demo_thermalized_lbm.ipynb 196 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pystencils as ps\n",
    "from lbmpy.session import *\n",
    "from lbmpy.moments import is_shear_moment, get_order"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo: Thermalized (Randomized) LBM\n",
    "\n",
    "This demo notebook shows how to modify the LB collision operator to account for microscopic fluctuations. This technique is also called thermalized or randomized LBM. In these methods a random fluctuation is added to the equilibrium moments. In this simple example we implement a thermalized model by writing our own simple linear congruent random number generator, the draws indepedent random numbers on each cell. A seed is stored for each cell since all cells are processed in parallel."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) Creating the method definition\n",
    "\n",
    "We begin with a standard SRT method..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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\">$1.8$</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\">$1.8$</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\">$1.8$</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\">$1.8$</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\">$1.8$</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\">$x^{2} y$</td>\n",
       "                            <td style=\"border:none\">$\\frac{u_{1}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</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\">$1.8$</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\">$1.8$</td>\n",
       "                         </tr>\n",
       "\n",
       "        </table>\n",
       "        "
      ],
      "text/plain": [
       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f85c7558eb8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_number_symbols = sp.symbols(\"rand_:3\")\n",
    "method = create_lb_method(method='srt', relaxation_rate=1.8)\n",
    "method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...and modify its collision table. The `create_lb_method_from_existing` function provides a convenient way to do this. \n",
    "We pass a custom function that receives a row of the collision table and returns a modified version of it.\n",
    "Our modification rule adds symbols that stand for random numbers to some of the moments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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\">$1.8$</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\">$1.8$</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\">$1.8$</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\">$1.8$</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\">$1.8$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x y$</td>\n",
       "                            <td style=\"border:none\">$0.001 rand_{0} + u_{0} u_{1}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x^{2} y$</td>\n",
       "                            <td style=\"border:none\">$0.001 rand_{1} + \\frac{u_{1}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x y^{2}$</td>\n",
       "                            <td style=\"border:none\">$0.001 rand_{1} + \\frac{u_{0}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</td>\n",
       "                         </tr>\n",
       "<tr style=\"border:none\">\n",
       "                            <td style=\"border:none\">$x^{2} y^{2}$</td>\n",
       "                            <td style=\"border:none\">$0.001 rand_{1} + \\frac{\\rho}{9} + \\frac{u_{0}^{2}}{3} + \\frac{u_{1}^{2}}{3}$</td>\n",
       "                            <td style=\"border:none\">$1.8$</td>\n",
       "                         </tr>\n",
       "\n",
       "        </table>\n",
       "        "
      ],
      "text/plain": [
       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f8600a022b0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def modification_func(moment, equilibrium, relaxation_rate):\n",
    "    if is_shear_moment(moment):\n",
    "        equilibrium += random_number_symbols[0] * 0.001\n",
    "    elif get_order(moment) > 2:\n",
    "        equilibrium += random_number_symbols[1] * 0.001\n",
    "    return moment, equilibrium, relaxation_rate\n",
    "\n",
    "\n",
    "thermalized_method = create_lb_method_from_existing(method, modification_func)\n",
    "thermalized_method.override_weights(method.weights)\n",
    "thermalized_method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Creating the kernel equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we have to define rules how to compute the quantities $rand_0$ and $rand_1$. \n",
    "We do this using a linear congruent RNG on each cell. We pass in a seed array, and in each time step this seed array is updated with the new random numbers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\left [ {{seed}_{C}^{0}} \\leftarrow 1664525 {{seed}_{C}^{0}} + 1013904223, \\quad {{seed}_{C}^{1}} \\leftarrow 1664525 {{seed}_{C}^{1}} + 1013904223, \\quad {{seed}_{C}^{2}} \\leftarrow 1664525 {{seed}_{C}^{2}} + 1013904223, \\quad rand_{0} \\leftarrow \\frac{{{seed}_{C}^{0}}}{4294967295}, \\quad rand_{1} \\leftarrow \\frac{{{seed}_{C}^{1}}}{4294967295}, \\quad rand_{2} \\leftarrow \\frac{{{seed}_{C}^{2}}}{4294967295}, \\quad {{dbg}_{C}} \\leftarrow \\frac{{{seed}_{C}^{0}}}{4294967295}\\right ]$$"
      ],
      "text/plain": [
       "⎡                                                                             \n",
       "⎢seed_C__0 := 1664525⋅seed_C__0 + 1013904223, seed_C__1 := 1664525⋅seed_C__1 +\n",
       "⎣                                                                             \n",
       "\n",
       "                                                                   seed_C__0  \n",
       " 1013904223, seed_C__2 := 1664525⋅seed_C__2 + 1013904223, rand₀ := ──────────,\n",
       "                                                                   4294967295 \n",
       "\n",
       "          seed_C__1            seed_C__2            seed_C__0 ⎤\n",
       " rand₁ := ──────────, rand₂ := ──────────, dbg_C := ──────────⎥\n",
       "          4294967295           4294967295           4294967295⎦"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dh = ps.create_data_handling(domain_size=(80, 80))\n",
    "\n",
    "seed_type = np.uint32\n",
    "max_seed_type = np.iinfo(seed_type).max\n",
    "\n",
    "# Initialize the seed array\n",
    "seedField = dh.add_array('seed', dtype=seed_type, values_per_cell=len(random_number_symbols))\n",
    "for b in dh.iterate():\n",
    "    random_field = np.random.randint(0, high=max_seed_type, dtype=seed_type, size=b['seed'].shape)\n",
    "    np.copyto(b['seed'], random_field)\n",
    "    \n",
    "debug_output = dh.add_array('dbg')\n",
    "\n",
    "linear_congruent_rng_eqs = [ps.Assignment(seedField(i), seedField(i) * 1664525 + 1013904223) \n",
    "                            for i, _ in enumerate(random_number_symbols)]\n",
    "floatEqs = [ps.Assignment(ps.TypedSymbol(s.name, np.float), seedField(i) / max_seed_type)\n",
    "            for i, s in enumerate(random_number_symbols)]\n",
    "                      \n",
    "rng_eqs = linear_congruent_rng_eqs + floatEqs + [ps.Assignment(debug_output.center, seedField(0) / max_seed_type)]\n",
    "rng_eqs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These assignments are then added to the LB collision rule."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "collision_rule = create_lb_collision_rule(lb_method=thermalized_method)\n",
    "collision_rule.subexpressions += rng_eqs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, lets test our method by running a lid-driven-cavity with it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ldc = create_lid_driven_cavity(data_handling=dh, collision_rule=collision_rule, lid_velocity=0.05,\n",
    "                               kernel_params={'rand_0': 0, 'rand_1': 0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#show_code(ldc.ast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ldc.run(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.vector_field(ldc.velocity[:, :]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert np.isfinite(dh.max('ldc_velocity'))"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}