{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 07 - Custom finite difference coefficients in Devito\n", "\n", "## Introduction\n", "\n", "When taking the numerical derivative of a function in Devito, the default behaviour is for 'standard' finite difference weights (obtained via a Taylor series expansion about the point of differentiation) to be applied. Consider the following example for some field $u(\\mathbf{x},t)$, where $\\mathbf{x}=(x,y)$. Let us define a computational domain/grid and differentiate our field with respect to $x$." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import numpy as np\n", "import sympy as sp\n", "from devito import Grid, TimeFunction\n", "\n", "# Create our grid (computational domain)\n", "Lx = 10\n", "Ly = Lx\n", "Nx = 11\n", "Ny = Nx\n", "dx = Lx/(Nx-1)\n", "dy = dx\n", "grid = Grid(shape=(Nx,Ny), extent=(Lx,Ly))\n", "\n", "# Define u(x,y,t) on this grid\n", "u = TimeFunction(name='u', grid=grid, time_order=2, space_order=2)\n", "\n", "# Define symbol for laplacian replacement\n", "H = sp.symbols('H')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, lets look at the output of $\\partial u/\\partial x$:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-u(t, x, y)/h_x + u(t, x + h_x, y)/h_x\n" ] } ], "source": [ "print(u.dx.evaluate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the 'standard' Taylor series expansion result, where `h_x` represents the $x$-direction grid spacing, is returned. However, there may be instances when a user wishes to use 'non-standard' weights when, for example, implementing a dispersion-relation-preserving (DRP) scheme. See e.g. \n", "\n", "[1] Christopher K.W. Tam, Jay C. Webb (1993). ”Dispersion-Relation-Preserving Finite Difference Schemes for Computational Acoustics.” **J. Comput. Phys.**, 107(2), 262--281. https://doi.org/10.1006/jcph.1993.1142\n", "\n", "for further details. The use of such modified weights is facilitated in Devito via the 'symbolic' finite difference coefficents functionality. Let us start by re-defining the function $u(\\mathbf{x},t)$ in the following manner:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "u = TimeFunction(name='u', grid=grid, time_order=2, space_order=2, coefficients='symbolic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the addition of the `coefficients='symbolic'` keyword. Now, when printing $\\partial u/\\partial x$ we obtain:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "u(t, x, y)*W(x, 1, u(t, x, y), x) + u(t, x - h_x, y)*W(x - h_x, 1, u(t, x, y), x) + u(t, x + h_x, y)*W(x + h_x, 1, u(t, x, y), x)\n" ] } ], "source": [ "print(u.dx.evaluate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Owing to the addition of the `coefficients='symbolic'` keyword the weights have been replaced by sympy functions. Now, take for example the weight `W(x - h_x, 1, u(t, x, y), x)`, the notation is as follows:\n", "* The first `x - h_x` refers to the spatial location of the weight w.r.t. the evaluation point `x`.\n", "* The `1` refers to the order of the derivative.\n", "* `u(t, x, y)` refers to the function with which the weight is associated.\n", "* Finally, the `x` refers to the dimension along which the derivative is being taken.\n", "\n", "Symbolic coefficients can then be manipulated using the Devito 'Coefficient' and 'Substitutions' objects. First, let us consider an example where we wish to replace the coefficients with a set of constants throughout the entire computational domain." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from devito import Coefficient, Substitutions # Import the Devito Coefficient and Substitutions objects\n", "# Grab the grid spatial dimensions: Note x[0] will correspond to the x-direction and x[1] to y-direction\n", "x = grid.dimensions \n", "# Form a Coefficient object and then a replacement rules object (to pass to a Devito equation):\n", "u_x_coeffs = Coefficient(1, u, x[0], np.array([-0.6, 0.1, 0.6]))\n", "coeffs = Substitutions(u_x_coeffs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Devito Coefficient ojects take arguments in the following order:\n", "1. Derivative order (in the above example this is the first derivative)\n", "2. Function to which the coefficients 'belong' (in the above example this is the time function `u`)\n", "3. Dimension on which coefficients will be applied (in the above example this is the x-direction)\n", "4. Coefficient data. Since, in the above example, the coefficients have been applied as a 1-d numpy array replacement will occur at the equation level. (Note that other options are in development and will be the subject of future notebooks)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, lets form a Devito equation, pass it the Substitutions object, and take a look at the output:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(-u(t, x, y)/dt + u(t + dt, x, y)/dt + 0.1*u(t, x, y) - 0.6*u(t, x - h_x, y) + 0.6*u(t, x + h_x, y), 0)\n" ] } ], "source": [ "from devito import Eq\n", "eq = Eq(u.dt+u.dx, coefficients=coeffs)\n", "print(eq.evaluate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that in the above equation the standard weights for the first derivative of `u` in the $x$-direction have now been replaced with our user defined weights. Note that since no replacement rules were defined for the time derivative (`u.dt`) standard weights have replaced the symbolic weights.\n", "\n", "Now, let us consider a more complete example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Finite difference modeling for a large velocity-contrast acousitc wave model\n", "\n", "It is advised to read through the 'Introduction to seismic modelling' notebook located in devito/examples/seismic/tutorials/01_modelling.ipynb before proceeding with this example since much introductory material will be ommited here. The example now considered is based on an example introduced in\n", "\n", "[2] Yang Liu (2013). ”Globally optimal finite-difference schemes based on least squares.” **GEOPHYSICS**, 78(4), 113--132. https://doi.org/10.1190/geo2012-0480.1.\n", "\n", "See figure 18 of [2] for further details. Note that here we will simply use Devito to 'reproduce' the simulations leading to two results presented in the aforementioned figure. No analysis of the results will be carried out. The domain under consideration has a sptaial extent of $2km \\times 2km$ and, letting $x$ be the horizontal coordinate and $z$ the depth, a velocity profile such that $v_1(x,z)=1500ms^{-1}$ for $z\\leq1200m$ and $v_2(x,z)=4000ms^{-1}$ for $z>1200m$.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `initdamp` ran in 0.01 s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from examples.seismic import Model, plot_velocity\n", "%matplotlib inline\n", "\n", "# Define a physical size\n", "Lx = 2000\n", "Lz = Lx\n", "h = 10\n", "Nx = int(Lx/h)+1\n", "Nz = Nx\n", "\n", "shape = (Nx, Nz) # Number of grid point\n", "spacing = (h, h) # Grid spacing in m. The domain size is now 2km by 2km\n", "origin = (0., 0.)\n", "\n", "# Our scheme will be 10th order (or less) in space.\n", "order = 10\n", "\n", "# Define a velocity profile. The velocity is in km/s\n", "v = np.empty(shape, dtype=np.float32)\n", "v[:, :121] = 1.5\n", "v[:, 121:] = 4.0\n", "\n", "# With the velocity and model size defined, we can create the seismic model that\n", "# encapsulates these properties. We also define the size of the absorbing layer as 10 grid points\n", "nbl = 10\n", "model = Model(vp=v, origin=origin, shape=shape, spacing=spacing,\n", " space_order=20, nbl=nbl, bcs=\"damp\")\n", "\n", "plot_velocity(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The seismic wave source term will be modelled as a Ricker Wavelet with a peak-frequency of $25$Hz located at $(1000m,800m)$. Before applying the DRP scheme, we begin by generating a 'reference' solution using a spatially high-order standard finite difference scheme and time step well below the model's critical time-step. The scheme will be 2nd order in time." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from examples.seismic import TimeAxis\n", "\n", "t0 = 0. # Simulation starts a t=0\n", "tn = 500. # Simulation lasts 0.5 seconds (500 ms)\n", "dt = 1.0 # Time step of 0.2ms\n", "\n", "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n", "\n", "#NBVAL_IGNORE_OUTPUT\n", "from examples.seismic import RickerSource\n", "\n", "f0 = 0.025 # Source peak frequency is 25Hz (0.025 kHz)\n", "src = RickerSource(name='src', grid=model.grid, f0=f0,\n", " npoint=1, time_range=time_range)\n", "\n", "# First, position source centrally in all dimensions, then set depth\n", "src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n", "src.coordinates.data[0, -1] = 800. # Depth is 800m\n", "\n", "# We can plot the time signature to see the wavelet\n", "src.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us define our wavefield and PDE:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Define the wavefield with the size of the model and the time dimension\n", "u = TimeFunction(name=\"u\", grid=model.grid, time_order=2, space_order=order)\n", "\n", "# We can now write the PDE\n", "pde = model.m * u.dt2 - H + model.damp * u.dt\n", "\n", "# This discrete PDE can be solved in a time-marching way updating u(t+dt) from the previous time step\n", "# Devito as a shortcut for u(t+dt) which is u.forward. We can then rewrite the PDE as \n", "# a time marching updating equation known as a stencil using customized SymPy functions\n", "from devito import solve\n", "\n", "stencil = Eq(u.forward, solve(pde, u.forward).subs({H: u.laplace}))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Finally we define the source injection and receiver read function to generate the corresponding code\n", "src_term = src.inject(field=u.forward, expr=src * dt**2 / model.m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, lets create the operator and execute the time marching scheme:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from devito import Operator\n", "\n", "op = Operator([stencil] + src_term, subs=model.spacing_map)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` ran in 0.03 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", " PerfEntry(time=0.01784900000000003, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", " PerfEntry(time=0.0031449999999999833, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "op(time=time_range.num-1, dt=dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the result:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "#import matplotlib\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "\n", "Lx = 2000\n", "Lz = 2000\n", "\n", "abs_lay = nbl*h\n", "\n", "dx = h\n", "dz = dx\n", "X, Z = np.mgrid[-abs_lay: Lx+abs_lay+1e-10: dx, -abs_lay: Lz+abs_lay+1e-10: dz]\n", "\n", "levels = 100\n", "clip = 5\n", "\n", "fig = plt.figure(figsize=(14, 7))\n", "ax1 = fig.add_subplot(111)\n", "cont = ax1.imshow(u.data[0,:,:].T, vmin=-clip, vmax=clip, cmap=cm.seismic, extent=[0, Lx, 0, Lz])\n", "fig.colorbar(cont)\n", "ax1.set_xlabel('$x$')\n", "ax1.set_ylabel('$z$')\n", "ax1.set_title('$u(x,z,500)$')\n", "\n", "plt.gca().invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now reimplement the above model applying the DRP scheme presented in [2].\n", "\n", "First, since we wish to apply different custom FD coefficients in the upper on lower layers we need to define these two 'subdomains' using the `Devito SubDomain` functionality:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from devito import SubDomain\n", "\n", "# Define our 'upper' and 'lower' SubDomains:\n", "class Upper(SubDomain):\n", " name = 'upper'\n", " def define(self, dimensions):\n", " x, z = dimensions\n", " # We want our upper layer to span the entire x-dimension and all\n", " # but the bottom 80 (+boundary layer) cells in the z-direction, which is achieved via\n", " # the following notation:\n", " return {x: x, z: ('left', 80+nbl)}\n", " \n", "class Lower(SubDomain):\n", " name = 'lower'\n", " def define(self, dimensions):\n", " x, z = dimensions\n", " # We want our lower layer to span the entire x-dimension and all\n", " # but the top 121 (+boundary layer) cells in the z-direction.\n", " return {x: x, z: ('right', 121+nbl)}\n", "\n", "# Create these subdomains:\n", "ur = Upper()\n", "lr = Lower()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now create our model incoporating these subdomains:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `initdamp` ran in 0.01 s\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Create our model passing it our 'upper' and 'lower' subdomains: \n", "model = Model(vp=v, origin=origin, shape=shape, spacing=spacing,\n", " space_order=order, nbl=nbl, subdomains=(ur,lr), bcs=\"damp\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And re-define model related objects. Note that now our wave-field will be defined with `coefficients='symbolic'`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "t0 = 0. # Simulation starts a t=0\n", "tn = 500. # Simulation last 1 second (500 ms)\n", "dt = 1.0 # Time step of 1.0ms\n", "\n", "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n", "\n", "f0 = 0.025 # Source peak frequency is 25Hz (0.025 kHz)\n", "src = RickerSource(name='src', grid=model.grid, f0=f0,\n", " npoint=1, time_range=time_range)\n", "\n", "src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n", "src.coordinates.data[0, -1] = 800. # Depth is 800m\n", "\n", "# New wave-field\n", "u_DRP = TimeFunction(name=\"u_DRP\", grid=model.grid, time_order=2, space_order=order, coefficients='symbolic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now create a stencil for each of our 'Upper' and 'Lower' subdomains defining different custom FD weights within each of these subdomains." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# The underlying pde is the same in both subdomains\n", "pde_DRP = model.m * u_DRP.dt2 - H + model.damp * u_DRP.dt\n", "\n", "# Define our custom FD coefficients:\n", "x, z = model.grid.dimensions\n", "# Upper layer\n", "weights_u = np.array([ 2.00462e-03, -1.63274e-02, 7.72781e-02, \n", " -3.15476e-01, 1.77768e+00, -3.05033e+00, \n", " 1.77768e+00, -3.15476e-01, 7.72781e-02, \n", " -1.63274e-02, 2.00462e-03])\n", "# Lower layer\n", "weights_l = np.array([ 0. , 0. , 0.0274017, \n", " -0.223818, 1.64875 , -2.90467, \n", " 1.64875 , -0.223818, 0.0274017, \n", " 0. , 0. ])\n", "# Create the Devito Coefficient objects:\n", "ux_u_coeffs = Coefficient(2, u_DRP, x, weights_u/x.spacing**2)\n", "uz_u_coeffs = Coefficient(2, u_DRP, z, weights_u/z.spacing**2)\n", "ux_l_coeffs = Coefficient(2, u_DRP, x, weights_l/x.spacing**2)\n", "uz_l_coeffs = Coefficient(2, u_DRP, z, weights_l/z.spacing**2)\n", "# And the replacement rules:\n", "coeffs_u = Substitutions(ux_u_coeffs,uz_u_coeffs)\n", "coeffs_l = Substitutions(ux_l_coeffs,uz_l_coeffs)\n", "# Create a stencil for each subdomain:\n", "stencil_u = Eq(u_DRP.forward, solve(pde_DRP, u_DRP.forward).subs({H: u_DRP.laplace}),\n", " subdomain = model.grid.subdomains['upper'], coefficients=coeffs_u)\n", "stencil_l = Eq(u_DRP.forward, solve(pde_DRP, u_DRP.forward).subs({H: u_DRP.laplace}),\n", " subdomain = model.grid.subdomains['lower'], coefficients=coeffs_l)\n", "\n", "# Source term:\n", "src_term = src.inject(field=u_DRP.forward, expr=src * dt**2 / model.m)\n", "\n", "# Create the operator, incoporating both upper and lower stencils:\n", "op = Operator([stencil_u, stencil_l] + src_term, subs=model.spacing_map)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now execute the operator:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` ran in 0.03 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", " PerfEntry(time=0.017513999999999988, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", " PerfEntry(time=0.003328999999999981, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "op(time=time_range.num-1, dt=dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the new results:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "fig = plt.figure(figsize=(14, 7))\n", "ax1 = fig.add_subplot(111)\n", "cont = ax1.imshow(u_DRP.data[0,:,:].T, vmin=-clip, vmax=clip, cmap=cm.seismic, extent=[0, Lx, 0, Lz])\n", "fig.colorbar(cont)\n", "ax1.axis([0, Lx, 0, Lz])\n", "ax1.set_xlabel('$x$')\n", "ax1.set_ylabel('$z$')\n", "ax1.set_title('$u_{DRP}(x,z,500)$')\n", "\n", "plt.gca().invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, for comparison, lets plot the difference between the standard 20th order and optimized 10th order models:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "fig = plt.figure(figsize=(14, 7))\n", "ax1 = fig.add_subplot(111)\n", "cont = ax1.imshow(u_DRP.data[0,:,:].T-u.data[0,:,:].T, vmin=-clip, vmax=clip, cmap=cm.seismic, extent=[0, Lx, 0, Lz])\n", "fig.colorbar(cont)\n", "ax1.set_xlabel('$x$')\n", "ax1.set_ylabel('$z$')\n", "\n", "plt.gca().invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Wavefield norm checks\n", "assert np.isclose(np.linalg.norm(u.data[-1]), 82.170, atol=0, rtol=1e-4)\n", "assert np.isclose(np.linalg.norm(u_DRP.data[-1]), 83.624, atol=0, rtol=1e-4)" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.3" }, "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": 4 }