From d1d185a5e9a688299a3ccbf2f77ec5638fe10d02 Mon Sep 17 00:00:00 2001
From: Tristan Montoya <montoya.tristan@gmail.com>
Date: Fri, 8 Sep 2023 20:20:13 -0400
Subject: [PATCH] add option to use octavian for PKD vandermonde

---
 examples/advection_2d.ipynb                  | 2363 +++++++++---------
 examples/advection_3d-Copy1.ipynb            |  453 ----
 examples/advection_3d-Copy2.ipynb            |  926 -------
 examples/advection_3d.ipynb                  | 1074 ++++----
 src/SpatialDiscretizations/tensor_simplex.jl |   19 +-
 test/runtests.jl                             |    3 +-
 6 files changed, 1736 insertions(+), 3102 deletions(-)
 delete mode 100644 examples/advection_3d-Copy1.ipynb
 delete mode 100644 examples/advection_3d-Copy2.ipynb

diff --git a/examples/advection_2d.ipynb b/examples/advection_2d.ipynb
index 411c1a2b..4469ed66 100644
--- a/examples/advection_2d.ipynb
+++ b/examples/advection_2d.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 33,
    "metadata": {
     "scrolled": false
    },
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 34,
    "metadata": {
     "scrolled": true
    },
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -95,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 36,
    "metadata": {
     "scrolled": false
    },
@@ -107,1129 +107,1129 @@
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\" />"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1247,7 +1247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -1257,19 +1257,20 @@
       "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n",
       "\u001b[0m\u001b[1m                               \u001b[22m         Time                    Allocations      \n",
       "                               ───────────────────────   ────────────────────────\n",
-      "       Tot / % measured:            652ms /  93.1%           16.8MiB /  86.5%    \n",
+      "       Tot / % measured:            891ms /  75.2%           16.0MiB /  85.9%    \n",
       "\n",
       " Section               ncalls     time    %tot     avg     alloc    %tot      avg\n",
       " ────────────────────────────────────────────────────────────────────────────────\n",
-      " semi-disc. residual    8.06k    607ms  100.0%  75.3μs   14.5MiB  100.0%  1.84KiB\n",
+      " semi-disc. residual    8.06k    670ms  100.0%  83.1μs   13.8MiB  100.0%  1.75KiB\n",
+      "   time deriv. thre...   258k    351ms   52.4%  1.36μs     0.00B    0.0%    0.00B\n",
+      "   nodal values thr...   258k   44.7ms    6.7%   173ns     0.00B    0.0%    0.00B\n",
       "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n"
      ]
     }
    ],
    "source": [
     "ode_problem = semidiscretize(conservation_law,\n",
-    "    spatial_discretization, exact_solution, form, (0.0, T), \n",
-    "    ReferenceOperator())\n",
+    "    spatial_discretization, exact_solution, form, (0.0, T))\n",
     "\n",
     "CFL = 0.02\n",
     "h = L/sqrt(reference_approximation.N_p * spatial_discretization.N_e)\n",
@@ -1291,7 +1292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 38,
    "metadata": {
     "scrolled": true
    },
@@ -1321,7 +1322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 39,
    "metadata": {
     "scrolled": true
    },
@@ -1333,89 +1334,89 @@
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\" />"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1441,7 +1442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/examples/advection_3d-Copy1.ipynb b/examples/advection_3d-Copy1.ipynb
deleted file mode 100644
index a91d8170..00000000
--- a/examples/advection_3d-Copy1.ipynb
+++ /dev/null
@@ -1,453 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# `StableSpectralElements.jl` - 3D linear advection example\n",
-    "\n",
-    "First, let's load the required packages."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General.toml`\n",
-      "\u001b[32m\u001b[1m   Resolving\u001b[22m\u001b[39m package versions...\n",
-      "\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m TypedSyntax ─ v1.2.3\n",
-      "\u001b[32m\u001b[1m   Installed\u001b[22m\u001b[39m Cthulhu ───── v2.9.3\n",
-      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/Research/StableSpectralElements.jl/Project.toml`\n",
-      "  \u001b[90m[aa65fe97] \u001b[39m\u001b[92m+ SnoopCompile v2.10.8\u001b[39m\n",
-      "\u001b[32m\u001b[1m    Updating\u001b[22m\u001b[39m `~/Research/StableSpectralElements.jl/Manifest.toml`\n",
-      "  \u001b[90m[f68482b8] \u001b[39m\u001b[92m+ Cthulhu v2.9.3\u001b[39m\n",
-      "  \u001b[90m[08572546] \u001b[39m\u001b[92m+ FlameGraphs v1.0.0\u001b[39m\n",
-      "  \u001b[90m[1eca21be] \u001b[39m\u001b[92m+ FoldingTrees v1.2.1\u001b[39m\n",
-      "  \u001b[90m[9b13fd28] \u001b[39m\u001b[92m+ IndirectArrays v1.0.0\u001b[39m\n",
-      "  \u001b[90m[c3a54625] \u001b[39m\u001b[92m+ JET v0.8.13\u001b[39m\n",
-      "  \u001b[90m[70703baa] \u001b[39m\u001b[92m+ JuliaSyntax v0.4.6\u001b[39m\n",
-      "  \u001b[90m[1d6d02ad] \u001b[39m\u001b[92m+ LeftChildRightSiblingTrees v0.2.0\u001b[39m\n",
-      "  \u001b[90m[aa65fe97] \u001b[39m\u001b[92m+ SnoopCompile v2.10.8\u001b[39m\n",
-      "  \u001b[90m[e2b509da] \u001b[39m\u001b[92m+ SnoopCompileCore v2.10.0\u001b[39m\n",
-      "  \u001b[90m[69024149] \u001b[39m\u001b[92m+ StringEncodings v0.3.7\u001b[39m\n",
-      "  \u001b[90m[d265eb64] \u001b[39m\u001b[92m+ TypedSyntax v1.2.3\u001b[39m\n",
-      "  \u001b[90m[b8c1c048] \u001b[39m\u001b[92m+ WidthLimitedIO v1.0.1\u001b[39m\n",
-      "  \u001b[90m[ddb6d928] \u001b[39m\u001b[92m+ YAML v0.4.9\u001b[39m\n",
-      "\u001b[32m\u001b[1mPrecompiling\u001b[22m\u001b[39m project...\n",
-      "\u001b[32m  ✓ \u001b[39m\u001b[90mTypedSyntax\u001b[39m\n",
-      "\u001b[32m  ✓ \u001b[39m\u001b[90mCthulhu\u001b[39m\n",
-      "\u001b[32m  ✓ \u001b[39mSnoopCompile\n",
-      "\u001b[32m  ✓ \u001b[39mStableSpectralElements\n",
-      "  4 dependencies successfully precompiled in 36 seconds. 335 already precompiled.\n"
-     ]
-    }
-   ],
-   "source": [
-    "using Pkg; Pkg.add(\"SnoopCompile\")\n",
-    "using StableSpectralElements, BenchmarkTools, OrdinaryDiffEq, SnoopCompile"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We will solve the three-dimensional linear advection equation\n",
-    "$$\n",
-    "\\partial_t U(\\boldsymbol{x},t) + \\nabla_{\\boldsymbol{x}} \\cdot (\\boldsymbol{a} U(\\boldsymbol{x},t)) = 0,  \\quad \\forall\\, (\\boldsymbol{x}, t) \\in \\Omega \\times (0,T),\n",
-    "$$\n",
-    "with $a = [1,1,1]^{\\mathrm{T}}$ and $\\Omega = (0,L)^3$, where we take $L = 1$, and $T = 1$, and impose periodic boundary conditions as well as the initial condition\n",
-    "$$\n",
-    "U(\\boldsymbol{x},0) = \\cos(2\\pi x_1 / L)\\cos(2\\pi x_2 / L)\\cos(2\\pi x_3 / L), \\quad \\forall \\, \\boldsymbol{x} \\in \\Omega.\n",
-    "$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "a = (1.0,1.0,1.0)  # advection velocity\n",
-    "L = 1.0  # domain length\n",
-    "T = 1.0  # end time\n",
-    "\n",
-    "conservation_law = LinearAdvectionEquation(a)\n",
-    "exact_solution = InitialDataCosine(1.0,(2π/L, 2π/L, 2π/L));"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We'll discretize the above problem using a `ModalTensor` discretization of degree $p = 7$, on a curved (i.e. using a mapping of degree $p_{\\mathrm{map}} = 3$) tetrahedral mesh with $M = 2$ edges in each direction. A skew-symmetric split form will be used to treat the curvilinear coordinate transformation in a provably stable manner, and we will use an upwind (i.e. Lax-Friedrichs) numerical flux."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "M = 4\n",
-    "p = 4\n",
-    "\n",
-    "reference_approximation = ReferenceApproximation(ModalTensor(p), Tet(), mapping_degree=3);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "StandardForm{SkewSymmetricMapping, LaxFriedrichsNumericalFlux, BR1}(SkewSymmetricMapping(), LaxFriedrichsNumericalFlux(0.5), BR1())"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "form = StandardForm(mapping_form=SkewSymmetricMapping(), \n",
-    "    inviscid_numerical_flux=LaxFriedrichsNumericalFlux())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "MeshData of dimension 3 with 384 elements with periodicity = (true, true, true)."
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "uniform_mesh = uniform_periodic_mesh(reference_approximation,\n",
-    "    ((0.0,L),(0.0,L),(0.0,L)), (M,M,M))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "MeshData of dimension 3 with 384 elements with periodicity = (true, true, true)."
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "mesh = warp_mesh(uniform_mesh, reference_approximation, 0.1, L) "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  2.275349 seconds (4.66 M allocations: 309.740 MiB, 3.18% gc time, 85.91% compilation time)\n"
-     ]
-    }
-   ],
-   "source": [
-    "@time spatial_discretization = SpatialDiscretization(mesh, \n",
-    "    reference_approximation);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  5.434095 seconds (14.76 M allocations: 928.601 MiB, 3.61% gc time, 99.20% compilation time: <1% of which was recompilation)\n"
-     ]
-    }
-   ],
-   "source": [
-    "@time results_path = save_project(conservation_law,\n",
-    "     spatial_discretization, exact_solution, form, (0.0, T),\n",
-    "     \"results/advection_3d/\", overwrite=true, clear=true);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Using the `semidiscretize` function, we can create an `ODEProblem` object for use with OrdinaryDiffEq.jl's `solve` function. Here we've chosen the option for a weight-adjusted approximation of the mass matrix inverse from [Chan et al. (SISC 2017)](https://arxiv.org/abs/1608.03836), which allows for modal schemes to be applied efficiently at high order with explicit time-marching methods."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " 10.666794 seconds (5.35 M allocations: 490.579 MiB, 1.82% gc time, 98.06% compilation time: <1% of which was recompilation)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "\u001b[38;2;86;182;194mODEProblem\u001b[0m with uType \u001b[38;2;86;182;194mArray{Float64, 3}\u001b[0m and tType \u001b[38;2;86;182;194mFloat64\u001b[0m. In-place: \u001b[38;2;86;182;194mtrue\u001b[0m\n",
-       "timespan: (0.0, 1.0)\n",
-       "u0: 35×1×384 Array{Float64, 3}:\n",
-       "[:, :, 1] =\n",
-       "  0.526841280496322\n",
-       "  0.23005944467759418\n",
-       " -0.009290914470701711\n",
-       " -0.012478658346043935\n",
-       "  0.0011386319281426142\n",
-       "  0.016956034917536326\n",
-       "  0.013327760319501633\n",
-       " -0.006896153054356678\n",
-       "  0.0003458885535326595\n",
-       " -0.03386825432222411\n",
-       " -0.004124640875220375\n",
-       " -0.0002157548364756823\n",
-       " -0.00018607447383010376\n",
-       "  ⋮\n",
-       "  0.0008722770526677527\n",
-       "  0.001653483518393314\n",
-       " -0.048480602708067935\n",
-       " -0.02481140650378145\n",
-       "  0.0015031143912520525\n",
-       " -0.0008232717452017709\n",
-       " -0.0011703990564559778\n",
-       "  0.0004881093707532717\n",
-       "  0.032020378406276195\n",
-       " -0.0022121807477622963\n",
-       "  0.0034048185582440708\n",
-       "  0.007831187284208134\n",
-       "\n",
-       "[:, :, 2] =\n",
-       "  0.15469373738386977\n",
-       "  0.012677207600159956\n",
-       " -0.02558718216154592\n",
-       "  0.0005493979794464938\n",
-       "  0.000771973567071769\n",
-       " -0.0609469373541721\n",
-       " -0.043071934900802814\n",
-       "  0.0012813045742525414\n",
-       "  0.0010511762058713436\n",
-       " -0.0206785229748985\n",
-       "  0.002072454251621025\n",
-       "  0.00010827816370991114\n",
-       "  0.026296899790118424\n",
-       "  ⋮\n",
-       " -0.0023090471024151938\n",
-       " -0.004703092317928655\n",
-       " -0.003988515257818235\n",
-       " -0.0020351196372220145\n",
-       "  0.0006044237102806881\n",
-       "  0.0021594978304263876\n",
-       "  0.0007718202869595354\n",
-       "  0.0019534513483023116\n",
-       " -0.0009061394155480119\n",
-       " -0.00045417004978928304\n",
-       " -0.0003262129350207673\n",
-       "  5.823103285901703e-6\n",
-       "\n",
-       "[:, :, 3] =\n",
-       "  0.0410491739841475\n",
-       "  0.008841968660582126\n",
-       " -0.01262261149667385\n",
-       "  0.015730392922308812\n",
-       "  0.000696930207191027\n",
-       "  0.04154963248633228\n",
-       "  0.017563886372298453\n",
-       " -0.024225047166881036\n",
-       " -0.003865308834512661\n",
-       "  0.01274306709225729\n",
-       "  0.012590976918188806\n",
-       "  0.0038322810963732487\n",
-       " -0.0009625553804454148\n",
-       "  ⋮\n",
-       " -0.0016014934949014044\n",
-       " -0.0014723156684547276\n",
-       "  0.0024740110813081034\n",
-       "  0.00206393986967636\n",
-       "  2.073487477060831e-5\n",
-       "  0.0012903365141330994\n",
-       " -0.0006353486397532494\n",
-       " -0.0007844330152379243\n",
-       "  0.00048769559776328577\n",
-       "  7.880115604504445e-5\n",
-       " -0.0001952044516603234\n",
-       "  4.24963680773752e-5\n",
-       "\n",
-       ";;; … \n",
-       "\n",
-       "[:, :, 382] =\n",
-       "  0.6464986628812192\n",
-       " -0.0071802443125288445\n",
-       " -0.07012448114095474\n",
-       " -0.0024720080230987884\n",
-       "  0.0022664605724823142\n",
-       " -0.11615822377238269\n",
-       "  0.005898399234749855\n",
-       "  0.006268508257378164\n",
-       " -0.000434016007005056\n",
-       " -0.010447553034858385\n",
-       " -0.0040451574332535985\n",
-       "  0.00044145207088412675\n",
-       "  0.004651507442458875\n",
-       "  ⋮\n",
-       " -0.00028118848243211203\n",
-       "  0.0007742754868614951\n",
-       " -0.02583906059566602\n",
-       " -0.0006144328430668125\n",
-       "  0.0009186192910246349\n",
-       "  0.0022759506262534637\n",
-       "  0.00019013118734096364\n",
-       " -0.0002922162854954161\n",
-       " -0.002415714758267717\n",
-       "  0.0002476259225724337\n",
-       "  0.00013118891640767716\n",
-       "  0.0002188529471162714\n",
-       "\n",
-       "[:, :, 383] =\n",
-       "  0.26150767572939043\n",
-       " -0.0957744372158727\n",
-       "  0.0051773035815701855\n",
-       "  0.004067552547570295\n",
-       " -0.0002630067744730447\n",
-       "  0.0411109891788003\n",
-       " -0.00989819319603548\n",
-       "  0.0009964458103030943\n",
-       "  9.37975659587289e-6\n",
-       " -0.07438354166285607\n",
-       " -0.0027767673692715633\n",
-       "  0.00030551785258352797\n",
-       " -0.0054940947228810325\n",
-       "  ⋮\n",
-       "  0.0003876970663479139\n",
-       " -0.0006196334049622298\n",
-       " -0.010764937346523428\n",
-       "  0.001566264935253006\n",
-       "  1.1231915986966749e-5\n",
-       " -0.0006369069252107168\n",
-       "  0.00026629245911123043\n",
-       "  0.000575509262510967\n",
-       "  0.000689767649591718\n",
-       "  2.173249502746893e-5\n",
-       " -0.00022998198948099454\n",
-       "  0.00012522713828169244\n",
-       "\n",
-       "[:, :, 384] =\n",
-       "  0.11303969500368088\n",
-       " -0.05750722202445134\n",
-       "  0.009135301143035679\n",
-       "  0.0007577467382830197\n",
-       " -0.00033713569377878644\n",
-       " -0.0613787904974962\n",
-       "  0.009608083896425097\n",
-       " -2.9191338897728418e-5\n",
-       " -0.00030112713092785985\n",
-       "  0.0032335874509343823\n",
-       "  0.000936624114065207\n",
-       " -0.00018373123310817615\n",
-       "  0.00399766925760831\n",
-       "  ⋮\n",
-       " -0.00017314335242770156\n",
-       "  8.925370606515579e-5\n",
-       " -0.04491992603397253\n",
-       "  0.0021153823471477167\n",
-       " -0.00021486134310234054\n",
-       " -0.0011394224402870193\n",
-       " -0.00013582565071713882\n",
-       "  0.0002822813299274931\n",
-       "  0.00486893287121778\n",
-       " -0.0002643815639028262\n",
-       " -0.0005931439238288242\n",
-       "  0.0013031970308717247"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "CFL = 0.1\n",
-    "h = L/(reference_approximation.N_p * spatial_discretization.N_e)^(1/3)\n",
-    "dt = CFL * h / sqrt(a[1]^2 + a[2]^2 + a[3]^2)\n",
-    "\n",
-    "@time ode_problem = semidiscretize(conservation_law, spatial_discretization, exact_solution, form, (0.0, T))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "times = @snoopi_deep solve(ode_problem, CarpenterKennedy2N54(), adaptive=false, dt=dt,\n",
-    "    save_everystep=false)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Julia 1.9.3",
-   "language": "julia",
-   "name": "julia-1.9"
-  },
-  "language_info": {
-   "file_extension": ".jl",
-   "mimetype": "application/julia",
-   "name": "julia",
-   "version": "1.9.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/examples/advection_3d-Copy2.ipynb b/examples/advection_3d-Copy2.ipynb
deleted file mode 100644
index c997b29e..00000000
--- a/examples/advection_3d-Copy2.ipynb
+++ /dev/null
@@ -1,926 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# `StableSpectralElements.jl` - 3D linear advection example\n",
-    "\n",
-    "First, let's load the required packages."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [],
-   "source": [
-    "using StableSpectralElements, OrdinaryDiffEq\n",
-    "using Plots, Plots.PlotMeasures, Printf, TimerOutputs, BenchmarkTools"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We will solve the three-dimensional linear advection equation\n",
-    "$$\n",
-    "\\partial_t U(\\boldsymbol{x},t) + \\nabla_{\\boldsymbol{x}} \\cdot (\\boldsymbol{a} U(\\boldsymbol{x},t)) = 0,  \\quad \\forall\\, (\\boldsymbol{x}, t) \\in \\Omega \\times (0,T),\n",
-    "$$\n",
-    "with $a = [1,1,1]^{\\mathrm{T}}$ and $\\Omega = (0,L)^3$, where we take $L = 1$, and $T = 1$, and impose periodic boundary conditions as well as the initial condition\n",
-    "$$\n",
-    "U(\\boldsymbol{x},0) = \\cos(2\\pi x_1 / L)\\cos(2\\pi x_2 / L)\\cos(2\\pi x_3 / L), \\quad \\forall \\, \\boldsymbol{x} \\in \\Omega.\n",
-    "$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "a = (1.0,1.0,1.0)  # advection velocity\n",
-    "L = 1.0  # domain length\n",
-    "T = 1.0  # end time\n",
-    "\n",
-    "conservation_law = LinearAdvectionEquation(a)\n",
-    "exact_solution = InitialDataCosine(1.0,(2π/L, 2π/L, 2π/L));"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We'll discretize the above problem using a `ModalTensor` discretization of degree $p = 7$, on a curved (i.e. using a mapping of degree $p_{\\mathrm{map}} = 3$) tetrahedral mesh with $M = 2$ edges in each direction. A skew-symmetric split form will be used to treat the curvilinear coordinate transformation in a provably stable manner, and we will use an upwind (i.e. Lax-Friedrichs) numerical flux."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [],
-   "source": [
-    "M = 2\n",
-    "p = 4\n",
-    "\n",
-    "reference_approximation = ReferenceApproximation(\n",
-    "    ModalMulti(p), Tet(), mapping_degree=3)\n",
-    "\n",
-    "form = StandardForm(mapping_form=SkewSymmetricMapping(), \n",
-    "    inviscid_numerical_flux=LaxFriedrichsNumericalFlux())\n",
-    "\n",
-    "uniform_mesh = uniform_periodic_mesh(reference_approximation,\n",
-    "    ((0.0,L),(0.0,L),(0.0,L)), (M,M,M))\n",
-    "\n",
-    "mesh = warp_mesh(uniform_mesh, reference_approximation, 0.1, L) \n",
-    "\n",
-    "spatial_discretization = SpatialDiscretization(mesh, \n",
-    "    reference_approximation)\n",
-    "\n",
-    "results_path = save_project(conservation_law,\n",
-    "     spatial_discretization, exact_solution, form, (0.0, T),\n",
-    "     \"results/advection_3d/\", overwrite=true, clear=true);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We will now plot the reference element, with the volume quadrature nodes shown on the left and the facet quadrature nodes shown on the right."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\" />"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "vol_quad_plot = plot(reference_approximation, volume_connect=false, \n",
-    "    facet_quadrature=false, fmt=:png, size=(300,300))\n",
-    "fac_quad_plot = plot(reference_approximation, facet_connect=false, \n",
-    "    volume_quadrature=false, fmt=:png, size=(300,300), facet_inds=[3,4,1,2])\n",
-    "plot(vol_quad_plot,fac_quad_plot,size=(600,300),margin=5mm, fmt=:png)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The mesh is shown below."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\" />"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "plot(spatial_discretization, volume_quadrature=false, facet_quadrature=false, fmt=:png, size=(300,300))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Using the `semidiscretize` function, we can create an `ODEProblem` object for use with OrdinaryDiffEq.jl's `solve` function. Here we've chosen the option for a weight-adjusted approximation of the mass matrix inverse from [Chan et al. (SISC 2017)](https://arxiv.org/abs/1608.03836), which allows for modal schemes to be applied efficiently at high order with explicit time-marching methods."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "CFL = 0.1\n",
-    "h = L/(reference_approximation.N_p * spatial_discretization.N_e)^(1/3)\n",
-    "dt = CFL * h / sqrt(a[1]^2 + a[2]^2 + a[3]^2)\n",
-    "\n",
-    "ode_problem = semidiscretize(conservation_law, spatial_discretization,\n",
-    "    exact_solution, form, (0.0, T));"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n",
-      "\u001b[0m\u001b[1m                               \u001b[22m         Time                    Allocations      \n",
-      "                               ───────────────────────   ────────────────────────\n",
-      "       Tot / % measured:            5.69s /  33.8%           1.00GiB /  36.0%    \n",
-      "\n",
-      " Section               ncalls     time    %tot     avg     alloc    %tot      avg\n",
-      " ────────────────────────────────────────────────────────────────────────────────\n",
-      " semi-disc. residual    1.08k    1.92s  100.0%  1.78ms    368MiB  100.0%   348KiB\n",
-      "   time deriv. thre...  52.0k    348ms   18.1%  6.70μs     0.00B    0.0%    0.00B\n",
-      "   nodal values thr...  52.0k   24.7ms    1.3%   475ns     0.00B    0.0%    0.00B\n",
-      "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n"
-     ]
-    }
-   ],
-   "source": [
-    "reset_timer!()\n",
-    "sol = solve(ode_problem, CarpenterKennedy2N54(), adaptive=false, dt=dt,\n",
-    "    save_everystep=false, \n",
-    "    callback=save_callback(results_path, (0.0,T), floor(Int, T/(dt*50))))\n",
-    "print_timer()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can then compute the $L^2$ norm of the solution error using the scheme's volume quadrature rule."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "L2 error:\n",
-      "0.08800506937748545\n"
-     ]
-    }
-   ],
-   "source": [
-    "error_analysis = ErrorAnalysis(results_path, conservation_law, \n",
-    "    spatial_discretization)\n",
-    "println(\"L2 error:\")\n",
-    "println(analyze(error_analysis, last(sol.u), exact_solution, T)...)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The conservation and energy dissipation properties of the scheme are verified as follows."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n",
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n",
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n",
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\" />"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n",
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n",
-      "\u001b[33m\u001b[1m┌ \u001b[22m\u001b[39m\u001b[33m\u001b[1mWarning: \u001b[22m\u001b[39mNo strict ticks found\n",
-      "\u001b[33m\u001b[1m└ \u001b[22m\u001b[39m\u001b[90m@ PlotUtils ~/.julia/packages/PlotUtils/mHQ0Q/src/ticks.jl:191\u001b[39m\n"
-     ]
-    }
-   ],
-   "source": [
-    "conservation_analysis = PrimaryConservationAnalysis(results_path, \n",
-    "    conservation_law, spatial_discretization)\n",
-    "energy_analysis = EnergyConservationAnalysis(results_path, \n",
-    "    conservation_law, spatial_discretization)\n",
-    "p1 = plot(analyze(conservation_analysis, load_time_steps(results_path)), \n",
-    "    ylabel=\"Conservation functional\",)\n",
-    "p2 = plot(analyze(energy_analysis, load_time_steps(results_path)), \n",
-    "    ylabel=\"Energy functional\")\n",
-    "plot(p1,p2, size=(600,300),margin=5mm, fmt=:png)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can now postprocess the solution for visualization, producing a `.vtu` file."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "postprocess_vtk(spatial_discretization,\n",
-    "    string(results_path,\"solution.vtu\"), last(sol.u));"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Julia 1.9.3",
-   "language": "julia",
-   "name": "julia-1.9"
-  },
-  "language_info": {
-   "file_extension": ".jl",
-   "mimetype": "application/julia",
-   "name": "julia",
-   "version": "1.9.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/examples/advection_3d.ipynb b/examples/advection_3d.ipynb
index 95f5d0ea..128c72a2 100644
--- a/examples/advection_3d.ipynb
+++ b/examples/advection_3d.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 21,
    "metadata": {
     "scrolled": false
    },
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 22,
    "metadata": {
     "scrolled": true
    },
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 23,
    "metadata": {
     "scrolled": false
    },
@@ -97,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -107,173 +107,173 @@
        "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
        "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"300\" viewBox=\"0 0 2400 1200\">\n",
        "<defs>\n",
-       "  <clipPath id=\"clip050\">\n",
+       "  <clipPath id=\"clip230\">\n",
        "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1200\"/>\n",
        "  </clipPath>\n",
        "</defs>\n",
-       "<path clip-path=\"url(#clip050)\" d=\"M0 1200 L2400 1200 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
+       "<path clip-path=\"url(#clip230)\" d=\"M0 1200 L2400 1200 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
        "<defs>\n",
-       "  <clipPath id=\"clip051\">\n",
+       "  <clipPath id=\"clip231\">\n",
        "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1200\"/>\n",
        "  </clipPath>\n",
        "</defs>\n",
        "<defs>\n",
-       "  <clipPath id=\"clip052\">\n",
+       "  <clipPath id=\"clip232\">\n",
        "    <rect x=\"89\" y=\"0\" width=\"1001\" height=\"1001\"/>\n",
        "  </clipPath>\n",
        "</defs>\n",
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\" />"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -295,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -305,335 +305,335 @@
        "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
        "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"300\" height=\"300\" viewBox=\"0 0 1200 1200\">\n",
        "<defs>\n",
-       "  <clipPath id=\"clip110\">\n",
+       "  <clipPath id=\"clip290\">\n",
        "    <rect x=\"0\" y=\"0\" width=\"1200\" height=\"1200\"/>\n",
        "  </clipPath>\n",
        "</defs>\n",
-       "<path clip-path=\"url(#clip110)\" d=\"M0 1200 L1200 1200 L1200 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
+       "<path clip-path=\"url(#clip290)\" d=\"M0 1200 L1200 1200 L1200 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
        "<defs>\n",
-       "  <clipPath id=\"clip111\">\n",
+       "  <clipPath id=\"clip291\">\n",
        "    <rect x=\"240\" y=\"120\" width=\"841\" height=\"841\"/>\n",
        "  </clipPath>\n",
        "</defs>\n",
        "<defs>\n",
-       "  <clipPath id=\"clip112\">\n",
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\" />"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -651,7 +651,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -665,7 +665,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -675,13 +675,13 @@
       "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n",
       "\u001b[0m\u001b[1m                               \u001b[22m         Time                    Allocations      \n",
       "                               ───────────────────────   ────────────────────────\n",
-      "       Tot / % measured:            10.6s /  76.5%            801MiB /  45.2%    \n",
+      "       Tot / % measured:            12.4s /  99.2%           5.46MiB /  40.1%    \n",
       "\n",
       " Section               ncalls     time    %tot     avg     alloc    %tot      avg\n",
       " ────────────────────────────────────────────────────────────────────────────────\n",
-      " semi-disc. residual    1.08k    8.08s  100.0%  7.45ms    362MiB  100.0%   342KiB\n",
-      "   time deriv. thre...  52.0k    6.23s   77.1%   120μs     0.00B    0.0%    0.00B\n",
-      "   nodal values thr...  52.0k    281ms    3.5%  5.40μs     0.00B    0.0%    0.00B\n",
+      " semi-disc. residual    1.08k    12.3s  100.0%  11.3ms   2.19MiB  100.0%  2.07KiB\n",
+      "   time deriv. thre...  52.0k    11.7s   95.0%   225μs     0.00B    0.0%    0.00B\n",
+      "   nodal values thr...  52.0k    522ms    4.2%  10.0μs     0.00B    0.0%    0.00B\n",
       "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n"
      ]
     }
@@ -703,7 +703,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 28,
    "metadata": {
     "scrolled": true
    },
@@ -733,7 +733,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -743,91 +743,91 @@
        "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
        "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"300\" viewBox=\"0 0 2400 1200\">\n",
        "<defs>\n",
-       "  <clipPath id=\"clip170\">\n",
+       "  <clipPath id=\"clip350\">\n",
        "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1200\"/>\n",
        "  </clipPath>\n",
        "</defs>\n",
-       "<path clip-path=\"url(#clip170)\" d=\"M0 1200 L2400 1200 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
+       "<path clip-path=\"url(#clip350)\" d=\"M0 1200 L2400 1200 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
        "<defs>\n",
-       "  <clipPath id=\"clip171\">\n",
+       "  <clipPath id=\"clip351\">\n",
        "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1200\"/>\n",
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\" />"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -853,7 +853,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/src/SpatialDiscretizations/tensor_simplex.jl b/src/SpatialDiscretizations/tensor_simplex.jl
index 27c2b0cb..8c655e5b 100644
--- a/src/SpatialDiscretizations/tensor_simplex.jl
+++ b/src/SpatialDiscretizations/tensor_simplex.jl
@@ -179,7 +179,8 @@ function ReferenceApproximation(
     ::Tri; mapping_degree::Int=1, N_plot::Int=10, 
     volume_quadrature_rule=(LGQuadrature(approx_type.p),
         LGQuadrature(approx_type.p)),
-    facet_quadrature_rule=LGQuadrature(approx_type.p))
+    facet_quadrature_rule=LGQuadrature(approx_type.p),
+    sum_factorize_vandermonde=true)
 
     # one-dimensional operators
     η_1D, q, V_1D, D_1D, I_1D, R_L, R_R = operators_1d(
@@ -211,8 +212,13 @@ function ReferenceApproximation(
 
     # construct nodal or modal scheme (different Vandermonde matrix)
     if approx_type isa ModalTensor
-        V = warped_product(Tri(),approx_type.p, η_1D)
-        V_plot = LinearMap(vandermonde(Tri(), 
+        if sum_factorize_vandermonde
+            V = warped_product(Tri(),approx_type.p, η_1D)
+        else
+            V = OctavianMap(vandermonde(Tri(), 
+                approx_type.p, reference_element.rstq...))
+        end
+        V_plot = OctavianMap(vandermonde(Tri(), 
             approx_type.p, reference_element.rstp...))
     else
         V = LinearMap(I, (q[1]+1)*(q[2]+1))
@@ -275,7 +281,12 @@ function ReferenceApproximation(
 
     # construct nodal or modal scheme
     if approx_type isa ModalTensor
-        V = warped_product(Tet(),approx_type.p, η_1D)
+        if sum_factorize_vandermonde
+            V = warped_product(Tet(),approx_type.p, η_1D)
+        else
+            V = OctavianMap(vandermonde(Tet(), 
+                approx_type.p, reference_element.rstq...))
+        end
         V_plot = OctavianMap(vandermonde(Tet(), approx_type.p, 
             reference_element.rstp...))
     else
diff --git a/test/runtests.jl b/test/runtests.jl
index 8ddbbe08..2a071c90 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -89,7 +89,8 @@ end
 
 @testset "Advection 3D Energy-Conservative ModalTensor Tet" begin
     (l2, conservation, energy) = test_driver(
-        ReferenceApproximation(ModalTensor(p), Tet(), mapping_degree=3),
+        ReferenceApproximation(ModalTensor(p), Tet(), 
+            mapping_degree=3, sum_factorize_vandermonde=false),
         LinearAdvectionEquation((1.0,1.0,1.0)),
         InitialDataSine(1.0,(2*π, 2*π, 2*π)),
         StandardForm(mapping_form=SkewSymmetricMapping(),