{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cahn-Hilliard with Primitive and Legendre Bases\n", "\n", "This example uses a Cahn-Hilliard model to compare two different bases representations to discretize the microstructure. One basis representation uses the primitive (or hat) basis and the other uses Legendre polynomials. The example includes the background theory about using Legendre polynomials as a basis in MKS. The MKS with two different bases are compared with the standard spectral solution for the Cahn-Hilliard solution at both the calibration domain size and a scaled domain size. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cahn-Hilliard Equation\n", "\n", "The Cahn-Hilliard equation is used to simulate microstructure evolution during spinodial decomposition and has the following form,\n", "\n", "$$ \\dot{\\phi} = \\nabla^2 \\left( \\phi^3 - \\phi \\right) - \\gamma \\nabla^4 \\phi $$\n", "\n", "where $\\phi$ is a conserved ordered parameter and $\\sqrt{\\gamma}$ represents the width of the interface. In this example, the Cahn-Hilliard equation is solved using a semi-implicit spectral scheme with periodic boundary conditions, see [Chang and Rutenberg](http://dx.doi.org/10.1103/PhysRevE.72.055701) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basis Functions for the Microstructure Function and Influence Function\n", "\n", "In this example, we will explore the differences when using the\n", "Legendre polynomials as the basis function compared to the primitive\n", "(or hat) basis for the microstructure function and the influence coefficients.\n", "\n", "For more information about both of these basis please see the [theory section](../../THEORY.html)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#PYTEST_VALIDATE_IGNORE_OUTPUT\n", "\n", "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from distributed import Client\n", "import dask.array as da\n", "from dask_ml.model_selection import train_test_split, GridSearchCV\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.metrics import mean_squared_error\n", "\n", "from pymks import (\n", " solve_cahn_hilliard,\n", " plot_microstructures,\n", " PrimitiveTransformer,\n", " LegendreTransformer,\n", " LocalizationRegressor,\n", " ReshapeTransformer,\n", " coeff_to_real\n", ")\n", "\n", "\n", "Client()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating Calibration Datasets\n", "\n", "The function `solve_cahn_hilliard` provides an interface to generate calibration datasets to model the Cahn-Hilliard system." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "da.random.seed(99)\n", "\n", "x_data = (2 * da.random.random((100, 41, 41), chunks=(20, 41, 41)) - 1).persist()\n", "\n", "y_data = solve_cahn_hilliard(x_data, delta_t=1e-2).persist()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_microstructures(x_data[0], y_data[0], titles=(\"Input Concentration\", \"Output Concentration\"));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calibrate Influence Coefficients\n", " \n", "This example compares using the primitive (or hat) basis and the Legendre polynomial basis to represent the microstructure function. As mentioned above, the microstructures (concentration fields) are not discrete phases. This leaves the number of local states in local state space as a free hyperparameter.\n", " \n", "## Optimizing the Number of Local States\n", "\n", "The following compares the primitive and Legendre basis as well as `n_state`.\n", "\n", "The sample data is split into training and test data. The code then optimizes `n_state` between `2` and `11` and the two `basis` with the `parameters_to_tune` variable. The `GridSearchCV` takes a localization pipeline and the `parameters_to_tune` and then finds the optimal parameters with a grid search." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "x_train, x_test, y_train, y_test = train_test_split(\n", " x_data.reshape(x_data.shape[0], -1),\n", " y_data.reshape(y_data.shape[0], -1),\n", " test_size=0.2,\n", " random_state=3\n", ")\n", "\n", "model = Pipeline(steps=[\n", " ('reshape', ReshapeTransformer(shape=x_data.shape)),\n", " ('discretize', PrimitiveTransformer(n_state=2, min_=-1.0, max_=1.0)),\n", " ('regressor', LocalizationRegressor())\n", "]) \n", "\n", "n_states = range(2, 11)\n", "params = dict(\n", " discretize__n_state=n_states,\n", " discretize=[PrimitiveTransformer(n_state=2, min_=-1.0, max_=1.0),\n", " LegendreTransformer(n_state=2, min_=-1.0, max_=1.0)]\n", ")\n", "\n", "grid_search = GridSearchCV(model, params, cv=5, n_jobs=-1)\n", "\n", "grid_search.fit(x_train, y_train);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The optimal parameters are the `LegendreBasis` with only 4 local states. More terms don't improve the R-squared value." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pipeline(memory=None,\n", " steps=[('reshape', ReshapeTransformer(shape=(100, 41, 41))),\n", " ('discretize',\n", " LegendreTransformer(chunks=None, max_=1.0, min_=-1.0,\n", " n_state=4)),\n", " ('regressor',\n", " LocalizationRegressor(redundancy_func= at 0x7f5340660dd0>))],\n", " verbose=False)\n" ] } ], "source": [ "#PYTEST_VALIDATE_IGNORE_OUTPUT\n", "\n", "print(grid_search.best_estimator_)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "assert np.allclose(grid_search.score(x_test, y_test), 1.0)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, _ = plt.subplots(1, 1, figsize=(8, 5))\n", "plt.plot(n_states, grid_search.cv_results_['mean_test_score'][:9], 'o-', color='#f46d43', linewidth=2, label='Primitive')\n", "plt.plot(n_states, grid_search.cv_results_['mean_test_score'][9:], 'o-', color='#1a9641', linewidth=2, label='Legendre')\n", "plt.xlabel('# of local states', fontsize=16)\n", "plt.ylabel('R-squared', fontsize=16)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `LegendreBasis` converges faster than the `PrimitiveBasis`. In order to further compare performance between the two models, select 4 local states for both bases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing the Bases for `n_states=4`" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "model_primitive = Pipeline(steps=[\n", " ('reshape', ReshapeTransformer(shape=x_data.shape)),\n", " ('discretize', PrimitiveTransformer(n_state=4, min_=-1.0, max_=1.0)),\n", " ('regressor', LocalizationRegressor())\n", "]) \n", "\n", "tmp = model_primitive.fit(x_train, y_train).steps[2][1].coeff\n", "primitive_coeff = coeff_to_real(tmp).real" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "model_legendre = Pipeline(steps=[\n", " ('reshape', ReshapeTransformer(shape=x_data.shape)),\n", " ('discretize', LegendreTransformer(n_state=4, min_=-1.0, max_=1.0)),\n", " ('regressor', LocalizationRegressor())\n", "]) \n", "\n", "tmp = model_legendre.fit(x_train, y_train).steps[2][1].coeff\n", "legendre_coeff = coeff_to_real(tmp).real" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the primitve coefficients" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_microstructures(*(primitive_coeff[:, :, i] for i in range(4)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the Legendre coefficients" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOIAAAEkCAYAAACCD55IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAY8UlEQVR4nO3dXaxm13kX8P9z5iOm48iombGClbpI4ChqEUKtP4ACckVokkEgVbUglIBGgoIUxYAoBckXKBdIvYAbuDHMTYfgCpAGejEXdZqaweKjdXCG0jpRHLVSW1Rpak++8Diyx3Peh4s5Vg/D2fs958x4v/ZZv5/0Ktl7r73XOu9Y533nP89aq7o7AAAAAMA7a2vTAwAAAACAEQjiAAAAAGABgjgAAAAAWIAgDgAAAAAWIIgDAAAAgAUI4gAAAABgAccP0vhk3dP31Kl3aizAAN7o13Oj36jD3Ot3EHCn7uR3UOL3EHDnfBcCNulOvwtx5w4UxN1Tp/LH3/eJd2oswAB++c2fP/S9fgcBd+pOfgclfg8Bd853IWCT7vS7EHfO1FQAAAAAWIAgDgAAAAAWIIgDAAAAgAUI4gAAAABgAYI4AAAAAFiAIA4AAAAAFnB80wMAAAAAYFkf++FT/fVvbG96GO+4L/3qm5/v7o9vehxvE8QBAAAADObaN7bzwuc/tOlhvONO/IHfOL3pMewmiAMAAAAYTme7V5sexHAEcQAAAACD6SSr9KaHMRxBHAAAAMCAVlERtzRBHAAAAMBgOp3tVhG3NEEcAAAAwIBMTV2eIA4AAABgMJ1kWxC3OEEcAAAAwIBUxC1PEAcAAAAwmE6sEbcBgjgAAACAAdkzdXmCOAAAAIDBdNoacRsgiAMAAAAYTSfbcrjFCeIAAAAABtMxNXUTBHEAAAAAw6lspzY9iOEI4gAAAAAG00lWpqYuThAHAAAAMCAVccsTxAEAAAAMpiOI2wRBHAAAAMCAVi2IW5ogDgAAAGAwKuI2QxAHAAAAMJhOZTtbmx7GcARxAAAAAAMyNXV5gjgAAACAwZiauhmCOAAAAIDhVLbb1NSlCeIAAAAABtNJVtaIW5wgDgAAAGBApqYuTxAHAAAAMJhuU1M3QRAHAAAAMKCVirjFCeIAAAAABnNr11QVcUsTxAEAAAAMx9TUTRDEAQAAAAzGrqmbIYgDAAAAGNB2WyNuaaJPAAAAAIZUVWer6qWqermqnjpom6r681X1q1X161X16XX9qYgDAAAAGEynht+soapOJXk6yWNJriW5XFXPdveV/bSpqj+d5B8n+XPd/btVdWxdn4I4AAAAgAGtbNbwaJIr3X01SarqYpKzSa7ss80/TPKT3f27SdLd2+s6FMQBAAAADKaT4SvikjyQ5JVdx68meegAbf5Yks9U1b9M8nqSv9fdvzTXoSAOAAAAYDCdGmWzhtNV9eKu4/PdfX7X8eq29if3eMZUm/uS/FR3/++qejTJf6yq7+nunhqMIA4AAABgQKsxKuKudffDE9euJjm96/jMzrn9trme5O1pqV+sqhtJvjvJ16cGM8Q7DgAAAMDv6U62e+vIv9Z4IckjVXV/VR1P8kSS56rqvqp6cK7NzrVfSPLpJKmqP5Lkze6eDOESFXEAAAAAA6qsMsTU1Endfb2qnkxyOcmJJM909/NVdS7JuSSPT7XZecRPJvmZqvrbSb6Z5JPr+hTEAQAAAAymk/1UjB153X0pyaXbzl1IcmGuzc75ryf5iwfpTxAHAAAAMCC7pi5PEAcAAAAwmE5lNcauqe8qgjgAAACAAamIW54gDgAAAGAwnWRljbjFCeIAAAAAhlPZHnzX1E0QxAEAAAAMRkXcZgjiAAAAAAakIm55gjgAAACAwXSXirgNEMQBAAAADGhbELc4QRwAAADAYDrJytTUxQniAAAAAIZTKuI2QBAHAAAAMJhbu6aqiFuaIA4AAABgQNtREbc0QRwAAADAYDqlIm4DBHEAAAAAA1qpiFucIA4AAABgMN3Jtoq4xQniAAAAAAZkauryBHEAAAAAg7m1RpypqUsTxAEAAAAMaDsq4pYmiAMAAAAYTMfU1E0QxAEAAAAMx9TUTRDEAQAAAAxoZWrq4gRxAAAAAIPpTrZNTV2cIA4AAABgQKamLk8QBwAAADCYTtmsYQMEcQAAAAADskbc8gRxAAAAAIPpREXcBpgMDAAAADCgVW8d+dc6VXW2ql6qqper6qmDtKmqc1X1zar66s7rS+v6UxEHAAAAMJq2RlxVnUrydJLHklxLcrmqnu3uKwdo87Pd/Zn99imIAwAAABhMxxpxSR5NcqW7ryZJVV1McjbJlQO22TdBHADvHqve9AiSreG/jAAAMIjRK+KSPJDklV3HryZ56IBtfryqPpbkN5P83e7+ylyHgjgAAACAwQy0WcPpqnpx1/H57j6/63h1W/uTezxjqs2/TfKvu7ur6i8luZBbFXSTBHEAAAAAAxokiLvW3Q9PXLua5PSu4zM75/bVprvf3HX+YpJ/tW4wdk0FAAAAGEzn1mYNR/21xgtJHqmq+6vqeJInkjxXVfdV1YNzbZKkqv5MVf2+nXY/luTFrKEiDgAAAGBAo2/W0N3Xq+rJJJeTnEjyTHc/X1XnkpxL8vhUm51H/FCSz1XVG0l+J8lPrOtTEAcAAAAwmh5mauqs7r6U5NJt5y7k1npvk212zv90kp8+SH+COAAAAIDBDLRZw7uKIA6Au2/Vd/d5ffsmRbvUzHKnh7nvsGPf8iUGAID3FkHc8gRxAAAAAIN5e7MGliWIAwAAABhQC+IWJ4gDAAAAGNDou6ZugiAOAAAAYDBt19SNEMQBAAAADMjU1OUJ4gAAAACGY7OGTRDEAXB4qz74Pb26u2M47PMOc19tTV+bei+2fLkBAODdSUXc8gRxAAAAAIPpWCNuEwRxAAAAAKPpWxs2sCxBHAAAAMCAVlERtzRBHAAAAMBgOtaI2wRBHAAAAMBw7Jq6CYI4AAAAgAFZI255gjgA5q1mPp17tcwYamv62tbMv+Ld7bEf5p7VIccOAADvMFNTlyeIAwAAABhMtyBuEwRxAAAAAAOyRtzyBHEAAAAAA7JG3PIEcQAAAAADMjV1eYI4AAAAgMF0ShC3AYI4AOZ3F73bZnZArRN7fyzV8ZmPq2PHpq9tb09e6ps39z7/1t7nb128y7vEzr3vdlQFAHZU3f3vBW1OIkn8V7A8QRwAAADAaOyauhGCOAAAAIARKYlbnCAOAAAAYEAq4pYniAMAAAAYkKUClyeIAwAAABhMR0XcJkxvXQcAAADA0dRJuo7+a42qOltVL1XVy1X11GHaVNUfqqpvV9XD6/pTEQfAvF4d/J6a/neeuud9k9e27j219xDev/f5JOmTJ6b7uvHWdF+vvb7n+dX1vc8nSb/x5uS1yfdp7v2beZ8AgPFUHbw6qWfmFs49b+ra3PM4ekb/466qU0meTvJYkmtJLlfVs919Zb9tqup9SS4k+cZ++vQ3AAAAAIAR9QCveY8mudLdV7v7ZpKLSc4esM0/T3I+yW+t7S0q4gAAAAAGVNaISx5I8squ41eTPLTfNlX1V5Ic7+5/U1V/Yz8dCuIAAAAARjTG1NTTVfXiruPz3X1+1/Hta8mc3OMZ/1+bqnowyWeSfPQggxHEAQAAAIymh9k19Vp3T22icDXJ6V3HZ3bO7afN9yT5UJL/ubPm4oNJLlbVp7r7v04NxhpxAAAAACPa9Pptm18j7oUkj1TV/VV1PMkTSZ6rqvt2Kt4m23T3f+vu7+3uj3T3R5J8MckTcyFcIogDAAAAGFQN8JrW3deTPJnkcpKvJPlCdz+f5EeTfG5Nm0MxNRVgFKvlFoCoE9MfL1v3npq8tv3BD+x5/jsPTt9z497pf1M6ef32pRx+z3f99j17nj92eyH6Lqvt7clrfePG9I2HMffntTXEFAIAOJJ2prAdSPfhvsfN3Tc1jrnxHXYcvIv5I013X0py6bZzF5JcmGuzx3Me309/KuIAAAAAYAEq4gAAAABGpCJucYI4AAAAgNF0kjF2TX1XEcQBAAAADMiyf8sTxAEAAACMSBC3OEEcAElP7y46q/be86eOT3+89Pund0Cd2h316mPHJu85/uHXJq/d/Nr7J699MHv3de/rb0zeU69/Z/Jav3Vz4sLMezt3beK9BQDe/Q6zM2oysyvp3G7qh/w+0ROX5sZuR9UjyNTUxQniAAAAAAZU8tPFCeIAAAAARtMxNXUDBHEAAAAAwylTUzdAEAcAAAAwIhVxixPEAQAAAIxIELc4QRwAAADAiARxixPEATC7tX16NX1ta2JNiWPHph938sTktRv37j2O4x9+bfKer/zJZyavfV8+Nd3Xl+/d8/zc+Grm55p8L7anb5l93wGAI6n7EMnHzPexvnlz8lodn/sr/97fa+bGV2U9sSOlY424DRDEAQAAAAyoVMQtThAHAAAAMCJB3OLMiQEAAACABaiIAwAAABiQqanLE8QBAAAAjMhmDYsTxAEAAACMpmONuA0QxAGQ9Opw960mPrm3tydvqRtvTV47eX3vcdz82vsn7/m+fGry2tx9J6/vPca58c39XJPvxZy5970s4woAR1HVdAVS98T3iZnvBXV85q/1h/g+MTc+jiBB3OIEcQAAAAADskbc8gRxAAAAACMSxC1OEAcAAAAwIkHc4gRxAAAAAIOpNjV1EwRxAAAAACNqm3MsTRAHAAAAMCIVcYsTxAEwv7V9rw58rW/enLxl67XXJ69912/fs+f5D+bU5D03vnzv5LWT17dn+tp7HDUzvtXMzzX7Pk2Ze98BgPes7ul0o2q6AmnqWs9+ZTi2z1HtfxxT5n4u3ptMTV2evwEAAAAAjKgHeK1RVWer6qWqermqnjpIm6r6ZFV9uaq+WlX/q6r+1Lr+VMQBAAAAjMZmDamqU0meTvJYkmtJLlfVs919ZZ9tfiPJD3X3t6rqR5L8kySPz/WpIg4AAABgRJuuVtt8RdyjSa5099XuvpnkYpKz+23T3f+ju7+10+4PJ/m1dR2qiAMAAAAY0eAVcUkeSPLKruNXkzx0kDZV9fuTvJTk/yT54XUdCuIAAAAABjTI1NTTVfXiruPz3X1+1/Htu66d3OMZk212KuI+VFUfS/Lvs2ZqqiAOYBRbMztjre7uJ3C/Nb276Or69K6kx67uff7e19+Y7uvkiclrdeOt6WsTu6POjW/u57rr5v68AID3rMPsqDq3w+lhd2g9zPPgPepadz88ce1qktO7js/snDtomyT5hdwK4mZZIw4AAABgRJtev23za8S9kOSRqrq/qo4neSLJc1V1X1U9ONcmSarqL+xs5pAkP5bkV9Z1qCIOAAAAYDR2TU13X6+qJ5NcTnIiyTPd/XxVnUtyLsnjU212HvGDSf5FVb2V5HeS/M11fQriAAAAAEY0eBCXJN19Kcml285dSHJhrs3O+c8m+exB+hPEAQAAAIxIELc4QRwAAADAYCqmpm6CIA4AAABgRIK4xQniAJhXMxts9+pg55P0G29OXlttb+89hNe/M3lPHTs2eS0Tz0uS1c2be57vt/Y+f+vi9M81ae79AwDYpXvvVKSqJu+Zu3aYvhiIzRo2QhAHAAAAMCJB3OIEcQAAAAAjEsQtThAHAAAAMCBTU5cniAMAAAAYkSBucYI4AAAAgNF0BHEbIIgDAAAAGJCpqcsTxAGQbM1se7+6y5/OvZq+dOPG3uffujn9vMOOfWYci5kbOwDAjm5pCe8Q/2ktThAHAAAAMCAVccsTxAEAAACMSBC3OEEcAAAAwGhs1rARgjgAAACAwdTOi2UJ4gAAAABGpCJucYI4AObN7kq6dfDnHWa30rl7tg/+uEOrQ/y8dkYFAOBdymYNyxPEAQAAAIxIELc4QRwAAADAiARxixPEAQAAAIymTU3dBEEcAAAAwIgEcYsTxAEAAAAMSEXc8gRxAAAAACMSxC1OEAfA4W3V3udXM5/otXXwfnp1uOcd9r7DmHovAADgXUpF3PIEcQAAAACj6aiI2wBBHAAAAMCIBHGLE8QBAAAADKZiauomCOIAAAAARiSIW9xdXqkaAAAAgPeC6j7yr7XvQdXZqnqpql6uqqcO0qaq/kFV/XpVfbWqfr6qzqzrTxAHAAAAMJoe5DWjqk4leTrJR5N8f5JPVNUPHKDNryT5o939kST/JcmeQd5upqYCcPdt1eHuW018UtYh/93oMPcdduwAAPAeY424PJrkSndfTZKqupjkbJIr+2nT3b+4q92vJfnxdR0K4gAAAABGNEYQd7qqXtx1fL67z+/8/weSvLLr2qtJHrrt/v20SZJPJfnCusEI4gAAAAAGNEhF3LXufnjm+uq245MHbVNVn07ygSQ/s24wgjgAAACAEY0RxM25muT0ruMzO+f23aaq/nqSv5bk4929va5DmzUAAAAAjKZvVcQd9dcaLyR5pKrur6rjSZ5I8lxV3VdVD861SZKq+ltJfiLJJ7r72/t521XEAQAAAIxo8Iq47r5eVU8muZzkRJJnuvv5qjqX5FySx6fa7Dzi7V1Sf7mq3n7mR+b6FMQB8O5hx1IAAFhEZZg14mZ196Ukl247dyHJhbk2O+f/4EH7E8QBAAAAjKglcUsTxAEAAAAMSEXc8gRxAAAAAKPpDL9G3CYI4gAAAAAGVKtNj2A8gjgAAACAEamIW5wgDgAAAGBA1ohbniAOAAAAYDQdu6ZugCAOAAAAYEAq4pa3tekBAAAAAMAIVMQBAAAAjEhF3OIEcQAAAACDqZiaugmCOAAAAIDRdNusYQMEcQAAAAADUhG3PEEcAAAAwIgEcYsTxAEAAAAMSEXc8gRxAAAAAKPpJCtJ3NIEcQAAAAAjksMtThAHAAAAMCBTU5cniAMAAAAYUUviliaIAwAAABiQirjlCeIAAAAARtOxRtwGCOIAAAAABlNJytTUxQniAAAAAEa02vQAxiOIAwAAABiQirjlCeIAAAAARmONuI0QxAEAAAAMpxMVcYsTxAEAAAAMqORwi9va9AAAAAAA2IDuo/9ao6rOVtVLVfVyVT110DZVdaqq/ntVPbyft1xFHAAAAMBoOqnBd02tqlNJnk7yWJJrSS5X1bPdfWU/barqTyT5D0nO7LdPQRwAAADAiKwR92iSK919NUmq6mKSs0mu7KdNd/9Skgeq6j/vt0NBHAAAAMCIhs/h8kCSV3Ydv5rkoUO02TdBHAAAAMCAaoyKuNNV9eKu4/PdfX7X8e0TdE/u8Yz9tNkXQRwAAADAiMYI4q5199RGCleTnN51fGbn3EHb7JtdUwEAAABG07lV53XUX/NeSPJIVd1fVceTPJHkuaq6r6oenGuz9skTBHEAAAAAg6l0qo/+a053X0/yZJLLSb6S5Avd/XySH03yuTVtUlWP7kx7/cEkn6uqf7bufTc1FQAAAGBEY0xNndXdl5Jcuu3chSQX5trsnP9ikqlpr3sSxAEAAACMSBC3OEEcAAAAwGjeXiOORQniAAAAAAa0bg017j5BHAAAAMCIBHGLE8QBAAAADKcFcRsgiAMAAAAYTUcQtwGCOAAAAIAR2axhcYI4AAAAgAHZrGF5gjgAAACAEQniFieIAwAAABhNJ1kJ4pYmiAMAAAAYjl1TN0EQBwAAADAiQdziBHEAAAAAIxLELU4QBwAAADAaa8RthCAOAAAAYDid9GrTgxiOIA4AAABgRKamLk4QBwAAADAaU1M3QhAHAAAAMCIVcYsTxAEAAACMSBC3OEEcAAAAwHBaELcBgjgAAACA0XSSlV1TlyaIAwAAABiRirjFCeIAAAAARiSIW5wgDgAAAGA4nawEcUsTxAEAAACMppNua8QtTRAHAAAAMCIVcYsTxAEAAACMyBpxi9va9AAAAAAAWFh3slod/dcaVXW2ql6qqper6qmDtKmqD1TVs1X1tZ3//e51/QniAAAAAEbUffRfM6rqVJKnk3w0yfcn+URV/cAB2vzTJD/X3R9O8nNJPrvuLTc1FQAAAGBAvY+KsSPu0SRXuvtqklTVxSRnk1zZZ5s/m+Tv77T7d0m+lOTvzHUoiAMAAAAYzvqKsQE8kOSVXcevJnnoAG0+0N3fSpLu/vZ+pqYK4gAAAABG0xll19TTVfXiruPz3X1+1/HtZYEn93jGVJvb38C97v1/COIAAAAARtRDTE291t0PT1y7muT0ruMzO+f22+abVXVvd1+vqvuSfGPdYGzWAAAAADCYTtKrPvKvNV5I8khV3V9Vx5M8keS5qrqvqh6ca7Nz7T8l+cs7//+Tu85PUhEHAAAAMJruUSriJu1Usj2Z5HKSE0me6e7nq+pcknNJHp9qs/OIn0rys1X1j5L8ZpK/uq5PQRwAAADAgPZRMXbkdfelJJduO3chyYW5NjvnX03yIwfpTxAHAAAAMKLBK+I2QRAHAAAAMJjX8s3P/2JfPL2+5XvetU0PYDdBHAAAAMBguvvjmx7DiOyaCgAAAAALEMQBAAAAwAIEcQAAAACwAEEcAAAAACxAEAcAAAAAC6ju3n/jqleT/NY7NxxgAN/b3WcOc6PfQcBdcOjfQYnfQ8Bd4bsQsEl39F2IO3egIA4AAAAAOBxTUwEAAABgAYI4AAAAAFiAIA4AAAAAFiCIAwAAAIAFCOIAAAAAYAGCOAAAAABYgCAOAAAAABYgiAMAAACABQjiAAAAAGAB/xdOi+WFwjbjUgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_microstructures(*(legendre_coeff[:, :, i] for i in range(4)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predict Microstructure Evolution\n", "\n", "Compare the two bases with the same data. First generate a single sample to test" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "da.random.seed(101)\n", "\n", "x_test1 = (2 * da.random.random((1, 41, 41), chunks=(1, 41, 41)) - 1).persist()\n", "y_test1 = solve_cahn_hilliard(x_test1, delta_t=1e-2, n_steps=10).persist()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "y_legendre = x_test1\n", "y_primitive = x_test1\n", "\n", "for _ in range(10):\n", " y_legendre = model_legendre.predict(y_legendre).persist()\n", " y_primitive = model_primitive.predict(y_primitive).persist()\n", " \n", "y_legendre = y_legendre.reshape(y_test1.shape).persist()\n", "y_primitive = y_primitive.reshape(y_test1.shape).persist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "View the concentration fields" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_microstructures(\n", " y_legendre[0],\n", " y_primitive[0],\n", " y_test1[0],\n", " titles=('Legendre', 'Primitive', 'Simulation')\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By just looking at the three microstructures is it difficult to see any differences. Below plot the differences between the simulation and the models." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Primative mse = 2.0431507211056683e-06\n", "Legendre mse = 7.181009383550321e-31\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#PYTEST_VALIDATE_IGNORE_OUTPUT\n", "\n", "plot_microstructures(\n", " y_test1[0] - y_primitive[0],\n", " y_test1[0] - y_legendre[0],\n", " titles=['Simulation - Primitive', 'Simulation - Legendre']\n", ")\n", "\n", "print('Primative mse =', mean_squared_error(y_test1[0], y_primitive[0]))\n", "print('Legendre mse =', mean_squared_error(y_test1[0], y_legendre[0]))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `LegendreBasis` basis clearly outperforms the `PrimitiveBasis` for the same value of `n_states`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resizing the Coefficients to use on Larger Systems \n", "\n", "Compare the bases after the coefficients are resized. Generate test data that is 3x larger" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "da.random.seed(999)\n", "\n", "size = x_data.shape[1] * 3\n", "x_large = (2 * da.random.random((1, size, size), chunks=(1, size, size)) - 1).persist()\n", "y_large = solve_cahn_hilliard(x_large, delta_t=1e-2, n_steps=10).persist()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "model_primitive.steps[0][1].shape = x_large.shape\n", "model_primitive.steps[2][1].coeff_resize(x_large.shape[1:]);\n", "\n", "model_legendre.steps[0][1].shape = x_large.shape\n", "model_legendre.steps[2][1].coeff_resize(x_large.shape[1:]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "View the initial and final concentration fields." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_microstructures(x_large[0], y_large[0], titles=['Initial Concentration', 'Final Concentration']);" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "y_legendre_large = x_large\n", "y_primitive_large = x_large\n", "\n", "for _ in range(10):\n", " y_legendre_large = model_legendre.predict(y_legendre_large).persist()\n", " y_primitive_large = model_primitive.predict(y_primitive_large).persist()\n", " \n", "y_legendre_large = y_legendre_large.reshape(y_large.shape).persist()\n", "y_primitive_large = y_primitive_large.reshape(y_large.shape).persist()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_microstructures(\n", " y_large[0],\n", " y_primitive_large[0],\n", " y_legendre_large[0],\n", " titles=('Simulation', 'Primitive', 'Legendre')\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both MKS models seem to predict the concentration faily well. However, the Legendre polynomial basis looks to be better. Again, let's look at the difference between the simulation and the MKS models." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Primative mse = 4.061596067141055e-06\n", "Legendre mse = 8.829185012235967e-13\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#PYTEST_VALIDATE_IGNORE_OUTPUT\n", "\n", "plot_microstructures(\n", " y_large[0] - y_primitive_large[0],\n", " y_large[0] - y_legendre_large[0], \n", " titles=['Simulation - Primitive','Simulation - Legendre'])\n", "\n", "print('Primative mse =', mean_squared_error(y_large[0], y_primitive_large[0]))\n", "print('Legendre mse =', mean_squared_error(y_large[0], y_legendre_large[0]))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the resized influence coefficients, the `LegendreBasis` outperforms the `PrimitiveBasis` for the same value of `n_states`. However, simply comparing the calculations based only on `n_states` ignores other factors\n", "such as number of floating point calculations and memory used." ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }