{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1b: Linear convection in 2D, revisited\n", "\n", "We will now revisit the first example of this tutorial with an example that is better suited to the numerical scheme used in Devito. As a reminder, the governing equation is:\n", "\n", "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n", "\n", "We then discretized this using forward differences in time and backward differences in space:\n", "\n", "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n", "\n", "In the previous example, the system was initialised with a hat function. As easy as this example seems, it actually highlights a few limitations of finite differences and related methods:\n", " - The governing equation above contains spatial derivatives ($\\frac{\\partial u}{\\partial x}$ and $\\frac{\\partial u}{\\partial y}$). The hat, with its sharp corners, is discontinuous and therefore non-smooth, meaning that the derivatives do not exist at the corners of the hat. This means that the governing equation has no solution in the strict sense for this problem. Mathematically, this problem can be overcome by introducing weak solutions, which still exist in the presence of discontinuities, as long as the problem is smooth almost everywhere. The Finite Volume (FV), Finite Element (FEM) and related schemes are based on this weak form.\n", " - The finite differences method only works well if finite differences are a good approximation of the derivatives. With the chosen discretization above, this requires that $\\frac{u_{i,j}^n-u_{i-1,j}^n}{\\Delta x} \\approx \\frac{\\partial u}{\\partial x}$ and $\\frac{u_{i,j}^n-u_{i,j-1}^n}{\\Delta y} \\approx \\frac{\\partial u}{\\partial y}$. This is the case for systems with a smooth solution if $\\Delta x$ and $\\Delta y$ are sufficiently small. But if the solution is non-smooth, as in this example, then we can't expect much regardless of the grid size.\n", " - First-order methods, such as the backward differences that we have used in this example, are known to create artificial diffusion. Higher-order schemes, such as central differences, avoid this problem. However, in the presence of discontinuities these methods introduce so-called spurious oscillations. These oscillations may even build up (grow infinitely) and cause the computation to diverge.\n", " - Discontinuities can appear by themselves for some equations (such as the Burgers equation that we discuss next), even if the initial condition is smooth. In CFD, discontinuities appear for example as shocks in the simulation of transonic flow. For this reason, numerical schemes that behave well in the presence of discontinuities have been a research subject for a long time. A thorough discussion is beyond the scope of this tutorial, but can be found in [R. LeVeque (1992): Numerical Methods for Conservation Laws, 2nd ed., Birkhäuser Verlag, pp. 8-13].\n", " \n", "In the remainder of this example, we will reproduce the results from the previous example, only this time with a smooth initial condition. This lets us observe Devito in a setting for which it is better equipped.\n", " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat, init_smooth\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 81\n", "ny = 81\n", "nt = 100\n", "c = 1.\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now initialise the field with an infinitely smooth bump, as given by [J.A. Krakos (2012): Unsteady Adjoint Analysis for Output Sensitivity\n", "and Mesh Adaptation, PhD thesis, p. 68] as $$\n", "f(r)=\n", "\\begin{cases}\n", "\\frac{1}{A}e^{-1/(r-r^2)} &\\text{ for } 0 < r < 1,\\\\\n", "0 &\\text{ else.}\n", "\\end{cases}\n", "$$\n", "We use this with $A=100$, and define the initial condition in two dimensions as $$u^0(x,y)=1+f\\left(\\frac{2}{3}x\\right)*f\\left(\\frac{2}{3}y\\right).$$" ] }, { "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", "# Create field and assign initial conditions\n", "u = np.empty((nx, ny))\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "# Plot initial condition\n", "plot_field(u, zmax=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solving this will move the bump again." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Repeat initialisation, so we can re-run the cell\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "for n in range(nt + 1):\n", " # Copy previous result into a new buffer\n", " un = u.copy()\n", " \n", " # Update the new result with a 3-point stencil\n", " u[1:, 1:] = (un[1:, 1:] - (c * dt / dy * (un[1:, 1:] - un[1:, :-1])) -\n", " (c * dt / dx * (un[1:, 1:] - un[:-1, 1:])))\n", " \n", " # Apply boundary conditions. \n", " # Note: -1 here is the last index in the array, not the one at x=-1 or y=-1.\n", " u[0, :] = 1. # left\n", " u[-1, :] = 1. # right\n", " u[:, 0] = 1. # bottom\n", " u[:, -1] = 1. # top" ] }, { "cell_type": "code", "execution_count": 4, "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", "# A small sanity check for auto-testing\n", "assert (u[45:55, 45:55] > 1.8).all()\n", "u_ref = u.copy()\n", "\n", "plot_field(u, zmax=4.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hooray, the wave moved! It looks like the solver works much better for this example: The wave has not noticeably changed its shape." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Devito implementation\n", "Again, we can re-create this via a Devito operator. Let's fill the initial buffer with smooth data and look at it:" ] }, { "cell_type": "code", "execution_count": 5, "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", "from devito import Grid, TimeFunction\n", "\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create again the discretized equation as shown below. Note that the equation is still the same, only the initial condition has changed." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(1.0*Derivative(u(t, x, y), x) + 1.0*Derivative(u(t, x, y), y) + Derivative(u(t, x, y), t), 0)\n" ] } ], "source": [ "from devito import Eq\n", "\n", "eq = Eq(u.dt + c*u.dxl + c*u.dyl)\n", "\n", "print(eq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SymPy can re-organise this equation just like in the previous example." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dt*(-u(t, x, y)/h_y + u(t, x, y - h_y)/h_y - u(t, x, y)/h_x + u(t, x - h_x, y)/h_x + u(t, x, y)/dt)\n" ] } ], "source": [ "from devito import solve \n", "from sympy import nsimplify\n", "\n", "stencil = solve(eq, u.forward)\n", "\n", "print(nsimplify(stencil))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this stencil expression to create an operator to apply to our data object:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.01 s\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Reset our initial condition in both buffers.\n", "# This is required to avoid 0s propagating into\n", "# our solution, which has a background value of 1.\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", "\n", "# Apply boundary conditions.\n", "# Note that as the u.data method is from numpy, we can use the \n", "# -1 syntax to represent the last item in the array.\n", "u.data[:, 0, :] = 1.\n", "u.data[:, -1, :] = 1.\n", "u.data[:, :, 0] = 1.\n", "u.data[:, :, -1] = 1.\n", " \n", "# Create an Operator that updates the forward stencil\n", "# point in the interior subdomain only.\n", "op = Operator(Eq(u.forward, stencil, subdomain=grid.interior))\n", "\n", "# Apply the operator for a number of timesteps\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])\n", "\n", "# Some small sanity checks for the testing framework\n", "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, this looks just like the result from NumPy. Since this example is just like the one before, the low-level treatment of boundaries is also unchanged." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.01 s\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Reset our data field and ICs in both buffers\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", "\n", "# For defining BCs, we generally to explicitly set rows/columns\n", "# in our field using an expression. We can use Devito's \"indexed\" \n", "# notation to do this. A u in this instance is a sympy function \n", "# we cannot use the numpy shortcut u[-1] to refer to the last location:\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_left = Eq(u[t + 1, 0, y], 1.)\n", "bc_right = Eq(u[t + 1, nx-1, y], 1.)\n", "bc_top = Eq(u[t + 1, x, ny-1], 1.)\n", "bc_bottom = Eq(u[t + 1, x, 0], 1.)\n", "\n", "# Now combine the BC expressions with the stencil to form operator.\n", "expressions = [Eq(u.forward, stencil, subdomain=grid.interior)]\n", "expressions += [bc_left, bc_right, bc_top, bc_bottom]\n", "op = Operator(expressions=expressions, opt=None, openmp=False) # <-- Turn off performance optimisations\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])\n", "\n", "# Some small sanity checks for the testing framework\n", "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The C code of the Kernel is also still the same." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#define _POSIX_C_SOURCE 200809L\n", "#define START_TIMER(S) struct timeval start_ ## S , end_ ## S ; gettimeofday(&start_ ## S , NULL);\n", "#define STOP_TIMER(S,T) gettimeofday(&end_ ## S, NULL); T->S += (double)(end_ ## S .tv_sec-start_ ## S.tv_sec)+(double)(end_ ## S .tv_usec-start_ ## S .tv_usec)/1000000;\n", "\n", "#include \"stdlib.h\"\n", "#include \"math.h\"\n", "#include \"sys/time.h\"\n", "\n", "struct dataobj\n", "{\n", " void *restrict data;\n", " int * size;\n", " int * npsize;\n", " int * dsize;\n", " int * hsize;\n", " int * hofs;\n", " int * oofs;\n", "} ;\n", "\n", "struct profiler\n", "{\n", " double section0;\n", " double section1;\n", " double section2;\n", "} ;\n", "\n", "\n", "int Kernel(const float dt, const float h_x, const float h_y, struct dataobj *restrict u_vec, const int i0x_ltkn, const int i0x_rtkn, const int i0y_ltkn, const int i0y_rtkn, const int time_M, const int time_m, const int x_M, const int x_m, const int y_M, const int y_m, struct profiler * timers)\n", "{\n", " float (*restrict u)[u_vec->size[1]][u_vec->size[2]] __attribute__ ((aligned (64))) = (float (*)[u_vec->size[1]][u_vec->size[2]]) u_vec->data;\n", "\n", " for (int time = time_m, t0 = (time)%(2), t1 = (time + 1)%(2); time <= time_M; time += 1, t0 = (time)%(2), t1 = (time + 1)%(2))\n", " {\n", " /* Begin section0 */\n", " START_TIMER(section0)\n", " for (int i0x = i0x_ltkn + x_m; i0x <= -i0x_rtkn + x_M; i0x += 1)\n", " {\n", " for (int i0y = i0y_ltkn + y_m; i0y <= -i0y_rtkn + y_M; i0y += 1)\n", " {\n", " u[t1][i0x + 1][i0y + 1] = dt*(1.0F*u[t0][i0x + 1][i0y]/h_y - 1.0F*u[t0][i0x + 1][i0y + 1]/h_y + 1.0F*u[t0][i0x][i0y + 1]/h_x - 1.0F*u[t0][i0x + 1][i0y + 1]/h_x + u[t0][i0x + 1][i0y + 1]/dt);\n", " }\n", " }\n", " STOP_TIMER(section0,timers)\n", " /* End section0 */\n", " /* Begin section1 */\n", " START_TIMER(section1)\n", " for (int y = y_m; y <= y_M; y += 1)\n", " {\n", " u[t1][1][y + 1] = 1.00000000000000F;\n", " u[t1][81][y + 1] = 1.00000000000000F;\n", " }\n", " STOP_TIMER(section1,timers)\n", " /* End section1 */\n", " /* Begin section2 */\n", " START_TIMER(section2)\n", " for (int x = x_m; x <= x_M; x += 1)\n", " {\n", " u[t1][x + 1][81] = 1.00000000000000F;\n", " u[t1][x + 1][1] = 1.00000000000000F;\n", " }\n", " STOP_TIMER(section2,timers)\n", " /* End section2 */\n", " }\n", "\n", " return 0;\n", "}\n", "\n" ] } ], "source": [ "print(op.ccode)" ] } ], "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 }