{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Devito CFD Tutorial series\n", "\n", "The following series of notebook tutorials will demonstrate the use of Devito and it's SymPy-based API to solve a set of classic examples from Computational Fluid Dynamics (CFD). The tutorials are based on the excellent tutorial series _CFD Python: 12 steps to Navier-Stokes_ by Lorena Barba and focus on the implementation with Devito rather than pure CFD or finite difference theory. For a refresher on how to implement 2D finite difference solvers for CFD problems, please see the original tutorial series here:
\n", "http://lorenabarba.com/blog/cfd-python-12-steps-to-navier-stokes/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: Linear convection in 2D\n", "\n", "Lets start with a simple 2D convection example - step 5 in the original blog. This will already allow us to demonstrate a lot about the use of Devito's symbolic data objects and how to use them to build a simple operator directly from the symbolic notation of the equation. The governing equation we will implement in this tutorial is:\n", "\n", "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n", "\n", "In order to implement this equation we first discretize it using forward differences in time and backward differences in space. Just as the original tutorial, we will use $u_{i,j}^n$ to denote a finite difference stencil point with $i$ and $j$ denoting spatial indices and $n$ denoting the time index. So, after re-arranging the discretized equation for the forward stencil point in time we get \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", "Using this, we can start deriving the computational stencil for this equation. Let's first look at the original _pure Python_ implementation of the linear convection flow - but first we import our tools and define some parameters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dx 0.025, dy 0.025\n" ] } ], "source": [ "from examples.cfd import plot_field, init_hat\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", "print(\"dx %s, dy %s\" % (dx, dy))\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A small note on style:** Throughout this tutorial series we will use utility functions to plot the various 2D functions and data sets we deal with. These are all taken from the original tutorial series, but have been slightly modified for our purposes. One of the differences readers might find is that the original series uses _(y, x)_ indexing for 2d data arrays, whereas many of the examples have been adapted to use _(x, y)_ notation in our tutorials.\n", "\n", "So, let's start by creating a simple 2D function and initialising it with a \"hat function\". We will use that initialisation function a lot, so it comes from our utility scripts:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "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", "# Create field and assign initial conditions\n", "u = np.empty((nx, ny))\n", "init_hat(field=u, dx=dx, dy=dy, value=2.)\n", "\n", "# Plot initial condition\n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can repeat the _pure NumPy_ solve from the original tutorial, where we use NumPy array operations to speed up the computation. Note that we skip the derivation of the stencil used to implement our convection equation, as we are going to walk though this process using the Devito API later in this tutorial." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Repeat initialisation, so we can re-run the cell\n", "init_hat(field=u, dx=dx, dy=dy, value=2.)\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", " u[0, :] = 1. # left\n", " u[-1, :] = 1. # right\n", " u[:, 0] = 1. # bottom\n", " u[:, -1] = 1. # top\n", " # Note that in the above expressions the NumPy index -1 corresponds to the final point of the array along the indexed dimension, \n", " # i.e. here u[-1, :] is equivalent to u[80, :].\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "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", "# 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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hooray, the wave moved! Now, this little example is already very concise from a notational point of view and it teaches us quite a few key points about how to perform finite difference stencil computation via NumPy:\n", "* Due to the backward differencing scheme in space (more later) we use only three stencil point in this example: $u^{n}_{i, j}$, $u^{n}_{i-1, j}$ and $u^{n}_{i, j-1}$. These can be identified in the code through the array indices and correspond to `un[1:, 1:]`, `un[:-1, 1:]` and `un[1:, :-1]` respectively. \n", "* Two buffers for array data are used throughout: `un[...]` is read from, while `u[...]` is updated, where the line `un = u.copy()` performs a deep copy of the field to switch buffers between timesteps. Note that in some other finite difference tutorials the cost of this copy operation is sometimes amortised by using two pre-allocated buffers and switching the indices of them explicitly. \n", "* The final four lines within the loop code show us how to implement simple Dirichlet boundary condition by simply setting a value on the outermost rows and columns of our cartesian grid.\n", "\n", "You may have noticed that the hat has not only moved to a different location, but has also changed its shape into a smooth bump. This is a little surprising, as the correct solution of the convection equation would be movement without shape change. The smooth shape is caused by numerical diffusion, a well-known limitation of low-order finite difference schemes. We will discuss this issue and some solutions later in this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Devito implementation\n", "Now we want to re-create the above example via a Devito operator. To do this, we can start by defining our computational grid and creating a function `u` as a symbolic `devito.TimeFunction`. The core thing to note here is that this is one of Devito's symbolic functions, which have a dual role in the creation of finite difference solvers:\n", "* They behave symbolically like `sympy.Function` objects, so that we can construct derivatives and use them in symbolic expressions, thus inheriting all the power of automated symbolic manipulation that SymPy provides.\n", "* They act as containers for user data by providing a `.data` property that wraps automatically allocated memory space in a neat NumPy array.\n", "\n", "The particular `TimeFunction` type that we will declare our variable $u$ as in this case is aware of the fact that we will want to implement a timestepping algorithm with it. So the object `u` will declare two buffers of shape `(nx, ny)` for us, as defined by the `Grid` object, and present them as `u.data[0]` and `u.data[1]`. Let's fill the initial buffer with some data and look at it:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "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 Grid, TimeFunction\n", "\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "# Note u.data[0] == u.data[0,:,:]\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice. Now we can look at deriving our 3-point stencil using the symbolic capabilities given to our function $u$ by SymPy. For this we will first construct our derivative terms in space and time. For the forward derivative in time we can easily use Devito's shorthand notation `u.dt` to denote the first derivative in time and `u.dxl` and `u.dyl` to denote the space derivatives. Note that the `l` means were using the \"left\" or backward difference here to adhere to the discretization used in the original tutorials.\n", "\n", "From the resulting terms we can then create a `sympy.Equation` object that contains the fully discretized equation, but from a neat high-level notation, as shown below." ] }, { "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", "# Specify the `interior` flag so that the stencil is only\n", "# applied to the interior of the domain.\n", "eq = Eq(u.dt + c*u.dxl + c*u.dyl, subdomain=grid.interior)\n", "\n", "print(eq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above step resulted in a fully discretized version of our equation, which includes place-holder symbols for the spacing in time (`dt`) and space (`h`). These symbols are based on an internal convention and will later be replaced when we build an operator.\n", "\n", "But before we can build an operator, we first need to change our discretized expression so that we are updating the forward stencil point in our timestepping scheme - Devito provides another short-hand notation for this: `u.forward`. For the actual symbolic reordering, SymPy comes to the rescue with the `solve` utility that we can use to re-organise our equation." ] }, { "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", "# nsimplify: 1.0*x = x\n", "print(nsimplify(stencil))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The careful reader will note that this is equivalent to the symbolic expression for the RHS of the NumPy code we showed earlier - only with `dx` and `dy` denoted as `h_x` and `h_y` respectively, while `u(t, x, y)`, `u(t, x - h, y)` and `u(t, x, y - h)` denote the equivalent of $u^{n}_{i, j}$, $u^{n}_{i-1, j}$ and $u^{n}_{i, j-1}$ analytically and `u[1:, 1:]`, `u[:-1, 1:]` and `u[1:, :-1]` in the numpy implementation respectively. \n", "\n", "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_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=u.data[1], dx=dx, dy=dy, value=2.)\n", "\n", "# Create an operator that updates the forward stencil point\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": [ "Great, that looks to have done the same thing as the original NumPy example, so we seem to be doing something right, at least.\n", "\n", "**A note on performance:** During the code generation phase of the previous operator Devito has introduced several performance optimisations. We will ignore this aspect for now, also because our example is tiny - but for large runs where performance matters, these optimisations will make a Devito kernel run very fast in comparison to raw Python/NumPy.\n", "\n", "Now, despite getting a correct looking result, there is still one problem with the above operator: It doesn't set any boundary conditions as part of the time loop. We also note that the operator includes a time loop, but at this point Devito doesn't actually provide any language constructs to explicitly define different types of boundary conditions (Devito is probably still a kind of prototype at this point). Luckily though, Devito provides a backdoor for us to insert custom expression in the so-called \"indexed\" or \"low-level\" API that allow us to encode the Dirichlet boundary condition of the original example.\n", "\n", "#### The \"indexed\" or low-level API\n", "The `TimeFunction` field we created earlier behaves symbolically like a `sympy.Function` object with the appropriate indices, eg. `u(t, x, y)`. If we take a simple first-order derivative of that we have a term that includes the spacing variable `h`, which Devito uses as the default for encoding $dx$ or $dy$. For example, `u.dx` simply expands to `-u(t, x, y)/h + u(t, x + h, y)/h`.\n", "\n", "Now, when the `Operator` creates explicit C-code from that expression, it at some point \"lowers\" that expression by resolving explicit data accesses (or indices) into our grid by transforming it into a `sympy.Indexed` object. During this process all occurrences of `h` in data accesses get replaced with integers, so that the expression now looks like `-u[t, x, y]/h + u[t, x + 1, y]/h`. This is the \"indexed\" notation and we can create custom expression of the same kind by explicitly writing `u[...]`, that is with indices in square-bracket notation. These custom expressions can then be injected into our operator like this:" ] }, { "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", 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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_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=u.data[1], dx=dx, dy=dy, value=2.)\n", "\n", "# For defining BCs, we want to explicitly set rows/columns in our field\n", "# We can use Devito's \"indexed\" 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)]\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": [ "You might have noticed that we used the argument `opt=None` in the creation of the previous operator. This suppresses the various performance optimisation steps in the code-generation pipeline, which makes the auto-generated C code much easier to look at. So, for the brave, let's have a little peek under the hood... " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "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 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 x = x_m; x <= x_M; x += 1)\n", " {\n", " for (int y = y_m; y <= y_M; y += 1)\n", " {\n", " u[t1][x + 1][y + 1] = dt*(1.0F*u[t0][x + 1][y]/h_y - 1.0F*u[t0][x + 1][y + 1]/h_y + 1.0F*u[t0][x][y + 1]/h_x - 1.0F*u[t0][x + 1][y + 1]/h_x + u[t0][x + 1][y + 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": "3.6.8" }, "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 }