{ "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": {}, "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 smbol `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": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "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.\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)\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)\n", " \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": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.00 s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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", "\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.)]\n", "\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)\n", " \n", "plot_field(p.data[0], xmax=xmax, ymax=ymax, view=(30, 225))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }