sod-shock-tube.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "home = os.environ['HOME']\n",
    "sys.path.append(home + '/projects/turbubox/tools/lib')\n",
    "sys.path.append(home + '/projects/turbubox/tools')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import glob\n",
    "import cubicle\n",
    "import turbubox.ulz as ulz\n",
    "\n",
    "import scipy.interpolate\n",
    "\n",
    "import matplotlib\n",
    "matplotlib.rcParams.update({'font.size': 9})\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import gausslobatto\n",
    "\n",
    "dpi = 100\n",
    "fac = 0.8\n",
    "geo = (fac*1920,fac*1080)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fp = '/mnt/sshfs/supermuc2/gss/scratch/pr62su/ri97lab8/StirTurb_CGM_dense5_512/StirTurb_hdf5_plt_cnt_0013'\n",
    "fp = '/mnt/data/couchdg/sod-shock/data/chkpt_0004.h5'\n",
    "#fp = '/home/jmark/tmp/crossroads/chkpt_0184.h5'\n",
    "#fp = '/mnt/sshfs/cheops/scratch/jmarker2/couchdg/gravity/static/data/chkpt_0200.h5'\n",
    "fh = cubicle.File(fp)\n",
    "#fh.nodetype = 'gauss'\n",
    "#fh.nodetype = 'cell-centered'\n",
    "extent = fh.domain.T.ravel()\n",
    "extent = np.roll(extent,2)\n",
    "\n",
    "dens, velx, vely, velz, pres = fh.get_prims(Nvisu=None, imspace=gausslobatto.mk_nodes(fh.npoly,fh.nodetype))\n",
    "#dens, velx, vely, velz, pres = fh.get_prims(Nvisu=4)\n",
    "#dens, velx, vely, velz, pres = fh.get_prims(Nvisu=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-1,  1]), array([ 0.33333333,  1.33333333,  0.33333333]))"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#itfaces = np.array([-1.0,-0.5,0.0,0.5,1.0])\n",
    "\n",
    "itfaces = np.array([-1.0,-2/3,2/3,1.0])\n",
    "\n",
    "#itfaces = np.array([-1.0,-0.75,0.0,0.75,1.0])\n",
    "#itfaces = np.array([-1.0,-0.25,0.0,0.25,1.0])\n",
    "#itfaces = np.array([-1.0,-0.75,-0.25,0.0,0.25,0.75,1.0])\n",
    "\n",
    "#itfaces = np.array([-1.0,0.0,1.0])\n",
    "\n",
    "nodes   = 0.5*(itfaces[0:-1] + itfaces[1:])\n",
    "weights = itfaces[1:] - itfaces[0:-1]\n",
    "\n",
    "nodes = np.array(gausslobatto.mk_nodes(fh.npoly,fh.nodetype))\n",
    "#nodes = ulz.mk_body_centered_linspace(-1,1,4)\n",
    "\n",
    "nodes, weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6a01766d30>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Okl5k+5PuyKAmTTvThL9RD3/9KcPfQN+Fr6q/H2BJ1u1I5JfAGxKkuYXIL2btY5aFtQoK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K+qoC8/tWTF5+4ffvgRtrZdqvBR4DemQ5v6NwbeMjf+6+mpCXpD7HLTi/tQnX7903SXdH+ZQ8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\nhBBCCCGEEEIIIUrA/wc4jdgCDpEjfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6a01828080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "xticks = np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False)\n",
    "xticks = np.concatenate([xticks,[1]])\n",
    "plt.xticks(xticks)\n",
    "\n",
    "fs = np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False)\n",
    "xs = np.array([y + 0.5*(nodes+1)/(fh.mesh_nx_cells * fh.mesh_nx_patches//2) for y in fs])\n",
    "xs = np.ravel(xs)\n",
    "\n",
    "ls = '-o'\n",
    "data = dens\n",
    "ns = data.shape[1]//2\n",
    "ys = data[0,ns:]\n",
    "plt.plot(xs,ys,ls,label='density')\n",
    "\n",
    "data = pres\n",
    "ys = data[0,ns:]\n",
    "plt.plot(xs,ys,ls,label='pressure')\n",
    "\n",
    "data = velx\n",
    "ys = data[0,ns:]\n",
    "plt.plot(xs,ys,ls,label='velocity')\n",
    "\n",
    "plt.title('Sod Shock Tube: 100% DG on LGL nodes with Np = 1 + Moe-Limiter',fontsize=18)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.3, 1.2)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X2qXavpnKci1BrmXeXMIVYl2b6vyL8o+Mb+uECuOB+Fa39+I7nN8IX+H1IDDD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\nkiRJkipm6CZJkiRJkiRV7P8Bv4/yFAtoEQMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6a04449ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "xticks = np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False)\n",
    "xticks = np.concatenate([xticks,[1]])\n",
    "plt.xticks(xticks)\n",
    "\n",
    "fs = np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False)\n",
    "xs = np.array([y + 0.5*(nodes+1)/(fh.mesh_nx_cells * fh.mesh_nx_patches//2) for y in fs])\n",
    "xs = np.ravel(xs)\n",
    "\n",
    "ls = '-'\n",
    "data = dens\n",
    "ns = data.shape[1]//2\n",
    "ys = data[0,ns:]\n",
    "plt.plot(xs,ys,ls,label='density')\n",
    "\n",
    "data = pres\n",
    "ys = data[0,ns:]\n",
    "plt.plot(xs,ys,ls,label='pressure')\n",
    "\n",
    "data = velx\n",
    "ys = data[0,ns:]\n",
    "plt.plot(xs,ys,ls,label='velocity')\n",
    "\n",
    "plt.title('Zoom: High-resolution Sod Shock Tube: 100% FV on non-uniform grid (small center volumes)',fontsize=18)\n",
    "plt.legend()\n",
    "\n",
    "plt.xlim(0.35,0.45)\n",
    "plt.ylim(0.3,1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fdc5ea8a8d0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LSd6Z5F9tZFIBFAAAsJXsqarT5raTFwdU1UlJzkxy1cKpq5I8fY37npxk38Kxu5M8YyOL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdc5eb64358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "data = dens.T\n",
    "\n",
    "plt.title('density: t = {:.2f}'.format(fh.time))\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    #vmin = 0,\n",
    "    #vmax = 15,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('cubehelix'),\n",
    ")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6ba563c88>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Oa0TWmHQAde/ayJm1MfY0AADYZ26faADVizbW2AfBpAOoT8tGzooACgCAYx0+MMt5TrVJ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\nCZQkSZIkNfT/KxxnCKK56nYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6c96eba20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "data = pres.T\n",
    "\n",
    "plt.title('pressure: t = {:.2f}'.format(fh.time))\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    vmin = 0,\n",
    "    vmax = 1,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('cubehelix'),\n",
    ")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6ba4fdcf8>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JkqS1Ch0juojEZBseoCLiDOBiYAdwHXA2cHVEPDUzvzbmIy8Glob2jwX+J/BHI9d9CHj5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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6ba56ccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "data = np.sqrt(velx**2+vely**2)/np.sqrt(fh.gamma*pres/dens)\n",
    "data = data.T\n",
    "\n",
    "plt.title('vely: t = {:.2f}'.format(fh.time))\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    #vmin = 0,\n",
    "    #vmax = 6,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('cubehelix'),\n",
    ")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6b52ed550>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Czr4yABpXbYdIgLZQlS/Gb61UXFd/adZqpeNs8FFZ0U3L9lVW+FhUNARg3IfL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\nRgIBH49HbSR8dPbVsw8djoKP1rX72Ue+a6RLCrThxItDzBhzOscJSC4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YCLgMMUZzZePM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+1DHTrBPtK51KEb7IOODyDeoyHbRyhchJGQg4SPGmcQg0GndB/j4SKU2ifYh4ZLvd+XzO/Adwdr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\nU8B/AWhpAKZe8BzNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6ba59e860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "import vectoranalysis2D as v2\n",
    "\n",
    "data  = v2.curl(velx,vely,Dx=fh.domsize[0]/velx.shape[0],Dy=fh.domsize[1]/vely.shape[1])\n",
    "    \n",
    "#data = np.sqrt(velx**2+vely**2)/np.sqrt(fh.gamma*pres/dens)\n",
    "data = data.T\n",
    "\n",
    "plt.title('vely: t = {:.2f}'.format(fh.time))\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    #vmin = -45,\n",
    "    #vmax =  45,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('gnuplot2'),\n",
    ")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6b5281ac8>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+Wk8HSRQBAADoSBQBAIDxaVlesteWdN05SBQBAADoKBQBAADoaD0FAADGx2I2gySKAAAA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\n0RhjjDHGGGNMHW4oGmOMMcYYY4yp479WROD0rs0VGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6ba55d630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(2*geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "\n",
    "data = fh.stitch(fh.profiles['ppl'],dname='profile')\n",
    "data = data.T\n",
    "data = np.log10(data + 1e-16)\n",
    "\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    vmin = -5,\n",
    "    #alpha=0.5,\n",
    "    vmax = 0.0,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('gist_heat'),\n",
    ")\n",
    "\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6b521ff60>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+Wk8HSRQBAADoSBQBAIDxaVlesteWdN05SBQBAADoKBQBAADoaD0FAADGx2I2gySKAAAA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\n0RhjjDHGGGNMHW4oGmOMMcYYY4yp479WROD0rs0VGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6b52340f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(2*geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "\n",
    "data = fh.stitch(fh.profiles['moe'],dname='profile')\n",
    "data = data.T\n",
    "data = np.log10(data + 1e-16)\n",
    "\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    vmin = -5,\n",
    "    #alpha=0.5,\n",
    "    vmax = 0.0,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('gist_heat'),\n",
    ")\n",
    "\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc6b513ef28>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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snZVa4PArk317hlnDkaPJ/t9Iso3/fi3y8RgAAADsQCfi8RgAAADby5CbyuyAzWwkigAA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\nzMzMzMzManiiaGZmZmZmZjX+C6iyQSXwx4LMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6b51a8630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1,figsize=(2*geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "\n",
    "\n",
    "data = fh.stitch(fh.profiles['level'],dname='profile')\n",
    "data = data.T\n",
    "data = np.log10(data + 1e-16)\n",
    "\n",
    "plt.imshow(\n",
    "    data,\n",
    "    extent = extent,\n",
    "    vmin = -5,\n",
    "    #alpha=0.5,\n",
    "    vmax = 0.0,\n",
    "    origin='lower',\n",
    "    interpolation = None,\n",
    "    cmap = plt.get_cmap('gist_heat'),\n",
    ")\n",
    "\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.75, -0.75)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ns = np.array([-1+0.125,-0.375,0.375,1-0.125])\n",
    "-1+0.125*2, -0.375*2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### fig = plt.figure(1,figsize=(geo[0]/dpi, geo[1]/dpi), dpi=dpi)\n",
    "plt.xticks(xticks)\n",
    "plt.grid()\n",
    "plt.plot(xs,xs,'o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.00520833,  0.02083333,  0.03645833,  0.046875  ,  0.0625    ,\n",
       "        0.078125  ,  0.08854167,  0.10416667,  0.11979167,  0.13020833,\n",
       "        0.14583333,  0.16145833,  0.171875  ,  0.1875    ,  0.203125  ,\n",
       "        0.21354167,  0.22916667,  0.24479167,  0.25520833,  0.27083333,\n",
       "        0.28645833,  0.296875  ,  0.3125    ,  0.328125  ,  0.33854167,\n",
       "        0.35416667,  0.36979167,  0.38020833,  0.39583333,  0.41145833,\n",
       "        0.421875  ,  0.4375    ,  0.453125  ,  0.46354167,  0.47916667,\n",
       "        0.49479167,  0.50520833,  0.52083333,  0.53645833,  0.546875  ,\n",
       "        0.5625    ,  0.578125  ,  0.58854167,  0.60416667,  0.61979167,\n",
       "        0.63020833,  0.64583333,  0.66145833,  0.671875  ,  0.6875    ,\n",
       "        0.703125  ,  0.71354167,  0.72916667,  0.74479167,  0.75520833,\n",
       "        0.77083333,  0.78645833,  0.796875  ,  0.8125    ,  0.828125  ,\n",
       "        0.83854167,  0.85416667,  0.86979167,  0.88020833,  0.89583333,\n",
       "        0.91145833,  0.921875  ,  0.9375    ,  0.953125  ,  0.96354167,\n",
       "        0.97916667,  0.99479167])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.        ,  0.04347826,  0.08695652,  0.13043478,  0.17391304,\n",
       "        0.2173913 ,  0.26086957,  0.30434783,  0.34782609,  0.39130435,\n",
       "        0.43478261,  0.47826087,  0.52173913,  0.56521739,  0.60869565,\n",
       "        0.65217391,  0.69565217,  0.73913043,  0.7826087 ,  0.82608696,\n",
       "        0.86956522,  0.91304348,  0.95652174,  1.        ])"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(0,1,8*6//2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import gausslobatto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.77459667,  0.        ,  0.77459667])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "npoly = 1\n",
    "xs,ws = gausslobatto.LegendreGaussNodesAndWeights(fh.npoly)\n",
    "xs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.2254033307584573"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(2 - xs[-1] + "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1.4226497308103743"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "-2-xs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.4226497308103743"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2+xs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.        ,  0.04166667,  0.08333333,  0.125     ,  0.16666667,\n",
       "        0.20833333,  0.25      ,  0.29166667,  0.33333333,  0.375     ,\n",
       "        0.41666667,  0.45833333,  0.5       ,  0.54166667,  0.58333333,\n",
       "        0.625     ,  0.66666667,  0.70833333,  0.75      ,  0.79166667,\n",
       "        0.83333333,  0.875     ,  0.91666667,  0.95833333,  1.        ])"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.concatenate([np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False),[1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.00289299,  0.01375039,  0.02791627,  0.03877367,  0.04455966,\n",
       "        0.05541706,  0.06958294,  0.08044034,  0.08622633,  0.09708373,\n",
       "        0.11124961,  0.12210701,  0.12789299,  0.13875039,  0.15291627,\n",
       "        0.16377367,  0.16955966,  0.18041706,  0.19458294,  0.20544034,\n",
       "        0.21122633,  0.22208373,  0.23624961,  0.24710701,  0.25289299,\n",
       "        0.26375039,  0.27791627,  0.28877367,  0.29455966,  0.30541706,\n",
       "        0.31958294,  0.33044034,  0.33622633,  0.34708373,  0.36124961,\n",
       "        0.37210701,  0.37789299,  0.38875039,  0.40291627,  0.41377367,\n",
       "        0.41955966,  0.43041706,  0.44458294,  0.45544034,  0.46122633,\n",
       "        0.47208373,  0.48624961,  0.49710701,  0.50289299,  0.51375039,\n",
       "        0.52791627,  0.53877367,  0.54455966,  0.55541706,  0.56958294,\n",
       "        0.58044034,  0.58622633,  0.59708373,  0.61124961,  0.62210701,\n",
       "        0.62789299,  0.63875039,  0.65291627,  0.66377367,  0.66955966,\n",
       "        0.68041706,  0.69458294,  0.70544034,  0.71122633,  0.72208373,\n",
       "        0.73624961,  0.74710701,  0.75289299,  0.76375039,  0.77791627,\n",
       "        0.78877367,  0.79455966,  0.80541706,  0.81958294,  0.83044034,\n",
       "        0.83622633,  0.84708373,  0.86124961,  0.87210701,  0.87789299,\n",
       "        0.88875039,  0.90291627,  0.91377367,  0.91955966,  0.93041706,\n",
       "        0.94458294,  0.95544034,  0.96122633,  0.97208373,  0.98624961,\n",
       "        0.99710701])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs = gausslobatto.mk_nodes(fh.npoly,ntype='gauss')\n",
    "ys = np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False)\n",
    "ns = np.ravel(np.array([y + 0.5*(xs+1)/(fh.mesh_nx_cells * fh.mesh_nx_patches//2) for y in ys]))\n",
    "ns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.        ,  0.04166667,  0.04166667,  0.08333333,  0.08333333,\n",
       "        0.125     ,  0.125     ,  0.16666667,  0.16666667,  0.20833333,\n",
       "        0.20833333,  0.25      ,  0.25      ,  0.29166667,  0.29166667,\n",
       "        0.33333333,  0.33333333,  0.375     ,  0.375     ,  0.41666667,\n",
       "        0.41666667,  0.45833333,  0.45833333,  0.5       ,  0.5       ,\n",
       "        0.54166667,  0.54166667,  0.58333333,  0.58333333,  0.625     ,\n",
       "        0.625     ,  0.66666667,  0.66666667,  0.70833333,  0.70833333,\n",
       "        0.75      ,  0.75      ,  0.79166667,  0.79166667,  0.83333333,\n",
       "        0.83333333,  0.875     ,  0.875     ,  0.91666667,  0.91666667,\n",
       "        0.95833333,  0.95833333,  1.        ])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ns = np.array(gausslobatto.mk_nodes(fh.npoly,ntype=fh.nodetype))\n",
    "fs = np.linspace(0,1,fh.mesh_nx_cells * fh.mesh_nx_patches//2,endpoint=False)\n",
    "xs = np.array([y + 0.5*(ns+1)/(fh.mesh_nx_cells * fh.mesh_nx_patches//2) for y in fs])\n",
    "xs = np.ravel(xs)\n",
    "xs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
   "codemirror_mode": {
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   "file_extension": ".py",
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