{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1b: Linear convection in 2D, revisited\n", "\n", "We will now revisit the fhe 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 discretisation 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": {}, "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 again move the bump." ] }, { "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": {}, "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": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, TimeFunction, INTERIOR\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 again create the discretised 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*u(t, x, y)/h_y - 1.0*u(t, x, y - h_y)/h_y + 1.0*u(t, x, y)/h_x - 1.0*u(t, x - h_x, y)/h_x - u(t, x, y)/dt + u(t + dt, x, y)/dt, 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) + u(t, x, y - h_y)) + 1.0*dt*h_y*(-u(t, x, y) + u(t, x - h_x, y)) + h_x*h_y*u(t, x, y))/(h_x*h_y)\n" ] } ], "source": [ "from sympy import solve\n", "\n", "stencil = solve(eq, u.forward, rational=False)[0]\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": [ "CustomCompiler: compiled /var/folders/qr/4hc1nw7d3hj55jbd1z7kkrvh0000gn/T/devito-3kz9t3oi/01ce617a52ebc561dcc4742e8bd4a2a2fc7db834.c [0.71 s]\n", "=========================================================================================\n", "Section main<101,80,80> with OI=1.62 computed in 0.001 s [12.60 GFlops/s, 0.97 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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 to the interior region only.\n", "op = Operator(Eq(u.forward, stencil, region=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": [ "CustomCompiler: compiled /var/folders/qr/4hc1nw7d3hj55jbd1z7kkrvh0000gn/T/devito-3kz9t3oi/87a5c62fcc10ded6e3b0f92e6e2ec7e3f815a6e7.c [0.80 s]\n", "=========================================================================================\n", "Section section_1<101,81> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section section_2<101,81> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section main<101,79,79> with OI=1.75 computed in 0.001 s [11.37 GFlops/s, 0.81 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "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.indexed[t + 1, 0, y], 1.)\n", "bc_right = Eq(u.indexed[t + 1, nx-1, y], 1.)\n", "bc_top = Eq(u.indexed[t + 1, x, ny-1], 1.)\n", "bc_bottom = Eq(u.indexed[t + 1, x, 0], 1.)\n", "\n", "# Now combine the BC expressions with the stencil to form operator.\n", "expressions = [Eq(u.forward, stencil, region=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 profile\n", "{\n", " double section_0;\n", " double section_1;\n", " double section_2;\n", "} ;\n", "\n", "\n", "int Kernel(const float dt, const float h_x, const float h_y, float *restrict u_vec, const int time_M, const int time_m, void *_timers, const int x_M, const int x_m, const int x_size, const int xi_M, const int xi_m, const int y_M, const int y_m, const int y_size, const int yi_M, const int yi_m)\n", "{\n", " float (*restrict u)[x_size + 1 + 1][y_size + 1 + 1] __attribute__((aligned(64))) = (float (*)[x_size + 1 + 1][y_size + 1 + 1]) u_vec;\n", " struct profile *timers = (struct profile*) _timers;\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_section_0, end_section_0;\n", " gettimeofday(&start_section_0, NULL);\n", " for (int xi = xi_m; xi <= xi_M; xi += 1)\n", " {\n", " for (int yi = yi_m; yi <= yi_M; yi += 1)\n", " {\n", " u[t1][xi + 1][yi + 1] = (1.0F*dt*h_x*(u[t0][xi + 1][yi] - u[t0][xi + 1][yi + 1]) + 1.0F*dt*h_y*(u[t0][xi][yi + 1] - u[t0][xi + 1][yi + 1]) + h_x*h_y*u[t0][xi + 1][yi + 1])/(h_x*h_y);\n", " }\n", " }\n", " gettimeofday(&end_section_0, NULL);\n", " timers->section_0 += (double)(end_section_0.tv_sec-start_section_0.tv_sec)+(double)(end_section_0.tv_usec-start_section_0.tv_usec)/1000000;\n", " struct timeval start_section_1, end_section_1;\n", " gettimeofday(&start_section_1, NULL);\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", " gettimeofday(&end_section_1, NULL);\n", " timers->section_1 += (double)(end_section_1.tv_sec-start_section_1.tv_sec)+(double)(end_section_1.tv_usec-start_section_1.tv_usec)/1000000;\n", " struct timeval start_section_2, end_section_2;\n", " gettimeofday(&start_section_2, NULL);\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", " gettimeofday(&end_section_2, NULL);\n", " timers->section_2 += (double)(end_section_2.tv_sec-start_section_2.tv_sec)+(double)(end_section_2.tv_usec-start_section_2.tv_usec)/1000000;\n", " }\n", " return 0;\n", "}\n" ] } ], "source": [ "print(op.ccode)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }