{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# freud.environment.LocalDescriptors: Steinhardt Order Parameters from Scratch\n", "The `freud.environment` module analyzes the local environments of particles. The `freud.environment.LocalDescriptors` class is a useful tool for analyzing identifying crystal structures in a rotationally invariant manner using local particle environments. The primary purpose of this class is to compute spherical harmonics between neighboring particles in a way that orients particles correctly relative to their local environment, ensuring that global orientational shifts do not change the output." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import freud\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing Spherical Harmonics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the basic application of the class, let's compute the spherical harmonics between neighboring particles.\n", "For simplicity, we consider points on a simple cubic lattice." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "uc = freud.data.UnitCell.sc()\n", "box, points = uc.generate_system(5)\n", "system = freud.AABBQuery(box, points)\n", "fig = plt.figure(figsize=(8, 6))\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "system.plot(ax=ax)\n", "ax.set_title(\"Simple cubic crystal\", fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's use the class to compute an array of spherical harmonics for the system.\n", "The harmonics are computed for each bond, where a bond is defined by a pair of particles that are determined to lie within each others' nearest neighbor shells based on a standard neighbor list search.\n", "The number of bonds and spherical harmonics to calculate is configurable." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "num_neighbors = 6\n", "l_max = 12\n", "\n", "nlist = system.query(\n", " points, {\"num_neighbors\": num_neighbors, \"exclude_ii\": True}\n", ").toNeighborList()\n", "ld = freud.environment.LocalDescriptors(l_max, mode=\"global\")\n", "ld.compute(system, neighbors=nlist);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting spherical harmonic array has a shape corresponding to the number of neighbors.\n", "We can now extract the spherical harmonics corresponding to a particular $(l, m)$ pair using the ordering used by the `LocalDescriptors` class: increasing values of $l$, and for each $l$, the nonnegative $m$ values followed by the negative values." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sph_raw = np.mean(ld.sph, axis=0)\n", "count = 0\n", "sph = np.zeros((l_max + 1, l_max + 1), dtype=np.complex128)\n", "for l in range(l_max + 1):\n", " for m in range(l + 1):\n", " sph[l, m] = sph_raw[count]\n", " count += 1\n", " for m in range(-l, 0):\n", " sph[l, m] = sph_raw[count]\n", " count += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Spherical Harmonics to Compute Steinhardt Order Parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The raw per bond spherical harmonics are not typically useful quantities on their own.\n", "However, they can be used to perform sophisticated crystal structure analyses with different methods; for example, the [pythia](https://pythia-learn.readthedocs.io/en/latest/) library uses machine learning to find patterns in the spherical harmonics computed by this class.\n", "In this notebook, we'll use the quantities for a more classical application: the computation of Steinhardt order parameters.\n", "The order parameters $q_l$ provide a rotationally invariant measure of the system that can for some structures, provide a unique identifying fingerprint.\n", "They are a particularly useful measure for various simple cubic structures such as structures with underlying simple cubic, BCC, or FCC lattices.\n", "The `freud` library actually provides additional classes to efficiently calculate these order parameters directly, but they also provide a reasonable demonstration here.\n", "\n", "For more information on Steinhardt order parameters, see the [original paper](https://doi.org/10.1103/PhysRevB.28.784) or the `freud.order.Steinhardt` [documentation](https://freud.readthedocs.io/en/latest/order.html#freud.order.Steinhardt)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def get_ql(num_particles, descriptors, nlist, weighted=False):\n", " \"\"\"Given a set of points and a LocalDescriptors object (and the\n", " underlying NeighborList), compute the per-particle Steinhardt ql\n", " order parameter for all :math:`l` values up to the maximum quantum\n", " number used in the computation of the descriptors.\"\"\"\n", " qbar_lm = np.zeros((num_particles, descriptors.sph.shape[1]), dtype=np.complex128)\n", " for i in range(num_particles):\n", " indices = nlist.query_point_indices == i\n", " Ylms = descriptors.sph[indices, :]\n", " if weighted:\n", " weights = nlist.weights[indices, np.newaxis]\n", " weights /= np.sum(weights)\n", " num_neighbors = 1\n", " else:\n", " weights = np.ones_like(Ylms)\n", " num_neighbors = descriptors.sph.shape[0] / num_particles\n", " qbar_lm[i, :] = np.sum(Ylms * weights, axis=0) / num_neighbors\n", "\n", " ql = np.zeros((qbar_lm.shape[0], descriptors.l_max + 1))\n", " for i in range(ql.shape[0]):\n", " for l in range(ql.shape[1]):\n", " for k in range(l**2, (l + 1) ** 2):\n", " ql[i, l] += np.absolute(qbar_lm[i, k]) ** 2\n", " ql[i, l] = np.sqrt(4 * np.pi / (2 * l + 1) * ql[i, l])\n", "\n", " return ql\n", "\n", "\n", "ld_ql = get_ql(len(points), ld, nlist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `freud` provides the ability to calculate these parameter as well, we can directly check that our answers are correct.\n", "*Note: More information on the `Steinhardt` class can be found in the documentation or in the `Steinhardt` example.*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our manual calculation matches the Steinhardt class!\n" ] } ], "source": [ "L = 6\n", "steinhardt = freud.order.Steinhardt(l=L)\n", "steinhardt.compute(system, neighbors=nlist)\n", "if np.allclose(steinhardt.ql, ld_ql[:, L]):\n", " print(\"Our manual calculation matches the Steinhardt class!\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a brief demonstration of why the Steinhardt order parameters can be useful, let's look at the result of thermalizing our points and recomputing this measure." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sigmas = [0.03, 0.05, 0.1]\n", "systems = []\n", "nlists = []\n", "for sigma in sigmas:\n", " box, points = uc.generate_system(5, sigma_noise=sigma)\n", " system = freud.AABBQuery(box, points)\n", " systems.append(system)\n", " nlists.append(\n", " system.query(\n", " points, {\"num_neighbors\": num_neighbors, \"exclude_ii\": True}\n", " ).toNeighborList()\n", " )" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 6))\n", "axes = []\n", "for i, v in enumerate(sigmas):\n", " ax = fig.add_subplot(int(f\"1{len(sigmas)}{i+1}\"), projection=\"3d\")\n", " systems[i].plot(ax=ax)\n", " ax.set_title(rf\"$\\sigma$ = {v}\", fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we recompute the Steinhardt OP for each of these data sets, we see that adding noise has the effect of smoothing the order parameter such that the peak we observed for the perfect crystal is no longer observable." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ld_qls = []\n", "for i, sigma in enumerate(sigmas):\n", " ld = freud.environment.LocalDescriptors(l_max, mode=\"global\")\n", " ld.compute(systems[i], neighbors=nlists[i])\n", " ld_qls.append(get_ql(len(systems[i].points), ld, nlists[i]))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for i, ld_ql in enumerate(ld_qls):\n", " lim_out = ax.hist(ld_ql[:, L], label=rf\"$\\sigma$ = {sigmas[i]}\", density=True)\n", " if i == 0:\n", " # Can choose any element, all are identical in the reference case\n", " ax.vlines(ld_ql[:, L][0], 0, np.max(lim_out[0]), label=\"Reference\")\n", "ax.set_title(f\"Histogram of $q_{L}$ values\", fontsize=16)\n", "ax.set_ylabel(\"Frequency\", fontsize=14)\n", "ax.set_xlabel(f\"$q_{L}$\", fontsize=14)\n", "ax.legend(fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This type of identification process is what the LocalDescriptors data outputs may be used for.\n", "In the case of Steinhardt OPs, it provides a simple fingerprint for comparing thermalized systems to a known ideal structure to measure their similarity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For reference, we can also check these values against the `Steinhardt` class again." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our manual calculation matches the Steinhardt class!\n", "Our manual calculation matches the Steinhardt class!\n", "Our manual calculation matches the Steinhardt class!\n" ] } ], "source": [ "for i, (system, nlist) in enumerate(zip(systems, nlists)):\n", " steinhardt = freud.order.Steinhardt(l=L)\n", " steinhardt.compute(system, nlist)\n", " if np.allclose(steinhardt.particle_order, ld_qls[i][:, L]):\n", " print(\"Our manual calculation matches the Steinhardt class!\")" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }