{ "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": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "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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", 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" ] }, "metadata": {}, "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": "stderr", "output_type": "stream", "text": [ "Equation is not affine w.r.t the target, falling back to standardsympy.solve that may be slow\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Update stencil:\n", "Eq(p(x, y), 0.5*(h_x**2*pn(x, y - h_y) + h_x**2*pn(x, y + h_y) + h_y**2*pn(x - h_x, y) + h_y**2*pn(x + h_x, y))/(h_x**2 + h_y**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(f\"Update stencil:\\n{eq_stencil}\\n\")" ] }, { "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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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 15.8 s, sys: 4.95 ms, total: 15.8 s\n", "Wall time: 1.96 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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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 13.4 s, sys: 6.94 ms, total: 13.4 s\n", "Wall time: 1.55 s\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))" ] } ], "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": "3.10.12" }, "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 } }, "nbformat": 4, "nbformat_minor": 4 }