{ "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 exampe, 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 intial 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 / dx * (un[1:, 1:] - un[1:, :-1])) -\n", " (c * dt / dy * (un[1:, 1:] - un[:-1, 1:])))\n", "\n", " # Apply boundary conditions\n", " u[0, :] = 1.\n", " u[-1, :] = 1.\n", " u[:, 0] = 1.\n", " u[:, -1] = 1." ] }, { "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": [ "1.0*(-dt*h_x*u(t, x, y) + dt*h_x*u(t, x, y - h_y) - dt*h_y*u(t, x, y) + dt*h_y*u(t, x - h_x, y) + h_x*h_y*u(t, x, y))/(h_x*h_y)\n" ] } ], "source": [ "from devito import solve \n", "\n", "stencil = solve(eq, u.forward)\n", "\n", "print(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", 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" ] }, "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", "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 0.00 s\n" ] }, { "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", "# 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:\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, dle=None, dse=None) # <-- 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", "#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 time_M, const int time_m, struct profiler * timers, const int x_M, const int x_m, const int xi_ltkn, const int xi_rtkn, const int y_M, const int y_m, const int yi_ltkn, const int yi_rtkn)\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", " 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", " struct timeval start_section0, end_section0;\n", " gettimeofday(&start_section0, NULL);\n", " /* Begin section0 */\n", " for (int xi = x_m + xi_ltkn; xi <= x_M - xi_rtkn; xi += 1)\n", " {\n", " for (int yi = y_m + yi_ltkn; yi <= y_M - yi_rtkn; yi += 1)\n", " {\n", " u[t1][xi + 1][yi + 1] = 1.0F*(dt*h_x*u[t0][xi + 1][yi] - dt*h_x*u[t0][xi + 1][yi + 1] + dt*h_y*u[t0][xi][yi + 1] - dt*h_y*u[t0][xi + 1][yi + 1] + h_x*h_y*u[t0][xi + 1][yi + 1])/(h_x*h_y);\n", " }\n", " }\n", " /* End section0 */\n", " gettimeofday(&end_section0, NULL);\n", " timers->section0 += (double)(end_section0.tv_sec-start_section0.tv_sec)+(double)(end_section0.tv_usec-start_section0.tv_usec)/1000000;\n", " struct timeval start_section1, end_section1;\n", " gettimeofday(&start_section1, NULL);\n", " /* Begin 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", " /* End section1 */\n", " gettimeofday(&end_section1, NULL);\n", " timers->section1 += (double)(end_section1.tv_sec-start_section1.tv_sec)+(double)(end_section1.tv_usec-start_section1.tv_usec)/1000000;\n", " struct timeval start_section2, end_section2;\n", " gettimeofday(&start_section2, NULL);\n", " /* Begin 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", " /* End section2 */\n", " gettimeofday(&end_section2, NULL);\n", " timers->section2 += (double)(end_section2.tv_sec-start_section2.tv_sec)+(double)(end_section2.tv_usec-start_section2.tv_usec)/1000000;\n", " }\n", " return 0;\n", "}\n", "\n" ] } ], "source": [ "print(op.ccode)" ] } ], "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": "3.7.2" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }