{ "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 source 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 $i=3/4 nx,\\ j=3/4 ny$\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)\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# 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" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.24 ms, sys: 0 ns, total: 4.24 ms\n", "Wall time: 3.57 ms\n" ] } ], "source": [ "%%time\n", "#NBVAL_IGNORE_OUTPUT\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" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\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": 5, "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", "grid = Grid(shape=(nx, ny), extent=(xmax, ymax))\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.\n", "\n", "# 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\n", "\n", "# 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)\n", "\n", "# 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.)]\n", "\n", "# Now we can build the operator that we need\n", "op = Operator([eq_stencil] + bc)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 73.1 ms, sys: 9.91 ms, total: 83 ms\n", "Wall time: 84 ms\n" ] } ], "source": [ "%%time\n", "#NBVAL_IGNORE_OUTPUT\n", "\n", "# 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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 8, "metadata": {}, "outputs": [], "source": [ "# 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", " \n", "\n", "# 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\n", "\n", "# 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)\n", "\n", "# 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": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 19 ms, sys: 3.28 ms, total: 22.2 ms\n", "Wall time: 24.2 ms\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", " PerfEntry(time=0.0001769999999999997, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", " PerfEntry(time=4e-06, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "configuration['log-level'] = 'ERROR'\n", "# Create and execute the operator for a number of timesteps\n", "op = Operator([eq_stencil] + bc)\n", "%time op(time=nt)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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