{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Systems of more than one variable\n", "\n", "Almost all the problems that we will want to solve are systems of more than one variable. For example, the Navier-Stokes equation for fluid flow, $C^0$-conforming discretisations of the Cahn-Hilliard equation for phase separation, or systems that couple different physical processes.\n", "\n", "Firedrake supports specifying and solving such systems in *mixed* function spaces. Here we will use a dual formulation of the Poisson equation as a simple introductory example.\n", "\n", "These systems of equations have a block algebraic form, and we will also look at some of the support for efficient preconditioning strategies that Firedrake offers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem setup\n", "Recall the primal form of the Poisson equation. Find $u$ satisfying\n", "\n", "$$\n", "\\begin{align}\n", "\\nabla^2 u &= -f \\quad\\text{in $\\Omega$}, \\\\\n", " u &= u_0 \\quad\\text{on $\\Gamma_D$},\\\\\n", " \\nabla u \\cdot n &= g \\quad\\text{on $\\Gamma_N$.}\n", " \\end{align}$$\n", " \n", "We obtain the dual form by introducing a vector-valued flux $\\sigma = \\nabla u$. Substituting, the problem becomes. Find $(\\sigma, u)$ satisfying\n", "\n", "$$\n", "\\begin{align}\n", "\\sigma - \\nabla u &= 0 \\quad \\text{in $\\Omega$}, \\\\\n", "\\nabla \\cdot \\sigma &= -f \\quad \\text{in $\\Omega$}, \\\\\n", "u &= u_0 \\quad \\text{on $\\Gamma_D$},\\\\\n", "\\sigma \\cdot n &= g \\quad\\text{on $\\Gamma \\setminus \\Gamma_D =: \\Gamma_N$.}\n", "\\end{align}\n", " $$\n", " \n", "For the variational formulation, we introduce a pair of function spaces, $\\Sigma$ and $V$, and seek $(\\sigma, u) \\in \\Sigma \\times V$ such that:\n", "\n", "$$\n", "\\begin{align}\n", "\\int_\\Omega (\\sigma \\cdot \\tau + \\nabla \\cdot \\tau u)\\,\\text{d} x &= \n", " \\int_\\Gamma \\tau \\cdot n u\\,\\text{d}s \\quad \\forall \\tau \\in \\Sigma,\\\\ \n", "\\int_\\Omega (\\nabla\\cdot\\sigma)v\\,\\text{d} x &= - \\int_\\Omega f v\\,\\text{d}x \n", "\\quad \\forall v \\in V.\n", "\\end{align}\n", "$$\n", "\n", "Notice how the weak condition in the primal form turns into a strong condition on the auxiliary variable $\\sigma$ and the strong condition on $u$ in the primal form appears as a weak condition on $\\sigma$.\n", "\n", "For this problem we will solve with homogeneous Dirichlet (strong) conditions $u_0 = 0$ on the boundary of a square domain $\\Omega = [0, 1]^2$, and will choose $f = 10\\exp(-100((x-0.5)^2 + (y-0.5)^2))$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As should be familiar by now, we start by importing the Firedrake package and setting up the discrete problem domain." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Code in this cell makes plots appear an appropriate size and resolution in the browser window\n", "%matplotlib widget\n", "%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams['figure.figsize'] = (11, 6)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from firedrake import *\n", "from time import time\n", "\n", "N = 20\n", "\n", "mesh = UnitSquareMesh(N, N)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to choose an LBB-stable finite element pair for $W = V\\times\\Sigma$, one choice is the Raviart-Thomas space of degree $k$ for $\\Sigma$ and discontinuous polynomials of degree $k$ for $V$, here we choose $k = 1$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "rt = FiniteElement(\"Raviart-Thomas\", triangle, 2, variant=\"integral\")\n", "Sigma = FunctionSpace(mesh, rt)\n", "V = FunctionSpace(mesh, \"DG\", 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that Firedrake inherits the convention from FEniCS that the specified element degree is the degree of the smallest polynomial space that spans the space of the element. The lowest order Raviart-Thomas element contains all the constants and some linear functions, hence we specify degree 1.\n", "\n", "Now we build the mixed finite element space $W$, and create test and trial functions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "W = Sigma * V\n", "\n", "sigma, u = TrialFunctions(W)\n", "tau, v = TestFunctions(W)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forcing function $f$ is created as an expression, and we're ready to set up the variational problem." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "x, y = SpatialCoordinate(mesh)\n", "f = 10*exp(-100*((x - 0.5)**2 + (y - 0.5)**2))\n", "\n", "a = dot(sigma, tau)*dx + div(tau)*u*dx + div(sigma)*v*dx\n", "L = -f*v*dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a solution variable, and then we can solve the problem. The problem is symmetric, but indefinite, so we can use the MINRES Krylov method." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "wh = Function(W)\n", "solve(a == L, wh, solver_parameters={\"ksp_type\": \"minres\", \"pc_type\": \"none\"})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the solution.\n", "Here we're using the matplotlib [subplots](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.subplots.html) function to create a single figure with two subplots oriented in two columns, both of which share the same $x$- and $y$-axes.\n", "For each subplot, we're making the aspect ratio of each axis the same, and we're adding a title.\n", "Matplotlib can render titles and other labels using [TeX](https://matplotlib.org/tutorials/text/mathtext.html), which we're using to make the $\\sigma$ symbol display nicely in the first title." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94599c96801840cbba1fb66f54578004", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "
\n", "
\n", " Figure\n", "
\n", " \n", "
\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from firedrake.pyplot import quiver, tripcolor\n", "\n", "sigmah, uh = wh.subfunctions\n", "fig, axes = plt.subplots(ncols=2, sharex=True, sharey=True)\n", "\n", "quiver(sigmah, axes=axes[0])\n", "axes[0].set_aspect(\"equal\")\n", "axes[0].set_title(\"$\\sigma$\")\n", "\n", "tripcolor(uh, axes=axes[1])\n", "axes[1].set_aspect(\"equal\")\n", "axes[1].set_title(\"$u$\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Improving the solver performance\n", "\n", "Most problems you'll encounter will require effective *preconditioning* to achieve mesh and parameter *independent* convergence. By this we mean that the number of iterations to obtain the solution is independent of both the mesh refinement, and hopefully also, any coefficient variability. Here, we have a constant-coefficient problem, so we only need to worry about mesh refinement.\n", "\n", "If we had a primal Poisson problem, we could treat the issue quite easily using an algebraic multigrid preconditioner such as hypre. However, for this dual formulation it is slightly more complicated.\n", "\n", "First, we'll illustrate the issue, then look at some possible solutions.\n", "\n", "We're going to be running the same problem over and over again at a range of mesh resolutions, so to avoid writing the code again and again we'll wrap the problem up in a function." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def create_solver(N, solver_parameters, aP=None):\n", " mesh = UnitSquareMesh(N, N)\n", " Sigma = FunctionSpace(mesh, rt)\n", " V = FunctionSpace(mesh, \"DG\", 1)\n", " W = Sigma * V\n", "\n", " sigma, u = TrialFunctions(W)\n", " tau, v = TestFunctions(W)\n", " x, y = SpatialCoordinate(mesh)\n", " f = 10*exp(-100*((x - 0.5)**2 + (y - 0.5)**2))\n", "\n", " a = dot(sigma, tau)*dx + div(tau)*u*dx + div(sigma)*v*dx\n", " L = -f*v*dx\n", " \n", " wh = Function(W)\n", " if aP is not None:\n", " aP = aP(W)\n", " problem = LinearVariationalProblem(a, L, wh, aP=aP)\n", " solver = LinearVariationalSolver(problem, solver_parameters=solver_parameters)\n", " return solver" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try solving the problem using MINRES with incomplete Cholesky as a preconditioner." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N = 5, iterations = 217, converged reason = CONVERGED_RTOL, time = 0.013s\n", "N = 10, iterations = 419, converged reason = CONVERGED_RTOL, time = 0.022s\n", "N = 25, iterations = 874, converged reason = CONVERGED_RTOL, time = 0.137s\n", "N = 50, iterations = 1634, converged reason = CONVERGED_RTOL, time = 1.000s\n" ] } ], "source": [ "# NBVAL_SKIP\n", "parameters = {\"ksp_type\": \"minres\", \"mat_type\": \"aij\", \"pc_type\": \"icc\"}\n", "from firedrake.solving_utils import KSPReasons\n", "for N in [5, 10, 25, 50]:\n", " solver = create_solver(N, parameters)\n", " cpu_timestamp = time()\n", " solver.solve()\n", " cpu_time = time() - cpu_timestamp\n", " print(\"N = {:3d}, iterations = {:3d}, converged reason = {:s}, time = {:.3f}s\".format(\n", " N, solver.snes.ksp.getIterationNumber(), \n", " KSPReasons[solver.snes.ksp.getConvergedReason()],\n", " cpu_time))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Schur complement approaches\n", "\n", "Many state of the art solution methods for systems of equations rely on block factorisation and block inverses to construct good preconditioners. Firedrake supports these through PETSc's `fieldsplit` preconditioning type. The mixed Poisson problem\n", "\n", "$$\n", "\\begin{align}\n", "\\int_\\Omega (\\color{#800020}{\\sigma \\cdot \\tau} + \\color{#2A52BE}{\\nabla \\cdot \\tau u})\\,\\text{d} x &= \n", " \\int_\\Gamma \\color{#2A52BE}{\\tau \\cdot n u}\\,\\text{d}s \\quad \\forall \\tau \\in \\Sigma,\\\\ \n", "\\int_\\Omega \\color{#BE962A}{(\\nabla\\cdot\\sigma)v}\\,\\text{d} x &= - \\int_\\Omega f v\\,\\text{d}x \n", "\\quad \\forall v \\in V.\n", "\\end{align}\n", "$$\n", "\n", "is a block system with matrix\n", "\n", "$$\n", "\\mathcal{A} = \\begin{split}\\left(\\begin{matrix} \\color{#800020}A & \\color{#2A52BE}B \\\\\n", "\\color{#BE962A}C & 0 \\end{matrix}\\right),\\end{split}\n", "$$\n", "\n", "admitting a factorisation\n", "\n", "$$\n", "\\begin{split}\\left(\\begin{matrix} I & 0 \\\\ \\color{#BE962A}C \\color{#800020}{A^{-1}} & I\\end{matrix}\\right)\n", "\\left(\\begin{matrix}\\color{#800020}A & 0 \\\\ 0 & S\\end{matrix}\\right)\n", "\\left(\\begin{matrix} I & \\color{#800020}{A^{-1}} \\color{#2A52BE}B \\\\ 0 & I\\end{matrix}\\right),\\end{split}\n", "$$\n", "\n", "with $S = -\\color{#BE962A}C \\color{#800020}{A^{-1}} \\color{#2A52BE}B$ the *Schur complement*. This has an inverse:\n", "\n", "$$\n", "\\begin{split}\\left(\\begin{matrix} I & -\\color{#800020}{A^{-1}}\\color{#2A52BE}B \\\\ 0 & I \\end{matrix}\\right)\n", "\\left(\\begin{matrix} \\color{#800020}{A^{-1}} & 0 \\\\ 0 & S^{-1}\\end{matrix}\\right)\n", "\\left(\\begin{matrix} I & 0 \\\\ -\\color{#BE962A}C\\color{#800020}{A^{-1}} & I\\end{matrix}\\right).\\end{split}\n", "$$\n", "\n", "In particular, note that if we drop some of the terms in the factorisation and write\n", "\n", "$$ \n", "\\mathcal{P} = \\begin{split}\\left(\\begin{matrix} \\color{#800020}A & 0 \\\\ 0 & -\\color{#BE962A}C \\color{#800020}{A^{-1}} \\color{#2A52BE}B\\end{matrix}\\right)\\end{split},\n", "$$\n", "\n", "then the system $\\mathcal{P}^{-1}\\mathcal{A}$ has at most four distinct eigenvalues, and so a Krylov method applied to this preconditioned system will converge quickly [Murphy, Golub, and Wathen (2000)](https://doi.org/10.1137/S1064827599355153).\n", "\n", "This approach therefore reduces the problem of finding an inverse of $\\mathcal{A}$ into the (hopefully simpler) problem of finding good inverses for blocks thereof.\n", "\n", "Let's try this out on our problem:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N = 5, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.032s\n", "N = 10, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.060s\n", "N = 25, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.512s\n", "N = 50, iterations = 2, converged reason = CONVERGED_RTOL, time = 3.811s\n" ] } ], "source": [ "# NBVAL_SKIP\n", "parameters = {\"ksp_type\": \"minres\", \n", " \"mat_type\": \"aij\", \n", " \"pc_type\": \"fieldsplit\",\n", " \"pc_fieldsplit_type\": \"schur\",\n", " \"pc_fieldsplit_schur_fact_type\": \"diag\",\n", " \"fieldsplit_0_ksp_type\": \"cg\",\n", " \"fieldsplit_0_pc_type\": \"icc\",\n", " \"fieldsplit_0_ksp_rtol\": 1e-12,\n", " \"fieldsplit_1_ksp_type\": \"cg\",\n", " \"fieldsplit_1_pc_type\": \"none\",\n", " \"fieldsplit_1_ksp_rtol\": 1e-12}\n", "from firedrake.solving_utils import KSPReasons\n", "for N in [5, 10, 25, 50]:\n", " solver = create_solver(N, parameters)\n", " cpu_timestamp = time()\n", " solver.solve()\n", " cpu_time = time() - cpu_timestamp\n", " print(\"N = {:3d}, iterations = {:1d}, converged reason = {:s}, time = {:.3f}s\".format(\n", " N, solver.snes.ksp.getIterationNumber(), \n", " KSPReasons[solver.snes.ksp.getConvergedReason()],\n", " cpu_time))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, we got good algorithmic convergence. Unfortunately, this is still very slow. This is because the Schur complement operator $S$ is effectively an elliptic operator and we're inverting it with an unpreconditioned Krylov method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PETSc options, an aside\n", "\n", "Above we saw a larger set of PETSc options than previously. This warrants a more in depth explanation. PETSc objects are configurable at *runtime*, and the primary mechanism for controlling their behaviour is the PETSc *options database*. The \"programming language\" of these options consists of two operations:\n", "\n", "- Value assignment\n", "- string concatenation\n", "\n", "Each object has an options *prefix* that can be used to distinguish it from other objects (of the same, or different, type). For example, the linear solve object in PETSc is a `KSP`, and its prefix is `\"ksp_\"`. Hence, `\"ksp_type\": \"minres\"` says \"Set the type of the KSP object in this solve to minres\".\n", "\n", "Similarly, the preconditioner is wrapped up in a `PC` object, with prefix `\"pc_\"`. Here, we say `\"pc_type\": \"fieldsplit\"` which sets the preconditioner type to be `\"fieldsplit\"`.\n", "\n", "The type of the fieldsplit `PC` is controlled with `\"pc_fieldsplit_type\": \"schur\"`. This kind of block preconditioner needs inverses for the blocks. These are provided by KSP objects. So that we can configure them separately from the main \"outer\" KSP, they have separate prefixes: `\"fieldsplit_0_\"` and `\"fieldsplit_1_\"`. The former controls the behaviour for $A^{-1}$, the latter for $S^{-1}$.\n", "\n", "Although this system takes some getting used to, and looks somewhat verbose, it provides a lot of flexibility. We do not need to modify the code itself, only the options used, to change configuration of the solver." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise\n", "\n", "Determine how the iterations required to invert the $S$ change when the mesh size is increased.\n", "\n", "- Hint: The KSPs for the fieldsplit solves are available as `solver.snes.ksp.pc.getFieldSplitSubKSP()` \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Providing an approximation to $S$\n", "\n", "Our problem is that we haven't provided a preconditioning matrix to invert $S$. If $A$ is such that $\\text{diag}(A)^{-1}$ is a good approximation to $A^{-1}$, then a sparse approximation $\\tilde{S} = -C \\text{diag}(A)^{-1} B$ is a good approximation to $S$. PETSc allows us to create this purely using options:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Linear firedrake_9_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 24\n", " Linear firedrake_9_fieldsplit_1_ solve converged due to CONVERGED_ATOL iterations 0\n", " Linear firedrake_9_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 25\n", "N = 5, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.033s\n", "\n", " Linear firedrake_10_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 26\n", " Linear firedrake_10_fieldsplit_1_ solve converged due to CONVERGED_ATOL iterations 0\n", " Linear firedrake_10_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 27\n", "N = 10, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.039s\n", "\n", " Linear firedrake_11_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 27\n", " Linear firedrake_11_fieldsplit_1_ solve converged due to CONVERGED_ATOL iterations 0\n", " Linear firedrake_11_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 30\n", "N = 25, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.110s\n", "\n", " Linear firedrake_12_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 27\n", " Linear firedrake_12_fieldsplit_1_ solve converged due to CONVERGED_ATOL iterations 0\n", " Linear firedrake_12_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 30\n", "N = 50, iterations = 2, converged reason = CONVERGED_RTOL, time = 0.365s\n", "\n", " Linear firedrake_13_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 28\n", " Linear firedrake_13_fieldsplit_1_ solve converged due to CONVERGED_ATOL iterations 0\n", " Linear firedrake_13_fieldsplit_1_ solve converged due to CONVERGED_RTOL iterations 31\n", "N = 100, iterations = 2, converged reason = CONVERGED_RTOL, time = 1.507s\n", "\n" ] } ], "source": [ "# NBVAL_SKIP\n", "parameters = {\"ksp_type\": \"minres\", \n", " \"mat_type\": \"aij\", \n", " \"pc_type\": \"fieldsplit\",\n", " \"pc_fieldsplit_type\": \"schur\",\n", " \"pc_fieldsplit_schur_fact_type\": \"diag\",\n", " # Construct \\tilde{S} using C diag(A)^{-1} B\n", " \"pc_fieldsplit_schur_precondition\": \"selfp\",\n", " \"fieldsplit_0_ksp_type\": \"cg\",\n", " \"fieldsplit_0_pc_type\": \"icc\",\n", " \"fieldsplit_0_ksp_rtol\": 1e-12,\n", " \"fieldsplit_1_ksp_type\": \"cg\",\n", " \"fieldsplit_1_ksp_converged_reason\": None,\n", " # Use algebraic multigrid on \\tilde{S}\n", " \"fieldsplit_1_pc_type\": \"hypre\",\n", " \"fieldsplit_1_ksp_rtol\": 1e-12}\n", "from firedrake.solving_utils import KSPReasons\n", "for N in [5, 10, 25, 50, 100]:\n", " solver = create_solver(N, parameters)\n", " cpu_timestamp = time()\n", " solver.solve()\n", " cpu_time = time() - cpu_timestamp\n", " print(\"N = {:3d}, iterations = {:1d}, converged reason = {:s}, time = {:.3f}s\\n\".format(\n", " N, solver.snes.ksp.getIterationNumber(), \n", " KSPReasons[solver.snes.ksp.getConvergedReason()],\n", " cpu_time))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could now think about reducing the tolerance on the inner solves, reducing the accuracy of the approximation inverses. For example, approximating $A^{-1}$ and $S^{-1}$ purely by the application of the preconditioner." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N = 5, iterations = 37, converged reason = CONVERGED_RTOL, time = 0.027s\n", "N = 10, iterations = 39, converged reason = CONVERGED_RTOL, time = 0.030s\n", "N = 25, iterations = 41, converged reason = CONVERGED_RTOL, time = 0.058s\n", "N = 50, iterations = 41, converged reason = CONVERGED_RTOL, time = 0.154s\n", "N = 100, iterations = 41, converged reason = CONVERGED_RTOL, time = 0.577s\n" ] } ], "source": [ "# NBVAL_SKIP\n", "parameters = {\"ksp_type\": \"minres\", \n", " \"mat_type\": \"aij\", \n", " \"pc_type\": \"fieldsplit\",\n", " \"pc_fieldsplit_type\": \"schur\",\n", " \"pc_fieldsplit_schur_fact_type\": \"diag\",\n", " # Construct \\tilde{S} using C diag(A)^{-1} B\n", " \"pc_fieldsplit_schur_precondition\": \"selfp\",\n", " \"fieldsplit_0_ksp_type\": \"preonly\",\n", " \"fieldsplit_0_pc_type\": \"icc\",\n", " \"fieldsplit_1_ksp_type\": \"preonly\",\n", " # Use algebraic multigrid on \\tilde{S}\n", " \"fieldsplit_1_pc_type\": \"hypre\"}\n", "from firedrake.solving_utils import KSPReasons\n", "for N in [5, 10, 25, 50, 100]:\n", " solver = create_solver(N, parameters)\n", " cpu_timestamp = time()\n", " solver.solve()\n", " cpu_time = time() - cpu_timestamp\n", " print(\"N = {:3d}, iterations = {:2d}, converged reason = {:s}, time = {:.3f}s\".format(\n", " N, solver.snes.ksp.getIterationNumber(), \n", " KSPReasons[solver.snes.ksp.getConvergedReason()],\n", " cpu_time))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Developing efficient solvers for block systems using this approach is quite an experimental science. The best approach will vary depending on how good the preconditioners you have available for the individual blocks are, how many degrees of freedom the system has, any coefficient variations, the tolerance to which you wish to solve the problem, and probably many more.\n", "\n", "The strength of Firedrake and PETSc in this set up is the ease with which we can experiment, without needing to recompile code. For a few more details, and further pointers, you can look at the [extended Firedrake demo on this topic](http://firedrakeproject.org/demos/saddle_point_systems.py.html)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 4 }