{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 5: Laplace equation\n", "\n", "In this tutorial we will look at constructing the steady-state heat example using the Laplace equation. In contrast to the previous tutorials this example is entirely driven by the prescribed Dirichlet and Neumann boundary conditions, instead of an initial condition. We will also demonstrate how to use Devito to solve a steady-state problem without time derivatives and how to switch buffers explicitly without having to re-compile the kernel.\n", "\n", "First, we again define our governing equation:\n", "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = 0$$\n", "\n", "We are again discretizing second-order derivatives using a central difference scheme to construct a diffusion problem (see tutorial 3). This time we have no time-dependent term in our equation though, since there is no term $p_{i,j}^{n+1}$. This means that we are simply updating our field variable $p$ over and over again, until we have reached an equilibrium state. In a discretized form, after rearranging to update the central point $p_{i,j}^n$ we have\n", "$$p_{i,j}^n = \\frac{\\Delta x^2(p_{i+1,j}^n+p_{i-1,j}^n)+\\Delta y^2(p_{i,j+1}^n + p_{i,j-1}^n)}{2(\\Delta x^2 + \\Delta y^2)}$$\n", "\n", "And, as always, we first re-create the original implementation to see what we are aiming for. Here we initialize the field $p$ to $0$ and apply the following boundary conditions:\n", "\n", "$p=0$ at $x=0$\n", " \n", "$p=y$ at $x=2$\n", " \n", "$\\frac{\\partial p}{\\partial y}=0$ at $y=0, \\ 1$\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 31\n", "ny = 31\n", "c = 1\n", "dx = 2. / (nx - 1)\n", "dy = 1. / (ny - 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first of these boundary conditions we have seen previously and is set by enforcing a constant value.\n", "The second will be implemented by creating a line of $p=y$ from $y=0$ to the edge of the domain along this boundary. The last of these boundary conditions are implemented using a numerical trick whereby we copy the second to last value in the array into the last value at each step. This numerically imposes the zero derivative boundary condition." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def laplace2d(p, bc_y, dx, dy, l1norm_target):\n", " l1norm = 1\n", " pn = np.empty_like(p)\n", "\n", " while l1norm > l1norm_target:\n", " pn = p.copy()\n", " p[1:-1, 1:-1] = ((dx**2 * (pn[2:, 1:-1] + pn[0:-2, 1:-1]) +\n", " dy**2 * (pn[1:-1, 2:] + pn[1:-1, 0:-2])) /\n", " (2 * (dx**2 + dy**2)))\n", " \n", " p[0, :] = 0 # p = 0 @ x = 0\n", " p[-1, :] = bc_y # p = y @ x = 2\n", " p[:, 0] = p[:, 1] # dp/dy = 0 @ y = 0\n", " p[:, -1] = p[:, -2] # dp/dy = 0 @ y = 1\n", " l1norm = (np.sum(np.abs(p[:]) - np.abs(pn[:])) /\n", " np.sum(np.abs(pn[:])))\n", " \n", " return p" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "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", "\n", "# Our initial condition is 0 everywhere, except at the boundary\n", "p = np.zeros((ny, nx))\n", "\n", "# Boundary conditions\n", "bc_right = np.linspace(0, 1, ny)\n", "p[0, :] = 0 # p = 0 @ x = 0\n", "p[-1, :] = bc_right # p = y @ x = 2\n", "p[:, 0] = p[:, 1] # dp/dy = 0 @ y = 0\n", "p[:, -1] = p[:, -2] # dp/dy = 0 @ y = 1\n", "\n", "plot_field(p, ymax=1.0, view=(30, 225))" ] }, { "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", "\n", "p = laplace2d(p, bc_right, dx, dy, 1e-4)\n", "plot_field(p, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, nice. Now, to re-create this example in Devito we need to look a little bit further under the hood. There are two things that make this different to the examples we covered so far:\n", "* We have no time dependence in the `p` field, but we still need to advance the state of p in between buffers. So, instead of using `TimeFunction` objects that provide multiple data buffers for timestepping schemes, we will use `Function` objects that have no time dimension and only allocate a single buffer according to the space dimensions. However, since we are still implementing a pseudo-timestepping loop, we will need two objects, say `p` and `pn`, to act as alternating buffers.\n", "* If we're using two different symbols to denote our buffers, any operator we create will only perform a single timestep. This is desired though, since we need to check a convergence criterion outside of the main stencil update to determine when we stop iterating. As a result we will need to call the operator repeatedly after instantiating it outside the convergence loop.\n", "\n", "So, how do we make sure our operator doesn't accidentally overwrite values in the same buffer? Well, we can again let SymPy reorganise our Laplace equation based on `pn` to generate the stencil, but when we create the update expression, we set the LHS to our second buffer variable `p`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Update stencil:\n", "Eq(p(x, y), (-pn(x, y - h_y)/h_y**2 - pn(x, y + h_y)/h_y**2 - pn(x - h_x, y)/h_x**2 - pn(x + h_x, y)/h_x**2)/(-2.0/h_y**2 - 2.0/h_x**2))\n", "\n" ] } ], "source": [ "from devito import Grid, Function, Eq, solve\n", "\n", "# Create two explicit buffers for pseudo-timestepping\n", "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n", "p = Function(name='p', grid=grid, space_order=2)\n", "pn = Function(name='pn', grid=grid, space_order=2)\n", "\n", "# Create Laplace equation base on `pn`\n", "eqn = Eq(pn.laplace, subdomain=grid.interior)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eqn, pn)\n", "# Now we let our stencil populate our second buffer `p`\n", "eq_stencil = Eq(p, stencil)\n", "\n", "# In the resulting stencil `pn` is exclusively used on the RHS\n", "# and `p` on the LHS is the grid the kernel will update\n", "print(\"Update stencil:\\n%s\\n\" % eq_stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can add our boundary conditions. We have already seen how to prescribe constant Dirichlet BCs by simply setting values using the low-level notation. This time we will go a little further by setting a prescribed profile, which we create first as a custom 1D symbol and supply with the BC values. For this we need to create a `Function` object that has a different shape than our general `grid`, so instead of the grid we provide an explicit pair of dimension symbols and the according shape for the data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "bc_right = Function(name='bc_right', shape=(ny, ), dimensions=(y, ))\n", "bc_right.data[:] = np.linspace(0, 1, ny)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create a set of expressions for the BCs again, where we want prescribed values on the right and left of our grid. For the Neumann BCs along the top and bottom boundaries we simply copy the second row from the outside into the outermost row, just as the original tutorial did. Using these expressions and our stencil update we can now create an operator." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from devito import Operator\n", "\n", "# Create boundary condition expressions\n", "bc = [Eq(p[0, y], 0.)] # p = 0 @ x = 0\n", "bc += [Eq(p[nx-1, y], bc_right[y])] # p = y @ x = 2\n", "bc += [Eq(p[x, 0], p[x, 1])] # dp/dy = 0 @ y = 0\n", "bc += [Eq(p[x, ny-1], p[x, ny-2])] # dp/dy = 0 @ y = 1\n", "\n", "# Now we can build the operator that we need\n", "op = Operator(expressions=[eq_stencil] + bc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this single-step operator repeatedly in a Python loop, where we can arbitrarily execute other code in between invocations. This allows us to update our L1 norm and check for convergence. Using our pre-compiled operator now comes down to a single function call that supplies the relevant data symbols. One thing to note is that we now do exactly the same thing as the original NumPy loop, in that we deep-copy the data between each iteration of the loop, which we will look at after this." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "code_folding": [] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.55 s, sys: 961 ms, total: 2.52 s\n", "Wall time: 1.34 s\n" ] } ], "source": [ "%%time\n", "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Silence the runtime performance logging\n", "from devito import configuration\n", "configuration['log-level'] = 'ERROR'\n", "\n", "# Initialise the two buffer fields\n", "p.data[:] = 0.\n", "p.data[-1, :] = np.linspace(0, 1, ny)\n", "pn.data[:] = 0.\n", "pn.data[-1, :] = np.linspace(0, 1, ny)\n", "\n", "# Visualize the initial condition\n", "plot_field(p.data, ymax=1.0, view=(30, 225))\n", "\n", "# Run the convergence loop with deep data copies\n", "l1norm_target = 1.e-4\n", "l1norm = 1\n", "while l1norm > l1norm_target:\n", " # This call implies a deep data copy\n", " pn.data[:] = p.data[:]\n", " op(p=p, pn=pn)\n", " \n", " l1norm = (np.sum(np.abs(p.data[:]) - np.abs(pn.data[:])) /\n", " np.sum(np.abs(pn.data[:])))\n", "\n", "# Visualize the converged steady-state\n", "plot_field(p.data, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One crucial detail about the code above is that the deep data copy between iterations will really hurt performance if we were to run this on a large grid. However, we have already seen how we can match data symbols to symbolic names when calling the pre-compiled operator, which we can now use to actually switch the roles of `pn` and `p` between iterations, eg. `op(p=pn, pn=p)`. Thus, we can implement a simple buffer-switching scheme by simply testing for odd and even time-steps, without ever having to shuffle data around. You can see below that this is leads to a reduction in runtime." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.09 s, sys: 255 ms, total: 1.35 s\n", "Wall time: 964 ms\n" ] } ], "source": [ "%%time\n", "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialise the two buffer fields\n", "p.data[:] = 0.\n", "p.data[-1, :] = np.linspace(0, 1, ny)\n", "pn.data[:] = 0.\n", "pn.data[-1, :] = np.linspace(0, 1, ny)\n", "\n", "# Visualize the initial condition\n", "plot_field(p.data, ymax=1.0, view=(30, 225))\n", "\n", "# Run the convergence loop by explicitly flipping buffers\n", "l1norm_target = 1.e-4\n", "l1norm = 1\n", "counter = 0\n", "while l1norm > l1norm_target:\n", " # Determine buffer order\n", " if counter % 2 == 0:\n", " _p = p\n", " _pn = pn\n", " else:\n", " _p = pn\n", " _pn = p\n", "\n", " # Apply operator\n", " op(p=_p, pn=_pn)\n", " \n", " # Compute L1 norm\n", " l1norm = (np.sum(np.abs(_p.data[:]) - np.abs(_pn.data[:])) /\n", " np.sum(np.abs(_pn.data[:])))\n", " counter += 1\n", " \n", "plot_field(p.data, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "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": "3.8.3" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }