{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting elasticity and accoustic velocities at high PT with `qha-cij`\n", "\n", "This tutorial demostrate how to programmingly invoke `qha-cij` package in Python, and how to plot with it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the configuration and run the `Calculator`" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:119: RuntimeWarning: divide by zero encountered in true_divide\n", " return h_div_k * (self.freq_array[nax,:,:,:] / self.t_array[:,nax,nax,nax])\n", "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:119: RuntimeWarning: invalid value encountered in true_divide\n", " return h_div_k * (self.freq_array[nax,:,:,:] / self.t_array[:,nax,nax,nax])\n", "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:141: RuntimeWarning: overflow encountered in exp\n", " return self.Q ** 2 * numpy.exp(self.Q) / (numpy.exp(self.Q) - 1) ** 2\n", "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:141: RuntimeWarning: overflow encountered in square\n", " return self.Q ** 2 * numpy.exp(self.Q) / (numpy.exp(self.Q) - 1) ** 2\n", "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:141: RuntimeWarning: invalid value encountered in true_divide\n", " return self.Q ** 2 * numpy.exp(self.Q) / (numpy.exp(self.Q) - 1) ** 2\n", "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:130: RuntimeWarning: overflow encountered in exp\n", " return self.Q / (numpy.exp(self.Q) - 1)\n", "/Users/chazeon/Documents/Projects/qha-cij-2/cij/core/phonon_contribution/nonshear.py:130: RuntimeWarning: invalid value encountered in true_divide\n", " return self.Q / (numpy.exp(self.Q) - 1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "03 -> []\n", "03 -> [11(1111), 12(1122), 12(1122), 22(2222)]\n", "04 -> dict_keys([])\n", "04 -> dict_keys([11(1111), 12(1122), 22(2222)])\n", "03 -> []\n", "03 -> [11(1111), 12(1122), 12(1122), 22(2222)]\n", "04 -> dict_keys([])\n", "04 -> dict_keys([11(1111), 12(1122), 22(2222)])\n", "03 -> []\n", "03 -> [11(1111), 12(1122), 12(1122), 22(2222)]\n", "04 -> dict_keys([])\n", "04 -> dict_keys([11(1111), 12(1122), 22(2222)])\n" ] } ], "source": [ "import cij.core.calculator\n", "\n", "\n", "calculator = cij.core.calculator.Calculator(\"_attachments/plotting/config.yml\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting elastic moduli\n", "\n", "Here we prepare a plot for $c_{ij}$ for forsterite." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First let's setup matplotlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib\n", "matplotlib.rcParams['figure.dpi']= 144\n", "import matplotlib.pyplot as plt\n", "import numpy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prepare the color map from temperature to color" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from cij.plot import color_x\n", "\n", "cmap = color_x(0, 3000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we get the pressures `p_array` and temperature array `t_array`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from cij.util import units\n", "\n", "p_array = units.Quantity(\n", " calculator.qha_calculator.pressure_base.p_array,\n", " units.rydberg / units.bohr ** 3).to(units.GPa).magnitude\n", "t_array = calculator.qha_calculator.t_array\n", "\n", "p_indices = calculator.qha_calculator.pressure_base.volumes < numpy.max([\n", " volume.volume for volume in calculator.qha_input.volumes\n", " ])\n", "p_indices = numpy.ones(calculator.qha_calculator.pressure_base.volumes.shape, dtype=bool)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from cij.util import c_\n", "\n", "fig, axes = plt.subplots(3, 3, sharex=True, figsize=(10, 8))\n", "\n", "keys = {\n", " c_(11): (0,0),\n", " c_(22): (0,1),\n", " c_(33): (0,2), \n", " c_(12): (1,0),\n", " c_(13): (1,1),\n", " c_(23): (1,2), \n", " c_(44): (2,0), \n", " c_(55): (2,1), \n", " c_(66): (2,2), \n", "}\n", "\n", "ylims = [(200, 400), (0, 150), (50, 100)]\n", "\n", "for key, (j, k) in keys.items():\n", " ax = axes[j, k]\n", " moduli = units.Quantity(\n", " calculator.pressure_base.v2p(calculator.modulus_adiabatic[key]),\n", " units.rydberg / units.bohr ** 3).to(units.GPa).magnitude\n", " for i in range(0, t_array.shape[0], 3):\n", " t = t_array[i]\n", " ax.plot(p_array[p_indices[i,:]], moduli[i, p_indices[i,:]], label=f\"{t} K\", c=cmap(t))\n", "\n", " ax.set_ylim(*ylims[j])\n", " ax.set_xlim(min(p_array), max(p_array))\n", " ax.xaxis.set_minor_locator(matplotlib.ticker.AutoMinorLocator())\n", " ax.yaxis.set_minor_locator(matplotlib.ticker.AutoMinorLocator())\n", " if j != 2: ax.xaxis.set_visible(False)\n", " if k != 0: ax.yaxis.set_visible(False)\n", "\n", "fig.legend([\n", " matplotlib.lines.Line2D([], [], color=cmap(t))\n", " for t in t_array[::3]\n", "], [f\"{t} K\" for t in t_array[::3]])\n", "\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting accoustic velocities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we plot primary velocities $v_\\text{s}$ and secondary velocities $v_\\text{p}$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4, 3))\n", "\n", "for velocity in [\n", " calculator.pressure_base.primary_velocities,\n", " calculator.pressure_base.secondary_velocities\n", "]:\n", "\n", " for i in [3, 11, 20]:\n", " t = t_array[i]\n", " plt.plot(\n", " p_array[p_indices[i,:]],\n", " velocity[i, p_indices[i,:]],\n", " label=f\"{t} K\", c=cmap(t)\n", " )\n", "\n", "plt.legend()\n", "plt.xlabel(\"$P$ (GPa)\")\n", "plt.ylabel(r\"$v$ (km/s)\")\n", "plt.ylim(3.5, 10.5)\n", "plt.xlim(-1, 15)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting with plotter" ] }, { "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": [ "from cij.plot import Plotter\n", "\n", "plotter = Plotter(calculator)\n", "\n", "plt.figure()\n", "\n", "\n", "\n", "for t in range(100, 2500, 300):\n", " \n", " plotter.plot_cij_p(plt.gca(), 11, t, c=cmap(t), label=f\"{t} K\")\n", " \n", "plt.xlim(1, 12)\n", "# plt.ylim(200, 800)\n", "\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from cij.plot import Plotter\n", "\n", "plotter = Plotter(calculator)\n", "\n", "plt.figure()\n", "\n", "\n", "\n", "for t in range(100, 2500, 300):\n", " \n", " _plot = lambda p_array, c_array: plt.plot(p_array, c_array, c=cmap(t), label=f\"{t} K\")\n", " \n", " plotter.plot_cij_p_with(_plot, 11, t)\n", " \n", "plt.xlim(1, 12)\n", "\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from cij.plot import Plotter\n", "\n", "plotter = Plotter(calculator)\n", "\n", "plt.figure()\n", "\n", "p = 0\n", "\n", "for _key, _plot in [\n", " (11, lambda p_array, c_array: plt.plot(p_array, c_array, label=r\"$c_{11}$\")),\n", " (33, lambda p_array, c_array: plt.plot(p_array, c_array, label=r\"$c_{33}$\")),\n", " (22, lambda p_array, c_array: plt.plot(p_array, c_array, label=r\"$c_{22}$\")),\n", " (23, lambda p_array, c_array: plt.plot(p_array, c_array + 35, label=r\"$c_{23}+35$\")),\n", " (13, lambda p_array, c_array: plt.plot(p_array, c_array + 0, label=r\"$c_{13}$\")),\n", " (12, lambda p_array, c_array: plt.plot(p_array, c_array - 25, label=r\"$c_{12}-25$\")),\n", "]:\n", " \n", " plotter.plot_cij_t_with(_plot, _key, p)\n", " \n", "plt.xlim(0, 2200)\n", "\n", "plt.legend()\n", "\n", "plt.show()\n", "\n", "plt.figure()\n", "\n", "p = 0\n", "\n", "for _key, _plot in [\n", " (44, lambda p_array, c_array: plt.plot(p_array, c_array + 0, label=r\"$c_{44}$\")),\n", " (55, lambda p_array, c_array: plt.plot(p_array, c_array + 10, label=r\"$c_{55}+10$\")),\n", " (66, lambda p_array, c_array: plt.plot(p_array, c_array + 0, label=r\"$c_{66}$\")),\n", "]:\n", " \n", " plotter.plot_cij_t_with(_plot, _key, p)\n", " \n", "plt.xlim(0, 2200)\n", "plt.ylim(30, 125)\n", "\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }