{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pystencils.session import *\n", "\n", "import shutil" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting and Animation\n", "\n", "\n", "## 1) Stencils\n", "\n", "This section shows how to visualize stencils, i.e. lists of directions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stencil_5pt = [(0, 0), (1, 0), (-1, 0), (0, 1), (0, -1)]\n", "plt.figure(figsize=(2, 2))\n", "ps.stencil.plot(stencil_5pt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the indices are shown the arrow endpoints. \n", "Custom data can also be plotted:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJIAAACQCAYAAADjszKFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAMdUlEQVR4nO3deXDU5R3H8fezyW6S3RyS/ICEAEkgES/QWquCRysWdHU8EBTvKdKq1NupqNVaY8WKeI0z4o1T8XZUaiPrbUVQ8Wjr1UELcgUSyAZyscmev/6xkGzCbpINzx6B72uGP37HPr/nWT77uydfZZomQuwpS6o7IPYOEiShRWaqO5BOlMttBSYCI4GMATZjAtuB5abTaNbVt3Sn5BwpTLncZcAzQLGmJgPA9abTeFtTe2lNDm1dbkJfiCC8t5+3cy+315MgdTkmAW3mAYcmoN20I0EClMudCWQlqPm8BLWbViRIYarXpetXWTm9tIo7fxM+9C1/w8E1U0YxvaKSc8eN5Z7Lh7OjJVYbvbe9l5Ag9cfDNwxnzMEdndM7WizMvLaRZ79bw2OfrKWxPpNHbh6Wwh6mnFz+9+Wd5/Ow5wcZV+Wjbl34xPmkC1s7l+c4TE66sJkX7jVS1cV0IHuk3rQ1WXjhPoPL72rodb3vPslhZJU3Sb1KS7JH6s1T1QaTz2mmuCwQc53P3rKzbEkB9765Pok9SzsSpFh++CqLbz+xs3DZupjrfLMim/uvKmHuo5spP9CfvM6lHwlSLP9eZse92crFE8YC4G23EArBnOOyeOTj9az6Mot5s0q5ckE9R071pLi3KSdBiuWMS5v49cyWzumXHihka62Vax7cwuqvbdx+wUh+W72V48/ckcJepg0JUiw5DpMcR7BzOtsRwpoVonB4kMdvHUrr9gwW3ljMwhvD95aKSvw8uXJdinqbcvLQls6n/t8lqPk5ptP4IEFtpw25/I/Xlg1l1K7en2BQvrsI8mXEw++1EfDbUMpkR0t+qruTTiRIYUHCL6T1rrV5P0xTYZqKHc1D6N9pgW9POzcYSJAA02mEgFW9rhQKKdpbC7qmg5l427P7aLrvdvcSEqQuT9LbXinot2KaXU/yTVPh8/YVpNdNp+HW0730JldtEZTLPRE4ExhFtB+Zr8PK18uPx9NqcPTJr2PN8mOxRPsCtwMfAK+ZTiMYZfleR4IUJ6XU28BUM3LvJOTQJvSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0EKCJLSQIAktJEhCCwmS0CJmURvlcucCuSSuuG8Q2G46jbSoc6Zc7gygkL4K/QwfbcPnRbncJX00GQKaTafR0cd6aaGf4/cD23b+XfLun+/5V22Vyz0OqAYOI/EVoj3AUuAO02mkpJSncrkVcA1wHrBfnx9oqB2Jt8POyMof+9G8D/gncKvpNJr3pJ+JEvf4YSuwyHQaT0fO7HZo21klaBHwM5JTZtwOzABuSsK2YrkImEP/vsR42YCpwIIEtK1LvOMfBtykXG5n5Mye50hHAamoFn1KCra5y6lJ2MaxyuVO1yI4Ax1/t8/1DFJfx/1E2U+53Dkp2nYyxpxB+JecjgY6/uLIiZ5BSuVVXKq2naztpusV8kD7ZYk5EdNFE8aw8m37ADcYVrMon2umjNqjNpLF16GYf+lwLho/hmllVVx+bBkrahwx13/x/iGcO24s08sruft3xfg6Bn95ietPHsXppVVMGx3+d8kRFb2tLjVtowkEwBgR4O6/b6CkLMCKGgf3XjGC8oPWYrN1X/fTpXaWPFbIna9sZGhpgOoLSnmquog5fx38VZFm/3krZ1zar6vNvvdI82YVs60+k7tmlzJtdBXPzh/CNyuyufrE0UyvqOSySWV8+X7X+U3NonwuPqyCaWVVXHxoBW8tzuOn72w8/qfhrP4mh2mjq5heUTnw0SWBPddk9u2NlI4JYMmA487YwdARPn74aveyWu+9WMAJM5qpnOCjoCjEudc38tFrBVFaTStKqclKqQN0tdf3HumWp+u5aIKdKxfUc9RJHrZszOTKX5Vz7YN1TDxlB5+/a2f+paU89slash0hFlUP437XesoP8rO1NoPGegf5hQYXzoWP34B7azaSlTMobtJ1aqzLoH6DjYqDdq8GWbvaxtHOts7pqsO8tGzLoKnBwn5Dd7txl0beBBSrvw5QUtFCTm7bbiXDnltg8Nw9BsXlfi6+uYEjTmyP1Vj8h7Z3ns/nsOPbOOa0cL37o0/2UHFwB58udXDC2a0oC/z0fRbF5QEC/jLyh2TQ4ek6Z2jYNDpqu1ed2Ka8nri7s8cW1EBBUezlgQA8dB1MdII1qxzvzt9A7er9AWj3QDBQQu3qks71AdatqiTyHmT1BT+oTT8lYgR7xtuRRVNDDk0NxZSO/V/n/Fm3NTDmEC9WG7z7Qh7zLhnJQ++tY1RV1CcR8QepoTaTle/kMb0it3NeMKAYP8mDPdfkDw9v5rWFhTw8t5jKCYqzr4bish6NqN2LxClS86hEKWvMe6+hECyqVmRa4bwbzPB6u+q07RxDdo6i3WN2ttHhAVBkO8zu7aoA/ambmzw9TvZ6/J+Mn9R11Dh1VgvLluTzmcvBqKqmaI31L0gqYiPGiADHntbC3Ee3RF134ikeJp7iocOjeOI2g8V327ntGR9KhZ/bDS3dEPXQ9tr6w02nsaNf/dFIudzLgaG7LTBDMP+yYtqarNz1ai3Z9vB30PmIZOevd1RVCVs3+hk5Nnxy/cW7dvILSzjg8DXd2nvis9NMp9GfxypJoZRqBxTZdh9DhrWSk9vWxyfM3opB9+/yP78oSN1aKwBTz2/hXx/m8ulSO8EAeNsVX76fQ/2GTBrrMvjodQeeNoUtyyTHESIjI0RRSR0jxtTR1BBEqcFxfnTfVcOpXWPjzpe7QhTNiTOb+fCVAtZ8a6O50cKLDxTyy7PS8rlaD1OAAxk7/hvseW2oiL1nyzYLny61421XBPzw1uI8fvjKzpFTYv7Q+7dHOvvKbTxx2zAWzx/K9N83csvTm1hUPZT7rhqBxWIydnwHV9+/hVAIljxayEPXlYCCsnFerlgQ3nP9YkobNYsKOP/gSizK5OXVa/rYaupsXpvJBy8XkGkzueDgrivMy+bVUzZO8ccZsHBZJiXlASad6mH9qm3cMmMUvg7FkVPbmP3nxhT2vl9M01wOoFxR7lIE/IrF8w3umZOFxWJSUuHjpic2UX5QzNOPbk//lcs9E7hDf7f7Jb0ObbHE9/Q/Ulod2naJe/xdvjedxlm7JtL1tr0YZHoGKZWlxVN1zyVZY07Xe0oDHX+38fQMUt0AG91T202nEfNmV4IlY8xBwi+EpaOBjn9z5ETPIK0kNQP+Rwq2mcxtf2Q6jZYkbGcgBjr+msiJbkEynUYAmEU4UMnY5bcALwD3JGFbUZlO4zngISARD1nbCT+KmJuAtrUYwPg3A38xncY7kTN3e2e7c4HLnQU4SOzL/62m00jleVmnne8u5wHWXle88JBX8PtO4KUf+3qTNAS0pMv4+tLP8ftj7VljBklEp5R6G5hqmubgf+dII7n8F1pIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCFBElpIkIQWEiShhQRJaCF/jDQG5XJnAOcAk4FwZUBvu43/rpyEp20IP5+8FFu2b2fVxXbgc+BZ02mkfUGbRJAgxaBc7nnAjM4ZPq+NrRvLu62UX9hAfuH2iDk/AWelsIpBysihLQrlchcC07rNtFr9KNVVf0Mpk6ycnoEZA5yQ8A6mIQlSdJVARrc5ymJiz+sq6GfJCGDLjlbE8MDEdi09SZCis0Wdm1vQhFImSpnkFmzvVnWxS++VA/ZS8RdH3pctedzBBy/DpjWKic4cbn4qaqHgfZEEKR5FJQFmXlvHVx868HVICYkIEqR4TJ4RrkT943+yaayT7y6CnCMJLSRIQgsJktBCgiS0kBPGeAT8EAwoQkEIBcHbrsjINMncJ28ddSNBisff5hXx6sNFndMravKZfkUjs2/fJx/URpIgxWP27RKaGOQcSWghQYpuT96t2Sffy5EgRdeaos8OWhKk6L4Htve5VnQf6+zIYCFBisJ0GkHgRsKv0Pb7Y8DjptP4NjG9Sm/yqm0vlMttByYBhUCsp/273tn+wnQa9cnqW7qRIAkt5NAmtJAgCS3+Dy8klR6GIegAAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(2, 2))\n", "ps.stencil.plot(stencil_5pt, data=[2.0, 5, 'test', 42, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stencil can also be given as an expression in a single field" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = ps.fields(\"f: [2D]\")\n", "c = sp.symbols(\"c\")\n", "expr = f[0, 0] + 2 * f[1, 0] + c * f[-1, 0] + 4 * f[0, 1] - c**2 * f[0, -1]\n", "plt.figure(figsize=(2, 2))\n", "ps.stencil.plot_expression(expr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also a function to simply plot sympy expressions depending on one variable only:" ] }, { "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": [ "x = sp.symbols(\"x\")\n", "plt.figure(figsize=(4, 4))\n", "plt.sympy_function(x**2 - 1, x_values=np.linspace(-2, 2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Three dimensional stencils can be visualized in two different ways" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stencil_7pt = [(0, 0, 0), (1, 0, 0), (-1, 0, 0), (0, 1, 0), (0, -1, 0), (0, 0, 1), (0, 0, -1)]\n", "ps.stencil.plot(stencil_7pt, data=[i for i in range(7)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This kind of plot works well for small stencils, for larger stencils this gets messy:" ] }, { "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": [ "stencil_27pt = [(i, j, k) for i in (-1, 0, 1) for j in (-1, 0, 1) for k in (-1, 0, 1)]\n", "ps.stencil.plot(stencil_27pt, data=[i for i in range(27)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding `slice=True` shows the three projections of the stencils instead" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ps.stencil.plot(stencil_27pt, data=[i for i in range(27)], slice=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2) Scalar fields\n", "\n", "*pystencils* also comes with helper functions to plot simulation data. \n", "The plotting functions are simple but useful wrappers around basic Matplotlib functionality. \n", "*pystencils* imports all matplotlib functions as well, such that one can use\n", "\n", "```import pystencils.plot as plt```\n", "\n", "instead of \n", "\n", "```import matplotlib.pyplot as plt```\n", "\n", "The session import at the top of the notebook does this already, and also sets up inline plotting for notebooks.\n", "\n", "This section demonstrates how to plot 2D scalar fields. Internally `imshow` from matplotlib is used, however the coordinate system is changed such that (0,0) is in the lower left corner, the $x$-axis points to the right, and the $y$-axis upward. \n", "\n", "The next function returns a scalar field for demonstration" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def example_scalar_field(t=0):\n", " x, y = np.meshgrid(np.linspace(0, 2 * np.pi, 100), np.linspace(0, 2 * np.pi, 100))\n", " z = np.cos(x + 0.1 * t) * np.sin(y + 0.1 * t) + 0.1 * x * y\n", " return z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To show a single scalar field use `plt.scalar_field`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "arr = example_scalar_field()\n", "plt.scalar_field(arr)\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A similar wrapper around `counter` from matplotlib" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scalar_field_contour(arr);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A 3D surface plot is also possible:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scalar_field_surface(arr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For simulation results one often needs visualization of time dependent results. To show an evolving scalar field an animation can be created as shown in the next cell" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "t = 0\n", "def run_func():\n", " global t\n", " t += 1\n", " return example_scalar_field(t)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if shutil.which(\"ffmpeg\") is not None:\n", " plt.figure()\n", " animation = plt.scalar_field_animation(run_func, frames=60)\n", " ps.jupyter.display_as_html_video(animation)\n", "else:\n", " print(\"No ffmpeg installed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to display animations is as an image sequence. While the `run_func` i.e. the simulation is running the current state is then displayed as HTML image. Use this method when your `run_func` takes a long time and you want to see the status while the simulation runs. The `frames` parameter specifies how often the run function will be called." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "animation = plt.scalar_field_animation(run_func, frames=30)\n", "ps.jupyter.display_as_html_image(animation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For surface plots there is also an animated version:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if shutil.which(\"ffmpeg\") is not None:\n", " animation = plt.surface_plot_animation(run_func, frames=60)\n", " ps.jupyter.display_as_html_video(animation)\n", "else:\n", " print(\"No ffmpeg installed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3) Vector Fields\n", "\n", "*pystencils* provides another set of plotting functions for vector fields, e.g. velocity fields. \n", "They have three index dimensions, where the last coordinate has to have 2 entries, representing the $x$ and $y$ component of the vector." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def example_vector_field(t=0, shape=(40, 40)):\n", " result = np.empty(shape + (2,))\n", " x, y = np.meshgrid(np.linspace(0, 2 * np.pi, shape[0]), np.linspace(0, 2 * np.pi, shape[1]))\n", " result[..., 0] = np.cos(x + 0.1 * t) * np.sin(y + 0.1 * t) + 0.01 * x * y\n", " result[..., 1] = np.cos(0.001 * y)\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vector fields can either be plotted using quivers (arrows)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "data = example_vector_field()\n", "plt.vector_field(data, step=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `step` parameter can be used to display only every $n$'th arrow:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.vector_field(data, step=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or by displaying their magnitude in a colormap" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.vector_field_magnitude(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also functions to animate both variants, quiver plots.." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "t = 0\n", "def run_func():\n", " global t\n", " t += 1\n", " return example_vector_field(t)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if shutil.which(\"ffmpeg\") is not None:\n", " plt.figure()\n", " animation = plt.vector_field_animation(run_func, frames=60)\n", " ps.jupyter.display_as_html_video(animation)\n", "else:\n", " print(\"No ffmpeg installed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and magnitude plots" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if shutil.which(\"ffmpeg\") is not None:\n", " animation = plt.vector_field_magnitude_animation(run_func, frames=60)\n", " ps.jupyter.display_as_html_video(animation)\n", "else:\n", " print(\"No ffmpeg installed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4) Phase Fields\n", "\n", "A third group of plotting functions helps to display arrays as they occur in phase-field simulations. However these function may also be useful for other kinds of simulations. \n", "They expect arrays where the last coordinate indicates the fraction of a certain component, i.e. `arr[x, y, 2]` should be a value between $0$ and $1$ and specifies the fraction of the third phase at $(x, y)$. The plotting functions expect that sum over the last coordinate gives $1$ for all cells.\n", "\n", "Lets again generate some example data" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def example_phase_field():\n", " from scipy.ndimage.filters import gaussian_filter\n", "\n", " shape=(80, 80)\n", " result = np.zeros(shape + (4,))\n", " result[20:40, 20:40, 0] = 1\n", " gaussian_filter(result[..., 0], sigma=3, output=result[..., 0])\n", " result[50:70, 30:50, 1] = 1\n", " gaussian_filter(result[..., 1], sigma=3, output=result[..., 1])\n", "\n", " result[:, :10, 2] = 1\n", " result[:, :, 3] = 1 - np.sum(result, axis=2)\n", " return result\n", "data = example_phase_field()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `scalar_field_alpha_value` function uses the last entry, i.e. the value between 0 and 1 as alpha value of the specified color to show where the phase is located. This visualization makes it easy to distinguish between smooth and sharp transitions." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scalar_field_alpha_value(data[..., 0], color='b')\n", "plt.scalar_field_alpha_value(data[..., 1], color='r');\n", "plt.scalar_field_alpha_value(data[..., 2], color='k');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see all existing phases the `phase_plot` function uses this alpha-value representation for all phases." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.phase_plot(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another option to display each field separately in a subplot" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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