{ "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-arragning 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", "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_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 / 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)" ] }, { "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 implmement 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 function, 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": {}, "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\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", "\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 discretised 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*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, INTERIOR\n", "\n", "# Specify the INTERIOR attribute so the stencil is only\n", "# applied to the interior of the domain.\n", "eq = Eq(u.dt + c*u.dxl + c*u.dyl, region=INTERIOR)\n", "\n", "print(eq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above step resulted in a fully discretised version of our equation, which includes place-holder symbols for the spacing in time (`s`) 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 discretised 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 symoblic 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*h_x*(-u(t, x, y) + u(t, x, y - h_y)) + 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)[0]\n", "\n", "print(stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The careful reader will note that this is now the equivalent symbolic expression to the RHS term of the NumPy code we showed earlier - only with `dx` and `dy` denoted as `h` and `dt` denoted as `s`, 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 $u^{n}_{i, j-1}$ 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": [ "CustomCompiler: compiled /var/folders/xr/858m074j16nd3kcz4dd58_f00000gn/T/devito-_f8lt6td/f9294ef237b4936a4a0990400791b92b385d9e87.c [0.11 s]\n", "=========================================================================================\n", "section0<101,80,80> with OI=1.45 computed in 0.000 s [43.58 GFlops/s, 3.63 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_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, 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": [ "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 operatorm Devito has created some log output with information about two optimisation steps: The DSE (Devito Symbolics Engine) and the DLE (Devito Loop Engine). We can ignore these for now, because our exmaple is tiny - but for large runs where performance matters, these are the engines that make the 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 occurences 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 using the `u.indexed` property with explicit indices in square-bracket notation. These custom expressions can then be injected them into our operator like this:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "CustomCompiler: compiled /var/folders/xr/858m074j16nd3kcz4dd58_f00000gn/T/devito-_f8lt6td/e6c3849d6802a23438466e9d1c25585436b2075f.c [0.11 s]\n", "=========================================================================================\n", "section0<101,81,81> with OI=1.45 computed in 0.000 s [24.85 GFlops/s, 2.07 GPts/s]\n", "section1<101,81> with OI=0.00 computed in 0.000 s [0.00 GFlops/s, 2.05 GPts/s]\n", "section2<101,81> with OI=0.00 computed in 0.000 s [0.00 GFlops/s, 0.48 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "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.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)]\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": [ "You might have noticed that we used the arguments `dle=None` and `dse=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": {}, "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 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, 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 y_M, const int y_m, const int y_size)\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 Profiler *timers = (struct Profiler*) _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_section0, end_section0;\n", " gettimeofday(&start_section0, NULL);\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*h_x*(u[t0][x + 1][y] - u[t0][x + 1][y + 1]) + dt*h_y*(u[t0][x][y + 1] - u[t0][x + 1][y + 1]) + h_x*h_y*u[t0][x + 1][y + 1])/(h_x*h_y);\n", " }\n", " }\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", " 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_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", " 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_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" ] } ], "source": [ "print(op.ccode)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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 }