{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PGOP Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "This example demonstrates the application of Point Group Order Parameter (PGOP) to a Lennard-Jones (LJ) system. The trajectory for this analysis was generated using HOOMD-blue together with dupin ([HOOMD-blue](https://hoomd-blue.readthedocs.io/), [dupin](https://github.com/glotzerlab/dupin)), producing a highly time-resolved subtrajectory of a rare event, where frames are spaced 20 time steps apart. In this LJ system, the rare event we capture is nucleation. You can read more on this in dupin documentation ([link](https://dupin.readthedocs.io/en/latest/index.html)). Our objective is to analyze the evolution of symmetries within the environments found in this trajectory. \n", "\n", "### Identifying Relevant Point Groups\n", "\n", "First, we should determine the point groups of interest for PGOP. One approach is to compute the complete set of crystallographic point group symmetries, which is particularly useful for systems with unknown crystal structures. However, applying our prior knowledge of the LJ system, we can expect relatively simple target crystals (BCC, FCC and HCP), each characterized by a single Wyckoff site symmetry. Specifically, BCC and FCC crystals exhibit $\\mathrm{O_h}$ point group symmetry, while HCP crystals belong to the $\\mathrm{D_{3h}}$ point group. Consequently, this analysis focuses on these two point groups. \n", "\n", "To determine the point group symmetries of particles present in a crystal, one should consult the crystallographic literature. Several comprehensive resources, such as AFLOW ([AFLOW](https://aflow.org/)), provide extensive data on crystal prototypes. A crystal’s symmetry is defined by its space group, which includes both translational and point group symmetries. Each particle in the unit cell is assigned a Wyckoff site designation, which can be linked to a specific point group symmetry using crystallographic tables ([IUCr Tables](https://onlinelibrary.wiley.com/iucr/itc/Ac/contents/)).\n", "\n", "Using the referenced tables, the space group of a selected crystal can be identified. Looking under the \"Positions\" section, Wyckoff sites are listed (e.g., 2c), accompanied by the associated point group symmetry in Hermann-Mauguin notation. PGOP can interpret both Schönflies and Hermann-Mauguin notations for point group designations. For translation between the two systems, [this Wikipedia page](https://en.wikipedia.org/wiki/Hermann%E2%80%93Mauguin_notation) serves as a useful reference. For systems incorporating non-crystallographic symmetries, such as quasicrystals, Hermann-Mauguin notation may be inadequate, and Schönflies notation can be used instead.\n", "\n", "### Example: HCP Crystal\n", "\n", "As documented by AFLOW, the HCP structure comprises two unique atomic sites, both designated as Wyckoff position 2c ([AFLOW example](https://aflow.org/p/A_hP2_194_c-001/), space group 194). According to the crystallographic tables for this space group ([IUCr Tables for 194](https://onlinelibrary.wiley.com/iucr/itc/Ac/ch2o3v0001/sgtable2o3o194/)), the 2c site exhibits symmetry –$6m2$, which corresponds to $\\mathrm{D_{3h}}$ as noted in [Wikipedia](https://en.wikipedia.org/wiki/Hermann%E2%80%93Mauguin_notation)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple example\n", "Let us first consider ideal simple crystals such as SC, BCC, FCC and HCP and\n", "compute their PGOP values." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sc crystal, PGOP for Oh symmetry: 0.9999999999988174\n", "bcc crystal, PGOP for Oh symmetry: 0.9999999999941486\n", "fcc crystal, PGOP for Oh symmetry: 0.9999999999937649\n", "hcp crystal, PGOP for D3h symmetry: 0.9999999999926386\n" ] } ], "source": [ "import warnings\n", "\n", "import freud\n", "import numpy as np\n", "\n", "import spatula\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "crystal_systems = {}\n", "# create crystal systems\n", "crystal_systems[\"sc\"] = freud.data.UnitCell.sc().generate_system(3)\n", "crystal_systems[\"bcc\"] = freud.data.UnitCell.bcc().generate_system(3)\n", "crystal_systems[\"fcc\"] = freud.data.UnitCell.fcc().generate_system(3)\n", "crystal_systems[\"hcp\"] = freud.data.UnitCell(\n", " freud.box.Box.from_box_lengths_and_angles(\n", " 1, 1, 2 * np.sqrt(6) / 3, np.pi / 2, np.pi / 2, 2 * np.pi / 3\n", " ),\n", " [[0, 0, 0], [2 / 3, 1 / 3, 1 / 2]],\n", ").generate_system(3)\n", "\n", "crystal_symmetries = {\"sc\": \"Oh\", \"bcc\": \"Oh\", \"fcc\": \"Oh\", \"hcp\": \"D3h\"}\n", "# make an optimizer for PGOP\n", "optimizer = spatula.optimize.Union.with_step_gradient_descent(\n", " spatula.optimize.Mesh.from_grid()\n", ")\n", "sigma = 0.075\n", "# create pgop object that computes both symmetries\n", "pgop_compute = spatula.PGOP(symmetries=[\"Oh\", \"D3h\"], optimizer=optimizer)\n", "# neighbor list\n", "rad = freud.locality.FilterRAD(\n", " terminate_after_blocked=True, allow_incomplete_shell=True\n", ")\n", "# symmetry ordering for printing\n", "symmetry_order = {\"Oh\": 0, \"D3h\": 1}\n", "perfect_crystal = {}\n", "for crystal in crystal_systems:\n", " # compute pgop for each system using rad neighbor list\n", " pgop_compute.compute(\n", " crystal_systems[crystal],\n", " sigma,\n", " rad.compute(crystal_systems[crystal]).filtered_nlist,\n", " )\n", " # Print the mean order parameter for the correct symmetry for each crystal.\n", " mean_order = np.mean(\n", " pgop_compute.order[:, symmetry_order[crystal_symmetries[crystal]]]\n", " )\n", " perfect_crystal[crystal] = np.mean(pgop_compute.order, axis=0)\n", " print(\n", " f\"{crystal} crystal, PGOP for {crystal_symmetries[crystal]} symmetry: \"\n", " f\"{mean_order}\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Perfect crystals with noise\n", "\n", "Next, let us attempt to try and separate the structures of these local environments\n", "within all these crystals when we add gaussian noise." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "crystal_systems_with_noise = {}\n", "crystal_colors_single = {\n", " \"fcc\": \"#c7196a\",\n", " \"bcc\": \"green\",\n", " \"sc\": \"gray\",\n", " \"hcp\": \"yellowgreen\",\n", "}\n", "# crystal noise\n", "S = 0.0325\n", "# create crystal systems\n", "crystal_systems_with_noise[\"sc\"] = freud.data.UnitCell.sc().generate_system(\n", " 4, sigma_noise=S\n", ")\n", "crystal_systems_with_noise[\"bcc\"] = freud.data.UnitCell.bcc().generate_system(\n", " 4, sigma_noise=S\n", ")\n", "crystal_systems_with_noise[\"fcc\"] = freud.data.UnitCell.fcc().generate_system(\n", " 4, sigma_noise=S\n", ")\n", "crystal_systems_with_noise[\"hcp\"] = freud.data.UnitCell(\n", " freud.box.Box.from_box_lengths_and_angles(\n", " 1, 1, 2 * np.sqrt(6) / 3, np.pi / 2, np.pi / 2, 2 * np.pi / 3\n", " ),\n", " [[0, 0, 0], [2 / 3, 1 / 3, 1 / 2]],\n", ").generate_system(4, sigma_noise=S)\n", "\n", "crystal_symmetries = {\"sc\": \"Oh\", \"bcc\": \"Oh\", \"fcc\": \"Oh\", \"hcp\": \"D3h\"}\n", "# make an optimizer for PGOP\n", "optimizer = spatula.optimize.Union.with_step_gradient_descent(\n", " spatula.optimize.Mesh.from_grid()\n", ")\n", "sigma = 0.075\n", "# create pgop object that computes both symmetries\n", "pgop_compute = spatula.PGOP(symmetries=[\"Oh\", \"D3h\"], optimizer=optimizer)\n", "rad = freud.locality.FilterRAD(\n", " terminate_after_blocked=True, allow_incomplete_shell=True\n", ")\n", "# symmetry ordering for printing\n", "symmetry_order = {\"Oh\": 0, \"D3h\": 1}\n", "noisy_crystal = {}\n", "for crystal in crystal_systems:\n", " # compute pgop for each system\n", " pgop_compute.compute(\n", " crystal_systems_with_noise[crystal],\n", " sigma,\n", " rad.compute(crystal_systems_with_noise[crystal]).filtered_nlist,\n", " )\n", " noisy_crystal[crystal] = pgop_compute.order\n", "ideal_gas_system = freud.data.make_random_system(4, 256)\n", "pgop_compute.compute(ideal_gas_system, sigma, {\"r_max\": 1.1, \"exclude_ii\": True})\n", "ideal_gas_coordinate = np.mean(pgop_compute.order, axis=0)\n", "fig, ax = plt.subplots(figsize=(3.7, 3.7))\n", "# Define grid for contour\n", "x_min, x_max = 0, 1\n", "y_min, y_max = 0, 1\n", "\n", "for crystal in perfect_crystal:\n", " x = np.array(noisy_crystal[crystal][:, 1])\n", " y = np.array(noisy_crystal[crystal][:, 0])\n", " ax.scatter(\n", " x,\n", " y,\n", " marker=\".\",\n", " c=crystal_colors_single[crystal],\n", " label=f\"Noisy {crystal.upper()}\",\n", " alpha=0.1,\n", " )\n", " ax.set_xlim(0, 1.05)\n", " ax.set_ylim(0, 1.05)\n", " ax.scatter(\n", " perfect_crystal[crystal][1],\n", " perfect_crystal[crystal][0],\n", " label=f\"Perfect {crystal.upper()}\",\n", " edgecolors=crystal_colors_single[crystal],\n", " marker=\"s\",\n", " s=50,\n", " facecolors=\"white\",\n", " )\n", "ax.scatter(\n", " ideal_gas_coordinate[1],\n", " ideal_gas_coordinate[0],\n", " label=\"Ideal Gas\",\n", " edgecolors=\"black\",\n", " marker=\"s\",\n", " s=50,\n", " facecolors=\"white\",\n", ")\n", "ax.set_xlabel(r\"fPGOP $\\mathregular{D_{3h}}$\")\n", "ax.set_ylabel(r\"fPGOP $\\mathregular{O_h}$\")\n", "# plot legend outside of plot\n", "ax.legend(loc=\"center left\", bbox_to_anchor=(1, 0.5))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LJ nucleation analysis\n", "\n", "Now let us analyze the promised nucleation subtrajectory of LJ system at the density of\n", "1 and temperature of 0.8 in reduced units. First step is to compute the value of the \n", "order parameter for every particle in every frame. This might take up to half an hour\n", "for a typical laptop computer." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import gsd.hoomd\n", "\n", "# make an optimizer for PGOP\n", "optimizer = spatula.optimize.Union.with_step_gradient_descent(\n", " spatula.optimize.Mesh.from_grid()\n", ")\n", "sigma = 0.075\n", "# create pgop object that computes both symmetries\n", "pgop_compute = spatula.PGOP(symmetries=[\"Oh\", \"D3h\"], optimizer=optimizer)\n", "# neighbor list\n", "rad = freud.locality.FilterRAD(\n", " terminate_after_blocked=True, allow_incomplete_shell=True\n", ")\n", "PGOP_values = []\n", "with gsd.hoomd.open(\"nucleation.gsd\") as f:\n", " for frame in f:\n", " box = frame.configuration.box\n", " points = frame.particles.position\n", " # compute custom neighbor list\n", " nlist = (\n", " freud.AABBQuery.from_system((box, points))\n", " .query(points, {\"mode\": \"ball\", \"r_max\": 3.0, \"exclude_ii\": True})\n", " .toNeighborList()\n", " )\n", " # compute rad neighbor list\n", " nlist_rad = rad.compute((box, points), neighbors=nlist).filtered_nlist\n", " pgop_compute.compute(\n", " (frame.configuration.box, frame.particles.position),\n", " sigma,\n", " nlist_rad,\n", " )\n", " PGOP_values.append(pgop_compute.order)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot the progression of the mean values for each frame as the simplest example." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "mean_Oh = np.mean(np.array(PGOP_values)[:, :, symmetry_order[\"Oh\"]], axis=1) # noqa: N816\n", "mean_D3h = np.mean(np.array(PGOP_values)[:, :, symmetry_order[\"D3h\"]], axis=1) # noqa: N816\n", "\n", "plt.plot(mean_Oh, label=\"Oh\")\n", "plt.plot(mean_D3h, label=\"D3h\")\n", "plt.legend()\n", "plt.xlabel(\"Frame\")\n", "plt.ylabel(\"Mean PGOP\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detailed per-particle analysis\n", "The true power of PGOP lies in the fact that it is a per-particle order parameter, which\n", "enables us to quantify the development of particle environments as a function of time\n", "for key particles during nucleation.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frames_to_plot = [0, 89, 107, 166, -1]\n", "for ii in frames_to_plot:\n", " x = np.array(PGOP_values[ii][:, 1])\n", " y = np.array(PGOP_values[ii][:, 0])\n", " fig, ax = plt.subplots()\n", " for crystal in perfect_crystal:\n", " ax.scatter(\n", " perfect_crystal[crystal][1],\n", " perfect_crystal[crystal][0],\n", " label=crystal,\n", " marker=\"s\",\n", " edgecolors=crystal_colors_single[crystal],\n", " s=50,\n", " facecolors=\"white\",\n", " zorder=10000,\n", " )\n", " ax.scatter(\n", " ideal_gas_coordinate[1],\n", " ideal_gas_coordinate[0],\n", " label=\"ideal gas\",\n", " marker=\"s\",\n", " edgecolors=\"black\",\n", " s=50,\n", " facecolors=\"white\",\n", " zorder=10000,\n", " )\n", " # set title to be frame number\n", " ax.set_title(f\"Frame {ii}\")\n", " ax.set_yticks([0.0, 0.5, 1.0])\n", " ax.set_yticks([0.0, 0.2, 0.5, 1.0])\n", " ax.set_xticks([0.0, 0.2, 0.5, 1.0])\n", " ax.set_xlabel(r\"fPGOP $\\mathregular{D_{3h}}$\")\n", " ax.set_ylabel(r\"fPGOP $\\mathregular{O_h}$\")\n", " # Initialize dynamic scatter plot for data points\n", " # We'll initialize with empty data; it will be updated in the animation\n", " ax.scatter(x, y, marker=\".\", c=\"blue\", alpha=0.1)\n", " # add legend entry for scatter plot\n", " ax.scatter([], [], marker=\".\", c=\"blue\", alpha=0.1, label=\"Data points\")\n", " ax.set_xlim(0, 1.05)\n", " ax.set_ylim(0, 1.05)\n", " ax.legend(\n", " ncol=2,\n", " handletextpad=0,\n", " columnspacing=0.2,\n", " handlelength=1,\n", " labelspacing=0.1,\n", " borderpad=0.2,\n", " )\n", " ax.grid(True)" ] } ], "metadata": { "kernelspec": { "display_name": "pgop", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }