{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 6: Poisson equation\n", "\n", "In the previous example we have seen how to solve the steady-state Laplace equation with a prescribed boundary condition and BCs that contain derivatives (Neumann BC). For this we used a pseudo-timestepping to illustrate the use of two explicit data symbols of type `Function` to derive at a steady state. In this example we are going to solve the Poisson equation (step 10 of the original tutorial series) with an initial condition to demonstrate how we can combine time-dependent functions of type `TimeFunction` with time-constant `Function` symbols. We will again implement a Python-driven outer loop for the diffusion kernel, before demonstrating how we can change the expression defining our operator to internalize the pseudo-timestepping and thus get the full performance advantage of compiled kernel loops.\n", "\n", "Our governing equation is the Poisson equation with a souce term as the RHS:\n", "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = b$$\n", "\n", "Discretizing and rearranging our stencil expression yields\n", "$$p_{i,j}^{n}=\\frac{(p_{i+1,j}^{n}+p_{i-1,j}^{n})\\Delta y^2+(p_{i,j+1}^{n}+p_{i,j-1}^{n})\\Delta x^2-b_{i,j}^{n}\\Delta x^2\\Delta y^2}{2(\\Delta x^2+\\Delta y^2)}$$\n", "\n", "The key difference to the Laplace example in the previous tutorial is that this example has simple Dirichlet boundary conditions $p = 0$ on all boundaries and is instead driven by the source term $b$ defined as\n", "\n", "$b_{i,j}=100$ at $i=nx/4, j=ny/4$\n", "\n", "$b_{i,j}=-100$ at $i=nx*3/4, j=3/4 ny$\n", "\n", "$b_{i,j}=0$ everywhere else.\n", "\n", "And of course, we will demonstrate the original example first using pure NumPy notation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 50\n", "ny = 50\n", "nt = 100\n", "xmin = 0.\n", "xmax = 2.\n", "ymin = 0.\n", "ymax = 1.\n", "\n", "dx = (xmax - xmin) / (nx - 1)\n", "dy = (ymax - ymin) / (ny - 1)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialization\n", "p = np.zeros((nx, ny))\n", "pd = np.zeros((nx, ny))\n", "b = np.zeros((nx, ny))\n", "\n", "# Source\n", "b[int(nx / 4), int(ny / 4)] = 100\n", "b[int(3 * nx / 4), int(3 * ny / 4)] = -100\n", "\n", "for it in range(nt):\n", " pd = p.copy()\n", " p[1:-1,1:-1] = (((pd[1:-1, 2:] + pd[1:-1, :-2]) * dy**2 +\n", " (pd[2:, 1:-1] + pd[:-2, 1:-1]) * dx**2 -\n", " b[1:-1, 1:-1] * dx**2 * dy**2) / \n", " (2 * (dx**2 + dy**2)))\n", "\n", " p[0, :] = 0\n", " p[nx-1, :] = 0\n", " p[:, 0] = 0\n", " p[:, ny-1] = 0\n", " \n", "plot_field(p, xmax=xmax, ymax=ymax, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now pretty much use our previous implementation, although we will use `pd` instead of `pn` for consistency with the original. Our boundary conditions are even simpler since they are $0$ everywhere. Our source term is neatly wrapped in the symbol `b` and we can again use a Python-driven timestepping loop with switching buffers to repeatedly execute the operator we create." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from devito import Grid, Function, TimeFunction, Operator, configuration, Eq, solve\n", "\n", "# Silence the runtime performance logging\n", "configuration['log-level'] = 'ERROR'\n", "\n", "# Now with Devito we will turn `p` into `TimeFunction` object \n", "# to make all the buffer switching implicit\n", "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n", "p = Function(name='p', grid=grid, space_order=2)\n", "pd = Function(name='pd', grid=grid, space_order=2)\n", "p.data[:] = 0.\n", "pd.data[:] = 0." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Initialise the source term `b`\n", "b = Function(name='b', grid=grid)\n", "b.data[:] = 0.\n", "b.data[int(nx / 4), int(ny / 4)] = 100\n", "b.data[int(3 * nx / 4), int(3 * ny / 4)] = -100" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Create Laplace equation base on `pd`\n", "eq = Eq(pd.laplace, b, subdomain=grid.interior)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eq, pd)\n", "# # Now we let our stencil populate our second buffer `p`\n", "eq_stencil = Eq(p, stencil)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Create boundary condition expressions\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc = [Eq(p[x, 0], 0.)]\n", "bc += [Eq(p[x, ny-1], 0.)]\n", "bc += [Eq(p[0, y], 0.)]\n", "bc += [Eq(p[nx-1, y], 0.)]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Now we can build the operator that we need\n", "op = Operator([eq_stencil] + bc)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Run the outer loop explicitly in Python\n", "for i in range(nt):\n", " # Determine buffer order\n", " if i % 2 == 0:\n", " _p = p\n", " _pd = pd\n", " else:\n", " _p = pd\n", " _pd = p\n", "\n", " # Apply operator\n", " op(p=_p, pd=_pd)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "# Plot result\n", "plot_field(p.data, xmax=xmax, ymax=ymax, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice, we get the same spikes as the pure NumPy implementation. But we still drive the time loop though Python, which is slow. So let's try and utilise Devito's time-stepping mechanism that we saw earlier for this \"pseudo-timestepping\". \n", "\n", "The trick here is to again use `TimeFunction` symbols, despite the lack of a time-dependence. This will cause Devito to allocate two grid buffers instead of one, which we can directly address them via the terms `p` and `p.forward`. This will now create an internal time loop in the kernel that we can again control by supplying the `time` argument to the create operator during invocation.\n", "\n", "One caveat, however, is that a `TimeFunction` symbol has an implicit time dimension `t`, so the symbol is denoted as `p(t, x, y)`. This entails that, when creating our boundary condition expressions, we now need honour the leading time dimension in the \"low-level\" notation, and ensure that we update the index `t + 1` (the equivalent to `u.forward`)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Now with Devito we will turn `p` into `TimeFunction` object \n", "# to make all the buffer switching implicit\n", "p = TimeFunction(name='p', grid=grid, space_order=2)\n", "p.data[:] = 0.\n", " " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Initialise the source term `b`\n", "b = Function(name='b', grid=grid)\n", "b.data[:] = 0.\n", "b.data[int(nx / 4), int(ny / 4)] = 100\n", "b.data[int(3 * nx / 4), int(3 * ny / 4)] = -100" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Create Laplace equation base on `p`\n", "eq = Eq(p.laplace, b)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eq, p)\n", "# Let our stencil populate the buffer `p.forward`\n", "eq_stencil = Eq(p.forward, stencil)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Create boundary condition expressions\n", "# Note that we now add an explicit \"t + 1\" for the time dimension.\n", "bc = [Eq(p[t + 1, x, 0], 0.)]\n", "bc += [Eq(p[t + 1, x, ny-1], 0.)]\n", "bc += [Eq(p[t + 1, 0, y], 0.)]\n", "bc += [Eq(p[t + 1, nx-1, y], 0.)]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.01 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", " PerfEntry(time=0.0004519999999999996, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", " PerfEntry(time=0.0001109999999999998, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "# We can even switch performance logging back on,\n", "# since we only require a single kernel invocation.\n", "configuration['log-level'] = 'INFO'\n", "\n", "# Create and execute the operator for a number of timesteps\n", "op = Operator([eq_stencil] + bc)\n", "op(time=nt)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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