00_tutorial_lbmpy_walberla_overview.ipynb 692 KB
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{
 "cells": [
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  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'pycuda' from '/home/markus/miniconda3/lib/python3.7/site-packages/pycuda/__init__.py'>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "import pytest\n",
    "pytest.importorskip('pycuda')"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lbmpy.session import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overview: *lbmpy*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Welcome to the documentation of the *lbmpy* lattice Boltzmann module! In this document we'll give you an overview  over the architecture of the package and will show you different ways to use it. You can find more \n",
    "hands-on examples on how to set up specific simulations in the tutorial notebooks.\n",
    "\n",
    "You probably already have noticed that this is not a normal website. You are looking at an interactive IPython/Jupyter notebook. That means that the following grey code cells contain valid Python code that can be run interactively. You can run the code cells by hitting Shift+Enter. Make sure to run all of them in order, since variables and state defined in an executed code cell is used by the next cells.\n",
    "\n",
    "## Code generation and its advantages\n",
    "\n",
    "Now, back to *lbmpy*: Whats special about it? *lbmpy* is not just an implementation of different LB schemes in Python. Instead *lbmpy* is a package to generate fast C implementations. This is done by writing down the LB equations in a generic, symbolic way in a computer algebra system. Then the equations can be adapted to the specific problem, rearranged, and simplified. Basically you can think of this step as rewriting the \"paper representation\" of a method, such that a C programmer with no LB experience can implement it. \n",
    "At this step one can already insert scenario specific information into the equations, like fixing relaxation rates, stencil, force model or domain sizes, such that the equations can be written in a simpler form that has less floating point operations (FLOPs). \n",
    "\n",
    "*lbmpy* was written after realizing that it is almost impossible to write a generic **and** fast LB code in a language like C++. In principle it is possible to realize abstractions with static polymorphism (in C++: with template meta programming) but in practice this leads to code that is hard to understand and maintain. And for LB schemes there are lots of model and parameters choices that one would like to write down in an abstract way. The following picture shows some of these options one faces when implementing a new LB code:\n",
    "\n",
    "![](../img/feature_optimization_overview.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets illustrate this with a simple example: Lets say you want MRT and cumulant collision operators for a two dimensional (D2Q9) and two different 3D stencils (D3Q19 and D3Q27). It turns out that abstracting the stencil specific code away by introducting a stencil class or even stencil-template-constructs already lead to performance degradations. When the stencil is known at compile time, one can do stencil specific common subexpression elimination that drastically reduces the number of FLOPs. Similar effects are also encountered related to the other implementation choices. Thus in *lbmpy* one completely specifies the LB scheme one wants to have, then the LB equations are simplified and optimized and a shared memory parallel C implementation is generated. In that way all the information one has about the scenario can be used at 'compile time' and the best possible compute kernel is generated. \n",
    "\n",
    "Now, enough of the theory, let's set up a simple simulation. The next cell simulates a lid driven cavity, all domain borders are wall, the upper wall is moving to the right. To run the cell click into and and hit Shift+Enter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "ldc = create_lid_driven_cavity(domain_size=(100, 40), method='srt', relaxation_rate=1.6)\n",
    "ldc.run(500)\n",
    "plt.vector_field(ldc.velocity_slice());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Executing this cell probably took quite a while to execute, because in the background the method was derived, simplified and compiled. Running a few more timesteps now is faster, since the compiled kernel is already available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ldc.run(500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above simulation runs C code, that was created by Python, compiled to a shared library, then loaded again into Python, such that we can call it like a normal Python function. We can actually have a look a the intermediate C code. Remove the comment from the next cell and run it: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#show_code(ldc.ast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that this code has the relaxation rate and array sizes inserted as numeric constants. This additional information helps the C compiler to generate faster code. Also, having the code in symbolic form makes it easy to generate code for different platforms as well: C(++) for CPUs, optionally with platform specific SIMD instrinsics or CUDA for Nvidia GPUs. To run the lid driven cavity on GPUs all it takes are the following changes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "CPU : 146.2 MLUPS,  GPU 64.1 MLUPS\n"
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     ]
    }
   ],
   "source": [
    "optimization = {'target': 'gpu', 'gpu_indexing_params': {'block_size': (16, 4, 1)}}\n",
    "ldc_gpu = create_lid_driven_cavity(domain_size=(100, 40, 10), method='srt', relaxation_rate=1.6, \n",
    "                                   optimization=optimization)  \n",
    "\n",
    "print(\"CPU : %.1f MLUPS,  GPU %.1f MLUPS\" % (ldc.benchmark(), ldc_gpu.benchmark()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Performance is reported in million lattice cells updates per second (MLUPS), i.e. the larger the faster."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section we hopefully have convinced you, that code generation is a powerful technique that can give you code flexibility without drawbacks in performance. We have already demonstrated the flexibility with respect to target architecture (CPU, GPU), in the next section we show the flexibility in terms of supported LB methods."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LB schemes\n",
    "\n",
    "In this section we demonstrate how to use advanced LB schemes like multi-relaxation-time, cumulant and entropic schemes.\n",
    "\n",
    "### MRT methods and its special cases\n",
    "\n",
    "For the lid driven cavity above we have used the simplest lattice Boltzmann scheme with a single relaxation time (SRT), sometimes also called BGK scheme. This method relaxes each moment of the particle distribution function with the same relaxation rate. This relaxation rate is used to control the viscosity of the fluid. SRT can be viewed as a special case of the more general multi relaxation time methods, where different moments can be relaxed to equilibrium with a different rate. We get back the SRT operator by choosing all MRT relaxation rates as the same constant. Actually *lbmpy* always uses the MRT representation, and by setting a single relaxation rate for all moments and after a lot of equation simplification steps, an efficient SRT kernel drops out.\n",
    "\n",
    "In a C++ code one would have to implement the SRT special case separately, since the C++ compiler could not do all the simplifications of the MRT code, even if the relaxation rates would be template parameters. This means that one would have to implement a separate SRT, TRT, and MRT kernel.\n",
    "This is not required here, because of the automatic equation simplification. \n",
    "\n",
    "Let's look at the details of the methods we used above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <table style=\"border:none; width: 100%\">\n",
       "            <tr style=\"border:none\">\n",
       "                <th style=\"border:none\" >Moment</th>\n",
       "                <th style=\"border:none\" >Eq. Value </th>\n",
       "                <th style=\"border:none\" >Relaxation Rate</th>\n",
       "            </tr>\n",
       "            <tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$1$</td>\n",
       "                            <td style=\"border:none\">$\\rho$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x$</td>\n",
       "                            <td style=\"border:none\">$u_{0}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$y$</td>\n",
       "                            <td style=\"border:none\">$u_{1}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x^{2}$</td>\n",
       "                            <td style=\"border:none\">$\\frac{\\rho}{3} + u_{0}^{2}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$y^{2}$</td>\n",
       "                            <td style=\"border:none\">$\\frac{\\rho}{3} + u_{1}^{2}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x y$</td>\n",
       "                            <td style=\"border:none\">$u_{0} u_{1}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x^{2} y$</td>\n",
       "                            <td style=\"border:none\">$\\frac{u_{1}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x y^{2}$</td>\n",
       "                            <td style=\"border:none\">$\\frac{u_{0}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x^{2} y^{2}$</td>\n",
       "                            <td style=\"border:none\">$\\frac{\\rho}{9} + \\frac{u_{0}^{2}}{3} + \\frac{u_{1}^{2}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.6$</td>\n",
       "                         </tr>\n",
       "\n",
       "        </table>\n",
       "        "
      ],
      "text/plain": [
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       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f994d305650>"
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      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ldc.method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All moments are relaxed to their equilibrium values with the same rate. We can easily built a more complex method were we choose different rates to separately control viscosity, bulk viscosity and relaxation of higher order moments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <table style=\"border:none; width: 100%\">\n",
       "            <tr style=\"border:none\">\n",
       "                <th style=\"border:none\" >Moment</th>\n",
       "                <th style=\"border:none\" >Eq. Value </th>\n",
       "                <th style=\"border:none\" >Relaxation Rate</th>\n",
       "            </tr>\n",
       "            <tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$1$</td>\n",
       "                            <td style=\"border:none\">$\\rho$</td>\n",
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       "                            <td style=\"border:none\">$0$</td>\n",
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       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x$</td>\n",
       "                            <td style=\"border:none\">$u_{0}$</td>\n",
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       "                            <td style=\"border:none\">$0$</td>\n",
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       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$y$</td>\n",
       "                            <td style=\"border:none\">$u_{1}$</td>\n",
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       "                            <td style=\"border:none\">$0$</td>\n",
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       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
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       "                            <td style=\"border:none\">$x^{2} - y^{2}$</td>\n",
       "                            <td style=\"border:none\">$u_{0}^{2} - u_{1}^{2}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x y$</td>\n",
       "                            <td style=\"border:none\">$u_{0} u_{1}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$3 x^{2} + 3 y^{2} - 2$</td>\n",
       "                            <td style=\"border:none\">$3 u_{0}^{2} + 3 u_{1}^{2}$</td>\n",
       "                            <td style=\"border:none\">$1.5$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$3 x^{2} y - y$</td>\n",
       "                            <td style=\"border:none\">$0$</td>\n",
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       "                            <td style=\"border:none\">$1$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
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       "                            <td style=\"border:none\">$3 x y^{2} - x$</td>\n",
       "                            <td style=\"border:none\">$0$</td>\n",
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       "                            <td style=\"border:none\">$1$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
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       "                            <td style=\"border:none\">$9 x^{2} y^{2} - 3 x^{2} - 3 y^{2} + 1$</td>\n",
       "                            <td style=\"border:none\">$0$</td>\n",
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       "                            <td style=\"border:none\">$1$</td>\n",
       "                         </tr>\n",
       "\n",
       "        </table>\n",
       "        "
      ],
      "text/plain": [
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       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f994d355810>"
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      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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    "mrt_ldc = create_lid_driven_cavity(domain_size=(100, 40), method='mrt',\n",
    "                                   relaxation_rates=[1.8, 1.5, 1, 1], weighted=True)\n",
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    "mrt_ldc.method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "In principle, we can freely choose all entries of the above table (as long as the moments are linear independent) and automatically generate a custom MRT implementation. Since the conserved quantities usually do not affect the collision, they are chosen as zero by default. For special cases, their relaxation rate can be manipulated with `set_conserved_moments_relaxation_rate`. Furthermore, the above method uses weighted orthogonal moments."
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modern methods: cumulant and entropic schemes\n",
    "\n",
    "Recently more complex lattice Boltzmann methods have been published that improve the stability of standard methods. We demonstrate this by a setting up a shear flow scenario where the upper half is initialized with velocity to the right and the lower half with a velocity to the left. The y-velocity component is initialized with a very small random value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
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      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "domain_size = (100, 100)\n",
    "yHalf = domain_size[1]//2\n",
    "initial_velocity = np.zeros(domain_size + (2,))\n",
    "initial_velocity[:, :yHalf, 0] =  0.08\n",
    "initial_velocity[:, yHalf:, 0] = -0.08\n",
    "initial_velocity[:, :, 1] += np.random.rand(*domain_size) * 1e-5\n",
    "plt.vector_field(initial_velocity, step=8);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We choose a relaxation rate near the upper limit of 2. Three scenarios are created:\n",
    "- BGK/SRT collision operator\n",
    "- cumulant collision operator \n",
    "- entropic stabilization\n",
    "\n",
    "For the latter two advanced methods the relaxation rates of the higher order moments are chosen as equilibrium (for cumulant) or subject to an entropy condition (for the entropic) scheme."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
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   "metadata": {},
   "outputs": [],
   "source": [
    "rr = 1.995\n",
    "\n",
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    "periodic_flow_srt = create_fully_periodic_flow(initial_velocity, relaxation_rate=rr, compressible=True)\n",
    "\n",
    "periodic_flow_cumulant = create_fully_periodic_flow(initial_velocity, method='mrt_raw', cumulant=True,\n",
    "                                                    compressible=True, relaxation_rates=[0, 0, 0, rr, rr, rr, 1, 1, 1])\n",
    "\n",
    "periodic_flow_entropic = create_fully_periodic_flow(initial_velocity, method='mrt', compressible=True,\n",
    "                                                    relaxation_rates=[rr, rr, 1, 1], entropic=True)\n"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the following cell to see the results of the three methods after 1000 time steps."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "periodic_flow_entropic.run(1000)\n",
    "periodic_flow_cumulant.run(1000)\n",
    "periodic_flow_srt.run(1000)\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"SRT\")\n",
    "plt.scalar_field(periodic_flow_srt.velocity[:, :, 0])\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"Cumulant\")\n",
    "plt.scalar_field(periodic_flow_cumulant.velocity[:, :, 0])\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"Entropic\")\n",
    "plt.scalar_field(periodic_flow_entropic.velocity[:, :, 0]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, run above cell another time to simulate further. The simple SRT model will become unstable and yield NaN's.\n",
    "Both advanced methods run stable."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
    "domain_size = (300, 300)\n",
    "yHalf = domain_size[1]//2\n",
    "initial_velocity = np.zeros(domain_size + (2,))\n",
    "initial_velocity[:, :yHalf, 0] =  0.08\n",
    "initial_velocity[:, yHalf:, 0] = -0.08\n",
    "initial_velocity[:, :, 1] += np.random.rand(*domain_size) * 1e-2\n",
    "plt.vector_field(initial_velocity, step=8);\n",
    "\n",
    "sc = create_fully_periodic_flow(initial_velocity, relaxation_rate=1.9)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 13,
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   "metadata": {},
   "outputs": [],
   "source": [
    "sc.run(4000)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 14,
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   "metadata": {},
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.quiver.Quiver at 0x7f98e8097cd0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
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   "source": [
    "plt.vector_field(sc.velocity[:, :, :], step=8)"
   ]
  }
 ],
 "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",
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   "version": "3.7.4"
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  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}