diff --git a/docs/tutorials.rst b/docs/tutorials.rst index 3881767e98..9c0a19e069 100644 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -23,6 +23,9 @@ Devito rather than pure CFD or finite difference theory. * `01 - Linear convection `_ - Building a linear operator with simple zero BCs. +* `01b - Linear convection, revisisted + `_ + - The above example, with a different initial condition. * `02 - Nonlinear convection `_ - Building an operator with coupled equations and simple BCs. diff --git a/examples/cfd/test_01_convection.ipynb b/examples/cfd/test_01_convection.ipynb index 309af2c4de..af069d0600 100644 --- a/examples/cfd/test_01_convection.ipynb +++ b/examples/cfd/test_01_convection.ipynb @@ -24,14 +24,13 @@ "\n", "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n", "\n", - "Using this, we can start deriving the computational stencil for this equation. Let's first look at the original _pure Python_ implmenentation of the linear convection flow - but first we import our tools and define some parameters:" + "Using this, we can start deriving the computational stencil for this equation. Let's first look at the original _pure Python_ implementation of the linear convection flow - but first we import our tools and define some parameters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [], @@ -63,15 +62,13 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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NBn0YocVA1yJJkkLVz1X0WS0UCvr6uFrtuaIa6GphkCMKDjsh2BPnIHOBdpZW\nqVarBh2Lu9tjoGuQVdmSMPT3NPdZzWQy6OrqqvumD1sgdcoqiNabXiaqR5Zl7lwk37GGXjUWFW4O\nA12Lgh7h0jQNxWJRb8/VaJ/VoI+/Wcbjdjq9TFSPcZ2TeY1Tu1wsKTiNrgFrJOiVy+WqGnrGOnpR\n+4BiN8q7Z88eFhWugYGuCcYwEVQgMvZZTSQS6O3tbarPalQDHQB9obEIcvWml4nq6enpcTwqAtRu\nUUTklU6toccRutoY6FrkdyByu89qFAOduIg6XSdI1IhGOgtomoZcLtcWF0u3MODa8/q58bqGnl/s\nnqfh4WEGuhoY6JoQxAiduT2Xm31WoxLoxIYPsUYumUyip6eHFw/yhTnoxeNxlEolpNNpxxfLeDzO\n12sHC+pcG7WgV2sN3aGHHur5/UcVA12LRC9XryiKgkKhgEql4kl7riiM0Fnt3C2Xy7w4UijUu1gq\nilLVK7SdF7NTfWH6f24k6InNf+YPKH6+dgcHBzlCVwMDXRP8KHhobhbf09PjSSmAMJ1czIxBzrxz\nt1KpBH14RDVZXSydrs+L6mJ2gFOu7cAu6BlDnpcfUjjl2hwGuhaJE65bJzFRdsOvZvFhHKGrFeSE\nMB43UT311ueJ0bywTH2Ru6Iedo0bggQvSqvYPU+Dg4Pc5VoDA10T3O62YNdn1Y83vjj2MJxorGrp\n2ZVgYaCjoLn5+mtl16KxvErQ72HqPG7X0Kv1vhoaGmKgq4GBzgXNhgtj/TRN0wIphBuGC4AxyMXj\ncce19BjoKGhev39qrXESo3mdUmy2HYThg7NfWgl6wN714+bR6OHhYXaKqIGBzgWNBjrjbk0g+Ppp\nbk4ZN0IEuUKhgK6uLmSzWce19DrlpEhkRZKkhttHWTWD9+J91EmhpVH8EFp/NFpRlKrX7gMPPID7\n7rsP06dPR6VSwZo1a3DMMcdg2rRpDVV6WLRoEdasWYO+vj709/db/sy6devwla98BZVKBfvvvz+e\nfvrplh6r3xjommA+WTnd6WqeUgw6yAl+T1+au1s0UxSZU65E1Tq12GzU8Lm1Jj50ANCvjwBwwQUX\n4OSTT8arr76K73//+7jvvvvw6quv4i9/+QumT5+OY489Fj/4wQ/qPq8LFy7E5ZdfjgULFlh+f2ho\nCF/+8pfx3//935gyZQp27tzp7gP0AQOdC+qFC/NIVKPtubzmVzhyI8gJDHREzjgtTcG2ZxQG5hHe\nnp4ezJnkByCMAAAgAElEQVQzB7Nnz8aDDz6INWvWAABGRkbw2muv4c0333T02pw3bx4GBgZsv//Q\nQw/hnHPOwZQpUwAA++23X4uPxH8MdE1wuinC2J6r1QDjJa/DkTHItdKmjIjc00pZFQa95tj1KKX6\nVFWteu56e3tx8skn4+STT3bl9rds2YJKpYKPfOQjGB0dxZIlS3DBBRe4ctt+4VXVBeZA5HZ7Lq95\nFejM/WbdfB44QkfkvkbantlN2/J9Sa2o1SVi3Lhxnt2vLMt44YUX8NRTTyGXy+GUU07BKaecgsMP\nP9yz+3QbA50LJEnST3SFQsGT9lxecjsc+RFoGeiI/NPI+jwAyOfzbHtmgRtG6qsV6Lzc4Tp16lTs\nv//+SKVSSKVSmD9/Pl566aVIBTqO/TbB/GIT5UeGhoYgSRLGjx+PTCYTiTAHuBeOVFVFPp/H0NAQ\nNE3DuHHjkM1mI/M8EFFjxLRtIpFAd3e3vpC9p6cH3d3d+oaxcrmMXC6HXC6HQqGAUqmkt5PqpA9m\nnfRYm1Ur0LXaJUKMNFs566yz8Otf/xqKoiCfz+O5557DjBkzWro/v3GErkmi/VSxWES5XNaDXBTX\nR7Qa6Iwjcn6NTHKEjih8xHtSjOZ1WtszJ9rxMfmh1UB3/vnnY926ddi1axcOPvhgLFu2TL92L168\nGNOnT8ff/u3f4thjj0U8HsfixYsxc+ZMFx+B9xjomjQ6OopyuYxUKoXe3l59iiGKmg1HQQQ5gYEu\n/A65N46BS5SgD4MCYBVa2PaMnLDbONJqoHvooYfq/szSpUuxdOnSpu8jaAx0TUqlUujp6YEkSZGf\nNhBrAJ0yrxUMYmQyiECnKAoKhYKv90nU7jqp7RnX0NVn9xzt2bOHbb/qYKBrUiKR0ENQ1EeLnB6/\noij6FHN3d3coppj9OEGaHzcReY9tzzqT3Tl9eHgYkyZNCuCIooOBrknGF1yYGtw3q1agC2OQ8+N5\nDuPjJgozP86BYW57Vk+UrxFBGxoa4ghdHQx0Loj6G9Tu+MUUY6VSCWWg8aoHrXFKOYyPm4iqRaHt\nWZRncfzk5S7XdsdA5xKxPT+KJTrMU65hD3JeYZAjai9hbHsW9QEArzHQNY+BrklO239FgTh2Y5AT\nmz7CHGjcrJ/HIEfUOdj2LJxqnc855VofA51LohzoxMlreHgYqVQKmUwmEicqt+vnMcgRtSbKa8Tc\naHtWa9o2ys+N36yep5GREU9bf7UDBromtcMInSzLKBQKkGUZADBhwoRInXDcqp/HIEdEdtxYnxfF\npThBqBV6NU3j81gHA51LohTojEEunU4jk8lgcHAw6MPyXJCFkImovdRbnydKq4gRPaFUKnHa1oZd\noIvKtTVoDHRNiuIInTnIZbPZSJ9MnD7nDHJE5Be79XmyLOutpjq17Vmr+JzUxkDnErHLNYxEz1lF\nUZBKpSyDnFclQLxUL9AxyFGjovYeCBs+f9aM07bJZFL/OtueVbN7/ciyzHO3Awx0Lmm0fZYfKpUK\nCoUCVFW1DXJCFEYYrVgds6qqKJVKKBaLSCQSDHLkWC6X44gJ+aaT2p45UatLxPjx4wM4omhhoGtS\nWKdcxdC+CHLpdBrJZLLuGz4sx98I82PSNA3FYpFBjpqWyWSq1kDVGjER02VETjQyetmpbc/snqPB\nwUHWoHOAga4FxhAUdCBqNsgJQR9/M4wt1xjkyA3GERNje6lahWgLhULkL6Ru4ZSrPTfOr1Fue9YK\nFhV2hoHOJUEFIk3T9KlVTdMaDnJCFAMd8P76QAY58pLViEm5XIaiKEgkEvqFtFwud+z6J6rPi///\nKLQ9c4ojdK1hoGtBkCN0xiAHAKlUqqkgJ0Qp0BlH5GKxGHp7e8d8aiXymrgAWo2Y2F1IvW4rReHl\n9/k1jG3P6hFh04wjdM7wKugSv3a5moNcOp1GIpFo+U0XhUCnaRpKpRIKhQK6urqQSqWgaRrDHIWK\n3YXUeBG1Wv9kXuTOoNd+wvB/Gua2Zxyhaw2vhC0wvvC8DkReBTnzfYSROciJEblSqYRKpRL04RE5\nIi6ERk7LVhh324YZ19BFk9dtz1o1PDyMqVOnun677YaBzmVun9A0TUO5XEaxWATgTZADwjlCJ4Jc\nsVhEPB63nFoN2zFTtH3gu/di/T9e4tv9OVn/pCiKfiFtl92MnchuOjHM3Gp75vT1WWuEbp999nHl\nMbUzBjqXiBe+W4FOBDmxg66npwddXV2enbjDFOjMQS6bzVpOq/IiRm4rzs4HfQgAqqfFEokEgPCM\nllBzwnJ+dUOjbc+cfhCxu35yDZ0zDHQt8KIWnTnIZTIZT4OcEIbCyE6DnBCmEErktUZGSxRF4Whe\nCLX7c9/K+rx4PG57Ph8aGsLEiRP9ehiRxUDnIhGKmimdYQwzIsiJT+Z+CDIcWYVYJ4+dgY6ouYuo\nV7XJuIbOXqeeq+qtzzOuHwWAfD6PWCyG119/Hb/61a8wc+ZM5PN5dopwgIGuBeYTVywWa/hNG3SQ\nE4IIR80GOSKqjS2lwonP5/vMr1FN05DL5ZDJZPQPHtu3b8dTTz2FzZs349BDD8UxxxyDWbNm6b9O\nOeWUugMoixYtwpo1a9DX14f+/n7bn9u4cSNOOeUU/PjHP8bZZ5/t6mP1CwOdixoJRY1OL3rNz0Dn\nVpDjCB1RY1ppKcW+tuQlMborXqOzZs3CjTfeCAA4/fTT8bOf/QyvvPIKXnnlFWzatAkPP/ww1q1b\nV/d2Fy5ciMsvvxwLFiyw/RlVVfH1r38dH//4x916OIFgoGtBM2vozCU4gg5ygh/hyO31gQx0RO6o\n11KqXl/bRnYydipOR9dm9/yIc/wBBxyAU089FaeeempDtztv3jwMDAzU/Jnbb78d5557LjZu3NjQ\nbYdN8EmijdQKGMbuBsZaamHhZTjycqMHAx2RNxrtayvez7FYDJVKhdO2JjxXtcar19Gf//xnPPro\no3jqqaewYcMGT+7DL+FJFG3AKhSZG8eHLcgJXgQ6czHknp4eV2voidvhJ18i/9TahCHqZRpH9FhS\n5X2d+JidsjuPl8tlT9dWX3nllbjhhhuqridRFb5kESFWU66i9IeqqvoauSg0jncz0PnR1QLgyZEo\nLIyjeebaebU2YVjttm1HUQ4JfgmqBt3zzz+Pz33uc9A0DTt37sTatWuRSCRw5plnenafXmGga5Ex\nCMViMZTLZeTzeZRKpUgEObNWRrv8CnJGbhZzJvcdcm8cA5coQR8G+cT8Xmy2r227bsJol8fhp6Gh\noZZLlogRZCv/+7//q/954cKF+OQnPxnJMAcw0LlGrCWRZRmxWCxyQa6VThdBBDkiiq5O6GtLjanV\n9quVEbrzzz8f69atw65du3DwwQdj2bJlKJfLkCQJixcvrvrZqL+mGOhapGmaPiLX1dWFWCyGbDYb\n9GE1pdFp1zAEOT93uqqqqj9WInJXO/e15SxCfbUCXStdIh566CHHP/uDH/yg6fsJAwa6Fo2OjkKS\nJIwbNw4AMDIyEvARNc9pONI0DbIsI5/f2/cylUohmUwGcsLyI9CJIFcul9Hd3e3pfRFRNSd9bRVF\nQblcDm1fW66hq0/835mxj6tzDHQt6u3t1d+sYnogymodvwhyhUIBqqoinU4HFuTMx+UFVVVRLBZR\nKpWQTCYxfvx4yxMOEe3l10hUo31tAYzZgOH3aF7Q58moGhwcxL777hv0YUQCA12LYrGYfsIQo0VR\nHV6vNdolplbDFOQAb06S5lIzUVsPSdSpmm0Ob2535vZ5Jeof9P1gd90cHh7GtGnTAjii6GGgc1Er\nGwvCwOqYwxrkBLfLrTDIkVNRfZ93mrD0teVrpbZaZUtaWUPXSRjoWtRM+6+wMh572IOc4MbzbW7H\nFtbiz0Tknlp9bcVInl1JFWO7szCeF6MoqDp07YRXLZdFPdDJsoxSqQRVVZFKpdDd3d22JyxzSzIG\nOaLWtMOopZNpW1mWa27CsBoNjPrzEpTBwUHss88+QR9GJPDq1aJ2GaGTZRmVSgWapiGdTkcmyDXz\nfItyK/l8Xu8t62VrGSKKNqfTtsa+tsZwpyhKJK8LfuIIXesY6FwWtUAndq0qiqKvF0mlUkEflmON\nPN9e95Ylos7idBOGCHS5XM6y3Vmnn4NqncOLxSLS6bSPRxNdDHQuM/ZzDTMR5GRZRjqdRjabRalU\n0nfsRomTQCdG5AB2sqDaxAgLXx+N49Si9WheqVSCpmlIJBId39fWinjd2D1mlotyhoGuReYXYCwW\nC/UInVWQE48haqOLQP1jjsrmDgqPfD4fqS4EFA0itFltwhDtzjqpr60TUbseBY2BzmVhDUXGIJdK\npaqCnBDWY6/FbkTUOJXMIEeNyGQyjroQRGEknsJPkqQxm7GM07bGkGe1CUPsto2yeiO7UX98fmGg\na5FVKArTiV5RFBQKBVQqFdsgJ0Q10BmPWVEU5PN5yxFIIifOmbAIAPCfQ9V9Hc0L4I3roljOgmqx\na2tlxzhtawx7TjdhRG1E2S7QFYvFSK3pDhoDnQuMoSIsocgc5DKZTN03d1iOvRmNBFciJ84ef/GY\nr/3n0A/0KTPx4S2ZTNYtZ2GcMmtXxnMgVXPrvOp0E0aY+9pasQt0g4ODGD9+fABHFE0MdC4LOhQ1\nE+SEoI+9GaK/7PDwMLq7u9lvlTxlFfKA2qN5iqJAlmWui+pwXv0fN9sJIwqbMFiypDEMdC4wj9AF\nMeVqDnI9PT0NB5soBTpVVVEoFFAqlSBJEoMcBarWaJ6ocehkXZSbraYoPII4r9p1wjAvG/C7r62V\nWiN0DHTOMdC5zO9drsYg1+oIVRQCnaqqKBaLKJVKSCaTyGQyKBaLDHMUOrVG86zWRdm1mgriAkvu\nC8v/m10nC+NuW7tNGF4tHWBRYXcw0LnMr1CkKAqKxSLK5bLrU41hrCWlaRqKxSKKxSKSySTGjRuH\neDwOWZZ9P5YXvvUPOP5bd/p+v9Qe6q3NA+pfYMM4XRbG8wY542Ta1m7pgBuvw1qBbuLEiU3dZidi\noHOB8YUoAp1XJzcvg5w43jCdmI1BLpFI6EFOiMKoIlE9jazNs6tZxg4E4RWmc2ojjNO2VksHxEYg\nu5IqjbwO7aZcJ02a5PrjalcMdC7z6k0r1ox5EeSMwnLS0TQNpVIJhUIBXV1d6O3tHVOrCWCgo/Zm\nN5pnVGvxuznkhWU0r9O00zmqkU0YiqI4Gs2rNUJ31FFHef6Y2gUDnQvsCvS6ceL0K8gJQQckTdNQ\nLpdRKBQQj8dtgxxRp3IyZQvYL373qpRFVEeh/NLuz43TkipWo8riA4j5NcQp18bwSukBsdO1leBl\nDHLJZNK3XZxBBTpjkIvFYshkMvoQfy1BB1CiMGimnEqjoyjUnE4+PzkdzRMzMqVSCdu3b8dtt92G\no48+Gnv27OEH+gbwmXKBm/1czbs4/S7H4XdA0jRN77cK7G271NXV1fCFhKMDRGM1sgHDSWHadmgz\nFRQ+b+8zj+aJzj6SJKG3txdHHnkkNm/ejN/97nf42c9+hgMOOACzZs3Csccei2OPPRZnnnlm3Q4S\nixYtwpo1a9DX14f+/v4x33/ooYdwww03QJIkZLNZ3HXXXZg1a5Ynj9cvDHQeaCYUBR3kBL8CnSgI\nnM/nAQDpdBqJRKLhk14YN3IQhVmzo3l2baYY8mrr5BE6p8T5W5Ik9PX14bLLLgMAfOpTn8JLL72E\nd999F/39/Xj55ZexatUqnHnmmXVvc+HChbj88suxYMECy+9PmzYN//M//4Px48fjsccew6WXXor1\n69e7+rj8xkDngUZCkTnImXdx+s2PQCdG5FRVRTqdRjKZbOmCwIsJUeuaGc0ztjoT78NyudwRrc4a\nwefBXq3rTalUQk9PD4444ggcccQROOeccxzf7rx58zAwMGD7/Q984ANVf962bZvj2w4rBjoX2G2K\nqCVsQU7wMtDJsoxCoQBFUVwJcgLX0RF5o5HRvEqloi94Z6uz9/Hc5Iz5NeFnb+B7770Xp59+uuf3\n4zUGOg/UChhhDXKCF+FIURTk83l9nUQ2m3X1TcpAR+Qvq6D3413/jlgspq9tYquz97XzY2tVveUy\nXj93Tz/9NFauXIlnn33W0/vxAwOdC6xG6Mz9XFVVRalUsi2QGxZuhiNzf1m3gxxFwyH3xjFwiRL0\nYZDHPrvvYsuvd3qrM37YrM0u0PnxvPX392Px4sV47LHH2qI8CgOdS4xBKBaLQVH2XsDqdToIG6sw\n2ihjN4tUKoVMJuPpSZkjdETh1a6tzhoRteP1k12gKxQK6Onpafm27a4Nb7/9Ns455xz86Ec/wmGH\nHdbS/YQFA50HRCgqFAqRCXJCK+HI7yLIgp+BTkyZE1Hz7EKeVb2yqLc644fN5gwODmLChAlN//vz\nzz8f69atw65du3DwwQdj2bJlKJfLkCQJixcvxre//W3s3r0b//AP/wBN05BIJLBhwwYXH4H/GOhc\nYuzhWqlUIMsyYrFYZIKcENWSK16fNI0jrclk0tP7IupErRRHDnurszAcQ1jZjdC1Gugeeuihmt+/\n5557cM899zR9+2HEQOcSTdP0ETlxUslms0EfVsMaCXTmkBNUePXyZGnsKRulkVaidhHWVmdOcYSu\nNq8CXSdioHPJ6OgoVFVFb28vJEnCyMhI0IfUFCeBLmzrAr2YcmVP2c71vw/PxrTPbw76MKiGqLU6\n4widPbtANzQ0xEDXIF6hXNLb26tvJhAnjyiqFY6Mo1VdXV2hCTluBjpjKzJJkix7yn4i/QXgax90\n5f6IyD1hbHXGEbrmMNA1LvircZswvumj3o7KfALqlNEqEeQ0TbNsRfaJ9BcCPDoiaoZXrc4aObdH\n8TrgFxGkzYaGhjB16tQAjii62u+qHBBzoBOjRlF7IxuP1xjkYrGY5WhVGLQ6QlevgwWDHFH7abXV\nmTnk2U3ZRvE64KdaU66zZs0K4Iiii4HOI1GtjSaOWxRBBoBMJoOurq7QnpSarZ1nLHxs18GCYY6o\nczQzmqcoSs1WZwx0tdldJznl2jgGOpc00881bDRNgyzLAIBisWg57RhWjTzXxnp5doWPGeSISKg1\nmidmLWq1OhNf65RWZ43ipgh3MNB5JGqBTqwfEyNd2Ww2MuU5nJ4YjfXy7AofM8gRkRO1iiMb1xjn\n83n9753Q6qxRtaZc26Edl58Y6DziRgstP1itHxsaGgr6sBpSLzw7KbPCIEdErbKbsv3xrn8f08+2\nnVudNYJlS9zDQOcS8wtSrJ0IKxHkZFkes34saqOLdsdrLrPCIEdEQfjsvovHfK1dW501otZ1RpZl\nduVpEAOdR8IaiowbAVKplOVGgLAeu1Pm3blWZVYY5IgoSO3c6qxR5mOO8vUnSAx0Lgl7KFIUBcVi\nseZGACFsx16PsY+uLMvI5/MAYF8UmIgopKLe6qwR9XYAh/GYw4yBzkXGIBSWNXTGHZ12GwHMohjo\nVFXFyMgIVFVFT08PiwITUduIWqszp+wCHUu9NIeBziNBhyLjjs5kMukoyAlBH3sjFEVBPp+HpmlI\nJpPo7u5mCRIi6ghhbHXmhpGREWSz2aAPI3IY6DwS1AidcUdnMpm03AhQTxQCnXEtYHd3t74m0IhB\njog6TRhanTlVa4fr+PHjXb+/dsdA5yJjEPJ7l6uT0hxOhTnQWU0hS5Kkd7UAGOSIiMz8anXWCJYs\ncRcDnUf8CkXm0hxWOzobFZb1f0bmkUfjFLJ4nhnkiIicq1Uc2aiRVmeNjObZBbo9e/awqHATGOhc\nZHxheh3ojKU54vG4K0FOCNMInTGw2o08frLngoCOjoiovdSasnXa6swc8hodzeMIXXMY6DxiLKXh\n5toDc401q9IcrQpDoHMSWDkiR0TkD6etzowhr16rM1FmxWx4eJiBrgkMdC4yj9C5SdM0vd8qsLfG\nWldXl2c7koIKdMbHKUkSa8kREYVUvdE8oVarMzGAEIvF8PLLL+Ooo47C0NAQDj30UL8eRttgoPOQ\nWIvWSpN7c7HcdDo9psaa24Latl6pVGo+TgY5IqLwc7o2L5/P67toR0dHcdlll+H1119HX18fDjnk\nELz++us47rjjcNxxx2HKlCmOrk2LFi3CmjVr0NfXh/7+fsufWbJkCdauXYtMJoP7778fs2fPbu6B\nhoyzwmTUlFZ3ulYqFYyMjCCXyyGVSmHcuHFIJpOeBy6/p1xlWa77OBnmiIii6+zxF+u/BNGjNplM\nYuLEifjtb3+LrVu34qMf/ShOPfVUDA4O4rbbbsOJJ56I/fbbD1u2bKl7PwsXLsTjjz9u+/21a9fi\njTfewJ/+9Cfcfffd+NKXvuTK4wsDjtC5yK32X7Iso1AoQFEUpNNpX0KckV+BzlhLLp1OW/aVZZAj\nImpPVmvMk8kkCoUCPv/5z+OII47Qv75jxw7ss88+dW9z3rx5GBgYsP3+6tWrsWDBAgDA3LlzMTQ0\nhB07dqCvr6/JRxEeDHQeajQYiSAny7JtwPGD14HOWEvOrq8sgxwRUXuxKm5sV4fOXLbErcC1bds2\nHHTQQfrfp0yZgm3btjHQUbVmR+iMI1WpVCqwICd4tUPX2I7Mrq8sgxwRUXsxBznB7hozPDzsWacI\nq2tyGNqduYGBzkP1Ap2iKCgWizVHqoLgxQ7deu3IGOTa2yH3xjFwiRL0YRCRz2qFOTuqqrpWV9Vs\n6tSpeOedd/S/b926FZMnT/bkvvzGQOciqxE6q44LVu2rrGrxBEmE0VbCnbmLBYMcEVFnsAtyZuZr\njBvLfcQMk5UzzzwTK1aswHnnnYf169djwoQJbTHdCjDQeSoWi0FR3h+VME45mttXhU0r6+jMxY9Z\nFJiIqHM4CXP1BgyaHUw4//zzsW7dOuzatQsHH3wwli1bhnK5DEmSsHjxYpxxxhn45S9/icMPPxyZ\nTAYrV65s6n7CiIHOZcYgZFyLVm/KMWyaCXRWxY9ZFJiIqDM4HZUD7Efi7LpHOPXQQw/V/Zk77rij\n6dsPMwY6j8myjMHBQds+pGHVzA7dfD4PVVXR09NjWfyYYY6IqP00EuSM7Ha4jhs3rtVD6kgMdC4T\n6+bE2jEAllOOYec00DmpmccgR0TUnpoNc7VKlni1w7XdRStlRECpVEIul0M8HkdPTw+KxWLkwhzg\nbIduvVIrDHJERO2p2SAn1Ap0EyZMaOm2O1X0kkYEiLVjohFxFNkFOic7dBnkiIjaV6thrhYGuuYx\n0LkslUrpO1tb7eUaJHOgM2/sYJAjIuosbgY5jtC5j4HOB253XPCL2KEr1gPabexgkCMiam9uj8rZ\nXRf37Nkzpu0XOcNA5zLjC1SSJFcK9AZFlmUMDQ0hHo+zlhwRUQfyanpV0zTL8iTDw8OYNGmSJ/fZ\n7hjoPOZ1o3u3iVpypVIJAJDNZllLjoiow3i5Tq6WoaEhjtA1iYHOZVbtv6IS6CqVCvL5PAAgmUxC\nVVWGOSKiDuNHmOMaOvcx0HnMrp9rmFjVkjOO0gEMckRE7c7PUTkGOvcx0LnM/AIN805XYy25dDpd\nVUtOjCwyyBERtT+/p1hrBTpOuTaHgc5jYZxyNdaSS6VSyGQyY95Ynx63MKCjIwren7/2QQDA5Bt+\nG/CREHkrqLVydkZGRtj6q0kMdB4LU6BTVRXFYhGlUolFgYmIOljQQc5uhE7TtMj0PA8bBjqXhXFT\nBIsCEzWGI3PUzv5j223I5XKIxWKIxWKIx+OIxWJ6qS2v2V0Tg75WRh0DnQeMIS7ITREsCkzUmGmf\n3xz0IRB5RozKiaLxqqpCURRUKhWoqqrXhhMBT/xyO+SJ0Tm7241i3dYwYKDzWCwWQ6VS8fU+NU1D\nuVxGoVBALBZjUWAiBxjmqJ39dM+9+p9FmIrFYlXXBlVV9V/GoGcMd8bRPLfJsszp1hYw0HnAPELn\n1zCyKApcKBQAAJlMZkwdOYBhjsiIQY7a2Y93/Ts0TYOiKHqfcRHoRKgTRGgzEiN54lepVIKqqvq/\nNY7mOZ2ytVs/Nzw8jPHjx7f4iDsXA53H/Ap0Isipqoqenh4kEokxbxgGOaL3MchRu/v58Eo9ZIkp\nVfG7ccoVeH8zgrhuiGAnSRLi8XjVyFmtKVvzdK3VaJ5doBscHGQNuhYw0HnA3M/Vy0BnVRSYQY7I\nHoMctbtV730fqqpidHQUAPSQJYKZCFlifbcYfTMGPmNNUvNontMp23K5rK/LM07Z2q0rZ1Hh1jDQ\necyrQGcsCpxKpaqKAgsMckTVGOaona0e/WHV38VImphuFR2AVFWtCnfxeLxqVscc7kQAUxRFD2jN\nTNkqigJZlvXbKxQKiMfjeP755zF58mTs2bOHga4FDHQeE4HOboi5UcaiwKwlR+QMgxy1O3OYA6pH\n0ozrqY0hT4ykic0P5qAnri9uTNmKYyiVSvrPq6qKlStXYt26dSgUCjjggAMwMjKC2bNnY/bs2Zgx\nYwaSyWTdx//YY4/hyiuvhKqqWLRoEb72ta9Vff+dd97BhRdeiMHBQaiqiuXLl+P0009v4pkOL6nO\n6BGLwjRBfAoRdu/ejQkTJowJXo3QNA2FQgGlUgnJZBLpdJpBLiDKqSdgx4ndQR9G6PU9X6r6+8Al\niu/HwCBH7c4qyDXDGNCMv4yBzLwBwmrK1pwprKZsS6USJEkaE9TuuusubN++HZMmTcLmzZuxefNm\nvPnmm/jFL36B0047zfbYVVXFkUceiSeffBKTJ0/GSSedhFWrVmH69On6z3zxi1/E8ccfjy9+8Yt4\n7bXXcMYZZ+DNN9905bnzme3IEEfofNBKP1fWkgsX5dQTAOwNKwx14cYwR+3OrTAH1N78YBzJE9Ou\nxpDX6JStGA0Uvwvlchnz5s3D2WefrX8tn8/XHQzZsGEDjjjiCBxyyCEAgM997nNYvXp1VaCLxWIY\nHh4GsHfzxZQpU1p8xsKHgc4DbnSLMNaSi8fjrCUXEvEnN+mhjsKJQY7anZtBrha7KVvzmjixLs84\nZZKEzUsAACAASURBVGsc0TP+m1KpBEVREIvF9H8vrpHvvvsuPvjBD1YdQ09PT93j3LZtGw466CD9\n71OnTsWGDRuqfua6667Dxz72Mdx2223I5/N44oknWnlqQomBzgeNBDpRS058KmEtufCJP7kJADD5\nyeqvi4buFAwGOWp3fgW5esS0q3GQwTxlW6lUqqZsJUnSCwdns9mq3a6yLOPRRx/F2rVr8fnPf77h\n47G6vpoHVh5++GEsXLgQX/nKV7B+/Xp84QtfwKuvvtrwfYUZA50Hmh2hE0EOAGvJRZBV/0+GvPcd\ncm/ck3V0DHLUCcIS5uzYTdmKjXyyLOujcrt27cIFF1yAo48+GkcccQTWrFmD6dOnY/PmzRg3blzD\n9z116lS8/fbb+t+3bt2KyZMnV/3Mfffdh8cffxwA8IEPfADFYhE7d+7Efvvt1+QjDh8GOh/UC3Sy\nLCOfz0NVVdaSazMMed5imKN2F/YgV4uok5pIJJDJZPTrWnd3N6666ir88pe/xMMPP4ydO3fiueee\nw3PPPafvbl24cCF6e3sd3c9JJ52E119/HQMDAzjwwAOxatUqPPzww1U/c8ghh+CJJ57AhRdeiNde\new2lUqmtwhzAQOcL424gI2MtuXQ6je7ubga5DsCQ1zoGOeoEUQ1zYlROdC4yr//+85//jO9///uY\nM2cOfv3rXyOdTiOfz+OVV17Biy++iBdffLGhnq7xeBx33HEHPvaxj+llS2bMmIHrrrsOJ510Ej7x\niU/gX//1X3HppZfi5ptvRiwWww9/GM3nthaWLfFIqfR+yYZCoQBN0/TFncZacqlUCqlUikGOxoh6\nyDOXLQFaL13CIEedIKpBTqwBLxaLSCaTYwYpZFnG3XffjdWrV+OWW27BiSeeGODRRhbLlvjNOM0q\nRuhUVUWxWESpVGJRYKqLI3nvY5CjThHVMGcclctkMmNG2H7/+99j6dKlOO200/D0009bbvaj1jDQ\n+USWZQwNDSGZTDLIUdM6MeQxzFEniGqQEyW2xECFeQ14uVzGTTfdhGeffRZ33nknZs6cGeDRtjcG\nOo+IUTlRFBgAiwKTJ9o15DHIUSeIapAD3l8HDmDMqJymaXjxxRfxta99DZ/97Gfxq1/9qqF1cdQ4\nBjqPlEol5HI5xGIxpNNplEolvpjJN1EOeQxy1CmiGuZEByPRU9w8KpfP57F8+XK89tpr+NGPfoRp\n06YFeLSdg5siPDIyMgJJkpBIJKAoCkZGRjBhwgTbn+dIHQXBy5DXzKYIhjnqBFENcsD7pUjEYIVx\n+ZCmafjNb36D//f//h+++MUv4qKLLmqphzlZ4qYIv6XTaSjK3ouXk8LCawoPjPkaQx55LSwjeQxy\n1CmiGuY0TUOxWESlUkEqlRpT+H54eBj/9E//hN27d+PRRx/FgQceGODRdiaO0HlElmU90Gmahj17\n9mDixIljypM0iiGPgtBMyHMyQscgR50iqkEOeH9ULh6PI5VKjRmV+9WvfoXvfOc7uOaaa/CZz3ym\n5esc1cQROr8ZX9Buvrg5kkdBcHskj0GOOkWUg5xxVC6dTo8pNbJr1y58/etfRzwex2OPPYZ99903\noCMlgCN0nlEUBbIs63/fs2ePZbkSrzDkURCMIc9qhA4A4k9u8utwiAIV5TBXqVT0tl3m4veapuE/\n//M/cdttt2HZsmU4/fTTOSrnH9snmoHOI6qqolKp6H8fHBxENpsd0wLFTwx5FATl1BMAMMhR54hy\nkBMF8BVFQTqdHnPNevfdd7F06VIceOCBuP766zFu3DjPjmXr1q1YsGABtm/fjng8jksvvRRLliwZ\n83NLlizB2rVrkclkcP/992P27NmeHVMIMND5zRzohoaG0NPTE7rq2Ax5RETuiWqYq9e2S1VVPPDA\nA1i5ciW+973vYf78+Z6Pym3fvh3bt2/H7NmzMTo6ihNOOAGrV6/G9OnT9Z9Zu3Yt7rjjDvzXf/0X\nnnvuOVxxxRVYv369p8cVMK6h85v5hR6LxerudPWbqqp4ZOfdY3rKMuQRETUmqkEOqN+2680338TV\nV1+N4447DuvWrUM6nfbluCZNmoRJkyYBALLZLGbMmIFt27ZVBbrVq1djwYIFAIC5c+diaGgIO3bs\nQF9fny/HGCYMdD5xUrrEL2Khq/gkZlzbp2kaVo/+EKqqAth73JIk4azshUEeMhFRaP3oz7cjl8sh\nHo/rv6JQf83YtiuZTKKnp6dqMEJRFNx99934+c9/jltuuQUnnXRSYMf61ltvYfPmzZg7d27V17dt\n24aDDjpI//uUKVOwbds2BjryThgCnajuLRa6GluRaZoGVVXHBDnh58MrUSwWIcuyXhn8U70XBfEw\niIhCYfXoD/Vzp6IoUBQFpVJJP48aA148Hh9zXg1SrbZdAPDaa69h6dKl+Ju/+Rs8/fTTSCaTQRwm\nAGB0dBTnnnsubr31VmSz2arvWV1Xw/Ic+42BziPmF1SQgU6sjcjn84jFYujt7dUXuoqTkaZp0DRt\nzAnH2OIlmUyit7dX/77VFANH8oio3RnPfZIk6YFNEOdTEfLK5TIURYGmaWNCXiwW8zWA1GvbVS6X\nccstt+CZZ57BHXfcgaOPPtq3Y7MiyzLOPfdcXHDBBTjrrLPGfH/q1Kl455139L9v3boVkydP9vMQ\nQ4OBzkPGECdJkv6pzU9i67mmafqmDONxiZOMJEljikWKofiuri5ks1lHUwgMeUTUzpyslRMfjGOx\nWNVGOONInizL+mieXyFPURT9g73VOf3FF1/EV7/6VXzmM5/BE088EYr+4xdffDFmzpyJK664wvL7\nZ555JlasWIHzzjsP69evx4QJEzpyuhXgLldPlctlPTiVSiVUKpUxw8VeEW9csfXc+CnMOL0qvmb8\nnizLKBaLiMViSKVSnrypGfKIKEq82vRgHMkTv1RVRSwWs5yybfY+xKicVduuQqGA5cuX45VXXsGK\nFStw2GGHufXwWvKb3/wG8+fPx6xZs/SQ/N3vfhcDAwOQJAmLFy8GAFx22WV47LHHkMlksHLlShx/\n/PEBH7mnWLYkCJVKRR+VE6Ndvb29nt6n2K1k3rkK1F8nJ4KcpmmW9Ye8pGka1+QRUSj5vYPVGPKM\no3rGkCf+XG/mpF7brt/+9rf45je/icWLF2PhwoWR2MzR4RjogmAMdGLq06sijJqmoVAooFQqobu7\nu+qNWy/IKYqiF5K0+vQWFIY8IgpSmEqRmDdfiF/GNXzmkbxabbtGRkZw3XXX4b333sPtt9/esevO\nIoiBLgjGQCfLMnK5HMaPH+/qfZh3rqbTacc7V1VV1aeCrRbHhhGnaonID2EKc3aM53hjyBPX9Vgs\nhu7ubhSLRX0nq6ZpeOKJJ/Av//IvWLp0KT772c+G/rxPVRjogiDLMhRFAbB3FGxkZAQTJkxw5bbF\npgUxlG6cIm1k52oikUB3d3ekh9kZ8ojILVEIcnbEkhtFUfQyI4qiYPny5bjnnnswc+ZMAHvLqSxf\nvhwf/OAHQ9e9iOpioAuCMdCpqorBwUHss88+Ld+uKEECoKqdmNXOVXOQM+5cNa+naCcMeUTUiCgH\nOWPbrkQiUbV2Wnx/1apV+OlPf4qDDjoIuVwOL7zwAgYGBjBz5kx87nOfw9KlSwN8BNQAtv4KgvEN\nZdyY0Ozwtljc6mTnqjHMGXeuSpJkWUSy3bB8ChE5FeUwZ2zb1dPTM2Yz2/bt27F06VL09fVh1apV\nVct+RkdH0d/frw88ULRxhM5DotaQsGfPnqo2W06pqop8Pq8vbjU2TW5k52oqlUJXVxfXSxgw5BF1\nrigHOXPbLuN1Adh73XjggQewcuVK3HDDDfjwhz/Mc3974AhdEFrtFqGqKorFor5z1dxzNYo7V8OG\nI3lEnSnKYa5e26633noLV111FY499lisW7cO6XQ6iMMkn3GEzkOqqqJSqeh/HxoaQiaTqVvfzbhz\nNZlMIp1OOw5yUdy5GgUMeUTtIcpBzjgqZ3V+VxQF99xzD372s5/h5ptvxsknnxzg0ZJHOEIXBvVG\n6Mw7V8eNGzemBInTnatOW3WRMxzJI4q2KAc5oH7brj/84Q+4+uqr8ZGPfARPP/20vsuVOgdH6Dwk\nApowMjKir3Uwa2Xnqtjd1O47V8NGPO+SJOn1/xjyiMInymGuXtuuSqWCW265BU8//TRWrFiBo48+\nOsCjJR9whC4MYrHYmBE6WZaRz+f1HUrGN6to/2IMcnY7V612N5E3xPpEVVXHbDThSB5ReEQ5yAHv\nVzawG5XbvHkzvvrVr+Kcc87Bk08+2fbVC6g2jtB5rFQq6X/O5/P6aI5Y1Mqdq9Hh5vpEhjwib0U5\nzGmaVrNtV6FQwPXXX4+XX34ZK1aswGGHHRbQkVIAWFg4KOVyWR+VE7WCJEnSF7Wm02nHQU5RFJRK\nJciyzJ2rPjIuRPayswZDHlHrohzkgPf7fnd1dVVdH4C956Lf/e53+MY3voFLL70UF198MZfYdB4G\nuqCIQKdpGkZHR/XRnWZ3rlrVGyJvGKe1Y7EYUqmU71MaDHlEzkU5zIkyVbIsWy6hGRkZwbe+9S3s\n2LEDt99+O6ZMmRLQkVLAGOiCUi6XUSwWUSgUIEkSYrEYent7AXRez9UoqbVOLkiapuFTvRcFfRhE\noRLlIOekbdeTTz6Jb3/727j66qtx3nnnheJcRIFhoAvKrl27oKoq0um0vi5CBDonO1fj8XggI0Od\nKop1/BjyqFNFOcgB1W270un0mFG53bt349prrwUA3HTTTdh///09PZ5FixZhzZo16OvrQ39//5jv\nP/PMMzjrrLMwbdo0AMDZZ5+Nb37zm54eE43BQBeUUqmkhzZZlpHL5ZDJZKp6utrtXBUjQ+Q9v9bJ\n+YVTtdTuohzmjB/arZbRaJqG1atX4+abb8Z1112Hv/u7v/Plg+Wzzz6LbDaLBQsW2Aa6f/u3f8Mv\nfvELz4+FbLFsSVDi8bg+EifKkIyOjiIej1f9Ep/UuHPVX+Z1clZtdKKI5VOoXUU5yAH123Zt374d\n11xzDfbff3888cQTGD9+vG/HNm/ePAwMDNT8mUbaV5K/GOg8JkKc2PDQ29urf01RFJTLZf178Xgc\nyWQy0iNDUSJOrCJEm0sDtBuGPIq6R3bejUqlgng8HrnzZL22Xaqq4sEHH8R9992HG264AX/9138d\nyg/169evx5w5czB58mTceOONmDlzZtCHRP+Hgc5jl1xyCf7yl7/g+OOPxwknnIATTjgB++23H/bs\n2YMbbrgBn/70pzFnzhx0dXVBVdWqkGcexYvFYqF8g0eNcTdZVNbJeYUhj6Lg58Mrqz4EK4oCAGPO\nkeb1yGFhHJWzKhA8MDCAq666CscccwzWrVuHnp6eIA6zrhNOOAEDAwPo6enB2rVr8alPfQpbtmwJ\n+rDo/3ANncc0TcPOnTuxceNGbNiwARs2bMCrr76KoaEhzJ8/HxdccAHmz5+PbDY7Zg2FoiiQZVk/\nkQFjT2BR+5QaJPOuYfNuMrLHkEdBsJteNS5hMf4CwhXy6rXtUhQF9957L37yk5/g5ptvxsknnxz4\nOWlgYACf/OQnLdfQmR166KHYtGkT9tlnHx+OjP4P19AFRZIk7L///vj4xz+O3bt3Y+XKlZgzZw4u\nv/xy7N69Gxs3bsTdd9+NXC6Hww8/XB/JmzVrFpLJZNWmCDGCV+tTKtfejSXWyRUKBcTj8bZZJ+cn\njuSR32qtlRMhLRaLVfW9Ni9nsTpHxmIxX2Y76rXt+uMf/4irr74aH/7wh7Fu3Tokk0lPj8cp8Txa\n2bFjB/r6+gAAGzZsgKZpDHMhwhE6n7zwwgv48pe/jBtvvBHz5s0b831FUbBlyxY899xz2LhxI15+\n+WWoqoqjjz4ac+bMwYknnoijjjqqKoiIN55xFE9RFMRiMctPqZ3IuE7OqiwAuYshj1rl9qYH4wdh\n8UvTNM+WtJjbdpk/ZFcqFdx666146qmncMcdd+CYY45p+T7dcv7552PdunXYtWsX+vr6sGzZMpTL\nZUiShMWLF2PFihW46667kEgkkE6ncfPNN2Pu3LlBH3anYdmSMDCWKnHys+VyGf39/fp07ZYtW5BK\npXDcccfpI3kHH3xw1Sc/UazYfAIzhryurq62X49nXCfHNmn+Mk4zdXd347P7Lg76kCgi/NrB6lXI\nM7btSqVSY0blXnrpJVxzzTU4++yzsWTJEn7ApGYw0LUD0T5s06ZN2LhxIzZu3Ih33nkHEyZM0Efx\nxKYLq/V4xl/tuunCGCbYJs1fxqltuwuawJE8MgpDKRJjyBN/dnqeNH6ATKfTY3bMF4tFXH/99Xjp\npZewYsUKHH744X4+NGovDHTtStM07Nq1Sx/F27hxI3bu3IkpU6boo3hz5syx3XQhfsmyrH9C7erq\nCsWC4kaYu2sYe+WS99yY2mbI60xhCHN2nHwYFlOsyWTSsm3X+vXr8Y1vfAMXX3wxLrnkEp6XqFUM\ndJ1E0zS88847+nq8F154AblcDocddhiOP/54nHjiifqmC3MdJCe7xsJ2QhKFgblOzn/G9UJelIBh\nyGtfYQ5ytRgrEJTLZX0DQTwex6uvvor+/n4cf/zx+Ku/+issX74c7777Lm6//XZMnTo14COnNsFA\n1+nEpgtROqWRTRfm8imSJFWN4gW16YLr5IJjHBGtN73qNoa8aItqkBOs2nYBe8+xv/vd7/CDH/wA\nmzdvxptvvokpU6bgox/9KE488UQcf/zxmDVrFlKpVMCPgCKOgY6qmTddbNy4EVu2bEF3dzeOPfZY\nvQhyM5suvA55XCcXLGOR1LD0G2bIi4aohzlVVZHP5wEA6XR6TPmjPXv24Nprr4WiKPjOd76Dd999\nFy+88AI2bdqETZs2YWhoCG+99VYAR05thIGO6tM0DblcTt90sWHDhqpNFyLk7b///mPWiaiqWjWK\n58WmiyBHhWjvxaxUKqFSqURiRJQhLzyiHuTqte3SNA2/+MUvcNNNN+Gf/umf8IlPfMLyvSHLcig+\nAFGkMdBRc8ybLp5//nm89957mDx5sr4eb/bs2ejt7W14Z62oz+QkFIh1ckB4RoU6hTFIJxIJdHd3\nRzJIa5qGT/VeFPRhdJyohznjiLTVqNz27dtxzTXXYN9998X3vvc9TJgwIYjDpM7BQEfuEZsuxHq8\nF198EaOjo/qmC9HpwjwV2symC66TC5YxSFtdzKKOo3jeiXqQq9e2S1VVPPzww7jnnntw/fXX4yMf\n+QjPTeQHBjrylnHTxcaNG9Hf3w9N0zBjxgx9JO/II48cM7J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2tqCgABqNBlu3bmVPNaL/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\n", 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5fB6rq6tGbpLeq4yaZDHlUDs3FCN7ZhM4RFPa/68UTdPw+uuvY3JyEplMBtvb21heXm6o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ObNm7nqqqu6fK177rmHm266iTvuuMNxCxaGElHZE4SBdtZmoFAoFGzcuJH/+7//46233uK6665D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\nPPHEE6IC1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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -98,15 +95,14 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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Q6XTgOA7W19c9pwyIhsjndBX4zJlfnPl+y1rP/TW3rTq2rbrv43zO3pbVhIFk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\nC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xcSwkbDc+ziwEez2+ookZERHp8xE1Z0+0PQFHYVwr2WwWFy9eHMCOhgMSe4Rn2DVBDgQC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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -145,7 +141,9 @@ "Hooray, the wave moved! Now, this little example is already very concise from a notational point of view and it teaches us quite a few key points about how to perform finite difference stencil computation via NumPy:\n", "* Due to the backward differencing scheme in space (more later) we use only three stencil point in this example: $u^{n}_{i, j}$, $u^{n}_{i-1, j}$ and $u^{n}_{i, j-1}$. These can be identified in the code through the array indices and correspond to `un[1:, 1:]`, `un[:-1, 1:]` and `un[1:, :-1]` respectively. \n", "* Two buffers for array data are used throughout: `un[...]` is read from, while `u[...]` is updated, where the line `un = u.copy()` performs a deep copy of the field to switch buffers between timesteps. Note that in some other finite difference tutorials the cost of this copy operation is sometimes amortised by using two pre-allocated buffers and switching the indices of them explicitly. \n", - "* The final four lines within the loop code show us how to implmement simple Dirichlet boundary condition by simply setting a value on the outermost rows and columns of our cartesian grid." + "* The final four lines within the loop code show us how to implmement simple Dirichlet boundary condition by simply setting a value on the outermost rows and columns of our cartesian grid.\n", + "\n", + "You may have noticed that the hat has not only moved to a different location, but has also changed its shape into a smooth bump. This is a little surprising, as the correct solution of the convection equation would be movement without shape change. The smooth shape is caused by numerical diffusion, a well-known limitation of low-order finite difference schemes. We will discuss this issue and some solutions later in this tutorial." ] }, { @@ -163,15 +161,13 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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NBn0YocVA1yJJkkLVz1X0WS0UCvr6uFrtuaIa6GphkCMKDjsh2BPnIHOBdpZW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\n+QjPTeQHBjrylnHTxcaNG9Hf3w9N0zBjxgx9JO/II48cM7J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2tqCgABqNBlu3bmVPNaL/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\n", 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5fB6rq6tGbpLeq4yaZDHlUDs3FCN7ZhM4RFPa/68UTdPw+uuvY3JyEplMBtvb21heXm6o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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -199,9 +195,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -231,9 +225,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -263,9 +255,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -276,25 +266,42 @@ " eliminate_intra_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", " factorize [flops: 4, elapsed: 0.01] >>\n", " finalize [flops: 4, elapsed: 0.00]\n", - " [Total elapsed: 0.02 s]\n", - "DLE: analyze [elapsed: 0.01] >>\n", + " [Total elapsed: 0.01 s]\n", + "DLE:Devito:DSE: extract_time_invariants [flops: 5, elapsed: 0.00] >>\n", + " eliminate_inter_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", + " eliminate_intra_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", + " factorize [flops: 4, elapsed: 0.01] >>\n", + " finalize [flops: 4, elapsed: 0.00]\n", + " [Total elapsed: 0.01 s]\n", + "DLE: analyze [elapsed: 0.02] >>\n", " avoid_denormals [elapsed: 0.00] >>\n", " loop_fission [elapsed: 0.00] >>\n", " create_elemental_functions [elapsed: 0.00] >>\n", - " loop_blocking [elapsed: 0.03] >>\n", - " simdize [elapsed: 1.16]\n", - " [Total elapsed: 1.20 s]\n", - "CustomCompiler: compiled /tmp/devito-1000/6aaf870464b3b177e4afd85a712be00325a70519.c [0.64 s]\n", + " loop_blocking [elapsed: 0.05] >>\n", + " simdize [elapsed: 0.03]\n", + " [Total elapsed: 0.10 s]\n", + "DLE:Devito:DLE: analyze [elapsed: 0.02] >>\n", + " avoid_denormals [elapsed: 0.00] >>\n", + " loop_fission [elapsed: 0.00] >>\n", + " create_elemental_functions [elapsed: 0.00] >>\n", + " loop_blocking [elapsed: 0.05] >>\n", + " simdize [elapsed: 0.03]\n", + " [Total elapsed: 0.10 s]\n", + "CustomCompiler: compiled /tmp/devito-1000/6aaf870464b3b177e4afd85a712be00325a70519.c [0.44 s]\n", + "INFO:Devito:CustomCompiler: compiled /tmp/devito-1000/6aaf870464b3b177e4afd85a712be00325a70519.c [0.44 s]\n", + "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n", + "Section main<101,80,80> with OI=0.49 computed in 0.000 s [Perf: 9.91 GFlops/s]\n", + "INFO:Devito:Section main<101,80,80> with OI=0.49 computed in 0.000 s [Perf: 9.91 GFlops/s]\n", "=========================================================================================\n", - "Section main<101,80,80> with OI=0.49 computed in 0.001 s [Perf: 4.54 GFlops/s]\n", - "=========================================================================================\n" + "INFO:Devito:=========================================================================================\n" ] }, { "data": { - "image/png": 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XcM0119ifuf/++/GDH/wATz75JL72ta/hN3/zN/Hwww9nd8AJIUFHxCZMxirrLZpGS6oy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zkij+M4iKKIiIgImM1mtwbBVqsVzz//PKZNm4bXXnutQ+YzAsAdd9yBtWvX4rnnnsPmzZulHnZE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\nV69eDfGqC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xMWE8/uabb+LZZ581QsLpdBqrq6tN4+OYE+jm+Dg77MK45Ow5g8QeBzrNx3OK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\nYH5+PgaDgR49eljUAHR2dm6xx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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -343,27 +350,31 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "CustomCompiler: compiled /tmp/devito-1000/79af1d1041662300b14c729f097a980d80c1827a.c [0.18 s]\n", + "CustomCompiler: compiled /tmp/devito-1000/79af1d1041662300b14c729f097a980d80c1827a.c [0.46 s]\n", + "INFO:Devito:CustomCompiler: compiled /tmp/devito-1000/79af1d1041662300b14c729f097a980d80c1827a.c [0.46 s]\n", "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n", "Section loop_y_1<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", + "INFO:Devito:Section loop_y_1<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", "Section loop_x_2<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", - "Section main<101,80,80> with OI=0.61 computed in 0.001 s [Perf: 5.33 GFlops/s]\n", - "=========================================================================================\n" + "INFO:Devito:Section loop_x_2<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", + "Section main<101,80,80> with OI=0.61 computed in 0.001 s [Perf: 3.48 GFlops/s]\n", + "INFO:Devito:Section main<101,80,80> with OI=0.61 computed in 0.001 s [Perf: 3.48 GFlops/s]\n", + "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n" ] }, { "data": { - "image/png": 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rVwTiqw6B4MUcC9wcj8fo9/uoVqtYW1tDs9kshZgDshFGmqah1+uh1+tBUZRM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\nxNWrV0O8K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At09u/Xb2isUiYrEY8vk85ufnO3ZA2bpufkfcFpCNQs5qbVGcPVH2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\nJxEOh3H2LJ9GqbzDuMw55FGhyIoTzCc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Ycqa1kCukI5D8gxGmO6kxnD3T3L+OF6n0KCTv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\n/O+sqayKm5tbi/1sL168yPz58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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -408,9 +419,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -477,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -501,9 +510,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.13" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/examples/cfd/test_01_convection_revisited.ipynb b/examples/cfd/test_01_convection_revisited.ipynb new file mode 100644 index 0000000000..e1335c13ee --- /dev/null +++ b/examples/cfd/test_01_convection_revisited.ipynb @@ -0,0 +1,489 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 1b: Linear convection in 2D, revisited\n", + "\n", + "We will now revisit the fhe first example of this tutorial with an example that is better suited to the numerical scheme used in Devito. As a reminder, the governing equation is:\n", + "\n", + "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n", + "\n", + "We then discretized this using forward differences in time and backward differences in space:\n", + "\n", + "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n", + "\n", + "In the previous example, the system was initialised with a hat function. As easy as this example seems, it actually highlights a few limitations of finite differences and related methods:\n", + " - The governing equation above contains spatial derivatives ($\\frac{\\partial u}{\\partial x}$ and $\\frac{\\partial u}{\\partial y}$). The hat, with its sharp corners, is discontinuous and therefore non-smooth, meaning that the derivatives do not exist at the corners of the hat. This means that the governing equation has no solution in the strict sense for this problem. Mathematically, this problem can be overcome by introducing weak solutions, which still exist in the presence of discontinuities, as long as the problem is smooth almost everywhere. The Finite Volume (FV), Finite Element (FEM) and related schemes are based on this weak form.\n", + " - The finite differences method only works well if finite differences are a good approximation of the derivatives. With the chosen discretisation above, this requires that $\\frac{u_{i,j}^n-u_{i-1,j}^n}{\\Delta x} \\approx \\frac{\\partial u}{\\partial x}$ and $\\frac{u_{i,j}^n-u_{i,j-1}^n}{\\Delta y} \\approx \\frac{\\partial u}{\\partial y}$. This is the case for systems with a smooth solution if $\\Delta x$ and $\\Delta y$ are sufficiently small. But if the solution is non-smooth, as in this example, then we can't expect much regardless of the grid size.\n", + " - First-order methods, such as the backward differences that we have used in this exampe, are known to create artificial diffusion. Higher-order schemes, such as central differences, avoid this problem. However, in the presence of discontinuities these methods introduce so-called spurious oscillations. These oscillations may even build up (grow infinitely) and cause the computation to diverge.\n", + " - Discontinuities can appear by themselves for some equations (such as the Burgers equation that we discuss next), even if the intial condition is smooth. In CFD, discontinuities appear for example as shocks in the simulation of transonic flow. For this reason, numerical schemes that behave well in the presence of discontinuities have been a research subject for a long time. A thorough discussion is beyond the scope of this tutorial, but can be found in [R. LeVeque (1992): Numerical Methods for Conservation Laws, 2nd ed., Birkhäuser Verlag, pp. 8-13].\n", + " \n", + "In the remainder of this example, we will reproduce the results from the previous example, only this time with a smooth initial condition. This lets us observe Devito in a setting for which it is better equipped.\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true, + "scrolled": true + }, + "outputs": [], + "source": [ + "from examples.cfd import plot_field, init_hat, init_smooth\n", + "import numpy as np\n", + "%matplotlib inline\n", + "\n", + "# Some variable declarations\n", + "nx = 81\n", + "ny = 81\n", + "nt = 100\n", + "c = 1.\n", + "dx = 2. / (nx - 1)\n", + "dy = 2. / (ny - 1)\n", + "sigma = .2\n", + "dt = sigma * dx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us now initialise the field with an infinitely smooth bump, as given by [J.A. Krakos (2012): Unsteady Adjoint Analysis for Output Sensitivity\n", + "and Mesh Adaptation, PhD thesis, p. 68] as $$\n", + "f(r)=\n", + "\\begin{cases}\n", + "\\frac{1}{A}e^{-1/(r-r^2)} &\\text{ for } 0 < r < 1,\\\\\n", + "0 &\\text{ else.}\n", + "\\end{cases}\n", + "$$\n", + "We use this with $A=100$, and define the initial condition in two dimensions as $$u^0(x,y)=1+f\\left(\\frac{2}{3}x\\right)*f\\left(\\frac{2}{3}y\\right).$$" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Wf8cE4Eib831RVTFi+hy7igbgxnZV3DzRPZ6iaTxdrHlLURrXc7NNDnEKj/Y0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\nJxAIBAKBQHAb8/8BCtGt+DfbNmkAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create field and assign initial conditions\n", + "u = np.empty((nx, ny))\n", + "init_smooth(field=u, dx=dx, dy=dy)\n", + "\n", + "# Plot initial condition\n", + "plot_field(u,zmax=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Solving this will again move the bump." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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rPp8PlUrF8e0C3Yk9o33Kfffdp9WDZDIZV6KRbnTOdrrN3d1dLC0twev1YmFh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OvtTheQEAJFUaz+rLdv30alUgHHcU25gJ1c3BuGESvYU1U16bEXsRLY66Gihr1u1y+VShgdHUWt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\nHY033njD7Pb29nY89NBDiI6OxtixY0Ut8F5//XVER0cjNjaW74VLEETnQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Repeat initialisation, so we can re-run the cell\n", + "init_smooth(field=u, dx=dx, dy=dy)\n", + "\n", + "for n in range(nt + 1):\n", + " # Copy previous result into a new buffer\n", + " un = u.copy()\n", + " \n", + " # Update the new result with a 3-point stencil\n", + " u[1:, 1:] = (un[1:, 1:] - (c * dt / dx * (un[1:, 1:] - un[1:, :-1])) -\n", + " (c * dt / dy * (un[1:, 1:] - un[:-1, 1:])))\n", + "\n", + " # Apply boundary conditions\n", + " u[0, :] = 1.\n", + " u[-1, :] = 1.\n", + " u[:, 0] = 1.\n", + " u[:, -1] = 1.\n", + "\n", + "plot_field(u, zmax=4.)\n", + "\n", + "# A small sanity check for auto-testing\n", + "assert (u[45:55, 45:55] > 1.8).all()\n", + "u_ref = u.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hooray, the wave moved! It looks like the solver works much better for this example: The wave has not noticeably changed its shape." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Devito implementation\n", + "Again, we can re-create this via a Devito operator. Let's fill the initial buffer with smooth data and look at it:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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eCDMvtsmaPlgEebD8JpPX/N2BPOl5BW+p9F7sl1ZdmMwwemNjA5VKBXt7ewDq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0ZolIrjOM20+OAHP+h43zfeeCNGR0ct73/yySdxxx13gOM4nDx5EslkEtPT09i8eXOjLyuwhGKv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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from devito import TimeData\n", + "\n", + "u = TimeData(name='u', shape=(nx, ny))\n", + "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", + "\n", + "plot_field(u.data[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We again create the discretised equation as shown below. Note that the equation is still the same, only the initial condition has changed." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Eq(-u(t, x, y)/s + u(t + s, x, y)/s + 2.0*u(t, x, y)/h - 1.0*u(t, x, y - h)/h - 1.0*u(t, x - h, y)/h, 0)\n" + ] + } + ], + "source": [ + "from sympy import Eq\n", + "\n", + "eq = Eq(u.dt + c*u.dxl + c*u.dyl)\n", + "\n", + "print(eq)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "SymPy can re-organise this equation just like in the previous example." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(h*u(t, x, y) - 2.0*s*u(t, x, y) + 1.0*s*u(t, x, y - h) + 1.0*s*u(t, x - h, y))/h\n" + ] + } + ], + "source": [ + "from sympy import solve\n", + "\n", + "stencil = solve(eq, u.forward, rational=False)[0]\n", + "\n", + "print(stencil)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now use this stencil expression to create an operator to apply to our data object:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DSE: extract_time_invariants [flops: 5, elapsed: 0.00] >>\n", + " eliminate_inter_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", + " eliminate_intra_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", + " factorize [flops: 4, elapsed: 0.00] >>\n", + " finalize [flops: 4, elapsed: 0.00]\n", + " [Total elapsed: 0.01 s]\n", + "DLE:Devito:DSE: extract_time_invariants [flops: 5, elapsed: 0.00] >>\n", + " eliminate_inter_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", + " eliminate_intra_stencil_redundancies [flops: 5, elapsed: 0.00] >>\n", + " factorize [flops: 4, elapsed: 0.00] >>\n", + " finalize [flops: 4, elapsed: 0.00]\n", + " [Total elapsed: 0.01 s]\n", + "DLE: analyze [elapsed: 0.00] >>\n", + " avoid_denormals [elapsed: 0.00] >>\n", + " loop_fission [elapsed: 0.00] >>\n", + " create_elemental_functions [elapsed: 0.01] >>\n", + " loop_blocking [elapsed: 0.02] >>\n", + " simdize [elapsed: 0.00]\n", + " [Total elapsed: 0.03 s]\n", + "DLE:Devito:DLE: analyze [elapsed: 0.00] >>\n", + " avoid_denormals [elapsed: 0.00] >>\n", + " loop_fission [elapsed: 0.00] >>\n", + " create_elemental_functions [elapsed: 0.01] >>\n", + " loop_blocking [elapsed: 0.02] >>\n", + " simdize [elapsed: 0.00]\n", + " [Total elapsed: 0.03 s]\n", + "CustomCompiler: compiled /tmp/devito-1000/6aaf870464b3b177e4afd85a712be00325a70519.c [0.44 s]\n", + "INFO:Devito:CustomCompiler: compiled /tmp/devito-1000/6aaf870464b3b177e4afd85a712be00325a70519.c [0.44 s]\n", + "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n", + "Section main<101,80,80> with OI=0.49 computed in 0.000 s [Perf: 8.95 GFlops/s]\n", + "INFO:Devito:Section main<101,80,80> with OI=0.49 computed in 0.000 s [Perf: 8.95 GFlops/s]\n", + "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n" + ] + }, + { + "data": { + "image/png": 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UKhXb1wW6E3t6+5T77rtPrQfJZDKORCOd6JztdM10Oo2VlRW43W4sLi421DnZ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\nQADUajUaGhpw+vRpfPrpp6isrATQXET93//+N8aPH8+24rMlL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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sympy.abc import h, s\n", + "from devito import Operator, time\n", + "\n", + "# Reset our initial condition in both buffers.\n", + "# This is required to avoid 0s propagating into\n", + "# our solution, which has a background value of 1.\n", + "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", + "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", + "\n", + "# Create an operator that updates the forward stencil point\n", + "op = Operator(Eq(u.forward, stencil), subs={h: dx, s:dt})\n", + "\n", + "# Apply the operator for a number of timesteps\n", + "op(time=nt+1)\n", + "\n", + "plot_field(u.data[0, :, :], zmax=4)\n", + "\n", + "# Some small sanity checks for the testing framework\n", + "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", + "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, this looks just like the result from NumPy. Since this example is just like the one before, the low-level treatment of boundaries is also unchanged." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "CustomCompiler: compiled /tmp/devito-1000/79af1d1041662300b14c729f097a980d80c1827a.c [0.16 s]\n", + "INFO:Devito:CustomCompiler: compiled /tmp/devito-1000/79af1d1041662300b14c729f097a980d80c1827a.c [0.16 s]\n", + "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n", + "Section loop_y_1<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", + "INFO:Devito:Section loop_y_1<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", + "Section loop_x_2<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", + "INFO:Devito:Section loop_x_2<101,81> with OI=0.00 computed in 0.000 s [Perf: 0.00 GFlops/s]\n", + "Section main<101,80,80> with OI=0.61 computed in 0.000 s [Perf: 9.26 GFlops/s]\n", + "INFO:Devito:Section main<101,80,80> with OI=0.61 computed in 0.000 s [Perf: 9.26 GFlops/s]\n", + "=========================================================================================\n", + "INFO:Devito:=========================================================================================\n" + ] + }, + { + "data": { + "image/png": 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vf6PlsQPN+eseqIf7zEr0McyCrxOJ3BUsTb5m+3vexBVv63kUnb1eGRsbw9zc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PYilt3ZkyQpFNhjs135UCYhBOfPn296206KuiG0k/iGyFu2bIkbIi9H+QzZmrdF0fwXmm40k0sl\nAUUFxIRxguV669lBj4VyqY/WKm5yyteTspXfLN9MuYnKW3vFaFjwZwe+ZiUVNNcwdpAqXDcxV4+J\nd/eknLW3oaBRM5RrPt4jDO8UypXyssva7jJz9gTBzBdlDjMpq8Z9omjm8ZkuNAAKFUTsADTdgD4A\nIIIlh49ybwERiHMxxzKVlwvY3d2NjRs3AgDOnj2LQ4cOIZfL4fXXX8ff/M3fYGRkBHNzc7j//vtx\n+PBh82/Tpk11cwEfeOABPPvss9iwYQNeffXVmuWUUjzyyCN47rnn0NXVhS984Qs4cuRI8y+4jRXD\nXgtkn4/bzCxYWZYxOjqK+fl57N6925ztGrWihD1CCHRdt7h1MzMzGB8fx/r16+OGyMtRfiCvsp4l\nTy9RCYGJYtUhUQTQlDPoWeSS+ykWquv57c8HVMK8jQ6eD/ib5OHPDn724gy7S1azraxBD5oNxIiD\n0yflNajdvPNZu3Enh08sue+EWLK6e2IltKs75O4Jig7dY2oJUakrbCbTCtd6hXq6e1JWBuxPI6DG\n3as+sdXdsxRpiMT4TCTRcJ0BA/R4V68SviUAKH/cFIXK95SDQz8OHhGWhbvnVwwCv5H+nHlfIpHA\n6tWr8Za3vAVvectbQCnF7bffjj/8wz/ET37yE3zve9/DE088gb179+JTn/qU5/bvv/9+PPzww7jv\nvvscl3/rW9/C0NAQhoaGcPr0aTz00EM4ffp0eC+wDRXDXouVSCSQyWQCP47PV9u5cyf27t3b0obN\nUcIe23YikcDc3ByGh4drmj7HkLeM5BKyZcuoTk3AIwkJVNdBEgnjRGgHvY4koCju3/UK4DmFcgFA\nKFbDuTzoueXqSXmlIcfOKX+tUSXSVThVrqs/5N4Og0xSToPa41GIobCZwVbgCyLe3ePz9ezABwBC\nWbcAn9sIO2PfnZcxd89PYQ1guHt8Xl49maFcN1XcPRP4uPuqoFd5Hyp5fESSnB0+dpGjW18L/5up\nCeuuIOD72tzfQlEUc6ylpmnm75wV7hFCcMMNN+CGG27Ar/3ar/ne9tve9jaMj4+7Ln/mmWdw3333\ngRCCEydOYHFxETMzM9i8eXOzL6ttFcNeC2R39oKEcVVVxcTEBGZnZ2vy1dyei3fJwlKUYCmKIubn\n5zE5OYnOzk5L0+cY8paRPNw8CwCaTp7AhW0FI09PFI0TJwd6YG2KKt9Be66U3eFjjW950POSUFYh\n+Okq5NFMOSolMgoIBZSeYIdqBiL1gI9Jymue/e4ayd/zK7u7Z3cXvdw9y3q8u1eRBfR0BHL3hIIM\nvSsJoSRDTyVBSorhMFf+BVB197gQL0QBQAX82P0M2vTaJ7PCncD+s6LCubyeyT0NwEjTYRf3O3bs\nMI/1DPKuXLkSuFODX01PT2P79u3m7W3btmF6ejqGvVjhyS/saZqGyclJXLx4Edu2bcNtt93mC+Ci\n7OMXhbLZLNLpNDRNs/QDjCFvGakRyKPUcPN0vVqQoenGbfY9538nFeirSYqvqKZAo1j/Nyaw/C3e\n8fPp6kU5KcNJzMkKCn2AAXx2l81JTg2O+ZYrDPjsIVy3ClyxpNe0kGHunqerl1c9Q7vJtGzmVTq1\nYQEAUEDMN5Ybzbt7Qt64ChAKxr+E/VusfHdYKFbTgWS1mMgS0hUEw8FWVOPihj0Pe2wl388Od44O\n3zIr2rDrj5//HZw6dQrJZBLlchmSJGH//v1YtWqVaSjouo7nn38ef/AHf4CjR48u8R6vHMWw12LV\ngz2vogQ/Wi6wxzdE7uvrQ39/P3p6ekApBaUUd3U751rEajPVCdma/xVF4+QkimZoiyW2m6AnClXQ\nY9sixOruyTLQIRnuigP0+XHzhIIM6uM31ap8PeuT2k74NlhKVkK8Sm/98C6vRE6tC4qCokNQ4Ong\nSQXNcVycUNZqZhC7Pk+5FlJq3D3bbebuST5DslJOdu6zV8fdY3BXfeJK7p5ADHeOOXVmTl8l904U\nALmybyyPT1XNixeqaQbwyYrRo0/mCkUqbVcsRRt6NWTbTtM3GhVz8yil5vlt48aNIIRgcnISTz75\nJP71X/8VAwMDWFxcRKlUwj/90z/h0KFDkezP1q1bMTU1Zd6+cOECtm7dGslztYti2GuB+BCoW+6b\nruu4ePEiJiYmsHHjRktRQhBF2bQZaH6ub7lctlQRr127Fm+++SZUVY175S0nOcy1ZSclE/qoXnXz\nGOjB6KFn9CSTjOUM9ICqUyJIxkmTn4Ury0DCCKPZxZw8HvT4/xNZNfqhAVbQC1Cw0U5KZBUovQnX\nfD3Hx3DAJyjujwszZCuWNWg+IRDwzuPjRTTd0d0jOjULcvw2VhbyZfdCDccH2IDPaRmDQC68azp5\nlIKwYjS98t3XeNDjXLx6bVmWAfQx0MvlcnjjjTdw3XXX4fjx4xYT49ChQ9i+fTu++MUv4sCBA0gk\nEnjooYeQz+fR39+PD3zgA7jzzjtD26e77roLn/70p/Grv/qrOH36NPr6+lZ0CBeIYa/lsoMSpRSz\ns7MYGxvDunXrcMsttzTlyrWqkCKovBoii6KIXC6H+7f/Xti7HCsqsZNMgNYq0KlRbVs5ERLRmB9K\nkgnreoQ4g57l+asnvnrAIxRkX1W4nqHZJcjXq6dEVgF0CrXH+nv0ej8SOdUXfLm1XGH5dFqqdht2\nd8+tR55UUB37+wmKXnObd/ektGxUx3pIzJWr7rCbOHfPdPIccvdq+u4xd6/mSTl3T9Mdgc8M3QKV\nixvRKNSgNoBzg7tlKAZ5mqZhbGwM8/Pz2LdvX81Up/HxcXz4wx/Gli1b8Oyzz2Lt2rXmMl3XMTo6\nGvicc++99+L555/H3Nwctm3bho997GOmCfLggw/i5MmTeO655zAwMICuri58/vOfb/LVtr9IwATI\n5f3tWyJpmmYBsBdeeAG33XYbLl++jNHRUaxatQr9/f1m5WkzGh4eRm9vr9m/KEydO3cO+/fvN4sn\n/MjeEHnLli1xQ+SVIB+Q51h1a++tl0xU850Aawg0IRn99Rj08Qd8/rjFQaHFzVO4QfSWvDxnZ88O\neyyMK+bLlv2qgUIv98i2TO2pcyFXJ4xbA3IcEDDos68jOMwFJqoOtbv6ftpBC3AeE8cXTzDgE8pW\nqGPAx8MeD5hSoTL+zAZ8zJGzNLtOsM+AVbDaPiOuJ6JQ5C4IOOBzcveEokNFjoNJZlbm8p+LvdiC\nUqBUNr6HpbLxPZVlI2evLBsNwRXFuLiRFUenj982dZpU5BXS5Za3gxjkAcD8/DzOnz+PzZs3Y/v2\n7Za8c0VR8JnPfAb//M//jE984hP4uZ/7uZZ2mFhB8vWmxc5ei0UphaqqOH36NHp7e3HzzTcjlUqF\ntv2wmja7bduva8hyDycnJ7F169a4IfJKko/WKgCXpydxoFcJ3wIw/s/CV+x7xQMdD3q8KuFcY31u\nuaoBCdFInueAwRX0bLLka4Vczc4k5awOpQX+mgA9Y9sKtM4g4+IUC/DZJRZUaF2NnSLsrh4L5zLQ\n86uaPnwadXT3hLxDHz23bfJunmUB6rt7TMVSZQXuPqXy2tjxl32nKzl8JsRVnD/mbIMQc7IG4N1Y\nud2bLjPQUxQF58+fhyzLOHz4cI1BcO7cOXz0ox/FO97xDrzwwguBDIRYjSmGvRaIXa3Mz89jeHgY\nmqZh//796OvrC/25oszZ8wN7fFh6/fr1OHHiRNwQeaXIb9Utl7OHSn6eCXpAtTeeJJmJ6wAqo9HU\nKgwysZMoe7xHSIcU/U9IEMoKwPGdaxg3gHMXSJRCylodprrOn4eIrkPKy1C7vbdBOKcvCPDZW6Iw\noLP3GLQ7feb6tvv5aRl842uiahZ3z6uqlmg6SKny/eCLL7iqbpa7V1N84SS3VixOcOckFro1CziM\n0C4hAijVLaFexzAuYA3lOrh8jsC3xD34+AKM2dlZjI+Po7+/Hxs2bLC4dblcDn/2Z3+Gl156CU89\n9VRkBRixahXDXgtUKBTw4x//GJIk4cCBAxgaGmoo782PJElqakKHl0RRhOYUYgDMeYZxQ+QVKC/I\nY8uZK2GbdctAj7IxU4lquNYCeoRUnRBeDPRcmiCjJNcud1sX1RYaxv4Fb7kStZjz1wz0sZFg9aCv\nur5imR8MwJwfDHg7fEJZhZZyqIouq9Bt1dJCUQVN1s8XtItomtWRdXH3vOQIek6VufzzFsvuAMXy\n9xjUORVr2IDPLETij6F8PiBghHE95uO2Y2UuA71CoYA33ngDqVQKx44ds5zjKKX47ne/i8ceewzv\nf//78Zd/+ZeBukzEal4x7LVAHR0d2LNnj5mYGrX71mpnb2FhAUNDQ0ilUjh8+DC6uroAxJC3IuSz\n6hZAzRg06MaJzgQ9QTDHSAGo9h4DqkUarDcZ+z+vSp8yAJVcKB+HL0UFYT8Hv6FZj/UCQWETrp+U\nk0140Hoay+VNpEvQfAAfUXSIig6tjsPnd9ScWPIfqhVkHUJRrmmXw9w9lodXA3zs8QVjudkmx8Hd\nY6DntxULccrnMxdyUOcGfNycXKqq1nC7Vi3cIELlt+EnjOu1bIlcPb458uTkJC5duoQ9e/Zg9erV\nlvUuXbqE3//934eiKPjmN7+Jbdu2tXxfY8Ww1xJJkmSpQIoS9hKJROTVuEzZbBZDQ0MAgP3796O3\ntxdADHkrSj6qbtkyviADADcHlANBSaqeCNnDK6BHVbWaacyDHKVVhw8wQM+PiiV3IBR9gt9SiXOJ\nxJzRGkTnwc1n3paYly3ARxyKNarrKq7AJ8gaIGvQuriijrLxmYgl/+4ekTVHd48oWg3wCV4heY0a\nYfg6EnIlE7rrtWIhTu6fE0g5uXj2vnmAEbYFaqEQqO21x54LWBZhXAZ66XQab775ptlJgi/A0HUd\nX/7yl/GZz3wGjz32GO6+++64AGMJFcPeEmip8+qa2baiKCgUChgeHka5XMbg4CBWrVoFAOZom7hX\n3gpTPXePd/bYCYfL0TNbrHCgZzp0AjEHxZMaJ6/yG2H3W6po+cIMtRq6VRTr5A0f8nTrIszXCyo2\n8UN3cOuIwxguJrHyOD8un5hXQD2mV7g+rgJ8dlePAZ9QrN7PAx8PdHbgI6pucRN5d08oWlusEF2v\ncfeY6+dHjqBnLnQAqbJsjPOT5drPsgJ3Zp4edx8IAZVlI53BySWEdz+9pQ7jMshTVRXDw8PI5/M4\nePAguru7LeudP38eH/nIR7B37158//vfN88RsZZOMey1QParmahDrVFtm1KKmZkZzM7Omg2R2WuL\nGyKvQDlAXnWR9TvtGMIFDJhjoMeLb56MKuhRWTHy+Oygx0t2COGWKidr3rHj1/EZwiUlBbSrGjYl\nfI4fIdYeB7b3QO9uvnWSHwl5GUTXoXk8n5ODJ2bK0LtsPfkcWq4IJQV6ytnhEwuKxd2zLHMJ3zIH\nMIj8jLuzjNazPz5Xrn4+LMSKWnfPM2TrpBK3PnOYHZsrc8Any0bVuKqaKQ2Ufb/Zvvi8QF8qV+/x\n0/8dvb29mJ+fR6lUwsTEBHbs2IG9e/dazm/lchlPPPEEvvnNb+KJJ57AW9/61tjNaxPFsNciEUJM\n5yuRSERWRBGFs8caIs/OzqK7uxtHjhyxQF4csl1h8oA8Y7FzCBewQR+fdF6BO8tyVpyhqM6OBQ9r\nmlYFREmqhs0aaZEiy0Bnpd1RsWQDVVIDeH5lKQIgIYKgy3lcrDyfF/SZqrRtEQpKDfA5iQc+vlgD\nMIAvSO6iUFKhJ2vDuULJIVfPh7tHZO74xlfdVtw9SxGOh0ihWPe7Xl1ZALyO2Q7AR1W1epHDclP5\nyRlMtuO1VwiXLW8l8P2vzOeRy+UwPz+Pn/70p+Y4zitXruDUqVPI5XI4duwY0uk0Hn30UbzrXe/C\nCy+80PYjO681tXniyspUlGFcIcT+YJqmYXR0FGfOnEFnZyduvPFGpFIpE1w1TcMvd/16DHorTVSv\n/jku5ioGuXXNkC57nE7NIg2gCnrmSUxRrUUXQLU6FzBmjbI/P+JdPdV2oiyWqoAag6gAACAASURB\nVH/8ba+KQC/QCzhRQ8iXq3+5kncbkDohXnvIVswW/bUVYftSUCAUnN9TwgGG4DCWrrqs9oJSKKmO\n9wOAIDvfzze+Nte1taPhXUqhIHvmHQo5Dsh4ILL3MCxU1vMDSOWy8ed0bOW/I3zj7cp3lvIgxy6Q\nFbVanavpzmkSbl0P7NW67DVEAHrP5J7GM7mnQQhBOp3G7Ows9u3bh7e//e247bbbsHfvXqxevRo/\n/vGP8cEPfhC/8iu/AkIILl26hKeffhpnz55t2tSYmprCz/7sz+LAgQM4ePAgPvWpT9WsQynF7/7u\n72JgYAA33ngjzp07Zy57+umnMTg4iMHBQTz99NM1j72WFDt7LZLd2Ytyfm2z0nUd09PTmJycxJYt\nW8yGyLlcDoqiQNO0GPCucTmORasutN6uNE52RBjbY83qXHuhB5OfClxZMU7MLOTm151rcbiJB7Qw\nQsBCvgy9u8MThniJ2RL0lLf7IpQU91BpSYXuVJjB3e8KfyXnXD3iUcnrmoNXcfeIH0evWKodN0Cd\ngQtlh+1xs25NVVw9BniO83LZfhLiPHaNCFbAW+JcPX6e7euvv45Vq1bhlltuMdulEEKQSqWQz+dx\n6tQpPPLII/jN3/xNZLNZ/OQnP8HLL7+Mv/3bv8Wdd96J97znPQ3vhyRJ+OQnP4kjR44gm83i6NGj\nuOOOO3DgwAFznW9961sYGhrC0NAQTp8+jYceeginT5/G/Pw8Pvaxj+HFF18EIQRHjx7FXXfdVVMt\nfK0ohr0lUCtgj1IaOFfC3hD51ltvNXslUUohiiL+6LZPRLG7sdpVthOh58QMWysWywmUAzZzcgBg\nPfH66bvFV+KKApCsJMlz7S481WgVbpDfUgPQaAG/rsbDX0K+DKJR6zY8ZuUKJdkT+IiigXYINfdV\nH2+AnR3qnEBQkGvDua5SdcsoOzvA1oR3edDjc/l0roddoejvs3GCPF424KP26nCnHD7YXD6+IMPH\n97ZVoVv7PNuFhQXs27fP7LTAdPHiRXz0ox9FV1cXvvOd72DTpk0AgL6+Ptx+++24/fbbQ9mfzZs3\nY/PmzQCA3t5e7N+/H9PT0xbYe+aZZ3DfffeBEIITJ05gcXERMzMzeP7553HHHXdgzZo1AIA77rgD\n3/72t3HvvfeGsm/LTTHstUg8eEVZMQsYoVxd1303rYwbIsdylEsVrgl1XhBorFxdj41FEwXn/D0+\nlMvCvapqnDid1meyt68ArE6U18m90RBulNKpUVzAbtp67HlV3fISCrJvaGTAR9xyxMoKaId7np+b\neydmjJA55QBPkFVjew65ejVQygGfORnFDda5IgxH8RMwnNZjFzX1QI+trije7W844KuZlME/p+sT\nOMwzjhD4nObZbtmyBceOHbOcuzRNw1NPPYUvfOELePzxx3Hy5MmWFWCMj4/jpZdewvHjxy33T09P\nY/v27ebtbdu2YXp62vX+a1Ux7C2Bonb22Pb9wF7cEDmWo/wkrnMwx5+E3Mao2d296naoJUmd+mlL\nwp/0/XbiVxRAdAmXlsrVoo16CpivZ1HAlitC1oAUvdtl32zwx8/PZWFP3QHU7GDnVCxhWb8O8HmJ\nyKoF+IDaQgzjPhXUYRay2wg85u6Zy3mQ4929fNH6mTkBHwv518l5pjwMOoVj+XX5Yzx7PkprHGiz\nIEOnnnmyLgs899ePGOjJsozz589DVVXcdNNNNTPbX3vtNXz4wx/Grbfeih/+8Ifo6elp+rn9KpfL\n4Z577sETTzxh6Vkby79i2FsCRX0l5Mc59GqITCnFXd33RbqPsdpcLs2UjUU2sLOt69SDz+Lucb31\nAHeHjz8hO7p6qCTCC7Zt2asAZa5FBt86w+4AMvfH9tx1XT4GEp0pYxtd4Q91F/JVZ4pvDVNXmg6h\nUIbu4zFCUYHeWQU6e/EEKTvn77HqWDvQ2dehScnYBrf9aq6eUrnPGfj412O5aMgVvWGffaZ8ONeu\nkksImBN1c/x44GNznd2OvR7HZK+CDJcFrtvyK36e7czMDCYmJhzn2RaLRfzFX/wF/uM//gOf/vSn\ncezYsaafO4gURcE999yD9773vbj77rtrlm/duhVTU1Pm7QsXLmDr1q3YunUrnn/+ecv9b3/721uw\nx+2puBq3RWplryEv2CsUCvjJT36CN954A/39/Thy5Ah6e3tNyNM0LQa9WFV5VPq5Onh1llnW8wI9\nVTX/qCxX/zQNVFYqoOfwu5Jl409RnMO8gLeDE+S3yj8/A4tC0frnVzVVls63SaHsrxiB381C2bMl\nCcuJE4qKZ4874jG1gm+JQlyqb2se41CNa1meL9UWRLCLBgZpPCjx71mhaL3tVJ1bqv8+uoIeE3+s\n5S9i2HfMq+qWVdfaljlW3VYX1t3neuLn2b700ktIp9M4duwYNm7caGmr9f3vfx/veMc7sG7dOvzg\nBz9oOehRSvG+970P+/fvx0c+8hHHde666y588YtfBKUUP/rRj9DX14fNmzfjzjvvxHe+8x0sLCxg\nYWEB3/nOd3DnnXe2dP/bSbGzt4RqpIjCj5waK5fLZYyMjCCdTmNwcLCmIXIcso3lKhdYc3TwKut7\nLbM3XDbuJ5aTOnHLu/Nwcdzcv5pthLXMr+zA5zdcXEek4vbRTsPJJB6FGExCrmiu77leUamZhcvA\njA/p2qHOvK2o1T6KbFmuWHMfUHX1qs9juHvEayyeF6RR6j5Sj3f43LbBuXt1QY/J4eKaKg7AW8mx\ncwQ55oy7FWyECHm6rmNiYgKXL1/G3r17ayZcXL16FX/0R3+Ey5cv41/+5V/Q39/f9HM3oh/+8If4\n0pe+hEOHDuGmm24CADz++OOYnJwEADz44IM4efIknnvuOQwMDKCrqwuf//znAQBr1qzBH//xH+OW\nW24BAPzJn/yJWaxxLYr4yo+pKviMn1gAjB8XD2Bnz57F4cOHI2k8OTo6is7OTmzevNlsiDw3N4f+\n/v6aK7cY8mIFkpeDZ1vutazGkeNDtl4FFk5Nm9mqLiHgmtt2V88rZBtirz1XMfjz6ey53k7acuo0\nBzjgq0g7PWbmVvoU0pR7WNe40+E94CHH3jfRfh9zCiVbCx4n2OM/t1K5tliDff5OLXf4/8tyXYin\nfnKqXfo/OkIev9yj+tZPZa6xYjDw4wswFhcX8eabb2LDhg24/vrra+bZfv3rX8cnP/lJPProo7j3\n3ntD7d0aKxL5OhDFzt4SiYVao4A9SZIgyzLGxsZw8eJF7NixAydOnDB/tDHkxWpI9WbkGndUl/Ft\nwyQORHyCHtW02mUOTWqNbQqgTnBjXw8A4Z01WTFmnC6liqUq6LF9qwd2btvht2GXvZijKIN2Jj37\n8pGSYgG+wGIOHw9GDq4fVM0CfCRfMP7D91VkjpsZvrXm70HTrKDJixVluIX12Wpl2R/EO4BeM5Bn\nzpfmizU81gsip3m2N9xwQ80824mJCXz4wx/G5s2b8b3vfQ/r1q0L/Fyx2lcx7LVI9nBtVBW5uq4j\nnU5jbm4OO3fuNBsiAzHkxWpSLkUbjm1XrCtU260IBNCsy/iAgSXSEEV4VSCW0BwhgjXk5/ZaOloz\n99ZSJJLyeE47/PEgwbZR70JS00FylXX5Xnu26SOkpDi3PGFwwzuKdYDHsp4daBjw8UDGih6YCkWr\nw8cDHwMwvvKV/56Uy67LLL3yvIo5/E5z4RQ0LBsW6D32/UdQLpdx7tw5CIKATCaD7du3Y8+ePRa3\nTlEUfPazn8XXvvY1fPzjH8fP//zPx/NsV6Bi2FsihQ17fEPkrq4ubN68Gbt27TKXxZAXKxTVqc6t\nWd0zj862LcEl7AZbaNeuBostiNfz28WDgpO8wKxR8TllQd1HSo199gupJdkKfE774vYaZaU2hMyr\nUHSefGIHubr7WHk/7BWzmu7eUNvu6PGQ59Wbzw58YUIeEAz0mnDzSqWSOc92y5YtyGazOH36NB59\n9FHs2LED27dvx3e/+12cPHkSL7zwAjo7w68kj9UeinP2WiRKKWTuipXPq2t2u6whcl9fH3bv3o1C\noYCZmRns378/hrxY0cqr0tYLnoK4g/Z1ebCol09kCfXaADII7DXqdKQ6vEEJ8G7OCziHdO3bs4OF\n/TEdHe5VrUyq6ryf9ovSVAeQK9QCKAMi+/3s8ZJD/l7N/ZVjpC2HD5Lk3jaHPcYtZ9MpNMvylutB\nnEDqgp5T+DYUN68JyKOUYmpqChcvXjQL8nhdvHgRjz/+ON544w1s2bIFFy9eRKlUwt69e3HTTTfh\n4YcfrgnzBtEDDzyAZ599Fhs2bMCrr75as/zjH/84/vEf/xGAEV5+/fXXceXKFaxZswY7d+5Eb28v\nRFGEJEl48cUXG96Pa0S+Dk4x7LVQZS58xKqJduzY0fD2+IbIrBIJMHrojYyMxKPNYrVGQYGvCdAL\nAmSebiC3Pkkm6+dphRXWcoKpRmCP35YTWNSEeXXbYxxAgs+H5PfTKQLBQr082PFQxO63P5aBnR2g\nJKk2n44HvrJcW4nNPl8n2AOMz8wrRE+IN+y5tK9qKDevBc2SGehls1m88cYbWLVqFfr7+y3N9Sml\n+O53v4vHHnsMv/Vbv4UPfehD5nJVVXH+/Hm8/PLLeM973mOOymxE3//+99HT04P77rvPEfZ4/du/\n/Rv+6q/+Cv/+7/8OANi5cydefPHFOGfQv+ICjXYTIcTMSUokEigWA/Tg4uTVEJltOwa9WC2T2yB5\n1J7MalqxwCjk8Az3MoVV/QpY87XskOECiSSMQg57uw9KG88HZNuyFzu4gZ7lMbYTuR1smBtZcGiX\nwuf0lWUD7OzQxO63S3XI1QOAokNzZJbDx4BN06zr6Lp1v23LaalkdW+50Cy15/c57adNXpDXDiFb\nTdMwOjqKxcVFx3m2ly5dwqOPPopyuYxvfvOb2LZtm2W5JEk4cOCAZe5so3rb296G8fFxX+t+5Stf\nuWbn1bZSMewtkRKJBDKZTKDHFAoFDA8Po1QqYc+ePZbeSKwh8rt67w95T2PF8iEP4GPycvCMylun\nx1dPooR69NsL4uo16NLVDLznN9kMCPK93Ozg56f9Cg9aXrlzTLruL5+P9QdkkOM22aLs0sqEPZ5/\nHNuWE9zbYQ4wik0EwXkdxQHYKstZEQ6leg3w8dNbago1ZNnxu9MQ6HmAWxigx7dTuXr1KoaGhrB1\n69aaeba6ruPLX/4ynnzySTz22GO455572qYAo1Ao4Nvf/jY+/elPm/cRQvALv/ALIITggx/8ID7w\ngQ8s4R6uHMWw10LZnT2/BRp8Q+SBgQGsW7cu7pUXa9nJ6QRnAmBQUORPsLaKXgCWNizEa/zW/9/e\nuYdFWaYN/DcwyGkAQZEQNBUQUEkOklq7rmlkq2XZ+pW2m5Va9lVfppullWibZprllprZl6ZtKnVl\nfppLHjLRTQsBydREDiIqoqAoR4fDzHx/0LzNMAMMihzv33V5XfDO877zzDDO/OZ+nvu+a3OdNcWs\nieB1CWB94mcLxkxcWxJGjPfl6FizFGqavVt7f5/x2taW9ozyZHqb6d/HWqkV4+215c6a8FkkZOjM\n51db2K5pzaLApsKnRHFNr/fb+cbbDHq9InxNGc27GUu2xn62Op3Oaj/bjIwMZsyYQXBwMP/5z38s\niie3NN988w133nmnWbHjH374AT8/P/Lz84mJiSEkJIRhw4a14CzbByJ7LYQtsldVVcXp06cpKCig\nd+/ehIaGiuQJrZe6PrTqETmD3mB1adf03AZLuzQ0LdMP7DqupWpMVqit91tLAC3kr6H90rXLsGgr\nbM/KrWu51hrlv9W0M4qQtZItRqGrqqr7msb3M2u31yVN17SWyRhG4TN9fzTtavHbcbOlf0XYfjvH\npEtLzc168zkYZdGulgQaL6fXW9/XaLy9FSRgGPvZBgQE0K1bN7NxlZWV/POf/2T79u3885//5M47\n72w10TxT4uLiLJZw/fz8AOjWrRvjxo3j0KFDIntNgJTGbkZM/7PV179Wp9ORnZ3NoUOHcHJyYsiQ\nIfj6+iqRQZ1Ox/0uj4noCW0DY39dKx9uDYqcQV/TC7eOfw1FBM2obxm5urrmn2kP3qoq2zop2Iih\notL8X2PKeRjlzUQgDVqt+RhrAmLsE2zEWsSuNhUV1pMyjFRV/X577fcw4xKxNep4v6td1w+sPLbf\nrm3696gtXIaKSkuBNkpWHbJp/Duboatb9JTXncUN1l/fdfa4vQHRKysr4/DhwxQXFxMdHW0megaD\ngcTEREaOHImdnR0HDhzgD3/4Q6sUvaKiIvbt28cDDzygHCsrK6OkpET5edeuXQwYMKClptiukMhe\nC2EtsqfX68nNzeXMmTN0795dCiIL7QcbEzh+H27Dh5NJseY6h9iS+GH1RJNlwDrER3UD2YrKtWsJ\nn1JWpr4MXVPhMy0QXTs6aSo+RuEzvW4nh7rr08HvUTxrkqbTg67CPCpnKpK1a+gZr2F63PSxm3TQ\nMD7fBp3O7O+nRGhNl2h/G2P2PJou6xrv14rsKHv3TMe34mieXq9XVnpCQkLw8PAwG1dUVMT8+fNJ\nT09nw4YNhISENPq+moqJEyeSkJDApUuX8Pf354033lA+75555hkAtmzZwj333GNW4uXixYuMGzcO\nqMkOfvTRR7n33nub/wG0Q6T0SjOi0+nMonkHDx7kjjvuMCuI7O3tTa9evZS0d5E8oV3TmMiccoqq\n0edZlcd6Cz5ffySkKSQQvb6mJEwdGGpLg4lYKMJYV5TL9Do6nXndQiufBwadzlIka0uR2t62qKHx\nmlXV1kVcbW8h18ZxdS7HKxJY6zVRW85UKvPkjNrUESluacmD+vvZGgwGvvnmGxYuXMj06dOZPHmy\n9LPtWEjpldaOwWCgoKBAKYgcFRWF42+bskXyhA7Bdezza+x5dUYJ6/oQv8H9exay0lj5+02aau8j\nq0/+zO6/skqRNlU92blGiTFGxayNVcb8Jkkqtdpq9MtQUWmRCGMqZ9aSZGpH7gAMxuVqk/ZsBmPP\nW7OyK7+VUam9D6/2vj5TKapL9ExfB7VaAraU6P1fyTqgZt92ZmYm165dIywsTKmlauT8+fO89NJL\nODs7s3v3bm655ZZG35fQMZDIXjNiGtm7evUqSUlJ+Pj4mBVENhgMGAwGxrpOasmpCkLroLF9eOu6\nzPUu59amiRI56hXAhiJktcXJqmDUqm9oZd4WImNFEK3JTu3OI7XHGMWudiZrnceNkbvaMmYUPtPx\npn/HWku0hnqWbOtMhqlD5hqbOdtUkrc09XVKSkqUAvwVFRX4+PjQo0cPXF1dlb13Op2ONWvWsHbt\nWt566y3GjBnTKvflCc2CdNBobej1egoLC5WCyFqtlujoaBwcHJSSLFIrTxBommVaW85rCgm8EQFU\nBOu3qJ0tS6G137Pr26tnxOS6qk6d6kgyqHWevZW/gWlJm9/ut6F9k7+fW0+5FbAsrwIW4laz7NzJ\nYh+h1TmoVJZRSNPXSROI3s0op6LVaklLS8POzg5vb2+0Wi0lJSUsWbKEjIwMevfuTWZmJuHh4Xzw\nwQdN2mmioTZnCQkJPPDAA0rf9YceeojY2FgAduzYwfTp09HpdEydOpXZs2c32byEehHZa20UFRXx\nyy+/EBQUhKenJ6mpqQQHB+Ps7IxOp8NgMCjfzkT4BMEKbUUCbRHAet576ywF09D7tVptZa9eLfEw\n3m56H/UJojGSWFfyQu2IkqlEGZ/H2mJV13E7O+sSplJZRhDtGlhqVYSx1mumruicxR4/u/rH38R+\ntn379jWrPQdw7do1Fi1aRHJyMoMGDaKwsJDjx4+j0+no168f06dPJyoqqtH3b0pDbc4SEhJYunQp\n27dvNzuu0+no27cvu3fvxt/fn+joaDZt2tQk3TiEBpE9e60Nd3d3oqOjFaFTq9WUl5cryRgqlUq5\nbWvpesrLy8nKyqKqqoqAgAAm+b3QYnMXhFaBtQ/TBur4WQ5v+L3R6vJlYwTQ2v6wRkQAay9pqqxJ\nnLXzTPb5qRwc6o8UVtexPArm59maAKFWWx6rR8Ss7tmzstcOfns+akf59HrblmdNuruY/l1VtbJ6\nLTDoldeP2dgmiuaZJmAY+9l6enoSHR1t0c/2P//5D3PmzGHixIns3r3brG9tZWUlJ06cwNvbu1H3\nb43GtDkz5dChQwQGBtKnTx8AJkyYwNatW0X2WhEie82MsVaeXq/H29ubzMxMqqurcXV1xd3dHXd3\ndxwdHTlz5gwlJSUEBATQpUsXwPzNwYgkcAgdnkYmeVxvuZe6Ikg2S6DFnjTb5dFg0lO2ro4ghlpi\nZ6gySdQwiqa1bFu9XpG7ugTRoNMpAlXnfsM69syZCZZxf54x8cN4zdrSZ5yPnUl5HePcrZVJaWh5\n1kTcfj9kqFfQTMfXKXi/XbuxmPazNXZHCg0NRaPRmI0rLCzk9ddf58KFC3z11VcEBARYXKtTp04M\nHDiw0XO4Xn788UcGDhxI9+7dWbp0Kf379yc3N5cePXooY/z9/UlMTGy2OQkNI7LXjFy5coXLly/j\n4+ODnZ0dXbt2xdvbG4PBQHl5OVeuXCEjI4OysjIcHBzw8PCgpKQElUqFu7s7aiuRARFAQaiD1h4F\ntCYldZ1nKh51JD5YTszkHGM2bR1S9fu1awTRdBnZonhxXdG3WtdS2dtbnlvXPrm6jldVWxbDNhgs\ny6QYn58m2FdXr9jZeI26MH2/vnTpEpmZmfj5+REUFGTRz/arr77i3Xff5ZVXXuHRRx9tFeVUIiMj\nycnJQaPREB8fz4MPPqjsQRdaNyJ7zUhmZiZz587l/Pnz+Pv7ExERQWRkJCEhIaxfv56srCzefvtt\nunfvjkqloqysjOLiYvLz88nKykKn06HRaHBzc1OigPZWPhxEAAWhDpogCtisAmhvX3+BZWrJnzGp\noo7lTbN51ZO1araMXHuccYxJVK626MHvJV3MEj1Mo3ENHTceq9X6THmOTMqkWO7n+y1DtymSLWw8\nvyGM78sVFRWkp6ej1+ut9rPNyclh5syZ+Pj4sHfv3iZNwLhR3N3dlZ9Hjx7Ns88+y6VLl/Dz8+Ps\n2bPKbefOnVPangmtA0nQaAH0ej05OTn89NNPrF+/np9++onQ0FC6du1KZGQkERERRERE0LVrV4tv\ne0YBLC4upqSkBL1ej0ajUeTPzc3NqgBaQwRQEOrhJieD2Lr8ayohNi8ZG2WkvvGmcmNvV0eSRq0x\nYCUBxGB+O9TbicImTPbZmR3W6Sye53qFztbkDFtF7wYTMM6fP8+ZM2es9rOtrq5m1apVxMXF8c47\n7zBy5MgWKady+vRp7rvvPqsJGhcuXMDHxweVSsWhQ4cYP348OTk5SoLGnj178PPzIzo6mo0bN9K/\nf/9mn38HRBI0Wit2dnacOHGCd999l1GjRhEXF4e7uztZWVkkJSWxf/9+li1bxpUrV+jTp48SAYyI\niMDT0xM3NzflW5Ner6e0tJTi4mLOnz9PaWkpBoPBTAA1Go1EAAWhsdQqsNvw8MZFAW2J/lnsM6sd\nwbImc6ZCYi0zFiyjhdaSNWqP0enrl8iGBM/a82k619rZrya3Wds/p7JTNZwRa4Oc1XkNG0WxPkz7\n2aalpaHRaIiOjrbYkvPzzz8zc+ZM7rrrLg4ePIizs3Oj76spaKjN2VdffcWqVatQq9U4OzsTFxeH\nSqVCrVazYsUKRo0ahU6nY/LkySJ6rQyJ7LUQCQkJBAcH4+vrW+cYnU5Heno6SUlJJCcnK82vg4KC\niIyMJDIykvDwcNzd3S0igCUlJUr0z9hY2nT5V6PR2LwHRARQ6LBcRzu3+i/XyEjNTYguGvQGS0m0\nZXnb1j2Q9QmcDXOrOa2R2a+NLJNikyjeAKb9bLOzs7l8+TLBwcEW/WzLysp46623SEpKYuXKlc2a\naCG0G6TOXnukurqaEydOkJycTHJyMqmpqZSXlxMcHKxEAAcOHIhGozETQJ1Op0QAi4uLKS0tRaVS\nmQmgq6urVQHU6/WcP3+es2fP4ufnh7+/P+Pcn2zOhy0IrQNboz2NkLRGCeANXvd6M5FtvMN698LV\nJ3B1ypc1GhA6m0SxEddtDKarJVeuXCE9PR0fHx969uxp0c/2u+++IzY2lqlTp/Lss8/avP1GEGoh\nstdRqKqq4vjx4yQlJZGSksLPP/9MRUUF/fr1Izw8XBFAZ2dnCwE0RgCNAmhnZ2e2/6+8vJzs7Gy6\ndu1Kr169rGYEG5EIoCDUQ3MLYG15sfH+bdkT15BINpggYXmy5Rytzb+pEisailheB0bRq6qqIiMj\nA61WS2hoqMWSbH5+PrNnz+batWusWLHCrGSJIFwHInsdmYqKCo4ePaoI4JEjR9DpdAwYMECJAIaF\nheHo6GgmgNXV1ZSUlHDx4kUuXryIwWDA2dmZzp07K1FA0x6NDSECKAj1cJ0CZopFlMze3jaBsSVK\n2dAyLcZs3HqWRK9D4KxxQzJp7b6biLcSX6a0tBSo2Y9dXl6On58ft956q1nxY71ez+eff87KlSuJ\njY1l/Pjx0s9WaApE9gRzrl27xpEjR5Ql4GPHjqFSqQgLC1MEsLq6mnnz5jFp0iTuu+8+NBoNVVVV\nZhHA8vJy7O3tlQigu7s7Li4uNr1xifwJQgM0QgBtkZ0mWaK1lUbu0bOVRkmd5clNN5FaGKN5165d\n48SJE9jZ2eHl5UV5eTklJSX84x//ACAgIIDk5GTCwsJ4//336dy5c5PNoaF+ths2bGDx4sUYDAbc\n3NxYtWqVsjewV69eSgUHtVpNcnJyk81LaDZE9oT6MRZzTk1NZc+ePXz++eeUlpbSt29fZQ9gREQE\noaGhZt9QoWapwih/RgF0cHAwE8Day8Z1IQIoCA3QhIkiTbFMa8uYxkpmky8Dmx5vYkwTMM6ePUte\nXp7Vfrbl5eUsWrSIpKQk/Pz8uHTpEvn5+fTs2ZOIiAieeOIJpcXY9dJQzS7/mAAAIABJREFUP9uD\nBw8SGhqKp6cn3377LfPnz1e6W/Tq1Yvk5ORWVctPaDRSekWoH5VKhb29Pbt27eLf//43S5Ys4YEH\nHqC0tJTDhw+TnJzM+++/z4kTJ3ByciI8PJyIiAiioqLo27cvXbp0UVq5QU2PRmMG8MWLFykvL6dT\np05mAujk5GQhgFICRhAa4Dr331m/lA09dptgTF1y2FT3bzLY+s83AdP3quLiYtLS0ujSpYvVfraH\nDh1i1qxZ3H///ezevRtHR0fltrNnz5KamlrvHmhbaaif7R133KH8PGTIEM6dO3fD9ym0PSSy18HR\n6XRs2rSJRx55xCJ6Z8RgMFBUVERKSoqyBzA9PR03NzdFACMjIwkMDLTIKKuoqDArAn3t2jUcHR3N\nBLD2vsG6EAEUhHqwJemgiUvJNCs3UNKlKTCKXnV1NVlZWZSUlBASEmLRz7a4uJj58+dz8uRJPvzw\nQ0JDQ2/63OorhGzK0qVLSUtL45NPPgGgd+/eeHp6olKpmDZtGk8//fRNn6vQ5MgyrnDzMBgMFBYW\nmglgZmYmnp6eyvJvZGQkvXv3tijnotVqzfYAarVanJycLATQGnq9ntzcXM6dO0ePHj14LuS15ni4\ngtB+sSWbtz5JrKPbRYO0sLzZimk0r6CggKysLPz9/fHz8zP7kmowGPj3v//NggUL+J//+R+mTJnS\nbP1sbZG9vXv38uyzz/LDDz8oKzK5ubn4+fmRn59PTEwMy5cvZ9iwYc0yZ6HJENkTmheDwUBBQQHJ\nycmKAGZnZ+Pt7W3WBcRazSnTCGBxcTEVFRU4Ozub1QEsLi4mKyurwTIwEgEUhBvAlgzZhsbchNIm\nLYFpP9uTJ08CEBwcbPFlNC8vj5deeolOnTrx/vvvc8sttzTrPBuSvV9++YVx48bx7bff0rdvX6tj\n5s+fj0aj4aWXXrqZUxWaHpE9oeUxGAzk5eWZCeCZM2fo3r27UgMwKioKX19fCwHUarUUFxdTUFBA\nQUEBAB4eHkrLOHd3dzp16mTTPEQABUGwFdN+trm5uZw9e5bAwEC8vb3Nxul0OtauXcvatWtZuHAh\nY8aMaXX9bM+cOcOIESP47LPPzPbvlZWVodfrcXNzo6ysjJiYGGJjY7n33nubc+rCjSOyJ7ROjEux\npgJ4/vx5/P39lQhgZGQkJSUlzJkzh8cff5zhw4ej0Wi4du2aWQSwqqoKFxcXsyXguvYe1kYEUBAE\nU0yXbEtLS0lLS8PNzY2AgACLlYRff/2VGTNmEBUVxYIFCyz27jUXpv1sfXx8LPrZTp06lc2bN3Pr\nrbcCKCVWTp06xbhx44CafYiPPvoor70m22LaICJ7zcWOHTuYPn06Op2OqVOnMnv2bLPbKyoqmDRp\nEikpKXTp0oUvvviCXr16AbBo0SLWrFmDvb09H3zwAaNGjWqBR9Dy6PV6cnJySEpK4sCBA2zduhWt\nVktUVBRRUVGKBHbt2tVin0x5eblZEkh1dbWFANqa9SYCKAgdE6Po6XQ6Tp8+zeXLlwkJCcHd3d1s\nnFarZcmSJezdu5cVK1YQHR3dEtMVBCMie82BTqejb9++7N69G39/f6Kjo9m0aRP9+vVTxnz44Yf8\n8ssvfPTRR8TFxbFlyxa++OILfv31VyZOnMihQ4c4f/48d999N+np6R22R2JVVRUff/wxH3/8MS+8\n8AKTJk3i9OnTJCUlkZycTEpKCoWFhQQEBJjtATRmkxkxGAyUlZUp8ldcXIxOp8PV1dWsFZwIoCAI\nptG8wsJC0tPT8fX1pUePHhZbS/7zn//w6quvMmHCBGbMmGHzKoIg3ESkzl5zcOjQIQIDA5XCmBMm\nTGDr1q1msrd161bmz58PwPjx43n++ecxGAxs3bqVCRMm4OjoSO/evQkMDOTQoUMMHTq0JR5Ki1Nd\nXU1ZWRkHDhxQlkSCgoIICgri0UcfBWrkOj09naSkJHbv3s2SJUsoKioiKChIWf4NDw/H3d3dbFlF\nr9crEcCLFy+SkZGBXq9Ho9GYCaA10ZY6gILQPjHtZ5uenk5lZaXSR9yUwsJC5s6dy/nz5/nyyy8J\nDAxsiekKwnUjsneD5ObmmjWy9vf3V6qTWxujVqvx8PDg8uXL5ObmMmTIELNzc3Nzm2firRBnZ2de\nfvnlesfY29sTGhpKaGgokyZNAmokMS0tjaSkJLZv386bb75JeXm50gUkMjKSgQMHotFo0Gg0dO/e\nHagRQGMEMC8vj/T0dAwGg5kAajSaegWwrKyMjIwM7OzsmHvHu038jAiCcDN4dc+zaDQacnJyqKqq\nIj8/nz59+uDj42O2SqDX69m8eTNLly7l5Zdf5q9//WuzlVMRhKZEZE9o86jVagYMGMCAAQN48skn\ngZpv6sePHycpKYmvv/6a2NhYKioqCA0NVQTwtttuQ6PR4Obmhp+fH1Dz5l5aWkpxcTG5ubmUlJQA\nKNm/bm5uuLm5odPpOHXqFMXFxQQFBdG5c2eJAApCG2Br6Xr0ej2XL18mIyMDqPkSefr0aVJSUjh0\n6BCDBg2iR48eLFiwAG9vb/bu3SstxYQ2jcjeDeLn58fZs2eV38+dO6eIQ+0x/v7+VFdXU1RURJcu\nXWw6V7g+HBwcCA8PJzw8nKeeegqoSZQ5evQoSUlJbNq0idmzZ6PT6RgwYIAigGFhYYrYGdHpdIoA\nnj17litXrlBZWYmHh4dSMkav11v9xi8CKAitA9N+tmfOnOHChQtKz1jj8bNnz5Kdnc2aNWs4evQo\nLi4uuLi48PHHHyvbRLp163bDc5k8eTLbt2+nW7duVsulGAwGpk+fTnx8PC4uLqxbt47IyEgA1q9f\nz4IFCwB4/fXXefxxeT8RGkYSNG6Q6upq+vbty549e/Dz8yM6OpqNGzfSv39/ZczKlSs5evSokqDx\n9ddf8+WXX3L8+HEeffRRJUFj5MiRZGRkdNgEjZZAq9Vy5MgRJQnk2LFjqFQqwsLCFAHs168fDg4O\nfPHFF5w7d46HHnqIHj16mGUBl5aWYmdnZ1YE2tXV1eYlHxFAQbg5mH7hKioq4uTJk3Tp0sVqd5+f\nf/6ZmTNnctdddxEbG4ujoyNZWVkcPnyYw4cPk5eXx2effXbDc9q/fz8ajYZJkyZZlb34+HiWL19O\nfHw8iYmJTJ8+ncTERAoLCxk0aBDJycmoVCqioqJISUlRhFXokEiCRnOgVqtZsWIFo0aNQqfTMXny\nZPr3709sbCyDBg1i7NixTJkyhccee4zAwEC8vLyIi4sDoH///jz88MP069cPtVrNypUrb0j0GioB\n89577/HJJ5+gVqvx9vZm7dq1Su0le3t7wsLCAOjZsyfbtm277nm0JZycnBg8eDCDBw8Gfi/lkpqa\nSnJyMh999BHJyckUFRXRo0cPxo0bR1lZGSqVis6dO9O5c2flWtXV1Ur2b05ODqWlpdjb21sIoLWi\nqxIBFISmp3Y/29LSUvr374+rq6vZuLKyMt566y2SkpJYvXo1AwcOVG4zJok98sgjTTavYcOGcfr0\n6brnvXUrkyZNQqVSMWTIEK5evUpeXh4JCQnExMTg5eUFQExMDDt27GDixIlNNjehfSKRvXaCLSVg\n9u7dy+DBg3FxcWHVqlUkJCTwxRdfAKDRaCgtLW2p6bdKLl68yNy5c8nMzGTevHkYDAalBMyJEydw\ncnIiPDyciIgIoqKi6Nu3r0U5l+rqarMagGVlZdjb25vVAHRxcbG56r4IoCA0TO1+tpmZmfTs2ZPu\n3btblGnas2cPc+fOZcqUKTz33HPNtrJSX9eL++67j9mzZ/OHP/wBgJEjR7J48WISEhLQarW8/vrr\nALz55ps4OztLi7OOjUT2OhK2lIC56667lJ+HDBnC559/3uzzbEssX76ce++9l3HjxikfEMOHDwdq\nPiSKiopISUkhKSmJxYsXk56ejpubmyKAkZGRSjTX+E0capJHjBHArKwsysvLUavVZgLo7OwsEUBB\nuA5M+9mmpaVhZ2dHZGSkRT/b/Px85syZQ3l5Odu3bzerqiAI7Q2RvXaCLSVgTFmzZg1//vOfld+1\nWi2DBg1CrVYze/ZsHnzwwZs637aAcRO0NYzLuCNHjmTkyJFAjQAWFhYqAvjmm2+SmZmJp6cnERER\nSi/gPn36WAhgZWWlIoAXL16kvLycTp06mQmgk5NTgwJYVlZGeno68//4zyZ8JgSh9WPaz/bcuXPk\n5uYSGBhokUWr1+vZsGEDK1asIDY2lvHjx7dIP9v6qCt5z8/Pj4SEBLPjxi+gglAfInsdkM8//5zk\n5GT27dunHMvJycHPz49Tp04xYsQIwsLCCAgIaMFZtj1UKhVdunThnnvu4Z577gFqPngKCgqUPsBf\nf/012dnZeHt7m3UB6dmzJ126dKFLly7K9SorK5Ul4Ly8PK5du4ajo6NSAsZUAKuqqsjOzubq1asE\nBQVJBFDoMNTuZ3vixAk8PDyIjo62WJLNzMxkxowZBAUFsX///lab2DB27FhWrFjBhAkTSExMVDL/\nR40axauvvsqVK1cA2LVrF4sWLWrh2QptAZG9doKtZVy+++47Fi5cyL59+8yWNYxj+/Tpw/Dhw0lN\nTRXZawJUKhXdunVj9OjRjB49GqgRwLy8PEUAN2zYwJkzZ+jevbsS/YuKisLX15euXbuaRSYqKioU\nATx//jxarVY5fsstt3Dbbbfh5ORkdS4igEJ7w7SfbXZ2NoWFhYSGhuLm5mY2rrKykg8++ICtW7ey\nbNky/vjHP7ZoNG/ixIkkJCRw6dIl/P39eeONN6iqqgLgmWeeYfTo0cTHxxMYGIiLiwuffvopAF5e\nXsydO1fpxxsbG2u2QiAIdSEJGu0EW0rApKamMn78eHbs2EFQUJBy/MqVK7i4uODo6MilS5cYOnSo\nxX4/4eai1+vJzc1VBDAlJYXz58/j7++vRAAjIyPNKvzv2rULBwcHfHx88PT0VLqBVFRU4OTkZLYE\nXHu/Ul2I/AltAWv9bLt3706PHj0sJO7QoUO89NJL3H///cyePdvm/wttlWPHjvH0009z8OBBAA4f\nPsysWbPYs2dPC89MuEnY9K1FZK8dER8fz4svvqiUgHnttdfMSsDcfffdHD16FF9fX+D3EisHDx5k\n2rRpSnHgF198kSlTptzQXBoqA7Nu3TpmzZqlRBSff/55pk6dCkjRUCN6vZ6cnBylBmBKSgoXL17E\nx8eH4uJiVCoV7777LpGRkRYZhlqtVskANgqgs7OzmQB26tTJpnmIAAqtCaPoVVZWkpGRQWVlJSEh\nIRb9bIuLi3njjTdIS0vjww8/JDQ0tCWm2+zo9Xq6d+9Obm4u9vb2DB8+nPfee08pyiy0O0T2hJbB\nljIw69atIzk5mRUrVpidK0VD66a8vJwlS5awefNmxowZQ2VlJSkpKRQWFhIQEGC2B9DT07NOATT+\nq6ysxMXFxUwAHRwcbJqLCKDQ3MQVfKRsUbhw4QKnT5+mT58+dOvWzeK1/u9//5sFCxYoXyI7Wj/b\nkSNHsmzZMjIyMti2bRvr11tu4RDaDVJ6RWgZbCkDUxc7d+6UoqFWqK6u5u6772bixIkcPnzYTMp0\nOh0ZGRkkJSXx3XffsWTJEoqKiggKClKWf8PDw5WSLj4+PkDNh+K1a9coLi7m8uXLZGdnU11dbSaA\nbm5uVgVQ9v8JzcX/nnqHkpIS0tLSKC8vp6qqCicnJ3r27IlGo8FgMCiyl5eXx6xZs3BwcGDnzp3K\nKkZHY8iQIRw4cIAPP/yQHTt2tPR0hFaAyJ7Q5NhaBmbz5s3s37+fvn37smzZMnr06GH13Nzc3GaZ\nd2tGrVazb98+q+Jlb29PSEgIISEhPPbYY0CNHKalpZGUlMT27dt58803KS8vJzg4WEkCCQ8PR6PR\n4OLiwi233AL83kGkuLiYgoICsrKy0Ol0uLq6mmUB1y4eDSKAQtNjfE117dqVnJwcKisrCQoKQqVS\nUVJSwk8//cSMGTPw8PCgW7duHD9+nNdee42pU6c2eXHkhramzJgxg7179wI1Ufj8/HyuXr0KNH+H\noiFDhvDEE0/w3HPPSb91ARDZE1qI+++/n4kTJ+Lo6Mjq1at5/PHH+f7771t6Wq0aW5dYoUYOBwwY\nwIABA3jyySeBmmLOx48fJykpiS1bthAbG0tlZSWhoaHKEvBtt92Gi4sLrq6uSlTEYDAoyR/5+fmK\nAGo0GrMIYO0P16tXr/La98/h6elJ7969FUEUARQawlo/265duxIdHa0syXp7e9OnTx/i4uKYNWsW\nHh4ePPnkk+zevZtVq1bRuXNnIiMjmTdvHh4eHjc0H51Ox3PPPWe2NWXs2LFmqxXLli1Tfl6+fDmp\nqanK787Ozvz88883NIfGEBISgqOjI6+88kqz3afQuhHZE5ocW8rAmNaTmzp1Ki+//LJyrhQNvTk4\nODgQHh5OeHg4Tz31FFBTsuXo0aMkJSURFxfHnDlzqK6uZsCAAYoAhoWF4erqikajoXv37kDNJnCj\nAObl5ZGeno5er1cihcaIhrU+pBIBFOrDtJ9tZmYmZWVlVl9HWq2Wd955h++//57ly5dz++23m91e\nWFjI4cOHcXFxueE5NXZryqZNm3jjjTdu+H6vl/fff59FixZZPGdCx0USNIQmx5YyMHl5eUrkaMuW\nLSxevJiffvqJwsJCoqKiOHz4MACRkZGkpKRILalmRKvVcuTIESUL+NixY6hUKsLCwhQB7Nevn0UJ\ni/Lyck6dOkVhYSEajUapG1Y7AmjrZnkRwI6F6ZcAYwT51ltvxdfX1yIB44cffmDOnDk88sgjzJw5\ns1FR7+vhq6++YseOHXzyyScA/Otf/yIxMdEiwQxqCtQPGTKEc+fOKdFutVpNeHj4Te9QlJWVxZgx\nY7jzzjtZs2bNTbkPodUhCRpCy6BWq1mxYgWjRo1SysD079/frAzMBx98wLZt21Cr1Xh5ebFu3Trg\n5hQNbUt7bVoDTk5ODB48mMGDBwO/7+NLTU0lOTmZjz76iOPHj6NWqxk4cCARERFcu3aNjz/+mHnz\n5nH//fcrH3J6vV4p/3Lu3DlKS0sBlL1/7u7uaDQaqwIoEcCOgenfWavVcvLkSezt7YmKirIoD3Tl\nyhXmzp1Lbm4uX375JYGBgc093QaJi4tj/PjxZtsamqtDUUBAAGlpaU1+XaHtI5E9oV1jSxkYU4x7\nbdauXQvURKWMgiL8jsFgoKSkhPj4eBYuXIhWq8XLywuVSkV4eDgRERFERUXRt29fi2QOnU5HaWmp\nUgKmtLQUlUplJoCurq4SAewAWOtnGxQUZLbNA2q+NHz99de88847zJo1i7/97W/NWk7lxx9/ZP78\n+ezcuRNAaVE2Z84ci7ERERGsXLmSO+64w+q1nnjiCe677z7Gjx9/8yYsdCQksicIbW2vTVtBpVKx\nfPly/u///o/333+fESNGYDAYKCoq4vDhwyQlJbF48WLS09Nxc3NTBDAyMpLAwEA8PDzMNs3rdDol\nApiTk0NpaSl2dnZmNQBdXV2ttriSCGDbw/RvZiyr0rlzZ6v9bM+ePcuMGTPo2rUr33//Pd7e3s09\nXaKjo8nIyCA7Oxs/Pz/i4uLYuHGjxbi0tDSuXLnC0KFDlWO1OxQdOHBA2aMsCM2FyJ7QrrG1DAzU\nLLVkZ2czYsQI5ZhWq2XQoEE3fa9NW+SPf/wjL7/8srJfSqVS0blzZ0aMGKE8hwaDgcLCQlJSUkhK\nSuLNN98kMzMTT09PIiIilDIwffr0oXPnznTu3Fm5fnV1tSKA2dnZlJWVYW9vbyaALi4uIoBtDNN+\ntqdOneLq1auEhIRY9LOtrq5m9erVbNiwgSVLlhATE9Ni/Wxt2ZoCNUu4EyZMMJvniRMnzDoUzZ49\nW1pRCs2OLOMK7ZrGbKxevHgx586dY/ny5cqx3Nxcs702e/bsuSl7bToSBoOBgoICsz7A2dnZeHt7\nm3UB6dmzp8VSXVVVlSKAxcXFlJeX2yyAUNNC6+TJk7i7uxMQEMBfOt9YW0DBdkwF/PLly2RkZNTZ\nz/bIkSPMnDmTYcOGMW/evCbJqBWEdoos4wqCLWVgjMTFxbFy5UqL8wH69OnD8OHDSU1NFdm7QVQq\nFd26dWP06NGMHj0aqBHAvLw8RQA3btzImTNn8PX1VaJ/UVFR+Pr64uXlZZa0U1VVpchffn4+5eXl\nODg4mAmgWq3m1KlTlJaWmkWRJALYPJj2s01PT6e6uprw8HCl/ZmRsrIyFi1aRGJiIqtWrSI8PLwl\npisI7Q6J7AntGlvKwEDNXpt7772X7OxsJcpQe6/N0KFDbW77Jtw4BoOB3NxckpKSlAjg+fPn8ff3\nVyKAkZGR+Pj4WESGKisrzQSwrKwMZ2dnvL29FQF0cnKyeVlQBPD6ME3AyMvLIycnh4CAALp162Y2\nzmAwsGfPHubOncvkyZN57rnnrHZpEQTBApvexET2hHZPfHw8L774orLX5rXXXrPYazN//ny0Wi1v\nv/22ct7BgwfN9tq8+OKLTJkiy34tiV6vJycnR6kBmJKSQn5+Prfeequy/BsREYG3tzdJSUmsW7eO\nF154gYCAAPR6vSKAJSUlXLt2DUdHR7MIoKOjowhgE/DekVilrqJer+fEiRO4uroSEBBgUROvoKCA\n2bNnU1ZWxooVK+jZs2cLzVoQ2iQie4LQGpk8eTLbt2+nW7duHDt2zOJ2g8HA9OnTiY+Px8XFhXXr\n1hEZGQnA+vXrWbBgAQCvv/46jz8uwqHX68nKylIEMDExkaysLNzc3BgzZgwjR44kIiICT09PC5HT\narVmewC1Wi1OTk4WAmgrIoAQV/ARJSUlFBUVkZ+fj1arxc3NjS5dumAwGLC3t6d3797o9Xo2btzI\n8uXLiY2NZfz48S2WgCEIbRiRPUFojezfvx+NRsOkSZOsyl58fDzLly8nPj6exMREpk+fTmJiIoWF\nhQwaNIjk5GRUKhVRUVGkpKTg6enZAo+i9WEwGIiLi+Ptt9/mhRdeYOjQoaSkpCgRwOLiYoKCgpTl\n3/DwcNzd3S26M1RUVCjyV1xcTEVFBc7OzmYCWLvYb310FAE03f949epVTp48Sbdu3ejZsyeVlZWU\nlJRw4MABPvjgA/Lz84GaIup///vfGT58uNKKrylpqKD6unXrmDVrlrI39/nnn2fq1KmAfLES2gwi\ne4LQWjl9+jT33XefVdmbNm0aw4cPZ+LEiQAEBweTkJCg/Fu9erXVcR2dQ4cOsW7dOhYsWGC160p1\ndTVpaWlKBDA1NZWysjKCg4OVPYDh4eFoNBoLAdRqtWYCWFlZiYuLi1kbuI4sgEbRq6qqIjMzk/Ly\nckJDQy2yaCsrK1m+fDlbtmzhlVdewcHBgcOHDyv7MYODg/nyyy+bZE62FFRft24dycnJFtn58sVK\naENINq4gtEWs1QbMzc2t87hQw+23387tt99e5+1qtZoBAwYwYMAAnnzySaBGTo4fP05SUhJbtmxh\n3rx5VFRUEBoaqgjgbbfdhouLC87Ozvj4+AA1Anjt2jWKi4u5fPky2dnZVFVVmQmgu7t7nT1bTaNg\ner2ec+fO8T/95jbhs9E8mCZg5Ofnc+rUKW699VZCQkIslmSTkpJ46aWXGDNmDD/++KOyPP7QQw+Z\nXaOpaGxBdVN27txJTEyM8qUhJiaGHTt2yBcroc0isicIQofFwcGB8PBwwsPDeeqpp4Ca6NPRo0dJ\nSkoiLi6OOXPmUF1dzYABAxQBDAsLw9nZGRcXF2655Rbg9x7CxcXFXLp0iezsbKqrqy0E0DTLtKio\niJMnT+Ll5cXXRWstuke01ghg7X62aWlpqNVqq/1si4uL+cc//sHx48dZv359nbKlUqkUmW4KbC2o\nvnnzZvbv30/fvn1ZtmwZPXr0kC9WQrtDZE8QWhl11Qb08/MjISHB7Pjw4cObf4LtnE6dOhEVFUVU\nVJRyTKvVcuTIEZKSkvj00085duwYKpWKsLAwpQ5g//79cXV1xdXVFV9fX6BGAMvKyiguLqagoICs\nrCx0Oh3Ozs5UVFSg1+vp168f7u7uVudSuw5ga5A/02je2bNnOX/+vNV+tgaDgfj4eN58802ee+45\nli9fbiGzLc3999/PxIkTcXR0ZPXq1Tz++ON8//33LT0tQWhyRPYEoZUxduxYVqxYwYQJE0hMTMTD\nwwNfX19GjRrFq6++ypUrVwDYtWuX0pBduLk4OTkxePBgBg8eDPwexUtNTSU5OZnVq1dz7NgxHBwc\nGDhwoBIBDA0NRaPRoNFogJol2yNHjlBSUoKXlxcqlYq0tDT0ej0ajcZsD6A1MWrJItDW+tl6enpa\n7Webl5fHrFmzUKvV7Ny5U5Hf5sSWguqmgjp16lSlZ618sRLaG5KgIQjNzMSJE0lISODSpUv4+Pjw\nxhtvUFVVBcAzzzyDwWDg+eefZ8eOHbi4uPDpp58yaNAgANauXctbb70FwGuvvabsPbsRGioFs2HD\nBhYvXozBYMDNzY1Vq1YxcOBAAHr16qWIiVqtJjk5+Ybn01YxGAyUlJRw+PBhkpOTOXz4MCdOnMDJ\nyYnw8HD8/PzYsmULkZGRLF261Gw/n16vVyKAxjqABoPBTAA1Go3NkbGmFkBr/WyNImuKTqdj3bp1\n/O///i8LFizg/vvvb7FyKrYUVM/Ly1NEdMuWLSxevJiffvqJwsJCoqKiOHz4MACRkZGkpKRYTfwR\nhBZGsnEFQWiYhkrBHDx4kNDQUDw9Pfn222+ZP3++svepV69eJCcn07Vr1+aedpvAYDBw8eJFXnnl\nFfbu3UtkZCTZ2dm4ubkRHh6uRAADAwMtRE6v11NaWmomgABubm5mAli7f3BdXI8AWutn6+fnh7+/\nv4XEnThxghkzZhAeHs7ChQuVlnQtSUMF1efMmcO2bdtQq9V4eXmxatUqQkJCgJvzxUoQbgIie4Ig\n2EZ9pWBMuXLlCgMGDFA2q4vs1c/PP//M5MmT+dvf/sYLL7yAWq0vobLYAAAMB0lEQVTGYDBQWFhI\nSkqK0gYuMzOTzp07Kx1AIiMj6dOnj4XI6XQ6MwEsLS1FpVIpEUAPDw9cXV1vWABNJa+yspKTJ0+i\n1+sJDg626Ger1WpZunQp3333HcuXL1eWugVBaBZE9gRBsA1bZW/p0qWkpaXxySefANC7d2+lM8W0\nadN4+umnm2O6bYaCggK0Wq1ZZqc1DAYDBQUFJCcnKwKYnZ2Nt7e3In8RERH07NnTqgCadgEpLS3F\nzs7OLALYGAE0ndP58+c5c+ZMnf1sDxw4wOzZs3n44Yf5+9//XmepGUEQbhoie4LQmrjrrrt49dVX\niYmJ4fXXX6eoqIjly5e39LQA22Rv7969PPvss/zwww/Kxvbc3Fz8/PzIz88nJiaG5cuXM2zYsOaa\ndrvGYDBw4cIFMwE8c+YMvr6+SgZwVFQUvr6+FiJXXV2tCGBJSQmlpaXY29tbCGBd++nKyspIS0vD\n1dWVwMBAs3IxUBPhjY2N5ezZs3z44YcEBgbetOdBEIR6EdkThNbE/v37iY2N5amnnmLjxo1s27at\n1ZSiaEj2fvnlF8aNG8e3335L3759rY6ZP38+Go2Gl1566WZOtUNjMBjIzc0lKSlJEcDz58/j7+9v\nJoA+Pj4WIlddXW3WBaS8vBx7e3uzGoBOTk7k5ORw6dIlgoOD8fDwMLuGXq9ny5YtLFmyhJdeeonH\nHnus0RFDQRCaFJE9QWht/OlPf6K0tJSEhIRWsYHdSH2yd+bMGUaMGMFnn33GHXfcoRwvKytDr9fj\n5uZGWVkZMTExxMbGcu+99zbn1Ds8er2enJwcpQ1cSkoKFy9epFevXsryb0REBN7e3hYCWFVVpUQA\nL126RFFREY6Ojnh7e+Ph4UFJSQkBAQHY2dlx9uxZZs6ciZeXF++99x7e3t5N/lga6mX73nvv8ckn\nn6BWq/H29mbt2rXceuutANjb2xMWFgZAz5492bZtW5PPTxBaISJ7gtCaOHr0KH/5y1/o0qULP/74\nY0tPR6GhUjBTp05l8+bNyoeqscTKqVOnGDduHFATNXr00Ud57bXXbng+DZWCSUhI4IEHHqB3795A\nTbut2NhYoGFZ6Cjo9XqysrKU6F9KSgqXL18mICDAbA+gp6cnly5d4h//+Ad//etfue2221Cr1ZSU\nlFBUVMSLL77I6dOncXJyIj8/n2nTpjF58mR69erV5CVVbOllu3fvXgYPHoyLiwurVq0iISGBL774\nAgCNRkNpaWmTzkkQ2gAie4LQWsjLy2PUqFF88cUXvPDCC/z97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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from devito import t, x, y\n", + "\n", + "# Reset our data field and ICs in both buffers\n", + "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", + "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", + "\n", + "# For defining BCs, we want to explicitly set rows/columns in our field\n", + "# We can use Devito's \"indexed\" notation to do this:\n", + "bc_left = Eq(u.indexed[t + 1, 0, y], 1.)\n", + "bc_right = Eq(u.indexed[t + 1, nx-1, y], 1.)\n", + "bc_top = Eq(u.indexed[t + 1, x, ny-1], 1.)\n", + "bc_bottom = Eq(u.indexed[t + 1, x, 0], 1.)\n", + "\n", + "# Now combine the BC expressions with the stencil to form operator\n", + "expressions = [Eq(u.forward, stencil)]\n", + "expressions += [bc_left, bc_right, bc_top, bc_bottom]\n", + "op = Operator(expressions=expressions, subs={h: dx, s:dt},\n", + " dle=None, dse=None) # <-- Turn off performance optimisations\n", + "op(time=nt+1)\n", + "\n", + "plot_field(u.data[0, :, :])\n", + "\n", + "# Some small sanity checks for the testing framework\n", + "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", + "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The C code of the Kernel is also still the same." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#define _POSIX_C_SOURCE 200809L\n", + "#include \"stdlib.h\"\n", + "#include \"math.h\"\n", + "#include \"sys/time.h\"\n", + "\n", + "struct profiler\n", + "{\n", + " double loop_x_0;\n", + " double loop_y_1;\n", + " double loop_x_2;\n", + "} ;\n", + "\n", + "\n", + "int Kernel(float *restrict u_vec, const int t_size, const int x_size, const int y_size, const int time_size, struct profiler *timings)\n", + "{\n", + " float (*restrict u)[x_size][y_size] __attribute__((aligned(64))) = (float (*)[x_size][y_size]) u_vec;\n", + " for (int time = 0; time < time_size - 1; time += 1)\n", + " {\n", + " int t0 = (time) % 2;\n", + " int t1 = (time + 1) % 2;\n", + " struct timeval start_loop_x_0, end_loop_x_0;\n", + " gettimeofday(&start_loop_x_0, NULL);\n", + " for (int x = 1; x < x_size; x += 1)\n", + " {\n", + " for (int y = 1; y < y_size; y += 1)\n", + " {\n", + " u[t1][x][y] = 6.0e-1F*u[t0][x][y] + 2.0e-1F*u[t0][x][y - 1] + 2.0e-1F*u[t0][x - 1][y];\n", + " }\n", + " }\n", + " gettimeofday(&end_loop_x_0, NULL);\n", + " timings->loop_x_0 += (double)(end_loop_x_0.tv_sec-start_loop_x_0.tv_sec)+(double)(end_loop_x_0.tv_usec-start_loop_x_0.tv_usec)/1000000;\n", + " struct timeval start_loop_y_1, end_loop_y_1;\n", + " gettimeofday(&start_loop_y_1, NULL);\n", + " for (int y = 0; y < y_size; y += 1)\n", + " {\n", + " u[t1][0][y] = 1.00000000000000F;\n", + " u[t1][80][y] = 1.00000000000000F;\n", + " }\n", + " gettimeofday(&end_loop_y_1, NULL);\n", + " timings->loop_y_1 += (double)(end_loop_y_1.tv_sec-start_loop_y_1.tv_sec)+(double)(end_loop_y_1.tv_usec-start_loop_y_1.tv_usec)/1000000;\n", + " struct timeval start_loop_x_2, end_loop_x_2;\n", + " gettimeofday(&start_loop_x_2, NULL);\n", + " for (int x = 0; x < x_size; x += 1)\n", + " {\n", + " u[t1][x][80] = 1.00000000000000F;\n", + " u[t1][x][0] = 1.00000000000000F;\n", + " }\n", + " gettimeofday(&end_loop_x_2, NULL);\n", + " timings->loop_x_2 += (double)(end_loop_x_2.tv_sec-start_loop_x_2.tv_sec)+(double)(end_loop_x_2.tv_usec-start_loop_x_2.tv_usec)/1000000;\n", + " }\n", + " return 0;\n", + "}\n" + ] + } + ], + "source": [ + "print(op.ccode)" + ] + } + ], + "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": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/examples/cfd/tools.py b/examples/cfd/tools.py index c455b35c35..f194c13283 100644 --- a/examples/cfd/tools.py +++ b/examples/cfd/tools.py @@ -48,3 +48,23 @@ def init_hat(field, dx, dy, value=2., bgvalue=1.): """ field[:] = bgvalue field[int(.5 / dx):int(1 / dx + 1), int(.5 / dy):int(1 / dy + 1)] = value + + +def gaussian(x, mu, sig): + return np.exp(-np.power(x - mu, 2.) / (2 * np.power(sig, 2.))) + + +def fin_bump(x): + if x <= 0 or x >= 1: + return 0 + else: + return 100*np.exp(-1./(x-np.power(x, 2.))) + + +def init_smooth(field, dx, dy): + nx, ny = field.shape + for ix in range(nx): + for iy in range(ny): + x = ix * dx + y = iy * dy + field[ix, iy] = fin_bump(x/1.5) * fin_bump(y/1.5) + 1.