\nuWP9dTP2MyMOU5JawZsSJUlP00x4cA+wc7FiuvEk8Jx+Jnah82iqFU+YIElt5xVqSZIkaQheoZYk\nSZKGYEEtSZIkDcGCWpIkSRqCBbUkSZI0BAtqSZIkaQgW1JIkSdIQ/g/DBuNdEHVtnAAAAABJRU5E\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4548b93750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import modules.timing\n",
"modules.timing.drawConvolveTiming([\"simple case\"])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}