From e07e8e1e67204fa6ea862d395580b06350f7aa65 Mon Sep 17 00:00:00 2001
From: "Documenter.jl" <documenter@juliadocs.github.io>
Date: Tue, 3 Sep 2024 20:07:47 +0000
Subject: [PATCH] build based on 28b25df

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 .../notebooks/SW01_FM_Heseinberg_chain.ipynb  |  269 +++++
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 .../notebooks/SW03_Frustrated_chain.ipynb     |  167 +++
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 previews/PR313/assets/themeswap.js            |   84 ++
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 previews/PR313/examples/03_LSWT_SU3_FeI2.html |  130 ++
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 previews/PR313/examples/04_GSD_FeI2.html      |   87 ++
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 .../contributed/MgCr2O4_160953_2009.cif       |  254 ++++
 .../contributed/kappa_supplementals.jl        |   78 ++
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diff --git a/previews/PR313/assets/documenter.js b/previews/PR313/assets/documenter.js
new file mode 100644
index 000000000..b88a33d1c
--- /dev/null
+++ b/previews/PR313/assets/documenter.js
@@ -0,0 +1,1055 @@
+// Generated by Documenter.jl
+requirejs.config({
+  paths: {
+    'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min',
+    'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min',
+    'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min',
+    'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min',
+    'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min',
+    'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min',
+    'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min',
+  },
+  shim: {
+  "highlight-julia": {
+    "deps": [
+      "highlight"
+    ]
+  },
+  "headroom-jquery": {
+    "deps": [
+      "jquery",
+      "headroom"
+    ]
+  },
+  "highlight-julia-repl": {
+    "deps": [
+      "highlight"
+    ]
+  }
+}
+});
+////////////////////////////////////////////////////////////////////////////////
+require([], function() {
+window.MathJax = {
+  "tex": {
+    "inlineMath": [
+      [
+        "$",
+        "$"
+      ]
+    ],
+    "tags": "ams"
+  },
+  "options": {
+    "ignoreHtmlClass": "tex2jax_ignore",
+    "processHtmlClass": "tex2jax_process"
+  }
+}
+;
+
+(function () {
+    var script = document.createElement('script');
+    script.src = 'https://cdnjs.cloudflare.com/ajax/libs/mathjax/3.2.2/es5/tex-svg-full.js';
+    script.async = true;
+    document.head.appendChild(script);
+})();
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) {
+$(document).ready(function() {
+    hljs.highlightAll();
+})
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+let timer = 0;
+var isExpanded = true;
+
+$(document).on(
+  "click",
+  ".docstring .docstring-article-toggle-button",
+  function () {
+    let articleToggleTitle = "Expand docstring";
+    const parent = $(this).parent();
+
+    debounce(() => {
+      if (parent.siblings("section").is(":visible")) {
+        parent
+          .find("a.docstring-article-toggle-button")
+          .removeClass("fa-chevron-down")
+          .addClass("fa-chevron-right");
+      } else {
+        parent
+          .find("a.docstring-article-toggle-button")
+          .removeClass("fa-chevron-right")
+          .addClass("fa-chevron-down");
+
+        articleToggleTitle = "Collapse docstring";
+      }
+
+      parent
+        .children(".docstring-article-toggle-button")
+        .prop("title", articleToggleTitle);
+      parent.siblings("section").slideToggle();
+    });
+  }
+);
+
+$(document).on("click", ".docs-article-toggle-button", function (event) {
+  let articleToggleTitle = "Expand docstring";
+  let navArticleToggleTitle = "Expand all docstrings";
+  let animationSpeed = event.noToggleAnimation ? 0 : 400;
+
+  debounce(() => {
+    if (isExpanded) {
+      $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down");
+      $("a.docstring-article-toggle-button")
+        .removeClass("fa-chevron-down")
+        .addClass("fa-chevron-right");
+
+      isExpanded = false;
+
+      $(".docstring section").slideUp(animationSpeed);
+    } else {
+      $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up");
+      $("a.docstring-article-toggle-button")
+        .removeClass("fa-chevron-right")
+        .addClass("fa-chevron-down");
+
+      isExpanded = true;
+      articleToggleTitle = "Collapse docstring";
+      navArticleToggleTitle = "Collapse all docstrings";
+
+      $(".docstring section").slideDown(animationSpeed);
+    }
+
+    $(this).prop("title", navArticleToggleTitle);
+    $(".docstring-article-toggle-button").prop("title", articleToggleTitle);
+  });
+});
+
+function debounce(callback, timeout = 300) {
+  if (Date.now() - timer > timeout) {
+    callback();
+  }
+
+  clearTimeout(timer);
+
+  timer = Date.now();
+}
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require([], function() {
+function addCopyButtonCallbacks() {
+  for (const el of document.getElementsByTagName("pre")) {
+    const button = document.createElement("button");
+    button.classList.add("copy-button", "fa-solid", "fa-copy");
+    button.setAttribute("aria-label", "Copy this code block");
+    button.setAttribute("title", "Copy");
+
+    el.appendChild(button);
+
+    const success = function () {
+      button.classList.add("success", "fa-check");
+      button.classList.remove("fa-copy");
+    };
+
+    const failure = function () {
+      button.classList.add("error", "fa-xmark");
+      button.classList.remove("fa-copy");
+    };
+
+    button.addEventListener("click", function () {
+      copyToClipboard(el.innerText).then(success, failure);
+
+      setTimeout(function () {
+        button.classList.add("fa-copy");
+        button.classList.remove("success", "fa-check", "fa-xmark");
+      }, 5000);
+    });
+  }
+}
+
+function copyToClipboard(text) {
+  // clipboard API is only available in secure contexts
+  if (window.navigator && window.navigator.clipboard) {
+    return window.navigator.clipboard.writeText(text);
+  } else {
+    return new Promise(function (resolve, reject) {
+      try {
+        const el = document.createElement("textarea");
+        el.textContent = text;
+        el.style.position = "fixed";
+        el.style.opacity = 0;
+        document.body.appendChild(el);
+        el.select();
+        document.execCommand("copy");
+
+        resolve();
+      } catch (err) {
+        reject(err);
+      } finally {
+        document.body.removeChild(el);
+      }
+    });
+  }
+}
+
+if (document.readyState === "loading") {
+  document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks);
+} else {
+  addCopyButtonCallbacks();
+}
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) {
+
+// Manages the top navigation bar (hides it when the user starts scrolling down on the
+// mobile).
+window.Headroom = Headroom; // work around buggy module loading?
+$(document).ready(function () {
+  $("#documenter .docs-navbar").headroom({
+    tolerance: { up: 10, down: 10 },
+  });
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+$(document).ready(function () {
+  let meta = $("div[data-docstringscollapsed]").data();
+
+  if (meta?.docstringscollapsed) {
+    $("#documenter-article-toggle-button").trigger({
+      type: "click",
+      noToggleAnimation: true,
+    });
+  }
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+/*
+To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc
+
+PSEUDOCODE:
+
+Searching happens automatically as the user types or adjusts the selected filters.
+To preserve responsiveness, as much as possible of the slow parts of the search are done
+in a web worker. Searching and result generation are done in the worker, and filtering and
+DOM updates are done in the main thread. The filters are in the main thread as they should
+be very quick to apply. This lets filters be changed without re-searching with minisearch
+(which is possible even if filtering is on the worker thread) and also lets filters be
+changed _while_ the worker is searching and without message passing (neither of which are
+possible if filtering is on the worker thread)
+
+SEARCH WORKER:
+
+Import minisearch
+
+Build index
+
+On message from main thread
+  run search
+  find the first 200 unique results from each category, and compute their divs for display
+    note that this is necessary and sufficient information for the main thread to find the
+    first 200 unique results from any given filter set
+  post results to main thread
+
+MAIN:
+
+Launch worker
+
+Declare nonconstant globals (worker_is_running,  last_search_text, unfiltered_results)
+
+On text update
+  if worker is not running, launch_search()
+
+launch_search
+  set worker_is_running to true, set last_search_text to the search text
+  post the search query to worker
+
+on message from worker
+  if last_search_text is not the same as the text in the search field,
+    the latest search result is not reflective of the latest search query, so update again
+    launch_search()
+  otherwise
+    set worker_is_running to false
+
+  regardless, display the new search results to the user
+  save the unfiltered_results as a global
+  update_search()
+
+on filter click
+  adjust the filter selection
+  update_search()
+
+update_search
+  apply search filters by looping through the unfiltered_results and finding the first 200
+    unique results that match the filters
+
+  Update the DOM
+*/
+
+/////// SEARCH WORKER ///////
+
+function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
+  importScripts(
+    "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js"
+  );
+
+  let data = documenterSearchIndex.map((x, key) => {
+    x["id"] = key; // minisearch requires a unique for each object
+    return x;
+  });
+
+  // list below is the lunr 2.1.3 list minus the intersect with names(Base)
+  // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with)
+  // ideally we'd just filter the original list but it's not available as a variable
+  const stopWords = new Set([
+    "a",
+    "able",
+    "about",
+    "across",
+    "after",
+    "almost",
+    "also",
+    "am",
+    "among",
+    "an",
+    "and",
+    "are",
+    "as",
+    "at",
+    "be",
+    "because",
+    "been",
+    "but",
+    "by",
+    "can",
+    "cannot",
+    "could",
+    "dear",
+    "did",
+    "does",
+    "either",
+    "ever",
+    "every",
+    "from",
+    "got",
+    "had",
+    "has",
+    "have",
+    "he",
+    "her",
+    "hers",
+    "him",
+    "his",
+    "how",
+    "however",
+    "i",
+    "if",
+    "into",
+    "it",
+    "its",
+    "just",
+    "least",
+    "like",
+    "likely",
+    "may",
+    "me",
+    "might",
+    "most",
+    "must",
+    "my",
+    "neither",
+    "no",
+    "nor",
+    "not",
+    "of",
+    "off",
+    "often",
+    "on",
+    "or",
+    "other",
+    "our",
+    "own",
+    "rather",
+    "said",
+    "say",
+    "says",
+    "she",
+    "should",
+    "since",
+    "so",
+    "some",
+    "than",
+    "that",
+    "the",
+    "their",
+    "them",
+    "then",
+    "there",
+    "these",
+    "they",
+    "this",
+    "tis",
+    "to",
+    "too",
+    "twas",
+    "us",
+    "wants",
+    "was",
+    "we",
+    "were",
+    "what",
+    "when",
+    "who",
+    "whom",
+    "why",
+    "will",
+    "would",
+    "yet",
+    "you",
+    "your",
+  ]);
+
+  let index = new MiniSearch({
+    fields: ["title", "text"], // fields to index for full-text search
+    storeFields: ["location", "title", "text", "category", "page"], // fields to return with results
+    processTerm: (term) => {
+      let word = stopWords.has(term) ? null : term;
+      if (word) {
+        // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names
+        word = word
+          .replace(/^[^a-zA-Z0-9@!]+/, "")
+          .replace(/[^a-zA-Z0-9@!]+$/, "");
+
+        word = word.toLowerCase();
+      }
+
+      return word ?? null;
+    },
+    // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not
+    // find anything if searching for "add!", only for the entire qualification
+    tokenize: (string) => string.split(/[\s\-\.]+/),
+    // options which will be applied during the search
+    searchOptions: {
+      prefix: true,
+      boost: { title: 100 },
+      fuzzy: 2,
+    },
+  });
+
+  index.addAll(data);
+
+  /**
+   *  Used to map characters to HTML entities.
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  const htmlEscapes = {
+    "&": "&amp;",
+    "<": "&lt;",
+    ">": "&gt;",
+    '"': "&quot;",
+    "'": "&#39;",
+  };
+
+  /**
+   * Used to match HTML entities and HTML characters.
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  const reUnescapedHtml = /[&<>"']/g;
+  const reHasUnescapedHtml = RegExp(reUnescapedHtml.source);
+
+  /**
+   * Escape function from lodash
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  function escape(string) {
+    return string && reHasUnescapedHtml.test(string)
+      ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr])
+      : string || "";
+  }
+
+  /**
+   * RegX escape function from MDN
+   * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+   */
+  function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+  }
+
+  /**
+   * Make the result component given a minisearch result data object and the value
+   * of the search input as queryString. To view the result object structure, refer:
+   * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult
+   *
+   * @param {object} result
+   * @param {string} querystring
+   * @returns string
+   */
+  function make_search_result(result, querystring) {
+    let search_divider = `<div class="search-divider w-100"></div>`;
+    let display_link =
+      result.location.slice(Math.max(0), Math.min(50, result.location.length)) +
+      (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div
+
+    if (result.page !== "") {
+      display_link += ` (${result.page})`;
+    }
+    searchstring = escapeRegExp(querystring);
+    let textindex = new RegExp(`${searchstring}`, "i").exec(result.text);
+    let text =
+      textindex !== null
+        ? result.text.slice(
+            Math.max(textindex.index - 100, 0),
+            Math.min(
+              textindex.index + querystring.length + 100,
+              result.text.length
+            )
+          )
+        : ""; // cut-off text before and after from the match
+
+    text = text.length ? escape(text) : "";
+
+    let display_result = text.length
+      ? "..." +
+        text.replace(
+          new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence
+          '<span class="search-result-highlight py-1">$&</span>'
+        ) +
+        "..."
+      : ""; // highlights the match
+
+    let in_code = false;
+    if (!["page", "section"].includes(result.category.toLowerCase())) {
+      in_code = true;
+    }
+
+    // We encode the full url to escape some special characters which can lead to broken links
+    let result_div = `
+        <a href="${encodeURI(
+          documenterBaseURL + "/" + result.location
+        )}" class="search-result-link w-100 is-flex is-flex-direction-column gap-2 px-4 py-2">
+          <div class="w-100 is-flex is-flex-wrap-wrap is-justify-content-space-between is-align-items-flex-start">
+            <div class="search-result-title has-text-weight-bold ${
+              in_code ? "search-result-code-title" : ""
+            }">${escape(result.title)}</div>
+            <div class="property-search-result-badge">${result.category}</div>
+          </div>
+          <p>
+            ${display_result}
+          </p>
+          <div
+            class="has-text-left"
+            style="font-size: smaller;"
+            title="${result.location}"
+          >
+            <i class="fas fa-link"></i> ${display_link}
+          </div>
+        </a>
+        ${search_divider}
+      `;
+
+    return result_div;
+  }
+
+  self.onmessage = function (e) {
+    let query = e.data;
+    let results = index.search(query, {
+      filter: (result) => {
+        // Only return relevant results
+        return result.score >= 1;
+      },
+      combineWith: "AND",
+    });
+
+    // Pre-filter to deduplicate and limit to 200 per category to the extent
+    // possible without knowing what the filters are.
+    let filtered_results = [];
+    let counts = {};
+    for (let filter of filters) {
+      counts[filter] = 0;
+    }
+    let present = {};
+
+    for (let result of results) {
+      cat = result.category;
+      cnt = counts[cat];
+      if (cnt < 200) {
+        id = cat + "---" + result.location;
+        if (present[id]) {
+          continue;
+        }
+        present[id] = true;
+        filtered_results.push({
+          location: result.location,
+          category: cat,
+          div: make_search_result(result, query),
+        });
+      }
+    }
+
+    postMessage(filtered_results);
+  };
+}
+
+// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript!
+const filters = [
+  ...new Set(documenterSearchIndex["docs"].map((x) => x.category)),
+];
+const worker_str =
+  "(" +
+  worker_function.toString() +
+  ")(" +
+  JSON.stringify(documenterSearchIndex["docs"]) +
+  "," +
+  JSON.stringify(documenterBaseURL) +
+  "," +
+  JSON.stringify(filters) +
+  ")";
+const worker_blob = new Blob([worker_str], { type: "text/javascript" });
+const worker = new Worker(URL.createObjectURL(worker_blob));
+
+/////// SEARCH MAIN ///////
+
+// Whether the worker is currently handling a search. This is a boolean
+// as the worker only ever handles 1 or 0 searches at a time.
+var worker_is_running = false;
+
+// The last search text that was sent to the worker. This is used to determine
+// if the worker should be launched again when it reports back results.
+var last_search_text = "";
+
+// The results of the last search. This, in combination with the state of the filters
+// in the DOM, is used compute the results to display on calls to update_search.
+var unfiltered_results = [];
+
+// Which filter is currently selected
+var selected_filter = "";
+
+$(document).on("input", ".documenter-search-input", function (event) {
+  if (!worker_is_running) {
+    launch_search();
+  }
+});
+
+function launch_search() {
+  worker_is_running = true;
+  last_search_text = $(".documenter-search-input").val();
+  worker.postMessage(last_search_text);
+}
+
+worker.onmessage = function (e) {
+  if (last_search_text !== $(".documenter-search-input").val()) {
+    launch_search();
+  } else {
+    worker_is_running = false;
+  }
+
+  unfiltered_results = e.data;
+  update_search();
+};
+
+$(document).on("click", ".search-filter", function () {
+  if ($(this).hasClass("search-filter-selected")) {
+    selected_filter = "";
+  } else {
+    selected_filter = $(this).text().toLowerCase();
+  }
+
+  // This updates search results and toggles classes for UI:
+  update_search();
+});
+
+/**
+ * Make/Update the search component
+ */
+function update_search() {
+  let querystring = $(".documenter-search-input").val();
+
+  if (querystring.trim()) {
+    if (selected_filter == "") {
+      results = unfiltered_results;
+    } else {
+      results = unfiltered_results.filter((result) => {
+        return selected_filter == result.category.toLowerCase();
+      });
+    }
+
+    let search_result_container = ``;
+    let modal_filters = make_modal_body_filters();
+    let search_divider = `<div class="search-divider w-100"></div>`;
+
+    if (results.length) {
+      let links = [];
+      let count = 0;
+      let search_results = "";
+
+      for (var i = 0, n = results.length; i < n && count < 200; ++i) {
+        let result = results[i];
+        if (result.location && !links.includes(result.location)) {
+          search_results += result.div;
+          count++;
+          links.push(result.location);
+        }
+      }
+
+      if (count == 1) {
+        count_str = "1 result";
+      } else if (count == 200) {
+        count_str = "200+ results";
+      } else {
+        count_str = count + " results";
+      }
+      let result_count = `<div class="is-size-6">${count_str}</div>`;
+
+      search_result_container = `
+            <div class="is-flex is-flex-direction-column gap-2 is-align-items-flex-start">
+                ${modal_filters}
+                ${search_divider}
+                ${result_count}
+                <div class="is-clipped w-100 is-flex is-flex-direction-column gap-2 is-align-items-flex-start has-text-justified mt-1">
+                  ${search_results}
+                </div>
+            </div>
+        `;
+    } else {
+      search_result_container = `
+           <div class="is-flex is-flex-direction-column gap-2 is-align-items-flex-start">
+               ${modal_filters}
+               ${search_divider}
+               <div class="is-size-6">0 result(s)</div>
+            </div>
+            <div class="has-text-centered my-5 py-5">No result found!</div>
+       `;
+    }
+
+    if ($(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").removeClass("is-justify-content-center");
+    }
+
+    $(".search-modal-card-body").html(search_result_container);
+  } else {
+    if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").addClass("is-justify-content-center");
+    }
+
+    $(".search-modal-card-body").html(`
+      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+    `);
+  }
+}
+
+/**
+ * Make the modal filter html
+ *
+ * @returns string
+ */
+function make_modal_body_filters() {
+  let str = filters
+    .map((val) => {
+      if (selected_filter == val.toLowerCase()) {
+        return `<a href="javascript:;" class="search-filter search-filter-selected"><span>${val}</span></a>`;
+      } else {
+        return `<a href="javascript:;" class="search-filter"><span>${val}</span></a>`;
+      }
+    })
+    .join("");
+
+  return `
+        <div class="is-flex gap-2 is-flex-wrap-wrap is-justify-content-flex-start is-align-items-center search-filters">
+            <span class="is-size-6">Filters:</span>
+            ${str}
+        </div>`;
+}
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// Modal settings dialog
+$(document).ready(function () {
+  var settings = $("#documenter-settings");
+  $("#documenter-settings-button").click(function () {
+    settings.toggleClass("is-active");
+  });
+  // Close the dialog if X is clicked
+  $("#documenter-settings button.delete").click(function () {
+    settings.removeClass("is-active");
+  });
+  // Close dialog if ESC is pressed
+  $(document).keyup(function (e) {
+    if (e.keyCode == 27) settings.removeClass("is-active");
+  });
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+$(document).ready(function () {
+  let search_modal_header = `
+    <header class="modal-card-head gap-2 is-align-items-center is-justify-content-space-between w-100 px-3">
+      <div class="field mb-0 w-100">
+        <p class="control has-icons-right">
+          <input class="input documenter-search-input" type="text" placeholder="Search" />
+          <span class="icon is-small is-right has-text-primary-dark">
+            <i class="fas fa-magnifying-glass"></i>
+          </span>
+        </p>
+      </div>
+      <div class="icon is-size-4 is-clickable close-search-modal">
+        <i class="fas fa-times"></i>
+      </div>
+    </header>
+  `;
+
+  let initial_search_body = `
+    <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+  `;
+
+  let search_modal_footer = `
+    <footer class="modal-card-foot">
+      <span>
+        <kbd class="search-modal-key-hints">Ctrl</kbd> +
+        <kbd class="search-modal-key-hints">/</kbd> to search
+      </span>
+      <span class="ml-3"> <kbd class="search-modal-key-hints">esc</kbd> to close </span>
+    </footer>
+  `;
+
+  $(document.body).append(
+    `
+      <div class="modal" id="search-modal">
+        <div class="modal-background"></div>
+        <div class="modal-card search-min-width-50 search-min-height-100 is-justify-content-center">
+          ${search_modal_header}
+          <section class="modal-card-body is-flex is-flex-direction-column is-justify-content-center gap-4 search-modal-card-body">
+            ${initial_search_body}
+          </section>
+          ${search_modal_footer}
+        </div>
+      </div>
+    `
+  );
+
+  document.querySelector(".docs-search-query").addEventListener("click", () => {
+    openModal();
+  });
+
+  document
+    .querySelector(".close-search-modal")
+    .addEventListener("click", () => {
+      closeModal();
+    });
+
+  $(document).on("click", ".search-result-link", function () {
+    closeModal();
+  });
+
+  document.addEventListener("keydown", (event) => {
+    if ((event.ctrlKey || event.metaKey) && event.key === "/") {
+      openModal();
+    } else if (event.key === "Escape") {
+      closeModal();
+    }
+
+    return false;
+  });
+
+  // Functions to open and close a modal
+  function openModal() {
+    let searchModal = document.querySelector("#search-modal");
+
+    searchModal.classList.add("is-active");
+    document.querySelector(".documenter-search-input").focus();
+  }
+
+  function closeModal() {
+    let searchModal = document.querySelector("#search-modal");
+    let initial_search_body = `
+      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+    `;
+
+    searchModal.classList.remove("is-active");
+    document.querySelector(".documenter-search-input").blur();
+
+    if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").addClass("is-justify-content-center");
+    }
+
+    $(".documenter-search-input").val("");
+    $(".search-modal-card-body").html(initial_search_body);
+  }
+
+  document
+    .querySelector("#search-modal .modal-background")
+    .addEventListener("click", () => {
+      closeModal();
+    });
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// Manages the showing and hiding of the sidebar.
+$(document).ready(function () {
+  var sidebar = $("#documenter > .docs-sidebar");
+  var sidebar_button = $("#documenter-sidebar-button");
+  sidebar_button.click(function (ev) {
+    ev.preventDefault();
+    sidebar.toggleClass("visible");
+    if (sidebar.hasClass("visible")) {
+      // Makes sure that the current menu item is visible in the sidebar.
+      $("#documenter .docs-menu a.is-active").focus();
+    }
+  });
+  $("#documenter > .docs-main").bind("click", function (ev) {
+    if ($(ev.target).is(sidebar_button)) {
+      return;
+    }
+    if (sidebar.hasClass("visible")) {
+      sidebar.removeClass("visible");
+    }
+  });
+});
+
+// Resizes the package name / sitename in the sidebar if it is too wide.
+// Inspired by: https://github.com/davatron5000/FitText.js
+$(document).ready(function () {
+  e = $("#documenter .docs-autofit");
+  function resize() {
+    var L = parseInt(e.css("max-width"), 10);
+    var L0 = e.width();
+    if (L0 > L) {
+      var h0 = parseInt(e.css("font-size"), 10);
+      e.css("font-size", (L * h0) / L0);
+      // TODO: make sure it survives resizes?
+    }
+  }
+  // call once and then register events
+  resize();
+  $(window).resize(resize);
+  $(window).on("orientationchange", resize);
+});
+
+// Scroll the navigation bar to the currently selected menu item
+$(document).ready(function () {
+  var sidebar = $("#documenter .docs-menu").get(0);
+  var active = $("#documenter .docs-menu .is-active").get(0);
+  if (typeof active !== "undefined") {
+    sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15;
+  }
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// Theme picker setup
+$(document).ready(function () {
+  // onchange callback
+  $("#documenter-themepicker").change(function themepick_callback(ev) {
+    var themename = $("#documenter-themepicker option:selected").attr("value");
+    if (themename === "auto") {
+      // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light');
+      window.localStorage.removeItem("documenter-theme");
+    } else {
+      // set_theme(themename);
+      window.localStorage.setItem("documenter-theme", themename);
+    }
+    // We re-use the global function from themeswap.js to actually do the swapping.
+    set_theme_from_local_storage();
+  });
+
+  // Make sure that the themepicker displays the correct theme when the theme is retrieved
+  // from localStorage
+  if (typeof window.localStorage !== "undefined") {
+    var theme = window.localStorage.getItem("documenter-theme");
+    if (theme !== null) {
+      $("#documenter-themepicker option").each(function (i, e) {
+        e.selected = e.value === theme;
+      });
+    }
+  }
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// update the version selector with info from the siteinfo.js and ../versions.js files
+$(document).ready(function () {
+  // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the
+  // siteinfo.js file, we just return immediately and not display the version selector.
+  if (
+    typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" &&
+    DOCUMENTER_VERSION_SELECTOR_DISABLED
+  ) {
+    return;
+  }
+
+  var version_selector = $("#documenter .docs-version-selector");
+  var version_selector_select = $("#documenter .docs-version-selector select");
+
+  version_selector_select.change(function (x) {
+    target_href = version_selector_select
+      .children("option:selected")
+      .get(0).value;
+    window.location.href = target_href;
+  });
+
+  // add the current version to the selector based on siteinfo.js, but only if the selector is empty
+  if (
+    typeof DOCUMENTER_CURRENT_VERSION !== "undefined" &&
+    $("#version-selector > option").length == 0
+  ) {
+    var option = $(
+      "<option value='#' selected='selected'>" +
+        DOCUMENTER_CURRENT_VERSION +
+        "</option>"
+    );
+    version_selector_select.append(option);
+  }
+
+  if (typeof DOC_VERSIONS !== "undefined") {
+    var existing_versions = version_selector_select.children("option");
+    var existing_versions_texts = existing_versions.map(function (i, x) {
+      return x.text;
+    });
+    DOC_VERSIONS.forEach(function (each) {
+      var version_url = documenterBaseURL + "/../" + each + "/";
+      var existing_id = $.inArray(each, existing_versions_texts);
+      // if not already in the version selector, add it as a new option,
+      // otherwise update the old option with the URL and enable it
+      if (existing_id == -1) {
+        var option = $(
+          "<option value='" + version_url + "'>" + each + "</option>"
+        );
+        version_selector_select.append(option);
+      } else {
+        var option = existing_versions[existing_id];
+        option.value = version_url;
+        option.disabled = false;
+      }
+    });
+  }
+
+  // only show the version selector if the selector has been populated
+  if (version_selector_select.children("option").length > 0) {
+    version_selector.toggleClass("visible");
+  }
+});
+
+})
diff --git a/previews/PR313/assets/logo-dark.svg b/previews/PR313/assets/logo-dark.svg
new file mode 100644
index 000000000..43bc60112
--- /dev/null
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new file mode 100644
index 000000000..b8a878f64
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diff --git a/previews/PR313/assets/notebooks/01_LSWT_CoRh2O4.ipynb b/previews/PR313/assets/notebooks/01_LSWT_CoRh2O4.ipynb
new file mode 100644
index 000000000..827763c61
--- /dev/null
+++ b/previews/PR313/assets/notebooks/01_LSWT_CoRh2O4.ipynb
@@ -0,0 +1,446 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 1. Spin wave simulations of CoRh₂O₄\n",
+    "\n",
+    "This tutorial introduces Sunny through its features for performing\n",
+    "conventional spin wave theory calculations. We consider the crystal CoRh₂O₄\n",
+    "and reproduce the calculations of [Ge et al., Phys. Rev. B 96,\n",
+    "064413](https://doi.org/10.1103/PhysRevB.96.064413)."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Get Julia and Sunny\n",
+    "\n",
+    "Sunny is implemented in Julia, which allows for interactive development (like\n",
+    "Python or Matlab) while also providing high numerical efficiency (like C++ or\n",
+    "Fortran). New Julia users should begin with our **[Getting\n",
+    "Started](https://github.com/SunnySuite/Sunny.jl/wiki/Getting-started-with-Julia)**\n",
+    "guide. Sunny requires Julia 1.10 or later.\n",
+    "\n",
+    "From the Julia prompt, load Sunny and also [GLMakie](https://docs.makie.org/)\n",
+    "for graphics."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "If these packages are not yet installed, Julia will offer to install them. If\n",
+    "executing this tutorial gives an error, you may need to update Sunny and\n",
+    "GLMakie from the [built-in package\n",
+    "manager](https://github.com/SunnySuite/Sunny.jl/wiki/Getting-started-with-Julia#the-built-in-julia-package-manager)."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Units"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The `Units` object selects reference energy and length\n",
+    "scales, and uses these to provide physical constants. For example, `units.K`\n",
+    "returns one kelvin as 0.086 meV, where the Boltzmann constant is implicit."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom);"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Crystal cell\n",
+    "\n",
+    "A crystallographic cell may be loaded from a `.cif` file, or specified from\n",
+    "atom positions and types.\n",
+    "\n",
+    "Start by defining the shape of the conventional chemical cell. CoRh₂O₄ has\n",
+    "cubic spacegroup 227 (Fd-3m). Its lattice constants are 8.5 Å, and the cell\n",
+    "angles are 90°. With this information, `lattice_vectors` constructs a\n",
+    "3×3 matrix `latvecs`. Columns of `latvecs` define the lattice vectors $(𝐚_1,\n",
+    "𝐚_2, 𝐚_3)$ in the global Cartesian coordinate system. Conversely, columns\n",
+    "of `inv(latvecs)` define the global Cartesian axes $(\\hat{x}, \\hat{y},\n",
+    "\\hat{z})$ in components of the lattice vectors."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "a = 8.5031 # (Å)\n",
+    "latvecs = lattice_vectors(a, a, a, 90, 90, 90)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct the `Crystal` cell from the spacegroup number 227 and one\n",
+    "representative atom of each occupied Wyckoff. In the standard setting of\n",
+    "spacegroup 227, position `[0, 0, 0]` belongs to Wyckoff 8a, which is the\n",
+    "diamond cubic crystal."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "positions = [[0, 0, 0]]\n",
+    "cryst = Crystal(latvecs, positions, 227; types=[\"Co\"], setting=\"1\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "`view_crystal` launches an interface for interactive inspection and\n",
+    "symmetry analysis."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Spin system"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "A `System` will define the spin model. Each cobalt atom carries\n",
+    "quantum spin $s = 3/2$, with a $g$-factor of 2. Specify this\n",
+    "`Moment` data for cobalt atom 1. By symmetry, the same moment data\n",
+    "also applies to cobalt atoms 2, 3, ... 7. The option `:dipole` indicates a\n",
+    "traditional model type, for which quantum spin is modeled as a dipole\n",
+    "expectation value."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=3/2, g=2)], :dipole)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Ge et al. demonstrated that inelastic neutron scattering data for CoRh₂O₄ is\n",
+    "well modeled by antiferromagnetic nearest neighbor exchange, `J = 0.63` meV.\n",
+    "Call `set_exchange!` with the bond that connects atom 1 to atom 3, and\n",
+    "has zero displacement between chemical cells. Consistent with the symmetries\n",
+    "of spacegroup 227, this interaction will be propagated to all other\n",
+    "nearest-neighbor bonds. Calling `view_crystal` with `sys` now shows\n",
+    "the antiferromagnetic Heisenberg interactions as blue polkadot spheres."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "J = +0.63 # (meV)\n",
+    "set_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))\n",
+    "view_crystal(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Optimizing spins"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To search for the ground state, call `randomize_spins!` and\n",
+    "`minimize_energy!` in sequence. For this problem, optimization\n",
+    "converges rapidly to the expected Néel order. See this with\n",
+    "`plot_spins`, where spins are colored according to their global\n",
+    "$z$-component."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; color=[S[3] for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The diamond lattice is bipartite, allowing each spin to perfectly anti-align\n",
+    "with its 4 nearest-neighbors. Each of these 4 bonds contribute $-J s^2$ to\n",
+    "the total energy. Two sites participate in each bond, so the energy per site\n",
+    "is $-2 J s^2$. Check this by calling `energy_per_site`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "@assert energy_per_site(sys) ≈ -2J*(3/2)^2"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Reshaping the magnetic cell"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The most compact magnetic cell for this Néel order is a primitive unit cell.\n",
+    "Reduce the magnetic cell size using `reshape_supercell`, where columns\n",
+    "of the `shape` matrix are primitive lattice vectors as multiples of the\n",
+    "conventional cubic lattice vectors $(𝐚_1, 𝐚_2, 𝐚_3)$. One could\n",
+    "alternatively use `shape = cryst.latvecs \\ cryst.prim_latvecs`. Verify that\n",
+    "the energy per site is unchanged after the reshaping the supercell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "shape = [0 1 1;\n",
+    "         1 0 1;\n",
+    "         1 1 0] / 2\n",
+    "sys_prim = reshape_supercell(sys, shape)\n",
+    "@assert energy_per_site(sys_prim) ≈ -2J*(3/2)^2"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plotting `sys_prim` shows the two spins within the primitive cell, as well as\n",
+    "the larger conventional cubic cell for context."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "plot_spins(sys_prim; color=[S[3] for S in sys_prim.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Spin wave theory"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "With this primitive cell, we will perform a `SpinWaveTheory`\n",
+    "calculation of the structure factor $\\mathcal{S}(𝐪,ω)$. The measurement\n",
+    "`ssf_perp` indicates projection of the spin structure factor\n",
+    "$\\mathcal{S}(𝐪,ω)$ perpendicular to the direction of momentum transfer, as\n",
+    "appropriate for unpolarized neutron scattering. The isotropic\n",
+    "`FormFactor` for Co²⁺ dampens intensities at large $𝐪$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "formfactors = [1 => FormFactor(\"Co2\")]\n",
+    "measure = ssf_perp(sys_prim; formfactors)\n",
+    "swt = SpinWaveTheory(sys_prim; measure)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Select `lorentzian` broadening with a full-width at half-maximum\n",
+    "(FWHM) of 0.8 meV."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "kernel = lorentzian(fwhm=0.8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define a `q_space_path` that connects high-symmetry points in\n",
+    "reciprocal space. The $𝐪$-points are given in reciprocal lattice units\n",
+    "(RLU) for the _original_ cubic cell. For example, `[1/2, 1/2, 0]` denotes the\n",
+    "sum of the first two reciprocal lattice vectors, $𝐛_1/2 + 𝐛_2/2$. A total\n",
+    "of 500 $𝐪$-points will be sampled along the path."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]\n",
+    "path = q_space_path(cryst, qs, 500)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate single-crystal scattering `intensities` along this path, for\n",
+    "energies between 0 and 6 meV. Use `plot_intensities` to visualize the\n",
+    "result."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "energies = range(0, 6, 300)\n",
+    "res = intensities(swt, path; energies, kernel)\n",
+    "plot_intensities(res; units, title=\"CoRh₂O₄ LSWT\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Sometimes experimental data is only available as a powder average, i.e., as an\n",
+    "average over all possible crystal orientations. Use `powder_average`\n",
+    "to simulate these intensities. Each $𝐪$-magnitude defines a spherical shell\n",
+    "in reciprocal space. Consider 200 radii from 0 to 3 inverse angstroms, and\n",
+    "collect `2000` random samples per spherical shell. As configured, this\n",
+    "calculation completes in about two seconds. Had we used the conventional cubic\n",
+    "cell, the calculation would be an order of magnitude slower."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 3, 200) # (1/Å)\n",
+    "res = powder_average(cryst, radii, 2000) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units, saturation=1.0, title=\"CoRh₂O₄ Powder Average\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "This result can be compared to experimental neutron scattering data\n",
+    "from Fig. 5 of [Ge et al.](https://doi.org/10.1103/PhysRevB.96.064413)\n",
+    "\n",
+    "<img width=\"95%\" src=\"https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/CoRh2O4_intensity.jpg\">"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### What's next?\n",
+    "\n",
+    "* For more spin wave calculations of this type, browse the SpinW tutorials\n",
+    "  ported to Sunny.\n",
+    "* Spin wave theory neglects thermal fluctuations of the magnetic order. The\n",
+    "  next CoRh₂O₄ tutorial demonstrates how to sample spins in thermal equilibrium, and\n",
+    "  measure dynamical correlations from the classical spin dynamics.\n",
+    "* Sunny also offers features that go beyond the dipole approximation of a\n",
+    "  quantum spin via the theory of SU(_N_) coherent states. This can be\n",
+    "  especially useful for systems with strong single-ion anisotropy, as\n",
+    "  demonstrated in the FeI₂ tutorial."
+   ],
+   "metadata": {}
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/02_LLD_CoRh2O4.ipynb b/previews/PR313/assets/notebooks/02_LLD_CoRh2O4.ipynb
new file mode 100644
index 000000000..f26e19efc
--- /dev/null
+++ b/previews/PR313/assets/notebooks/02_LLD_CoRh2O4.ipynb
@@ -0,0 +1,427 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite *T*\n",
+    "\n",
+    "In the previous tutorial, we\n",
+    "used spin wave theory to calculate the dynamical spin structure factor of\n",
+    "CoRh₂O₄. Here, we perform a similar calculation using equilibrium samples from\n",
+    "the Boltzmann distribution at finite $T$. For each sampled spin\n",
+    "configuration, we will simulate the classical Landau-Lifshitz spin dynamics\n",
+    "and extract dynamical spin-spin correlations. After applying a\n",
+    "classical-to-quantum correction factor, the resulting intensities can be\n",
+    "compared to inelastic neutron scattering data."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct the system as in the previous tutorial. For this antiferromagnetic model on the diamond\n",
+    "cubic lattice, the ground state is unfrustrated Néel order."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie\n",
+    "\n",
+    "units = Units(:meV, :angstrom)\n",
+    "a = 8.5031 # (Å)\n",
+    "latvecs = lattice_vectors(a, a, a, 90, 90, 90)\n",
+    "cryst = Crystal(latvecs, [[0,0,0]], 227, setting=\"1\")\n",
+    "\n",
+    "sys = System(cryst, [1 => Moment(s=3/2, g=2)], :dipole)\n",
+    "J = 0.63 # (meV)\n",
+    "set_exchange!(sys, J, Bond(1, 3, [0,0,0]))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; color=[S[3] for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `repeat_periodically` to extend the system to 10×10×10 chemical\n",
+    "unit cells. The ground state Néel order is retained. Increasing the system\n",
+    "size further would reduce finite-size artifacts and increase momentum-space\n",
+    "resolution, but would also make the simulations slower."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = repeat_periodically(sys, (10, 10, 10))\n",
+    "plot_spins(sys; color=[S[3] for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Langevin dynamics for sampling"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "We will be using a `Langevin` spin dynamics to thermalize the system.\n",
+    "This dynamics is a variant of the Landau-Lifshitz equation that incorporates\n",
+    "noise and dissipation terms, which are linked by a fluctuation-dissipation\n",
+    "theorem. The temperature 6 K ≈ 1.38 meV is slightly above ordering for this\n",
+    "model. The dimensionless `damping` magnitude sets a timescale for coupling to\n",
+    "the implicit thermal bath; 0.2 is usually a good choice."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "langevin = Langevin(; damping=0.2, kT=16*units.K)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `suggest_timestep` to select an integration timestep. A\n",
+    "dimensionless error tolerance of `1e-2` is usually a good choice. The\n",
+    "suggested timestep will vary according to the magnetic configuration. It is\n",
+    "reasonable to start from an energy-minimized configuration."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "suggest_timestep(sys, langevin; tol=1e-2)\n",
+    "langevin.dt = 0.025;"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Now run a Langevin trajectory to sample spin configurations. Keep track of the\n",
+    "energy per site at each time step."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "energies = [energy_per_site(sys)]\n",
+    "for _ in 1:1000\n",
+    "    step!(sys, langevin)\n",
+    "    push!(energies, energy_per_site(sys))\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "From the relaxed spin configuration, we can learn that `dt` was a little\n",
+    "smaller than necessary; increasing it will make the remaining simulations\n",
+    "faster."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "suggest_timestep(sys, langevin; tol=1e-2)\n",
+    "langevin.dt = 0.042;"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot energy versus time using the [Makie `lines`\n",
+    "function](https://docs.makie.org/stable/reference/plots/lines). The plateau\n",
+    "suggests that the system has reached thermal equilibrium."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "lines(energies, color=:blue, figure=(size=(600,300),), axis=(xlabel=\"Timesteps\", ylabel=\"Energy (meV)\"))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the spins colored by their alignment with a reference spin at the origin.\n",
+    "The field `sys.dipoles` is a 4D array storing the spin dipole data. The first\n",
+    "three indices of label the chemical cell, while the fourth index labels an\n",
+    "atom within the cell. Note that Julia arrays use 1-based indexing. Thermal\n",
+    "fluctuations are apparent in the plot."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "S0 = sys.dipoles[1,1,1,1]\n",
+    "plot_spins(sys; color=[S'*S0 for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Static structure factor"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `SampledCorrelationsStatic` to estimate spatial correlations for\n",
+    "configurations in classical thermal equilibrium. Each call to\n",
+    "`add_sample!` will accumulate data for the current spin snapshot."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "formfactors = [1 => FormFactor(\"Co2\")]\n",
+    "measure = ssf_perp(sys; formfactors)\n",
+    "sc = SampledCorrelationsStatic(sys; measure)\n",
+    "add_sample!(sc, sys)    # Accumulate the newly sampled structure factor into `sf`"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Collect 20 additional samples. Perform 100 Langevin time-steps between\n",
+    "measurements to approximately decorrelate the sample in thermal equilibrium."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "for _ in 1:20\n",
+    "    for _ in 1:100\n",
+    "        step!(sys, langevin)\n",
+    "    end\n",
+    "    add_sample!(sc, sys)\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `q_space_grid` to define a slice of momentum space $[H, K, 0]$,\n",
+    "where $H$ and $K$ each range from -10 to 10 in RLU. This command produces\n",
+    "a 200×200 grid of sample points."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "grid = q_space_grid(cryst, [1, 0, 0], range(-10, 10, 200), [0, 1, 0], (-10, 10))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the instantaneous structure factor on the slice by\n",
+    "integrating over all energy values ω. We employ the appropriate\n",
+    "`FormFactor` for Co2⁺. Selecting `saturation = 1.0` sets the color\n",
+    "saturation point to the maximum intensity value. This is reasonable because we\n",
+    "are above the ordering temperature, and do not have sharp Bragg peaks."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "res = intensities_static(sc, grid)\n",
+    "plot_intensities(res; saturation=1.0, title=\"Static Intensities at T = 16 K\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Dynamical structure factor"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To collect statistics for the _dynamical_ structure factor intensities\n",
+    "$\\mathcal{S}(𝐪,ω)$ at finite temperature, use\n",
+    "`SampledCorrelations`. It requires a range of `energies` to resolve,\n",
+    "which will be associated with frequencies of the classical spin dynamics. The\n",
+    "integration timestep `dt` can be somewhat larger than that used by the\n",
+    "Langevin dynamics."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "dt = 2*langevin.dt\n",
+    "energies = range(0, 6, 50)\n",
+    "sc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Like before, use Langevin dynamics to sample spin configurations from thermal\n",
+    "equilibrium. Now, however, each call to `add_sample!` will run a\n",
+    "classical spin dynamics trajectory and measure dynamical correlations. To make\n",
+    "the tutorial run quickly, we average over just 5 trajectories. To make a\n",
+    "publication quality figure, this number should be significantly increased for\n",
+    "better statistics."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "for _ in 1:5\n",
+    "    for _ in 1:100\n",
+    "        step!(sys, langevin)\n",
+    "    end\n",
+    "    add_sample!(sc, sys)\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Select points that define a piecewise-linear path through reciprocal space,\n",
+    "and a sampling density."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[3/4, 3/4,   0],\n",
+    "      [  0,   0,   0],\n",
+    "      [  0, 1/2, 1/2],\n",
+    "      [1/2,   1,   0],\n",
+    "      [  0,   1,   0],\n",
+    "      [1/4,   1, 1/4],\n",
+    "      [  0,   1,   0],\n",
+    "      [  0,  -4,   0]]\n",
+    "path = q_space_path(cryst, qs, 500)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the intensities along this path."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "res = intensities(sc, path; energies, langevin.kT)\n",
+    "plot_intensities(res; units, title=\"Intensities at 16 K\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Powder averaged intensity"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define spherical shells in reciprocal space via their radii, in absolute units\n",
+    "of 1/Å. For each shell, calculate and average the intensities at 350\n",
+    "$𝐪$-points"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 3.5, 200) # (1/Å)\n",
+    "res = powder_average(cryst, radii, 350) do qs\n",
+    "    intensities(sc, qs; energies, langevin.kT)\n",
+    "end\n",
+    "plot_intensities(res; units, title=\"Powder Average at 16 K\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/03_LSWT_SU3_FeI2.ipynb b/previews/PR313/assets/notebooks/03_LSWT_SU3_FeI2.ipynb
new file mode 100644
index 000000000..3999b17c1
--- /dev/null
+++ b/previews/PR313/assets/notebooks/03_LSWT_SU3_FeI2.ipynb
@@ -0,0 +1,491 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 3. Multi-flavor spin wave simulations of FeI₂\n",
+    "\n",
+    "This tutorial illustrates various advanced features such as symmetry analysis,\n",
+    "energy minimization, and spin wave theory with multi-flavor bosons.\n",
+    "\n",
+    "Our context will be FeI₂, an effective spin-1 material with strong single-ion\n",
+    "anisotropy. Quadrupolar fluctuations give rise to a single-ion bound state\n",
+    "that is observable in neutron scattering, and cannot be described by a\n",
+    "dipole-only model. We will use the linear spin wave theory of SU(3) coherent\n",
+    "states (i.e. 2-flavor bosons) to model the magnetic spectrum of FeI₂. The\n",
+    "original study was performed in [Bai et al., Nature Physics 17, 467–472\n",
+    "(2021)](https://doi.org/10.1038/s41567-020-01110-1).\n",
+    "\n",
+    "\n",
+    "<img src=\"https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/FeI2_crystal.jpg\" style=\"float: left;\" width=\"400\">\n",
+    "\n",
+    "\n",
+    "The Fe atoms are arranged in stacked triangular layers. The effective spin\n",
+    "Hamiltonian takes the form,\n",
+    "\n",
+    "$$\n",
+    "\\mathcal{H}=\\sum_{(i,j)} 𝐒_i ⋅ J_{ij} 𝐒_j - D\\sum_i \\left(S_i^z\\right)^2,\n",
+    "$$\n",
+    "\n",
+    "where the exchange matrices $J_{ij}$ between bonded sites $(i,j)$ include\n",
+    "competing ferromagnetic and antiferromagnetic interactions. This model also\n",
+    "includes a strong easy axis anisotropy, $D > 0$."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load packages."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct the chemical cell of FeI₂ by specifying the lattice vectors and the\n",
+    "full set of atoms."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "a = b = 4.05012  # Lattice constants for triangular lattice (Å)\n",
+    "c = 6.75214      # Spacing between layers (Å)\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 120)\n",
+    "positions = [[0, 0, 0], [1/3, 2/3, 1/4], [2/3, 1/3, 3/4]]\n",
+    "types = [\"Fe\", \"I\", \"I\"]\n",
+    "cryst = Crystal(latvecs, positions; types)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Observe that the space group 'P -3 m 1' (164) has been inferred, as well as\n",
+    "point group symmetries. Only the Fe atoms are magnetic, so we focus on them\n",
+    "with `subcrystal`. Importantly, the new crystal retains the symmetry\n",
+    "information for spacegroup 164."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "cryst = subcrystal(cryst, \"Fe\")\n",
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Symmetry analysis\n",
+    "\n",
+    "The command `print_symmetry_table` provides a list of all the\n",
+    "symmetry-allowed interactions out to 8 Å."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "print_symmetry_table(cryst, 8.0)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The allowed $g$-tensor is expressed as a 3×3 matrix in the free coefficients\n",
+    "`A`, `B`, ... The allowed single-ion anisotropy is expressed as a linear\n",
+    "combination of Stevens operators. The latter correspond to polynomials of the\n",
+    "spin operators, as we will describe below.\n",
+    "\n",
+    "The allowed exchange interactions are given as 3×3 matrices for representative\n",
+    "bonds. The notation `Bond(i, j, n)` indicates a bond between atom indices `i`\n",
+    "and `j`, with cell offset `n`. Note that the order of the pair $(i, j)$ is\n",
+    "significant if the exchange tensor contains antisymmetric\n",
+    "Dzyaloshinskii–Moriya (DM) interactions.\n",
+    "\n",
+    "The bonds can be visualized in the `view_crystal` interface. By default,\n",
+    "`Bond(1, 1, [1,0,0])` is toggled on, to show the 6 nearest-neighbor Fe-Fe\n",
+    "bonds on a triangular lattice layer. Toggling `Bond(1, 1, [0,0,1])` shows the\n",
+    "Fe-Fe bond between layers, etc."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Defining the spin model"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a `System` with spin $s=1$ and $g=2$ for the Fe ions.\n",
+    "\n",
+    "Recall that quantum spin-1 is, in reality, a linear combination of basis\n",
+    "states $|m⟩$ with well-defined angular momentum $m = -1, 0, 1$. FeI₂ has a\n",
+    "strong easy-axis anisotropy, which stabilizes a single-ion bound state of zero\n",
+    "angular momentum, $|m=0⟩$. Such a bound state is inaccessible to traditional\n",
+    "spin wave theory, which works with dipole expectation values of fixed\n",
+    "magnitude. This physics is, however, well captured with a theory of SU(_N_)\n",
+    "coherent states, where $N = 2S+1 = 3$ is the number of levels. Activate this\n",
+    "generalized theory by selecting `:SUN` mode instead of `:dipole` mode.\n",
+    "\n",
+    "An optional random number `seed` will make the calculations exactly\n",
+    "reproducible."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :SUN, seed=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Set the exchange interactions for FeI₂ following the fits of [Bai et\n",
+    "al.](https://doi.org/10.1038/s41567-020-01110-1)"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "J1pm   = -0.236 # (meV)\n",
+    "J1pmpm = -0.161\n",
+    "J1zpm  = -0.261\n",
+    "J2pm   = 0.026\n",
+    "J3pm   = 0.166\n",
+    "J′0pm  = 0.037\n",
+    "J′1pm  = 0.013\n",
+    "J′2apm = 0.068\n",
+    "\n",
+    "J1zz   = -0.236\n",
+    "J2zz   = 0.113\n",
+    "J3zz   = 0.211\n",
+    "J′0zz  = -0.036\n",
+    "J′1zz  = 0.051\n",
+    "J′2azz = 0.073\n",
+    "\n",
+    "J1xx = J1pm + J1pmpm\n",
+    "J1yy = J1pm - J1pmpm\n",
+    "J1yz = J1zpm\n",
+    "\n",
+    "set_exchange!(sys, [J1xx   0.0    0.0;\n",
+    "                    0.0    J1yy   J1yz;\n",
+    "                    0.0    J1yz   J1zz], Bond(1,1,[1,0,0]))\n",
+    "set_exchange!(sys, [J2pm   0.0    0.0;\n",
+    "                    0.0    J2pm   0.0;\n",
+    "                    0.0    0.0    J2zz], Bond(1,1,[1,2,0]))\n",
+    "set_exchange!(sys, [J3pm   0.0    0.0;\n",
+    "                    0.0    J3pm   0.0;\n",
+    "                    0.0    0.0    J3zz], Bond(1,1,[2,0,0]))\n",
+    "set_exchange!(sys, [J′0pm  0.0    0.0;\n",
+    "                    0.0    J′0pm  0.0;\n",
+    "                    0.0    0.0    J′0zz], Bond(1,1,[0,0,1]))\n",
+    "set_exchange!(sys, [J′1pm  0.0    0.0;\n",
+    "                    0.0    J′1pm  0.0;\n",
+    "                    0.0    0.0    J′1zz], Bond(1,1,[1,0,1]))\n",
+    "set_exchange!(sys, [J′2apm 0.0    0.0;\n",
+    "                    0.0    J′2apm 0.0;\n",
+    "                    0.0    0.0    J′2azz], Bond(1,1,[1,2,1]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The function `set_onsite_coupling!` assigns a single-ion anisotropy.\n",
+    "The argument can be constructed using `spin_matrices` or\n",
+    "`stevens_matrices`. Here we use Julia's anonymous function syntax to\n",
+    "assign an easy-axis anisotropy along the direction $\\hat{z}$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "D = 2.165 # (meV)\n",
+    "set_onsite_coupling!(sys, S -> -D*S[3]^2, 1)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Finding the ground state"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "This model has been fitted so that energy minimization yields the physically\n",
+    "correct ground state. Knowing this, we could set the magnetic configuration\n",
+    "manually by calling `set_dipole!` on each site in the system. Another\n",
+    "approach, as we will demonstrate, is to search for the ground-state via\n",
+    "`minimize_energy!`.\n",
+    "\n",
+    "To reduce bias in the search, use `resize_supercell` to create a\n",
+    "relatively large system of 4×4×4 chemical cells. Randomize all spins\n",
+    "(represented as SU(3) coherent states) and minimize the energy."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = resize_supercell(sys, (4, 4, 4))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "A positive number above indicates that the procedure has converged to a local\n",
+    "energy minimum. The configuration, however, may still have defects. This can\n",
+    "be checked by visualizing the expected spin dipoles, colored according to\n",
+    "their $z$-components."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "plot_spins(sys; color=[S[3] for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To better understand the spin configuration, we could inspect the static\n",
+    "structure factor $\\mathcal{S}(𝐪)$ in the 3D space of momenta $𝐪$. The\n",
+    "general tool for this analysis is `SampledCorrelationsStatic`. For the\n",
+    "present purposes, however, it is more convenient to use\n",
+    "`print_wrapped_intensities`, which reports $\\mathcal{S}(𝐪)$ with\n",
+    "periodic wrapping of all commensurate $𝐪$ wavevectors into the first\n",
+    "Brillouin zone."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "print_wrapped_intensities(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The known zero-field energy-minimizing magnetic structure of FeI₂ is a two-up,\n",
+    "two-down order. It can be described as a generalized spiral with a single\n",
+    "propagation wavevector $𝐤$. Rotational symmetry allows for three equivalent\n",
+    "orientations: $±𝐤 = [0, -1/4, 1/4]$, $[1/4, 0, 1/4]$, or\n",
+    "$[-1/4,1/4,1/4]$. Small systems can spontaneously break this symmetry, but\n",
+    "for larger systems, defects and competing domains are to be expected.\n",
+    "Nonetheless, `print_wrapped_intensities` shows large intensities consistent\n",
+    "with a subset of the known ordering wavevectors.\n",
+    "\n",
+    "Let's break the three-fold symmetry by hand. The function\n",
+    "`suggest_magnetic_supercell` takes one or more $𝐤$ modes, and\n",
+    "suggests a magnetic cell shape that is commensurate."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "suggest_magnetic_supercell([[0, -1/4, 1/4]])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calling `reshape_supercell` yields a much smaller system, making it\n",
+    "much easier to find the global energy minimum. Plot the system again, now\n",
+    "including \"ghost\" spins out to 12Å, to verify that the magnetic order is\n",
+    "consistent with FeI₂."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys_min = reshape_supercell(sys, [1 0 0; 0 2 1; 0 -2 1])\n",
+    "randomize_spins!(sys_min)\n",
+    "minimize_energy!(sys_min);\n",
+    "plot_spins(sys_min; color=[S[3] for S in sys_min.dipoles], ghost_radius=12)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Spin wave theory\n",
+    "\n",
+    "Now that the system has been relaxed to an energy minimized ground state, we\n",
+    "can calculate the spin wave spectrum. Because we are working with a system of\n",
+    "SU(3) coherent states, this calculation will require a multi-flavor boson\n",
+    "generalization of the usual spin wave theory."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys_min; measure=ssf_perp(sys_min))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the spectrum along a momentum-space path that connects a\n",
+    "sequence of high-symmetry $𝐪$-points. This interface abstracts over the\n",
+    "underlying calculator type."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0,0,0], [1,0,0], [0,1,0], [1/2,0,0], [0,1,0], [0,0,0]]\n",
+    "path = q_space_path(cryst, qs, 500)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units, title=\"Single Crystal Bands\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To make direct comparison with inelastic neutron scattering (INS) data, we\n",
+    "must account for empirical broadening of the data. Model this using a\n",
+    "`lorentzian` kernel, with a full-width at half-maximum of 0.3 meV."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "kernel = lorentzian(fwhm=0.3)\n",
+    "energies = range(0, 10, 300);  # 0 < ω < 10 (meV)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Also, a real FeI₂ sample will exhibit competing magnetic domains. We use\n",
+    "`domain_average` to average over the three possible domain\n",
+    "orientations. This involves 120° rotations about the axis $\\hat{z} = [0, 0,\n",
+    "1]$ in global Cartesian coordinates."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "rotations = [([0,0,1], n*(2π/3)) for n in 0:2]\n",
+    "weights = [1, 1, 1]\n",
+    "res = domain_average(cryst, path; rotations, weights) do path_rotated\n",
+    "    intensities(swt, path_rotated; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units, colormap=:viridis, title=\"Domain Averaged Intensities\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "This result can be directly compared to experimental neutron scattering data\n",
+    "from [Bai et al.](https://doi.org/10.1038/s41567-020-01110-1)\n",
+    "\n",
+    "<img src=\"https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/FeI2_intensity.jpg\">\n",
+    "\n",
+    "\n",
+    "(The publication figure used a non-standard coordinate system to label the\n",
+    "wave vectors.)\n",
+    "\n",
+    "To get this agreement, the theory of SU(3) coherent states is essential. The\n",
+    "lower band has large quadrupolar character, and arises from the strong\n",
+    "easy-axis anisotropy of FeI₂.\n",
+    "\n",
+    "An interesting exercise is to repeat the same study, but using `:dipole` mode\n",
+    "instead of `:SUN`. That alternative choice would constrain the coherent state\n",
+    "dynamics to the space of dipoles only, and the flat band of single-ion bound\n",
+    "states would be missing."
+   ],
+   "metadata": {}
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/04_GSD_FeI2.ipynb b/previews/PR313/assets/notebooks/04_GSD_FeI2.ipynb
new file mode 100644
index 000000000..3c8fd6130
--- /dev/null
+++ b/previews/PR313/assets/notebooks/04_GSD_FeI2.ipynb
@@ -0,0 +1,398 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 4. Generalized spin dynamics of FeI₂ at finite *T*"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The previous FeI₂ tutorial used multi-flavor spin wave theory to calculate the dynamical spin\n",
+    "structure factor. This tutorial performs an analogous calculation at finite\n",
+    "temperature using the [classical dynamics of SU(_N_) coherent\n",
+    "states](https://doi.org/10.1103/PhysRevB.106.054423).\n",
+    "\n",
+    "Compared to spin wave theory, classical spin dynamics in real-space is\n",
+    "typically much slower, and is limited in $𝐪$-space resolution. The\n",
+    "approach, however, allows for thermal fluctuations, can be used to explore\n",
+    "[finite temperature phases](https://doi.org/10.1103/PhysRevB.109.014427), and\n",
+    "enables the study of [highly non-equilibrium\n",
+    "processes](https://doi.org/10.1103/PhysRevB.106.235154).\n",
+    "\n",
+    "The structure of this tutorial largely follows the previous study of CoRh₂O₄\n",
+    "at finite *T*.\n",
+    "The main difference is that CoRh₂O₄ can be well described with `:dipole` mode,\n",
+    "whereas FeI₂ is best modeled using `:SUN` mode, owing to its strong easy-axis\n",
+    "anisotropy.\n",
+    "\n",
+    "Construct the FeI₂ system as previously described."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie\n",
+    "\n",
+    "units = Units(:meV, :angstrom)\n",
+    "a = b = 4.05012\n",
+    "c = 6.75214\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 120)\n",
+    "cryst = Crystal(latvecs, [[0,0,0]], 164; types=[\"Fe\"])\n",
+    "\n",
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :SUN)\n",
+    "J1pm   = -0.236\n",
+    "J1pmpm = -0.161\n",
+    "J1zpm  = -0.261\n",
+    "J2pm   = 0.026\n",
+    "J3pm   = 0.166\n",
+    "J′0pm  = 0.037\n",
+    "J′1pm  = 0.013\n",
+    "J′2apm = 0.068\n",
+    "J1zz   = -0.236\n",
+    "J2zz   = 0.113\n",
+    "J3zz   = 0.211\n",
+    "J′0zz  = -0.036\n",
+    "J′1zz  = 0.051\n",
+    "J′2azz = 0.073\n",
+    "J1xx = J1pm + J1pmpm\n",
+    "J1yy = J1pm - J1pmpm\n",
+    "J1yz = J1zpm\n",
+    "set_exchange!(sys, [J1xx 0.0 0.0; 0.0 J1yy J1yz; 0.0 J1yz J1zz], Bond(1,1,[1,0,0]))\n",
+    "set_exchange!(sys, [J2pm 0.0 0.0; 0.0 J2pm 0.0; 0.0 0.0 J2zz], Bond(1,1,[1,2,0]))\n",
+    "set_exchange!(sys, [J3pm 0.0 0.0; 0.0 J3pm 0.0; 0.0 0.0 J3zz], Bond(1,1,[2,0,0]))\n",
+    "set_exchange!(sys, [J′0pm 0.0 0.0; 0.0 J′0pm 0.0; 0.0 0.0 J′0zz], Bond(1,1,[0,0,1]))\n",
+    "set_exchange!(sys, [J′1pm 0.0 0.0; 0.0 J′1pm 0.0; 0.0 0.0 J′1zz], Bond(1,1,[1,0,1]))\n",
+    "set_exchange!(sys, [J′2apm 0.0 0.0; 0.0 J′2apm 0.0; 0.0 0.0 J′2azz], Bond(1,1,[1,2,1]))\n",
+    "D = 2.165\n",
+    "set_onsite_coupling!(sys, S -> -D*S[3]^2, 1)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Thermalization"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To study thermal fluctuations in real-space, use a large system size with\n",
+    "16×16×4 copies of the chemical cell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = resize_supercell(sys, (16, 16, 4))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Direct optimization via `minimize_energy!` is susceptible to trapping\n",
+    "in a local minimum. An alternative approach is to simulate the system using\n",
+    "`Langevin` spin dynamics. This requires a bit more set-up, but allows\n",
+    "sampling from thermal equilibrium at any target temperature. Select the\n",
+    "temperature 2.3 K ≈ 0.2 meV. This temperature is small enough to magnetically\n",
+    "order, but large enough so that the dynamics can readily overcome local energy\n",
+    "barriers and annihilate defects."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "langevin = Langevin(; damping=0.2, kT=2.3*units.K)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `suggest_timestep` to select an integration timestep for the error\n",
+    "tolerance `tol=1e-2`. Initializing `sys` to some low-energy configuration\n",
+    "usually works well."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys; maxiters=10)\n",
+    "suggest_timestep(sys, langevin; tol=1e-2)\n",
+    "langevin.dt = 0.03;"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Run a Langevin trajectory for 10,000 time-steps and plot the spins. The\n",
+    "magnetic order is present, but may be difficult to see."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "for _ in 1:10_000\n",
+    "    step!(sys, langevin)\n",
+    "end\n",
+    "plot_spins(sys; color=[S[3] for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Verify the expected two-up, two-down spiral magnetic order by calling\n",
+    "`print_wrapped_intensities`. A single propagation wavevector $±𝐤$\n",
+    "dominates the static intensity in $\\mathcal{S}(𝐪)$, indicating the expected\n",
+    "2 up, 2 down magnetic spiral order. A smaller amount of intensity is spread\n",
+    "among many other wavevectors due to thermal fluctuations."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "print_wrapped_intensities(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Thermalization has not substantially altered the suggested `dt`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "suggest_timestep(sys, langevin; tol=1e-2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Structure factor in the paramagnetic phase"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The remainder of this tutorial will focus on the paramagnetic phase.\n",
+    "Re-thermalize the system to the temperature of 3.5 K ≈ 0.30 meV."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "langevin.kT = 3.5 * units.K\n",
+    "for _ in 1:10_000\n",
+    "    step!(sys, langevin)\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The suggested timestep has increased slightly. Following this suggestion will\n",
+    "make the simulations a bit faster."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "suggest_timestep(sys, langevin; tol=1e-2)\n",
+    "langevin.dt = 0.040;"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Collect dynamical spin structure factor data using\n",
+    "`SampledCorrelations`. This procedure involves sampling spin\n",
+    "configurations from thermal equilibrium and using the [spin dynamics of\n",
+    "SU(_N_) coherent states](https://arxiv.org/abs/2204.07563) to estimate\n",
+    "dynamical correlations. With proper classical-to-quantum corrections, the\n",
+    "associated structure factor intensities $S^{αβ}(q,ω)$ can be compared with\n",
+    "finite-temperature inelastic neutron scattering data. Incorporate the\n",
+    "`FormFactor` appropriate to Fe²⁺."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "dt = 2*langevin.dt\n",
+    "energies = range(0, 7.5, 120)\n",
+    "formfactors = [1 => FormFactor(\"Fe2\"; g_lande=3/2)]\n",
+    "sc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys; formfactors))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The function `add_sample!` will collect data by running a dynamical\n",
+    "trajectory starting from the current system configuration."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "add_sample!(sc, sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To collect additional data, it is required to re-sample the spin configuration\n",
+    "from the thermal distribution. Statistical error is reduced by fully\n",
+    "decorrelating the spin configurations between calls to `add_sample!`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "for _ in 1:2\n",
+    "    for _ in 1:1000               # Enough steps to decorrelate spins\n",
+    "        step!(sys, langevin)\n",
+    "    end\n",
+    "    add_sample!(sc, sys)\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Perform an intensity calculation for two special $𝐪$-points in reciprocal\n",
+    "lattice units (RLU). A classical-to-quantum rescaling of normal mode\n",
+    "occupations will be performed according to the temperature `kT`. The large\n",
+    "statistical noise could be reduced by averaging over more thermal samples."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "res = intensities(sc, [[0, 0, 0], [0.5, 0.5, 0.5]]; energies, langevin.kT)\n",
+    "fig = lines(res.energies, res.data[:, 1]; axis=(xlabel=\"meV\", ylabel=\"Intensity\"), label=\"(0,0,0)\")\n",
+    "lines!(res.energies, res.data[:, 2]; label=\"(π,π,π)\")\n",
+    "axislegend()\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Next, we will measure intensities along a `q_space_path` that connects\n",
+    "high symmetry points. Because this is a real-space calculation, data is only\n",
+    "available for discrete $𝐪$ modes, with resolution that scales inversely to\n",
+    "linear system size. Intensities at $ω = 0$ dominate, so to enhance\n",
+    "visibility, we restrict the color range empirically."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0,   0, 0],  # List of wave vectors that define a path\n",
+    "      [1,   0, 0],\n",
+    "      [0,   1, 0],\n",
+    "      [1/2, 0, 0],\n",
+    "      [0,   1, 0],\n",
+    "      [0,   0, 0]]\n",
+    "qpath = q_space_path(cryst, qs, 500)\n",
+    "res = intensities(sc, qpath; energies, langevin.kT)\n",
+    "plot_intensities(res; colorrange=(0.0, 1.0), title=\"Intensities at T = 2.3 K\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "One can also view the intensity along a `q_space_grid` for a fixed\n",
+    "energy value. Alternatively, use `intensities_static` to integrate\n",
+    "over all available energies."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "grid = q_space_grid(cryst, [1, 0, 0], range(-1.5, 1.5, 300), [0, 1, 0], (-1.5, 1.5); orthogonalize=true)\n",
+    "res = intensities(sc, grid; energies=[3.5], langevin.kT)\n",
+    "plot_intensities(res; title=\"Intensity slice at ω = 3.5 meV\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/05_MC_Ising.ipynb b/previews/PR313/assets/notebooks/05_MC_Ising.ipynb
new file mode 100644
index 000000000..cee21b663
--- /dev/null
+++ b/previews/PR313/assets/notebooks/05_MC_Ising.ipynb
@@ -0,0 +1,169 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 5. Monte Carlo sampling of the Ising model\n",
+    "\n",
+    "This tutorial illustrates simulation of the classical 2D Ising model."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To model the 2D square lattice, create an elongated tetragonal cell with one\n",
+    "atom."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)\n",
+    "crystal = Crystal(latvecs, [[0, 0, 0]])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a `System` of spin dipoles. Following the Ising convention, we\n",
+    "will restrict the dipoles to $±1$ along the global $\\hat{z}$-axis. Select\n",
+    "$g=-1$ so that the Zeeman coupling between external field $𝐁$ and spin\n",
+    "dipole $𝐬$ is $-𝐁⋅𝐬$. The system size is 128×128."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "L = 128\n",
+    "sys = System(crystal, [1 => Moment(s=1, g=-1)], :dipole; dims=(L, L, 1), seed=0)\n",
+    "polarize_spins!(sys, (0, 0, 1))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `set_exchange!` to include a ferromagnetic Heisenberg interaction\n",
+    "along nearest-neighbor bonds. The `Bond` below connects two spins\n",
+    "displaced by the lattice vector $𝐚₁$. This interaction will be propagated\n",
+    "to all nearest-neighbors bonds in the system, consistent with the symmetries\n",
+    "of the square lattice."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "set_exchange!(sys, -1.0, Bond(1, 1, (1, 0, 0)))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "If an external field is desired, it can be set using `set_field!`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "B = 0\n",
+    "set_field!(sys, (0, 0, B))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The critical temperature for the Ising model is known analytically."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "Tc = 2/log(1+√2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use a `LocalSampler` to perform `nsweeps` Monte Carlo sweeps. A sweep\n",
+    "consists of, on average, one trial update per spin in the system. Each\n",
+    "proposed update is accepted or rejected according to the Metropolis acceptance\n",
+    "probability. As its name suggests, the `propose_flip` function will\n",
+    "only propose pure spin flips, $𝐬 \\rightarrow -𝐬$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "nsweeps = 4000\n",
+    "sampler = LocalSampler(kT=Tc, propose=propose_flip)\n",
+    "for i in 1:nsweeps\n",
+    "    step!(sys, sampler)\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the Ising spins by extracting the $z$-component of the dipoles"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "heatmap(reshape([S[3] for S in sys.dipoles], (L, L)))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/06_CP2_Skyrmions.ipynb b/previews/PR313/assets/notebooks/06_CP2_Skyrmions.ipynb
new file mode 100644
index 000000000..b5fe38f42
--- /dev/null
+++ b/previews/PR313/assets/notebooks/06_CP2_Skyrmions.ipynb
@@ -0,0 +1,267 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 6. Dynamical quench into CP² skyrmion liquid\n",
+    "\n",
+    "This example demonstrates a non-equilibrium study of SU(3) spin dynamics\n",
+    "leading to the formation of a CP² skyrmion liquid. As proposed in [Zhang et\n",
+    "al., Nature Communications **14**, 3626\n",
+    "(2023)](https://www.nature.com/articles/s41467-023-39232-8), CP² skyrmions are\n",
+    "topological defects that involve both the dipolar and quadrupolar parts of\n",
+    "quantum spin-1, and can be studied using the formalism SU(3) coherent states.\n",
+    "\n",
+    "This study uses the SU(N) generalization of Landau-Lifshitz spin dynamics,\n",
+    "with Langevin coupling to a thermal bath, as described in [Dahlbom et al.,\n",
+    "Phys. Rev. B **106**, 235154\n",
+    "(2022)](https://doi.org/10.1103/PhysRevB.106.235154). Beginning from an\n",
+    "initial high-temperature state, the dynamics following a rapid quench in\n",
+    "temperature gives rise a disordered liquid of CP² skyrmions."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Begin with a `Crystal` cell for the triangular lattice."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "lat_vecs = lattice_vectors(1, 1, 10, 90, 90, 120)\n",
+    "positions = [[0, 0, 0]]\n",
+    "cryst = Crystal(lat_vecs, positions)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a spin `System` containing $L×L$ cells. Following previous\n",
+    "worse, select $g=-1$ so that the Zeeman coupling has the form $-𝐁⋅𝐬$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "L = 40\n",
+    "sys = System(cryst, [1 => Moment(s=1, g=-1)], :SUN; dims=(L, L, 1))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The Hamiltonian,\n",
+    "$$\n",
+    "\\mathcal{H} = \\sum_{\\langle i,j \\rangle} J_{ij}( \\hat{S}_i^x \\hat{S}_j^x + \\hat{S}_i^y \\hat{S}_j^y + \\Delta\\hat{S}_i^z \\hat{S}_j^z) - h\\sum_{i}\\hat{S}_i^z + D\\sum_{i}(\\hat{S}_i^z)^2,\n",
+    "$$\n",
+    "contains competing ferromagnetic first-neighbor and antiferromagnetic\n",
+    "second-neighbor exchange terms on a triangular lattice. Both exchange matrices\n",
+    "include anisotropy in the $\\hat{z}$ direction. Additionally, there is an\n",
+    "external magnetic field $h$ and an easy-plane single-ion anisotropy $D$.\n",
+    "Select parameters for a point in the [Zhang et\n",
+    "al.](https://www.nature.com/articles/s41467-023-39232-8) phase diagram where\n",
+    "the CP² skyrmions are stable."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "J1 = -1           # Nearest-neighbor ferromagnetic\n",
+    "J2 = (2.0/(1+√5)) # Tune competing exchange to set skyrmion scale length\n",
+    "Δ = 2.6           # Exchange anisotropy\n",
+    "\n",
+    "ex1 = J1 * [1 0 0;\n",
+    "            0 1 0;\n",
+    "            0 0 Δ]\n",
+    "ex2 = J2 * [1 0 0;\n",
+    "            0 1 0;\n",
+    "            0 0 Δ]\n",
+    "set_exchange!(sys, ex1, Bond(1, 1, [1, 0, 0]))\n",
+    "set_exchange!(sys, ex2, Bond(1, 1, [1, 2, 0]))\n",
+    "\n",
+    "h = 15.5         # External field in energy units\n",
+    "field = set_field!(sys, [0, 0, h])\n",
+    "\n",
+    "D = 19.0         # Easy-plane anisotropy\n",
+    "set_onsite_coupling!(sys, S -> D*S[3]^2, 1)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Initialize system to an infinite temperature (fully randomized) initial\n",
+    "condition."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "We will study a temperature quench process using a generalized\n",
+    "`Langevin` spin dynamics. In this SU(3) treatment of quantum spin-1,\n",
+    "the dynamics include coupled dipoles and quadrupoles. Select a relatively\n",
+    "small damping magnitude to overcome local minima, and disable thermal\n",
+    "fluctuations."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "damping = 0.05\n",
+    "kT = 0;"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The first step is to estimate a reasonable integration timestep `dt`. In this\n",
+    "case, a random spin configuration gives a tighter bound than does an\n",
+    "energy-minimized configuration. A relatively large error tolerance is OK for\n",
+    "this phenomenological study."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "integrator = Langevin(; damping, kT)\n",
+    "suggest_timestep(sys, integrator; tol=0.05)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Apply the suggested timestep."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "integrator.dt = 0.01;"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Now run the dynamical quench starting from a randomized configuration. The\n",
+    "field `frames` stores the system spin configuration, as SU(3) coherent states,\n",
+    "at three different times during the quenching process."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "τs = [4, 16, 256]   # Times to record snapshots\n",
+    "frames = []         # Empty array to store snapshots\n",
+    "for i in eachindex(τs)\n",
+    "    dur = i == 1 ? τs[1] : τs[i] - τs[i-1] # Determine the length of time to simulate\n",
+    "    numsteps = round(Int, dur/integrator.dt)\n",
+    "    for _ in 1:numsteps                    # Perform the integration\n",
+    "        step!(sys, integrator)\n",
+    "    end\n",
+    "    push!(frames, copy(sys.coherents))     # Save a snapshot spin configuration\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Visualize the state of the system contained in each snapshot by plotting the\n",
+    "SU(3) Berry phase curvature over triangular plaquettes. This is a measure of\n",
+    "CP² skyrmion density. The function `plot_triangular_plaquettes` is not part of\n",
+    "the core Sunny package, but rather something you could define yourself using\n",
+    "Makie. Find this helper function at\n",
+    "[`examples/extra/Plotting/`](https://github.com/SunnySuite/Sunny.jl/tree/main/examples/extra/Plotting)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "include(pkgdir(Sunny, \"examples\", \"extra\", \"Plotting\", \"plotting2d.jl\"))\n",
+    "\n",
+    "function sun_berry_curvature(z₁, z₂, z₃)\n",
+    "    z₁, z₂, z₃ = normalize.((z₁, z₂, z₃))\n",
+    "    n₁ = z₁ ⋅ z₂\n",
+    "    n₂ = z₂ ⋅ z₃\n",
+    "    n₃ = z₃ ⋅ z₁\n",
+    "    return angle(n₁ * n₂ * n₃)\n",
+    "end\n",
+    "\n",
+    "plot_triangular_plaquettes(sun_berry_curvature, frames; size=(600, 200),\n",
+    "    offset_spacing=10, texts=[\"\\tt = \"*string(τ) for τ in τs], text_offset=(0, 6)\n",
+    ")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The times are given in $\\hbar/|J_1|$. The white background corresponds to a\n",
+    "quantum paramagnetic state, where the local spin exhibits a strong quadrupole\n",
+    "moment and little or no dipole moment. At late times, there are well-formed\n",
+    "skyrmions of positive (red) and negative (blue) charge, and various metastable\n",
+    "spin configurations. A full-sized version of this figure is available in\n",
+    "[Dahlbom et al.](https://doi.org/10.1103/PhysRevB.106.235154)."
+   ],
+   "metadata": {}
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/07_Dipole_Dipole.ipynb b/previews/PR313/assets/notebooks/07_Dipole_Dipole.ipynb
new file mode 100644
index 000000000..c7d54e33d
--- /dev/null
+++ b/previews/PR313/assets/notebooks/07_Dipole_Dipole.ipynb
@@ -0,0 +1,164 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 7. Long-range dipole interactions\n",
+    "\n",
+    "This example shows how long-range dipole-dipole interactions can affect a spin\n",
+    "wave calculation. These interactions can be included two ways: Ewald summation\n",
+    "or in real-space with a distance cutoff. The study follows [Del Maestro and\n",
+    "Gingras, J. Phys.: Cond. Matter, **16**, 3339\n",
+    "(2004)](https://arxiv.org/abs/cond-mat/0403494)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a pyrochlore crystal from spacegroup 227."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:K, :angstrom)\n",
+    "latvecs = lattice_vectors(10.19, 10.19, 10.19, 90, 90, 90)\n",
+    "positions = [[1/8, 1/8, 1/8]]\n",
+    "cryst = Crystal(latvecs, positions, 227, setting=\"1\")\n",
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a system with antiferromagnetic nearest neighbor exchange."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=7/2, g=2)], :dipole)\n",
+    "J1 = 0.304 # (K)\n",
+    "set_exchange!(sys, J1, Bond(1, 2, [0,0,0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Reshape to the primitive cell, which contains four atoms. To facilitate\n",
+    "indexing, the function `position_to_site` accepts positions with\n",
+    "respect to the original (cubic) cell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "shape = [1/2 1/2 0; 0 1/2 1/2; 1/2 0 1/2]\n",
+    "sys_prim = reshape_supercell(sys, shape)\n",
+    "\n",
+    "set_dipole!(sys_prim, [+1, -1, 0], position_to_site(sys_prim, [1/8, 1/8, 1/8]))\n",
+    "set_dipole!(sys_prim, [-1, +1, 0], position_to_site(sys_prim, [3/8, 3/8, 1/8]))\n",
+    "set_dipole!(sys_prim, [+1, +1, 0], position_to_site(sys_prim, [3/8, 1/8, 3/8]))\n",
+    "set_dipole!(sys_prim, [-1, -1, 0], position_to_site(sys_prim, [1/8, 3/8, 3/8]))\n",
+    "\n",
+    "plot_spins(sys_prim; ghost_radius=8, color=[:red, :blue, :yellow, :purple])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate dispersions with and without long-range dipole interactions. The\n",
+    "high-symmetry $𝐪$-points are specified with respect to the conventional\n",
+    "cubic cell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0,0,0], [0,1,0], [1,1/2,0], [1/2,1/2,1/2], [3/4,3/4,0], [0,0,0]]\n",
+    "labels = [\"Γ\", \"X\", \"W\", \"L\", \"K\", \"Γ\"]\n",
+    "path = q_space_path(cryst, qs, 500; labels)\n",
+    "\n",
+    "measure = ssf_trace(sys_prim)\n",
+    "swt = SpinWaveTheory(sys_prim; measure)\n",
+    "res1 = intensities_bands(swt, path)\n",
+    "\n",
+    "sys_prim_dd = clone_system(sys_prim)\n",
+    "enable_dipole_dipole!(sys_prim_dd, units.vacuum_permeability)\n",
+    "swt = SpinWaveTheory(sys_prim_dd; measure)\n",
+    "res2 = intensities_bands(swt, path)\n",
+    "\n",
+    "sys_prim_tdd = clone_system(sys_prim)\n",
+    "modify_exchange_with_truncated_dipole_dipole!(sys_prim_tdd, 5.0, units.vacuum_permeability)\n",
+    "swt = SpinWaveTheory(sys_prim_tdd; measure)\n",
+    "res3 = intensities_bands(swt, path)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a panel that qualitatively reproduces Fig. 2 of [Del Maestro and\n",
+    "Gingras](https://arxiv.org/abs/cond-mat/0403494). That previous work had two\n",
+    "errors: Its energy scale is too small by a factor of 2 and, in addition,\n",
+    "slight corrections are needed for the third dispersion band."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "fig = Figure(size=(768, 300))\n",
+    "plot_intensities!(fig[1, 1], res1; units, title=\"Without long-range dipole\")\n",
+    "ax = plot_intensities!(fig[1, 2], res2; units, title=\"With long-range dipole\")\n",
+    "for c in eachrow(res3.disp)\n",
+    "    lines!(ax, eachindex(c), c; linestyle=:dash, color=:black)\n",
+    "end\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/08_Momentum_Conventions.ipynb b/previews/PR313/assets/notebooks/08_Momentum_Conventions.ipynb
new file mode 100644
index 000000000..77038e9ee
--- /dev/null
+++ b/previews/PR313/assets/notebooks/08_Momentum_Conventions.ipynb
@@ -0,0 +1,219 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# 8. Momentum transfer conventions\n",
+    "\n",
+    "This example illustrates Sunny's conventions for dynamical structure factor\n",
+    "intensities, $\\mathcal{S}(𝐪,ω)$, as documented in the page Structure\n",
+    "Factor Conventions. The variables $𝐪$ and $ω$ describe momentum\n",
+    "and energy transfer _to_ the sample.\n",
+    "\n",
+    "For systems without inversion-symmetry, the structure factor intensities at\n",
+    "$± 𝐪$ may be inequivalent. To highlight this, consider a simple 1D chain\n",
+    "that includes only Dzyaloshinskii–Moriya interactions between neighboring\n",
+    "sites. Coupling to an external field then breaks time-reversal symmetry,\n",
+    "giving rise to an inequivalence of intensities $\\mathcal{S}(±𝐪,ω)$"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Selecting the P1 spacegroup will effectively disable all symmetry analysis.\n",
+    "This can be a convenient way to avoid symmetry-imposed constraints on the\n",
+    "couplings. A disadvantage is that all bonds are treated as inequivalent, and\n",
+    "Sunny will therefore not be able to propagate any couplings between bonds."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "latvecs = lattice_vectors(2, 2, 1, 90, 90, 90)\n",
+    "cryst = Crystal(latvecs, [[0,0,0]], \"P1\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a 1D chain system that extends along the global Cartesian $ẑ$\n",
+    "axis. The Hamiltonian includes DM and Zeeman coupling terms, $ℋ = ∑_j D ẑ ⋅\n",
+    "(𝐒_j × 𝐒_{j+1}) - ∑_j 𝐁 ⋅ μ_j$, where $μ_j = - g 𝐒_j$ is the\n",
+    "`magnetic_moment` and $𝐁 ∝ ẑ$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(1, 1, 25))\n",
+    "D = 0.1\n",
+    "B = 5D\n",
+    "set_exchange!(sys, dmvec([0, 0, D]), Bond(1, 1, [0, 0, 1]))\n",
+    "set_field!(sys, [0, 0, B])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The large external field fully polarizes the system. Here, the DM coupling\n",
+    "contributes nothing, leaving only Zeeman coupling."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "@assert energy_per_site(sys) ≈ -10D"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Sample from the classical Boltzmann distribution at a low temperature."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "dt = 0.1\n",
+    "kT = 0.02\n",
+    "damping = 0.1\n",
+    "langevin = Langevin(dt; kT, damping)\n",
+    "suggest_timestep(sys, langevin; tol=1e-2)\n",
+    "for _ in 1:10_000\n",
+    "    step!(sys, langevin)\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The Zeeman coupling polarizes the magnetic moments in the $𝐁 ∝ ẑ$\n",
+    "direction. The spin dipoles, however, are anti-aligned with the magnetic\n",
+    "moments, and therefore point towards $-ẑ$. This is shown below."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "plot_spins(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Estimate the dynamical structure factor using classical dynamics."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sc = SampledCorrelations(sys; dt, energies=range(0, 15D, 100), measure=ssf_trace(sys))\n",
+    "add_sample!(sc, sys)\n",
+    "nsamples = 100\n",
+    "for _ in 1:nsamples\n",
+    "    for _ in 1:1_000\n",
+    "        step!(sys, langevin)\n",
+    "    end\n",
+    "    add_sample!(sc, sys)\n",
+    "end\n",
+    "path = q_space_path(cryst, [[0,0,-1/2], [0,0,+1/2]], 400)\n",
+    "res1 = intensities(sc, path; energies=:available, kT)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate the same quantity with linear spin wave theory at $T = 0$. Because\n",
+    "the ground state is fully polarized, the required magnetic cell is a $1×1×1$\n",
+    "grid of chemical unit cells."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys_small = resize_supercell(sys, (1,1,1))\n",
+    "minimize_energy!(sys_small)\n",
+    "swt = SpinWaveTheory(sys_small; measure=ssf_trace(sys_small))\n",
+    "res2 = intensities_bands(swt, path)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "This model system has a single magnon band with dispersion $ϵ(𝐪) = 1 - D/B\n",
+    "\\sin(2πq₃)$ and uniform intensity. Both calculation methods reproduce this\n",
+    "analytical solution. Observe that $𝐪$ and $-𝐪$ are inequivalent. The\n",
+    "structure factor calculated from classical dynamics additionally shows an\n",
+    "elastic peak at $𝐪 = [0,0,0]$, reflecting the ferromagnetic ground state."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "fig = Figure(size=(768, 300))\n",
+    "plot_intensities!(fig[1, 1], res1; title=\"Classical dynamics\")\n",
+    "plot_intensities!(fig[1, 2], res2; title=\"Spin wave theory\")\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW01_FM_Heseinberg_chain.ipynb b/previews/PR313/assets/notebooks/SW01_FM_Heseinberg_chain.ipynb
new file mode 100644
index 000000000..46c5cb418
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW01_FM_Heseinberg_chain.ipynb
@@ -0,0 +1,269 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW01 - FM Heisenberg chain\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "1](https://spinw.org/tutorials/01tutorial), originally authored by Goran\n",
+    "Nilsen and Sandor Toth. It calculates the spin wave spectrum of the\n",
+    "ferromagnetic Heisenberg nearest-neighbor spin chain."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define a chemical cell for the spin chain lattice.  It is tetrahedral, with a\n",
+    "short dimension of 3 Å and two long dimensions of 8 Å. Observe that Sunny\n",
+    "infers the spacegroup 'P 4/m m m' (123)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "a = 3.0\n",
+    "b = 8.0\n",
+    "c = 8.0\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 90)\n",
+    "positions = [[0, 0, 0]]\n",
+    "cryst = Crystal(latvecs, positions)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "View the crystal in 2D. The nearest neighbor bond along the chain is visible,\n",
+    "and labeled `Bond(1, 1, [1, 0, 0])`. The first two atom indices must be 1,\n",
+    "because there is only a single atom in the chemical cell. The vector `[1, 0,\n",
+    "0]` indicates that the bond includes a displacement of $1 𝐚_1 + 0 𝐚_2 + 0\n",
+    "𝐚_3$ between chemical cells."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "view_crystal(cryst; ndims=2, ghost_radius=8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Sunny will always perform symmetry analysis based on the provided\n",
+    "crystallographic information. For example, one can see that there are three\n",
+    "different symmetry-equivalent classes of bonds up to a distance of 8 Å, and\n",
+    "the symmetry-allowed exchange matrices are strongly constrained."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "print_symmetry_table(cryst, 8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use the chemical cell to create a spin `System` with spin $s = 1$\n",
+    "and a magnetic form factor for Cu¹⁺. In this case, it is only necessary to\n",
+    "simulate a single chemical cell. The option `:dipole` indicates that,\n",
+    "following traditional spin wave theory, we are modeling quantum spins using\n",
+    "only their expected dipole moments."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Set a nearest neighbor exchange interaction of $J = -1$ meV between\n",
+    "neighboring atoms. That is, the total energy along each bond is $J S_i\n",
+    "S_{i+1}$. The exchange interaction will be propagated to all symmetry\n",
+    "equivalent bonds in the system."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "J = -1\n",
+    "set_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Find the energy minimum, which is ferromagnetic. The energy per site is $-J$\n",
+    "for this unfrustrated FM order."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "energy_per_site(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Because the interaction is Heisenberg (isotropic), the minimization procedure\n",
+    "selects an arbitrary direction in spin-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "plot_spins(sys; ndims=2, ghost_radius=8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a `SpinWaveTheory` object to measure the dynamical spin-spin\n",
+    "structure factor (SSF). Select `ssf_perp` to project intensities onto\n",
+    "the space perpendicular to the momentum transfer $𝐪$, which is appropriate\n",
+    "for an unpolarized neutron beam."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define a path from $[0,0,0]$ to $[1,0,0]$ in reciprocal lattice units\n",
+    "(RLU) containing 400 sampled $𝐪$-points."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0,0,0], [1,0,0]]\n",
+    "path = q_space_path(cryst, qs, 400)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the intensities along this path."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Perform a powder average over the intensities for 200 radii between 0 and 2.5\n",
+    "inverse Å. Each radial distance defines a spherical shell in recripocal space,\n",
+    "which will be sampled approximately uniformly, involving 1000 sample points.\n",
+    "Measure intensities for 200 energy values between 0 and 5 meV. Gaussian\n",
+    "line-broadening is applied with a full-width at half-maximum (FWHM) of 0.1\n",
+    "meV. With the above parameters, this calculation takes about a second on a\n",
+    "modern laptop. To decrease stochastic error, one can increase the number of\n",
+    "sample points on each spherical shell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2.5, 200) # 1/Å\n",
+    "energies = range(0, 5, 200) # meV\n",
+    "kernel = gaussian(fwhm=0.1)\n",
+    "res = powder_average(cryst, radii, 1000) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW02_AFM_Heisenberg_chain.ipynb b/previews/PR313/assets/notebooks/SW02_AFM_Heisenberg_chain.ipynb
new file mode 100644
index 000000000..fe1f84808
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW02_AFM_Heisenberg_chain.ipynb
@@ -0,0 +1,162 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW02 - AFM Heisenberg chain\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "2](https://spinw.org/tutorials/02tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the antiferromagnetic\n",
+    "Heisenberg nearest-neighbor spin chain."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell for a 1D chain following the [previous tutorial](@ref\n",
+    "\"SW01 - FM Heisenberg chain\")."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(3, 8, 8, 90, 90, 90)\n",
+    "cryst = Crystal(latvecs, [[0, 0, 0]])\n",
+    "view_crystal(cryst; ndims=2, ghost_radius=8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Unlike in the previous tutorial, here the magnetic cell should include 2×1×1\n",
+    "chemical cells to support antiferromagnetic (Néel) order along the chain."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 1, 1))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Set a nearest neighbor interaction of $J = +1$ meV along the chain, and find\n",
+    "the energy-minimizing Néel order. As before, a global rotation in spin-space\n",
+    "is arbitrary."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "J = 1\n",
+    "set_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2, ghost_radius=8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Perform a `SpinWaveTheory` calculation for a path between $[0,0,0]$\n",
+    "and $[1,0,0]$ in RLU."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[0,0,0], [1,0,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "This system includes two bands that are fully degenerate in their dispersion."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "isapprox(res.disp[1, :], res.disp[2, :])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the intensities summed over the two degenerate bands using the [Makie\n",
+    "`lines` function](https://docs.makie.org/stable/reference/plots/lines)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "xs = [q[1] for q in path.qs]\n",
+    "ys = log10.(res.data[1, :] + res.data[2, :])\n",
+    "lines(xs, ys; axis=(; xlabel=\"[H, 0, 0]\", ylabel=\"Log intensity (dimensionless)\"))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW03_Frustrated_chain.ipynb b/previews/PR313/assets/notebooks/SW03_Frustrated_chain.ipynb
new file mode 100644
index 000000000..3c051042d
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW03_Frustrated_chain.ipynb
@@ -0,0 +1,167 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW03 - Frustrated J1-J2 chain\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "3](https://spinw.org/tutorials/03tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the frustrated J1-J2\n",
+    "chain."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell for a 1D chain following the [SW01 tutorial](@ref\n",
+    "\"SW01 - FM Heisenberg chain\")."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(3, 8, 8, 90, 90, 90)\n",
+    "cryst = Crystal(latvecs, [[0, 0, 0]])\n",
+    "view_crystal(cryst; ndims=2, ghost_radius=8)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with competing nearest-neighbor (FM) and\n",
+    "next-nearest-neighbor (AFM) interactions."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\n",
+    "J1 = -1\n",
+    "J2 = +2 * abs(J1)\n",
+    "set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))\n",
+    "set_exchange!(sys, J2, Bond(1, 1, [2, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Assuming a spiral order, optimize the propagation wavevector $𝐤$ starting\n",
+    "from a random initial guess. Because all interactions are isotropic in spin\n",
+    "space, the polarization `axis` is arbitrary."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "axis = [0, 0, 1]\n",
+    "randomize_spins!(sys)\n",
+    "k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The first component of the order wavevector $𝐤$ has a unique value up to\n",
+    "reflection symmetry, $𝐤 → -𝐤$. The second and third components of $𝐤$\n",
+    "are arbitrary for this 1D chain system. In all cases, the minimized energy has\n",
+    "a precise value of -33/16 in units of $|J₁|$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "@assert k[1] ≈ 0.2300534561 || k[1] ≈ 1 - 0.2300534561\n",
+    "@assert spiral_energy_per_site(sys; k, axis) ≈ -33/16 * abs(J1)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To view part of the incommensurate spiral spin structure, one can construct an\n",
+    "enlarged system with `repeat_periodically_as_spiral`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys_enlarged = repeat_periodically_as_spiral(sys, (8, 1, 1); k, axis)\n",
+    "plot_spins(sys_enlarged; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `SpinWaveTheorySpiral` on the original `sys` to calculate the\n",
+    "dispersion and intensities for the incommensurate ordering wavevector."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)\n",
+    "qs = [[0,0,0], [1,0,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW04_Frustrated_square.ipynb b/previews/PR313/assets/notebooks/SW04_Frustrated_square.ipynb
new file mode 100644
index 000000000..92ad330ec
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW04_Frustrated_square.ipynb
@@ -0,0 +1,112 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW04 - Frustrated square lattice\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "4](https://spinw.org/tutorials/04tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the frustrated square\n",
+    "lattice."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To model the 2D square lattice, create an elongated tetragonal cell with one\n",
+    "atom."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(3.0, 3.0, 6.0, 90, 90, 90)\n",
+    "cryst = Crystal(latvecs, [[0, 0, 0]])\n",
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with competing nearest-neighbor (AFM) and\n",
+    "next-nearest-neighbor (FM) interactions. The Néel magnetic order requires a\n",
+    "supercell of 2×2 chemical cells."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))\n",
+    "J1 = 1.0\n",
+    "J2 = -0.1\n",
+    "set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))\n",
+    "set_exchange!(sys, J2, Bond(1, 1, [1, 1, 0]))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot intensities for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]\n",
+    "path = q_space_path(cryst, qs, 400);\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW05_Simple_kagome_FM.ipynb b/previews/PR313/assets/notebooks/SW05_Simple_kagome_FM.ipynb
new file mode 100644
index 000000000..166cb4958
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW05_Simple_kagome_FM.ipynb
@@ -0,0 +1,195 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW05 - Simple kagome ferromagnet\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "5](https://spinw.org/tutorials/05tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice\n",
+    "with a nearest-neighbor ferromagnetic coupling."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell. By specifying spacegroup 147 (P-3), Sunny will\n",
+    "propagate the position [1/2, 0, 0] to the three symmetry-equivalent sites of\n",
+    "the kagome unit cell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(6, 6, 5, 90, 90, 120)\n",
+    "positions = [[1/2, 0, 0]]\n",
+    "cryst = Crystal(latvecs, positions, 147)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Another way to construct the kagome lattice is to provide all three site\n",
+    "positions of the chemical cell, and allow Sunny to infer the largest possible\n",
+    "group of symmetry operations. In this case, Sunny infers spacegroup 191\n",
+    "(P6/mmm). Because 191 has more symmetry operations than 147, it will impose\n",
+    "more constraints on the allowed 3×3 exchange matrices. Isotropic Heisenberg\n",
+    "exchange, however, is always allowed."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "positions = [[1/2, 0, 0], [0, 1/2, 0], [1/2, 1/2, 0]]\n",
+    "cryst2 = Crystal(latvecs, positions)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "View the kagome lattice"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with nearest-neighbor ferromagnetic interactions."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\n",
+    "J = -1.0\n",
+    "set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Energy minimization yields the expected ferromagnetic order. Each site\n",
+    "participates in 4 bonds, which contributes energy 4J/2."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "energy_per_site(sys)\n",
+    "@assert energy_per_site(sys) ≈ 4J/2\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot intensities for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[-1/2, 0, 0], [0, 0, 0], [1/2, 1/2, 0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the powder average with two different magnitudes of\n",
+    "Gaussian line-broadening. Pick an explicit intensity `colorrange` (as a\n",
+    "density in meV) so that the two color scales are consistent."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2.5, 200)\n",
+    "energies = range(0, 6.5, 200)\n",
+    "res1 = powder_average(cryst, radii, 1000) do qs\n",
+    "    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.02))\n",
+    "end\n",
+    "res2 = powder_average(cryst, radii, 1000) do qs\n",
+    "    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.25))\n",
+    "end\n",
+    "\n",
+    "fig = Figure(size=(768, 800))\n",
+    "plot_intensities!(fig[1, 1], res1; units, colorrange=(0,10), title=\"FWHM 0.02 meV\")\n",
+    "plot_intensities!(fig[2, 1], res2; units, colorrange=(0,10), title=\"FWHM 0.25 meV\")\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW06_Complex_kagome_FM.ipynb b/previews/PR313/assets/notebooks/SW06_Complex_kagome_FM.ipynb
new file mode 100644
index 000000000..e4f569fbe
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW06_Complex_kagome_FM.ipynb
@@ -0,0 +1,174 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW06 - Complex kagome ferromagnet\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "6](https://spinw.org/tutorials/06tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice\n",
+    "with multiple competing interactions."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell of a kagome lattice with spacegroup 147 (P-3)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)\n",
+    "cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\n",
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with strongly ferromagnetic nearest-neighbor\n",
+    "interactions, and two additional interactions. There are two\n",
+    "symmetry-inequivalent exchange types at distance 6 Å (3rd nearest neighbor).\n",
+    "The first type, associated with `J3a`, is a bond from atom 2 to atom 2 that\n",
+    "passes over atom 3. The second type, associated with `J3b`, is a bond from\n",
+    "atom 1 to atom 1 that passes through the center of an \"empty\" hexagon of the\n",
+    "kagome lattice."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\n",
+    "J1 = -1.0\n",
+    "J2 = 0.1\n",
+    "J3a = 0.00\n",
+    "J3b = 0.17\n",
+    "set_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))\n",
+    "set_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))\n",
+    "set_exchange!(sys, J3a, Bond(2, 2, [1, 0, 0]))\n",
+    "set_exchange!(sys, J3b, Bond(1, 1, [1, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Interactively visualize the specified interactions. Red (blue) color indicates\n",
+    "FM (AFM)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "view_crystal(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Energy minimization favors ferromagnetic order."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot intensities for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the powder averaged spectrum. Select an empirical\n",
+    "`colorrange` that brings the lower-intensity features into focus."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2.5, 200)\n",
+    "energies = range(0, 6.5, 200)\n",
+    "kernel = gaussian(fwhm=0.02)\n",
+    "res = powder_average(cryst, radii, 1000) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units, colorrange=(0,10))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW07_k0_kagome_AFM.ipynb b/previews/PR313/assets/notebooks/SW07_k0_kagome_AFM.ipynb
new file mode 100644
index 000000000..bd0dc3798
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW07_k0_kagome_AFM.ipynb
@@ -0,0 +1,135 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW07 - k=0 kagome antiferromagnet\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "7](https://spinw.org/tutorials/07tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice\n",
+    "with antiferromagnetic interactions, with ordering wavevector of $𝐤 = 0$,\n",
+    "and relative rotation 120° between sublattices"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell of a kagome lattice with spacegroup 147 (P-3)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)\n",
+    "cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\n",
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with nearest and next-nearest neighbor\n",
+    "antiferromagnetic interactions. Energy minimization determines a $𝐤 = 0$\n",
+    "magnetic order with 120° rotation between the three sublattices. The overall\n",
+    "global rotation in spin-space is arbitrary."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\n",
+    "J1 = 1.0\n",
+    "J2 = 0.11\n",
+    "set_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))\n",
+    "set_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot intensities for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the powder averaged spectrum"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2.5, 200)\n",
+    "energies = range(0, 2.5, 200)\n",
+    "kernel = gaussian(fwhm=0.02)\n",
+    "res = powder_average(cryst, radii, 1000) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW08_sqrt3_kagome_AFM.ipynb b/previews/PR313/assets/notebooks/SW08_sqrt3_kagome_AFM.ipynb
new file mode 100644
index 000000000..20d12e09a
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW08_sqrt3_kagome_AFM.ipynb
@@ -0,0 +1,179 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW08 - √3×√3 kagome antiferromagnet\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "8](https://spinw.org/tutorials/08tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the linear spin wave theory spectrum for the\n",
+    "$\\sqrt{3} \\times \\sqrt{3}$ order of a kagome antiferromagnet."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell of a kagome lattice with spacegroup 147 (P-3)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(6, 6, 40, 90, 90, 120)\n",
+    "cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\n",
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with nearest neighbor antiferromagnetic exchange."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\n",
+    "J = 1.0\n",
+    "set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Initialize to an energy minimizing magnetic structure, for which\n",
+    "nearest-neighbor spins are at 120° angles."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 1))\n",
+    "set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 2))\n",
+    "set_dipole!(sys, [cos(2π/3), sin(2π/3), 0], (1, 1, 1, 3))\n",
+    "k = [-1/3, -1/3, 0]\n",
+    "axis = [0, 0, 1]\n",
+    "sys_enlarged = repeat_periodically_as_spiral(sys, (3, 3, 1); k, axis)\n",
+    "plot_spins(sys_enlarged; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Check energy per site. Each site participates in 4 bonds with energy\n",
+    "$J\\cos(2π/3)$. Factor of 1/2 avoids double counting. The two calculation\n",
+    "methods agree."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "@assert energy_per_site(sys_enlarged) ≈ (4/2)*J*cos(2π/3)\n",
+    "@assert spiral_energy_per_site(sys; k, axis) ≈ (4/2)*J*cos(2π/3)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot intensities for a path through $𝐪$-space using two\n",
+    "calculation methods. The two methods agree in intensity, but the \"supercell\n",
+    "method\" gives rise to ghost modes in the dispersion that have zero intensity."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "\n",
+    "fig = Figure(size=(768, 300))\n",
+    "swt = SpinWaveTheory(sys_enlarged; measure=ssf_perp(sys_enlarged))\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities!(fig[1, 1], res; units, saturation=0.5,title=\"Supercell method\")\n",
+    "swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities!(fig[1, 2], res; units, saturation=0.5, title=\"Spiral method\")\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the powder averaged spectrum. Continuing to use the \"spiral\n",
+    "method\", this calculation executes in about two seconds. Because the\n",
+    "intensities are dominated by a flat band at zero energy transfer, select an\n",
+    "empirical `colorrange` that brings the lower-intensity features into focus."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2.5, 200)\n",
+    "energies = range(0, 3, 200)\n",
+    "kernel = gaussian(fwhm=0.05)\n",
+    "res = powder_average(cryst, radii, 200) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units, colorrange=(0,20))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW09_k0_kagome_AFM_DM.ipynb b/previews/PR313/assets/notebooks/SW09_k0_kagome_AFM_DM.ipynb
new file mode 100644
index 000000000..81b351855
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW09_k0_kagome_AFM_DM.ipynb
@@ -0,0 +1,155 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW09 - k=0 kagome AFM and DM\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "9](https://spinw.org/tutorials/09tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice\n",
+    "with antiferromagnetic and DM interactions, with ordering wavevector of $𝐤 =\n",
+    "0$, and relative rotation 120° between sublattices"
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie, LinearAlgebra"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell of a kagome lattice with spacegroup 147 (P-3)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)\n",
+    "cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\n",
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with antiferromagnetic exchange and a\n",
+    "Dzyaloshinskii-Moriya interaction along the first neighbor bond. The symbol\n",
+    "`I` comes from Julia's LinearAlgebra package, and is used to promote the\n",
+    "scalar exchange strength 1 meV to a 3×3 exchange matrix. The function\n",
+    "`dmvec` promotes the DM interaction vector $[0, 0, -0.08]$ meV to a\n",
+    "3×3 antisymmetric matrix with nonzero $(x,y)$ components, defined with\n",
+    "respect to the global Cartesian coordinate system."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\n",
+    "J = 1.0*I + dmvec([0, 0, -0.08])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "As in in Tutorial 7, energy\n",
+    "minimization determines a $𝐤 = 0$ magnetic order with 120° rotation between\n",
+    "the three sublattices."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot intensities for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot the powder averaged spectrum.  Because the intensities are\n",
+    "dominated by a flat band at about 0.97 meV, select an empirical `colorrange`\n",
+    "that brings the lower-intensity features into focus."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2.5, 200)\n",
+    "energies = range(0, 2.5, 200)\n",
+    "kernel = gaussian(fwhm=0.02)\n",
+    "res = powder_average(cryst, radii, 1000) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units, colorrange=(0,20))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW10_Energy_cut.ipynb b/previews/PR313/assets/notebooks/SW10_Energy_cut.ipynb
new file mode 100644
index 000000000..0a7446080
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW10_Energy_cut.ipynb
@@ -0,0 +1,141 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW10 - Energy cut on square lattice\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "10](https://spinw.org/tutorials/10tutorial), originally authored by Sandor\n",
+    "Toth. It calculates the spin wave spectrum on a constant energy cut of the\n",
+    "frustrated square lattice."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load Sunny and the GLMakie plotting package"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the chemical cell for the 2D square lattice."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(1.0, 1.0, 3.0, 90, 90, 90)\n",
+    "cryst = Crystal(latvecs, [[0, 0, 0]])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Construct a spin system with nearest-neighbor antiferomagnetic interactions of\n",
+    "1.0 meV. Energy minimization yields the expected Néel order on the 2×2\n",
+    "magnetic cell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))\n",
+    "set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define a 2D slice through $𝐪$-space with `q_space_grid`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "grid = q_space_grid(cryst, [1, 0, 0], range(0, 2, 201), [0, 1, 0], range(0, 2, 201))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate and plot a constant energy cut at the precise value of 3.75 meV.\n",
+    "Apply a line broadening with a full-width half-max of 0.2 meV to approximately\n",
+    "capture intensities between 3.5 and 4.0 meV."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "res = intensities(swt, grid; energies=[3.75], kernel=gaussian(fwhm=0.2))\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Integrate intensities between 3.5 and 4 meV using `intensities_static`\n",
+    "with the `bounds` option."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "res = intensities_static(swt, grid; bounds=(3.5, 4.01))\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW11_La2CuO4.ipynb b/previews/PR313/assets/notebooks/SW11_La2CuO4.ipynb
new file mode 100644
index 000000000..bb8f5e7d8
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW11_La2CuO4.ipynb
@@ -0,0 +1,151 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW11 - La₂CuO₄\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "11](https://spinw.org/tutorials/11tutorial), originally authored by Sandor\n",
+    "Toth. It calculates the spin wave spectrum of La₂CuO₄."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load packages"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a square lattice for the the Cu²⁺ atoms. The lattice constant 1 Å is\n",
+    "selected arbitrarily."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)\n",
+    "positions = [[0, 0, 0]]\n",
+    "types = [\"Cu\"]\n",
+    "cryst = Crystal(latvecs, positions; types)\n",
+    "view_crystal(cryst; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a spin system using the exchange parameters from [R. Coldea, Phys. Rev.\n",
+    "Lett. **86**, 5377 (2001)](https://doi.org/10.1103/PhysRevLett.86.5377)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1/2, g=2)], :dipole; dims=(2, 2, 1))\n",
+    "J   = 138.3\n",
+    "Jp  = 2\n",
+    "Jpp = 2\n",
+    "Jc  = 38\n",
+    "set_exchange!(sys, J-Jc/2, Bond(1, 1, [1, 0, 0]))\n",
+    "set_exchange!(sys, Jp-Jc/4, Bond(1, 1, [1, 1, 0]))\n",
+    "set_exchange!(sys, Jpp, Bond(1, 1, [2, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Energy minimization yields the expected Néel order"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the spin wave spectrum for a path through $𝐪$-space. Apply a manual\n",
+    "\"quantum correction\" that adjusts energy scale by the factor 1.18."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[3/4,1/4,0], [1/2, 1/2, 0], [1/2, 0, 0], [3/4, 1/4, 0], [1,0,0], [1/2 0 0]]\n",
+    "labels = [\"P\", \"M\", \"X\", \"P\", \"Γ\", \"X\"]\n",
+    "path = q_space_path(cryst, qs, 400; labels)\n",
+    "energies = range(0, 320, 400)\n",
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "res = intensities(swt, path; energies, kernel=gaussian(fwhm=35))\n",
+    "res.energies .*= 1.18\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot instantaneous itensities, integrated over ω."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "res = intensities_static(swt, path)\n",
+    "plot_intensities(res; colorrange=(0,20), units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW12_Triangular_easy_plane.ipynb b/previews/PR313/assets/notebooks/SW12_Triangular_easy_plane.ipynb
new file mode 100644
index 000000000..436599f40
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW12_Triangular_easy_plane.ipynb
@@ -0,0 +1,177 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW12 - Triangular lattice with easy plane\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "12](https://spinw.org/tutorials/12tutorial), originally authored by Sandor\n",
+    "Toth. It calculates the spin wave dispersion of a triangular lattice model\n",
+    "with antiferromagnetic interactions and easy-plane single-ion anisotropy."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load packages"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a triangular lattice with arbitrary lattice constant of 3 Å."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "latvecs = lattice_vectors(3, 3, 4, 90, 90, 120)\n",
+    "cryst = Crystal(latvecs, [[0, 0, 0]])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a system with exchange +1 meV along nearest neighbor bonds. Set the\n",
+    "lattice size in anticipation of a magnetic ordering with 3×3 cells."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "s = 3/2\n",
+    "J1 = +1.0\n",
+    "sys = System(cryst, [1 => Moment(; s, g=2)], :dipole; dims=(3, 3, 1))\n",
+    "set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Set an easy-axis anisotropy operator $+D S_z^2$ using\n",
+    "`set_onsite_coupling!`. **Important note**: When introducing a\n",
+    "single-ion anisotropy in `:dipole` mode, Sunny will automatically include a\n",
+    "classical-to-quantum correction factor, as described in the document\n",
+    "Interaction Renormalization. For an anisotropy operator that is\n",
+    "quadratic in the spin operators, Sunny will automatically renormalize the\n",
+    "interaction strength as $D → (1 - 1/2s) D$. We must \"undo\" Sunny's\n",
+    "classical-to-quantum rescaling factor to reproduce the SpinW calculation.\n",
+    "Alternatively, renormalization can be disabled by selecting the system mode\n",
+    "`:dipole_large_s` instead of `:dipole`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "undo_classical_to_quantum_rescaling = 1 / (1 - 1/2s)\n",
+    "D = 0.2 * undo_classical_to_quantum_rescaling\n",
+    "set_onsite_coupling!(sys, S -> D*S[3]^2, 1)\n",
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the spin wave spectrum for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0, 0, 0], [1, 1, 0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "To select a specific linear combination of spin structure factor (SSF)\n",
+    "components in global Cartesian coordinates, one can use `ssf_custom`.\n",
+    "Here we calculate and plot the real part of $\\mathcal{S}^{zz}(𝐪, ω)$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "measure = ssf_custom(sys) do q, ssf\n",
+    "    return real(ssf[3, 3])\n",
+    "end\n",
+    "swt = SpinWaveTheory(sys; measure)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "It's also possible to get data for the full 3×3 SSF. For example, this is the\n",
+    "SSF for the 7th energy band, at the 10th $𝐪$-point along the path."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "measure = ssf_custom((q, ssf) -> ssf, sys)\n",
+    "swt = SpinWaveTheory(sys; measure)\n",
+    "res = intensities_bands(swt, path)\n",
+    "res.data[7, 10]"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW13_LiNiPO4.ipynb b/previews/PR313/assets/notebooks/SW13_LiNiPO4.ipynb
new file mode 100644
index 000000000..499077578
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW13_LiNiPO4.ipynb
@@ -0,0 +1,203 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW13 - LiNiPO₄\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "13](https://spinw.org/tutorials/13tutorial), originally authored by Sandor\n",
+    "Toth. It calculates the spin wave spectrum of LiNiPO₄."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load packages"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build an orthorhombic lattice and populate the Ni atoms according to\n",
+    "spacegroup 62 (Pnma)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "a = 10.02\n",
+    "b = 5.86\n",
+    "c = 4.68\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 90)\n",
+    "positions = [[1/4, 1/4, 0]]\n",
+    "types = [\"Ni\"]\n",
+    "cryst = Crystal(latvecs, positions, 62, setting=\"\"; types)\n",
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a system with exchange parameters taken from [T. Jensen, et al., PRB\n",
+    "**79**, 092413 (2009)](https://doi.org/10.1103/PhysRevB.79.092413). The\n",
+    "corrected anisotropy values are taken from the thesis of T. Jensen. The mode\n",
+    "`:dipole_large_s` avoids a [classical-to-quantum rescaling factor](@ref\n",
+    "\"Interaction Renormalization\") of anisotropy strengths, as needed for\n",
+    "consistency with the original fits."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "S = 3/2\n",
+    "sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole_large_s)\n",
+    "Jbc =  1.036\n",
+    "Jb  =  0.6701\n",
+    "Jc  = -0.0469\n",
+    "Jac = -0.1121\n",
+    "Jab =  0.2977\n",
+    "Da  =  0.1969\n",
+    "Db  =  0.9097\n",
+    "set_exchange!(sys, Jbc, Bond(2, 3, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jc, Bond(1, 1, [0, 0, -1]))\n",
+    "set_exchange!(sys, Jb, Bond(1, 1, [0, 1, 0]))\n",
+    "set_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jab, Bond(3, 4, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jac, Bond(3, 1, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jac, Bond(4, 2, [0, 0, 0]))\n",
+    "set_onsite_coupling!(sys, S -> Da*S[1]^2 + Db*S[2]^2, 1)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Energy minimization yields a co-linear order along the $c$ axis."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys; color=[S[3] for S in sys.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate the spectrum along path [ξ, 1, 0]"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[0, 1, 0], [2, 1, 0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "fig = Figure(size=(768, 300))\n",
+    "plot_intensities!(fig[1, 1], res; units);"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "There are two physical bands with nonvanishing intensity. To extract these\n",
+    "intensity curves, we must filter out the additional bands with zero intensity.\n",
+    "One way is to sort the data along dimension 1 (the band index) with the\n",
+    "comparison operator \"is intensity less than $10^{-12}$\". Doing so moves the\n",
+    "physical bands to the end of the array axis. Call the [Makie `lines!`\n",
+    "function](https://docs.makie.org/stable/reference/plots/lines) to make a\n",
+    "custom plot."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "data_sorted = sort(res.data; dims=1, by= >(1e-12))\n",
+    "ax = Axis(fig[1, 2], xlabel=\"Momentum (r.l.u.)\", ylabel=\"Intensity\",\n",
+    "          xticks=res.qpts.xticks, xticklabelrotation=π/6)\n",
+    "lines!(ax, data_sorted[end, :]; label=\"Lower band\")\n",
+    "lines!(ax, data_sorted[end-1, :]; label=\"Upper band\")\n",
+    "axislegend(ax)\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Make the same plots along path [0, 1, ξ]"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs =  [[0, 1, 0], [0, 1, 2]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "fig = Figure(size=(768, 300))\n",
+    "plot_intensities!(fig[1, 1], res; units)\n",
+    "\n",
+    "data_sorted = sort(res.data; dims=1, by=x->abs(x)>1e-12)\n",
+    "ax = Axis(fig[1, 2], xlabel=\"Momentum (r.l.u.)\", ylabel=\"Intensity\",\n",
+    "          xticks=res.qpts.xticks, xticklabelrotation=π/6)\n",
+    "lines!(ax, data_sorted[end, :]; label=\"Lower band\")\n",
+    "lines!(ax, data_sorted[end-1, :]; label=\"Upper band\")\n",
+    "axislegend(ax)\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW14_YVO3.ipynb b/previews/PR313/assets/notebooks/SW14_YVO3.ipynb
new file mode 100644
index 000000000..698f85492
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW14_YVO3.ipynb
@@ -0,0 +1,166 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW14 - YVO₃\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "14](https://spinw.org/tutorials/14tutorial), originally authored by Sandor\n",
+    "Toth. It calculates the spin wave spectrum of YVO₃."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load packages"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build an orthorhombic lattice and populate the V atoms according to the\n",
+    "pseudocubic unit cell, doubled along the c-axis. The listed spacegroup of the\n",
+    "YVO₃ chemical cell is international number 62. It has been observed, however,\n",
+    "that the exchange interactions break this symmetry. For this reason, disable\n",
+    "all symmetry analysis by selecting spacegroup 1 (P1)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "a = 5.2821 / sqrt(2)\n",
+    "b = 5.6144 / sqrt(2)\n",
+    "c = 7.5283\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 90)\n",
+    "positions = [[0, 0, 0], [0, 0, 1/2]]\n",
+    "types = [\"V\", \"V\"]\n",
+    "cryst = Crystal(latvecs, positions, 1; types)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a system following the model of [C. Ulrich, et al. PRL **91**, 257202\n",
+    "(2003)](https://doi.org/10.1103/PhysRevLett.91.257202). The mode\n",
+    "`:dipole_large_s` avoids a [classical-to-quantum rescaling factor](@ref\n",
+    "\"Interaction Renormalization\") of anisotropy strengths, as needed for\n",
+    "consistency with the original fits."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=1/2, g=2), 2 => Moment(s=1/2, g=2)], :dipole_large_s; dims=(2,2,1))\n",
+    "Jab = 2.6\n",
+    "Jc  = 3.1\n",
+    "δ   = 0.35\n",
+    "K1  = 0.90\n",
+    "K2  = 0.97\n",
+    "d   = 1.15\n",
+    "Jc1 = [-Jc*(1+δ)+K2 0 -d; 0 -Jc*(1+δ) 0; +d 0 -Jc*(1+δ)]\n",
+    "Jc2 = [-Jc*(1-δ)+K2 0 +d; 0 -Jc*(1-δ) 0; -d 0 -Jc*(1-δ)]\n",
+    "set_exchange!(sys, Jab, Bond(1, 1, [1, 0, 0]))\n",
+    "set_exchange!(sys, Jab, Bond(2, 2, [1, 0, 0]))\n",
+    "set_exchange!(sys, Jc1, Bond(1, 2, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jc2, Bond(2, 1, [0, 0, 1]))\n",
+    "set_exchange!(sys, Jab, Bond(1, 1, [0, 1, 0]))\n",
+    "set_exchange!(sys, Jab, Bond(2, 2, [0, 1, 0]))\n",
+    "set_onsite_coupling!(sys, S -> -K1*S[1]^2, 1)\n",
+    "set_onsite_coupling!(sys, S -> -K1*S[1]^2, 2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "When using spacegroup P1, there is no symmetry-propagation of interactions\n",
+    "because all bonds are considered inequivalent. One can visualize the\n",
+    "interactions in the system by clicking the toggles in the\n",
+    "`view_crystal` GUI."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "view_crystal(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Energy minimization yields a Néel order with canting"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the spin wave spectrum along a path"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\n",
+    "qs = [[0.75, 0.75, 0], [0.5, 0.5, 0], [0.5, 0.5, 1]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW15_Ba3NbFe3Si2O14.ipynb b/previews/PR313/assets/notebooks/SW15_Ba3NbFe3Si2O14.ipynb
new file mode 100644
index 000000000..ab16ec58f
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW15_Ba3NbFe3Si2O14.ipynb
@@ -0,0 +1,232 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW15 - Ba₃NbFe₃Si₂O₁₄\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "15](https://spinw.org/tutorials/15tutorial), originally authored by Sandor\n",
+    "Toth. It calculates the linear spin wave theory spectrum of Ba₃NbFe₃Si₂O₁₄."
+   ],
+   "metadata": {}
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Load packages"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a `Crystal` for Ba₃NbFe₃Si₂O₁₄ using the crystal\n",
+    "structure from [Marty et al., Phys. Rev. Lett. **101**, 247201\n",
+    "(2008)](http://dx.doi.org/10.1103/PhysRevLett.101.247201)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "a = b = 8.539 # (Å)\n",
+    "c = 5.2414\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 120)\n",
+    "types = [\"Fe\", \"Nb\", \"Ba\", \"Si\", \"O\", \"O\", \"O\"]\n",
+    "positions = [[0.24964,0,0.5], [0,0,0], [0.56598,0,0], [2/3,1/3,0.5220],\n",
+    "             [2/3,1/3,0.2162], [0.5259,0.7024,0.3536], [0.7840,0.9002,0.7760]]\n",
+    "langasite = Crystal(latvecs, positions, 150; types)\n",
+    "cryst = subcrystal(langasite, \"Fe\")\n",
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Create a `System` and set Ba₃NbFe₃Si₂O₁₄ exchange interactions as\n",
+    "parametrized in [Loire et al., Phys. Rev. Lett. **106**, 207201\n",
+    "(2011)](http://dx.doi.org/10.1103/PhysRevLett.106.207201)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys = System(cryst, [1 => Moment(s=5/2, g=2)], :dipole; seed=0)\n",
+    "J₁ = 0.85\n",
+    "J₂ = 0.24\n",
+    "J₃ = 0.053\n",
+    "J₄ = 0.017\n",
+    "J₅ = 0.24\n",
+    "set_exchange!(sys, J₁, Bond(3, 2, [1,1,0]))\n",
+    "set_exchange!(sys, J₄, Bond(1, 1, [0,0,1]))\n",
+    "set_exchange!(sys, J₂, Bond(1, 3, [0,0,0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "The final two exchanges are setting according to the desired chirality $ϵ_T$\n",
+    "of the magnetic structure."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "ϵT = -1\n",
+    "if ϵT == -1\n",
+    "    set_exchange!(sys, J₃, Bond(2, 3, [-1,-1,1]))\n",
+    "    set_exchange!(sys, J₅, Bond(3, 2, [1,1,1]))\n",
+    "elseif ϵT == 1\n",
+    "    set_exchange!(sys, J₅, Bond(2, 3, [-1,-1,1]))\n",
+    "    set_exchange!(sys, J₃, Bond(3, 2, [1,1,1]))\n",
+    "else\n",
+    "    error(\"Chirality must be ±1\")\n",
+    "end"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "This compound is known to have a spiral order with approximate propagation\n",
+    "wavevector $𝐤 ≈ [0, 0, 1/7]$. Search for this magnetic order with\n",
+    "`minimize_spiral_energy!`. Due to reflection symmetry, one of two\n",
+    "possible propagation wavevectors may appear, $𝐤 = ± [0, 0, 0.1426...]$.\n",
+    "Note that $k_z = 0.1426...$ is very close to $1/7 = 0.1428...$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "axis = [0, 0, 1]\n",
+    "randomize_spins!(sys)\n",
+    "k = minimize_spiral_energy!(sys, axis)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "We can visualize the full magnetic cell using `repeat_periodically_as_spiral`,\n",
+    "which includes 7 rotated copies of the chemical cell."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "sys_enlarged = repeat_periodically_as_spiral(sys, (1, 1, 7); k, axis)\n",
+    "plot_spins(sys_enlarged; color=[S[1] for S in sys_enlarged.dipoles])"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "One could perform a spin wave calculation using either\n",
+    "`SpinWaveTheory` on `sys_enlarged`, or `SpinWaveTheorySpiral`\n",
+    "on the original `sys`. The latter has some restrictions on the interactions,\n",
+    "but allows for our slightly incommensurate wavevector $𝐤$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "measure = ssf_perp(sys)\n",
+    "swt = SpinWaveTheorySpiral(sys; measure, k, axis)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate broadened intensities for a path $[0, 1, L]$ through reciprocal\n",
+    "space"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0, 1, -1], [0, 1, -1+1], [0, 1, -1+2], [0, 1, -1+3]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "energies = range(0, 6, 400)\n",
+    "res = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))\n",
+    "plot_intensities(res; units, saturation=0.7, colormap=:jet, title=\"Scattering intensities\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `ssf_custom_bm` to calculate the imaginary part of\n",
+    "$\\mathcal{S}^{2, 3}(𝐪, ω) - \\mathcal{S}^{3, 2}(𝐪, ω)$. In polarized\n",
+    "neutron scattering, it is conventional to express the 3×3 structure factor\n",
+    "matrix $\\mathcal{S}^{α, β}(𝐪, ω)$ in the Blume-Maleev polarization axis\n",
+    "system. Specify the scattering plane $[0, K, L]$ via the spanning vectors\n",
+    "$𝐮 = [0, 1, 0]$ and $𝐯 = [0, 0, 1]$."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "measure = ssf_custom_bm(sys; u=[0, 1, 0], v=[0, 0, 1]) do q, ssf\n",
+    "    imag(ssf[2,3] - ssf[3,2])\n",
+    "end\n",
+    "swt = SpinWaveTheorySpiral(sys; measure, k, axis)\n",
+    "res = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))\n",
+    "plot_intensities(res; units, saturation=0.8, allpositive=false, title=\"Im[S²³(q, ω) - S³²(q, ω)]\")"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW18_Distorted_kagome.ipynb b/previews/PR313/assets/notebooks/SW18_Distorted_kagome.ipynb
new file mode 100644
index 000000000..1477af2ed
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW18_Distorted_kagome.ipynb
@@ -0,0 +1,238 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW18 - Distorted kagome\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "18](https://spinw.org/tutorials/18tutorial), originally authored by Goran\n",
+    "Nilsen and Sandor Toth. This tutorial illustrates spin wave calculations for\n",
+    "KCu₃As₂O₇(OD)₃. The Cu ions are arranged in a distorted kagome lattice, and\n",
+    "exhibit an incommensurate helical magnetic order, as described in [G. J.\n",
+    "Nilsen, et al., Phys. Rev. B **89**, 140412\n",
+    "(2014)](https://doi.org/10.1103/PhysRevB.89.140412). The model follows [Toth\n",
+    "and Lake, J. Phys.: Condens. Matter **27**, 166002\n",
+    "(2015)](https://arxiv.org/abs/1402.6069)."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build the distorted kagome crystal, with spacegroup 12."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "latvecs = lattice_vectors(10.2, 5.94, 7.81, 90, 117.7, 90)\n",
+    "positions = [[0, 0, 0], [1/4, 1/4, 0]]\n",
+    "types = [\"Cu1\", \"Cu2\"]\n",
+    "cryst = Crystal(latvecs, positions, 12; types, setting=\"b1\")\n",
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define the interactions."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "moments = [1 => Moment(s=1/2, g=2), 3 => Moment(s=1/2, g=2)]\n",
+    "sys = System(cryst, moments, :dipole, seed=0)\n",
+    "J   = -2\n",
+    "Jp  = -1\n",
+    "Jab = 0.75\n",
+    "Ja  = -J/.66 - Jab\n",
+    "Jip = 0.01\n",
+    "set_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jp, Bond(3, 5, [0, 0, 0]))\n",
+    "set_exchange!(sys, Ja, Bond(3, 4, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))\n",
+    "set_exchange!(sys, Jip, Bond(3, 4, [0, 0, 1]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Use `minimize_spiral_energy!` to optimize the generalized spiral\n",
+    "order. This determines the propagation wavevector `k`, and fits the spin\n",
+    "values within the unit cell. One must provide a fixed `axis` perpendicular to\n",
+    "the polarization plane. For this system, all interactions are rotationally\n",
+    "invariant, and the `axis` vector is arbitrary. In other cases, a good `axis`\n",
+    "will frequently be determined from symmetry considerations."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "axis = [0, 0, 1]\n",
+    "randomize_spins!(sys)\n",
+    "k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))\n",
+    "plot_spins(sys; ndims=2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "If successful, the optimization process will find one two propagation\n",
+    "wavevectors, `±k_ref`, with opposite chiralities. In this system, the\n",
+    "`spiral_energy_per_site` is independent of chirality."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "k_ref = [0.785902495, 0.0, 0.107048756]\n",
+    "k_ref_alt = [1, 0, 1] - k_ref\n",
+    "@assert isapprox(k, k_ref; atol=1e-6) || isapprox(k, k_ref_alt; atol=1e-6)\n",
+    "@assert spiral_energy_per_site(sys; k, axis) ≈ -0.78338383838"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Check the energy with a real-space calculation using a large magnetic cell.\n",
+    "First, we must determine a lattice size for which k becomes approximately\n",
+    "commensurate."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "suggest_magnetic_supercell([k_ref]; tol=1e-3)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Resize the system as suggested, and perform a real-space calculation. Working\n",
+    "with a commensurate wavevector increases the energy slightly. The precise\n",
+    "value might vary from run-to-run due to trapping in a local energy minimum."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "new_shape = [14 0 1; 0 1 0; 0 0 2]\n",
+    "sys2 = reshape_supercell(sys, new_shape)\n",
+    "randomize_spins!(sys2)\n",
+    "minimize_energy!(sys2)\n",
+    "energy_per_site(sys2)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Return to the original system (with a single chemical cell) and construct\n",
+    "`SpinWaveTheorySpiral` for calculations on the incommensurate spiral\n",
+    "phase."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "measure = ssf_perp(sys; apply_g=false)\n",
+    "swt = SpinWaveTheorySpiral(sys; measure, k, axis)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot intensities for a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0,0,0], [1,0,0]]\n",
+    "path = q_space_path(cryst, qs, 400)\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot the powder-averaged intensities"
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "radii = range(0, 2, 100) # (1/Å)\n",
+    "energies = range(0, 6, 200)\n",
+    "kernel = gaussian(fwhm=0.05)\n",
+    "res = powder_average(cryst, radii, 400) do qs\n",
+    "    intensities(swt, qs; energies, kernel)\n",
+    "end\n",
+    "plot_intensities(res; units)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
diff --git a/previews/PR313/assets/notebooks/SW19_Different_Ions.ipynb b/previews/PR313/assets/notebooks/SW19_Different_Ions.ipynb
new file mode 100644
index 000000000..c23d053cc
--- /dev/null
+++ b/previews/PR313/assets/notebooks/SW19_Different_Ions.ipynb
@@ -0,0 +1,180 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# SW19 - Different magnetic ions\n",
+    "\n",
+    "This is a Sunny port of [SpinW Tutorial\n",
+    "19](https://spinw.org/tutorials/19tutorial), originally authored by Bjorn Fak\n",
+    "and Sandor Toth. This tutorial illustrates how to eliminate magnetic\n",
+    "contributions from a subset of ions via the special value `zero(FormFactor)`."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "using Sunny, GLMakie"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Build a crystal with Cu²⁺ and Fe²⁺ ions."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "units = Units(:meV, :angstrom)\n",
+    "a = 3.0\n",
+    "b = 8.0\n",
+    "c = 4.0\n",
+    "latvecs = lattice_vectors(a, b, c, 90, 90, 90)\n",
+    "positions = [[0, 0, 0], [0, 1/2, 0]]\n",
+    "types = [\"Cu2\", \"Fe2\"]\n",
+    "cryst = Crystal(latvecs, positions, 1; types)\n",
+    "view_crystal(cryst)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Set exchange interactions."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "J_Cu_Cu = 1.0\n",
+    "J_Fe_Fe = 1.0\n",
+    "J_Cu_Fe = -0.1\n",
+    "moments = [1 => Moment(s=1/2, g=2), 2 => Moment(s=2, g=2)]\n",
+    "sys = System(cryst, moments, :dipole; dims=(2, 1, 1), seed=0)\n",
+    "set_exchange!(sys, J_Cu_Cu, Bond(1, 1, [-1, 0, 0]))\n",
+    "set_exchange!(sys, J_Fe_Fe, Bond(2, 2, [-1, 0, 0]))\n",
+    "set_exchange!(sys, J_Cu_Fe, Bond(2, 1, [0, 1, 0]))\n",
+    "set_exchange!(sys, J_Cu_Fe, Bond(1, 2, [0, 0, 0]))"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Find and plot a minimum energy configuration."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "randomize_spins!(sys)\n",
+    "minimize_energy!(sys)\n",
+    "plot_spins(sys)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Define a path through $𝐪$-space."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "qs = [[0,0,0], [1,0,0]]\n",
+    "path = q_space_path(cryst, qs, 400)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Plot different pair correlation intensities by varying the\n",
+    "`FormFactor` on different atom types. Indices 1 and 2 refer to atoms\n",
+    "in the original chemical, and are propagated by symmetry. The special \"zero\"\n",
+    "form factor effectively removes the spin moment from the calculation."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "fig = Figure(size=(768,600))\n",
+    "\n",
+    "formfactors = [1 => FormFactor(\"Cu2\"), 2 => FormFactor(\"Fe2\")]\n",
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities!(fig[1, 1], res; units, title=\"All correlations\")\n",
+    "\n",
+    "formfactors = [1 => FormFactor(\"Cu2\"), 2 => zero(FormFactor)]\n",
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities!(fig[1, 2], res; units, title=\"Cu-Cu correlations\")\n",
+    "\n",
+    "formfactors = [1 => zero(FormFactor), 2 => FormFactor(\"Fe2\")]\n",
+    "swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))\n",
+    "res = intensities_bands(swt, path)\n",
+    "plot_intensities!(fig[2, 2], res; units, title=\"Fe-Fe correlations\")\n",
+    "\n",
+    "fig"
+   ],
+   "metadata": {},
+   "execution_count": null
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Calculate quantum corrections $δS$ to spin magnitude, which arise from the\n",
+    "zero-point energy of the spin waves. The outputs are ordered following the\n",
+    "`Site` indexing scheme for the system `sys`: `(cell1, cell2, cell3,\n",
+    "sublattice)`, with left-most indices fastest. The two corrections $δS ≈\n",
+    "-0.137$ and $δS ≈ -0.578$ apply to the Cu and Fe ions, respectively. The\n",
+    "larger correction on Fe is due to the relatively weak interchain coupling."
+   ],
+   "metadata": {}
+  },
+  {
+   "outputs": [],
+   "cell_type": "code",
+   "source": [
+    "Sunny.magnetization_lswt_correction_dipole(swt; atol=1e-4)"
+   ],
+   "metadata": {},
+   "execution_count": null
+  }
+ ],
+ "nbformat_minor": 3,
+ "metadata": {
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  },
+  "kernelspec": {
+   "name": "julia-1.10",
+   "display_name": "Julia 1.10.5",
+   "language": "julia"
+  }
+ },
+ "nbformat": 4
+}
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diff --git a/previews/PR313/assets/scripts/01_LSWT_CoRh2O4.jl b/previews/PR313/assets/scripts/01_LSWT_CoRh2O4.jl
new file mode 100644
index 000000000..0186138b8
--- /dev/null
+++ b/previews/PR313/assets/scripts/01_LSWT_CoRh2O4.jl
@@ -0,0 +1,50 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom);
+
+a = 8.5031 # (Å)
+latvecs = lattice_vectors(a, a, a, 90, 90, 90)
+
+positions = [[0, 0, 0]]
+cryst = Crystal(latvecs, positions, 227; types=["Co"], setting="1")
+
+view_crystal(cryst)
+
+sys = System(cryst, [1 => Moment(s=3/2, g=2)], :dipole)
+
+J = +0.63 # (meV)
+set_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))
+view_crystal(sys)
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; color=[S[3] for S in sys.dipoles])
+
+@assert energy_per_site(sys) ≈ -2J*(3/2)^2
+
+shape = [0 1 1;
+         1 0 1;
+         1 1 0] / 2
+sys_prim = reshape_supercell(sys, shape)
+@assert energy_per_site(sys_prim) ≈ -2J*(3/2)^2
+
+plot_spins(sys_prim; color=[S[3] for S in sys_prim.dipoles])
+
+formfactors = [1 => FormFactor("Co2")]
+measure = ssf_perp(sys_prim; formfactors)
+swt = SpinWaveTheory(sys_prim; measure)
+
+kernel = lorentzian(fwhm=0.8)
+
+qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]
+path = q_space_path(cryst, qs, 500)
+
+energies = range(0, 6, 300)
+res = intensities(swt, path; energies, kernel)
+plot_intensities(res; units, title="CoRh₂O₄ LSWT")
+
+radii = range(0, 3, 200) # (1/Å)
+res = powder_average(cryst, radii, 2000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, saturation=1.0, title="CoRh₂O₄ Powder Average")
diff --git a/previews/PR313/assets/scripts/02_LLD_CoRh2O4.jl b/previews/PR313/assets/scripts/02_LLD_CoRh2O4.jl
new file mode 100644
index 000000000..d98a3f212
--- /dev/null
+++ b/previews/PR313/assets/scripts/02_LLD_CoRh2O4.jl
@@ -0,0 +1,82 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = 8.5031 # (Å)
+latvecs = lattice_vectors(a, a, a, 90, 90, 90)
+cryst = Crystal(latvecs, [[0,0,0]], 227, setting="1")
+
+sys = System(cryst, [1 => Moment(s=3/2, g=2)], :dipole)
+J = 0.63 # (meV)
+set_exchange!(sys, J, Bond(1, 3, [0,0,0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; color=[S[3] for S in sys.dipoles])
+
+sys = repeat_periodically(sys, (10, 10, 10))
+plot_spins(sys; color=[S[3] for S in sys.dipoles])
+
+langevin = Langevin(; damping=0.2, kT=16*units.K)
+
+suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.025;
+
+energies = [energy_per_site(sys)]
+for _ in 1:1000
+    step!(sys, langevin)
+    push!(energies, energy_per_site(sys))
+end
+
+suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.042;
+
+lines(energies, color=:blue, figure=(size=(600,300),), axis=(xlabel="Timesteps", ylabel="Energy (meV)"))
+
+S0 = sys.dipoles[1,1,1,1]
+plot_spins(sys; color=[S'*S0 for S in sys.dipoles])
+
+formfactors = [1 => FormFactor("Co2")]
+measure = ssf_perp(sys; formfactors)
+sc = SampledCorrelationsStatic(sys; measure)
+add_sample!(sc, sys)    # Accumulate the newly sampled structure factor into `sf`
+
+for _ in 1:20
+    for _ in 1:100
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end
+
+grid = q_space_grid(cryst, [1, 0, 0], range(-10, 10, 200), [0, 1, 0], (-10, 10))
+
+res = intensities_static(sc, grid)
+plot_intensities(res; saturation=1.0, title="Static Intensities at T = 16 K")
+
+dt = 2*langevin.dt
+energies = range(0, 6, 50)
+sc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys))
+
+for _ in 1:5
+    for _ in 1:100
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end
+
+qs = [[3/4, 3/4,   0],
+      [  0,   0,   0],
+      [  0, 1/2, 1/2],
+      [1/2,   1,   0],
+      [  0,   1,   0],
+      [1/4,   1, 1/4],
+      [  0,   1,   0],
+      [  0,  -4,   0]]
+path = q_space_path(cryst, qs, 500)
+
+res = intensities(sc, path; energies, langevin.kT)
+plot_intensities(res; units, title="Intensities at 16 K")
+
+radii = range(0, 3.5, 200) # (1/Å)
+res = powder_average(cryst, radii, 350) do qs
+    intensities(sc, qs; energies, langevin.kT)
+end
+plot_intensities(res; units, title="Powder Average at 16 K")
diff --git a/previews/PR313/assets/scripts/03_LSWT_SU3_FeI2.jl b/previews/PR313/assets/scripts/03_LSWT_SU3_FeI2.jl
new file mode 100644
index 000000000..2383ecc2e
--- /dev/null
+++ b/previews/PR313/assets/scripts/03_LSWT_SU3_FeI2.jl
@@ -0,0 +1,90 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = b = 4.05012  # Lattice constants for triangular lattice (Å)
+c = 6.75214      # Spacing between layers (Å)
+latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+positions = [[0, 0, 0], [1/3, 2/3, 1/4], [2/3, 1/3, 3/4]]
+types = ["Fe", "I", "I"]
+cryst = Crystal(latvecs, positions; types)
+
+cryst = subcrystal(cryst, "Fe")
+view_crystal(cryst)
+
+print_symmetry_table(cryst, 8.0)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :SUN, seed=2)
+
+J1pm   = -0.236 # (meV)
+J1pmpm = -0.161
+J1zpm  = -0.261
+J2pm   = 0.026
+J3pm   = 0.166
+J′0pm  = 0.037
+J′1pm  = 0.013
+J′2apm = 0.068
+
+J1zz   = -0.236
+J2zz   = 0.113
+J3zz   = 0.211
+J′0zz  = -0.036
+J′1zz  = 0.051
+J′2azz = 0.073
+
+J1xx = J1pm + J1pmpm
+J1yy = J1pm - J1pmpm
+J1yz = J1zpm
+
+set_exchange!(sys, [J1xx   0.0    0.0;
+                    0.0    J1yy   J1yz;
+                    0.0    J1yz   J1zz], Bond(1,1,[1,0,0]))
+set_exchange!(sys, [J2pm   0.0    0.0;
+                    0.0    J2pm   0.0;
+                    0.0    0.0    J2zz], Bond(1,1,[1,2,0]))
+set_exchange!(sys, [J3pm   0.0    0.0;
+                    0.0    J3pm   0.0;
+                    0.0    0.0    J3zz], Bond(1,1,[2,0,0]))
+set_exchange!(sys, [J′0pm  0.0    0.0;
+                    0.0    J′0pm  0.0;
+                    0.0    0.0    J′0zz], Bond(1,1,[0,0,1]))
+set_exchange!(sys, [J′1pm  0.0    0.0;
+                    0.0    J′1pm  0.0;
+                    0.0    0.0    J′1zz], Bond(1,1,[1,0,1]))
+set_exchange!(sys, [J′2apm 0.0    0.0;
+                    0.0    J′2apm 0.0;
+                    0.0    0.0    J′2azz], Bond(1,1,[1,2,1]))
+
+D = 2.165 # (meV)
+set_onsite_coupling!(sys, S -> -D*S[3]^2, 1)
+
+sys = resize_supercell(sys, (4, 4, 4))
+randomize_spins!(sys)
+minimize_energy!(sys)
+
+plot_spins(sys; color=[S[3] for S in sys.dipoles])
+
+print_wrapped_intensities(sys)
+
+suggest_magnetic_supercell([[0, -1/4, 1/4]])
+
+sys_min = reshape_supercell(sys, [1 0 0; 0 2 1; 0 -2 1])
+randomize_spins!(sys_min)
+minimize_energy!(sys_min);
+plot_spins(sys_min; color=[S[3] for S in sys_min.dipoles], ghost_radius=12)
+
+swt = SpinWaveTheory(sys_min; measure=ssf_perp(sys_min))
+
+qs = [[0,0,0], [1,0,0], [0,1,0], [1/2,0,0], [0,1,0], [0,0,0]]
+path = q_space_path(cryst, qs, 500)
+res = intensities_bands(swt, path)
+plot_intensities(res; units, title="Single Crystal Bands")
+
+kernel = lorentzian(fwhm=0.3)
+energies = range(0, 10, 300);  # 0 < ω < 10 (meV)
+
+rotations = [([0,0,1], n*(2π/3)) for n in 0:2]
+weights = [1, 1, 1]
+res = domain_average(cryst, path; rotations, weights) do path_rotated
+    intensities(swt, path_rotated; energies, kernel)
+end
+plot_intensities(res; units, colormap=:viridis, title="Domain Averaged Intensities")
diff --git a/previews/PR313/assets/scripts/04_GSD_FeI2.jl b/previews/PR313/assets/scripts/04_GSD_FeI2.jl
new file mode 100644
index 000000000..9c6621d2b
--- /dev/null
+++ b/previews/PR313/assets/scripts/04_GSD_FeI2.jl
@@ -0,0 +1,94 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = b = 4.05012
+c = 6.75214
+latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+cryst = Crystal(latvecs, [[0,0,0]], 164; types=["Fe"])
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :SUN)
+J1pm   = -0.236
+J1pmpm = -0.161
+J1zpm  = -0.261
+J2pm   = 0.026
+J3pm   = 0.166
+J′0pm  = 0.037
+J′1pm  = 0.013
+J′2apm = 0.068
+J1zz   = -0.236
+J2zz   = 0.113
+J3zz   = 0.211
+J′0zz  = -0.036
+J′1zz  = 0.051
+J′2azz = 0.073
+J1xx = J1pm + J1pmpm
+J1yy = J1pm - J1pmpm
+J1yz = J1zpm
+set_exchange!(sys, [J1xx 0.0 0.0; 0.0 J1yy J1yz; 0.0 J1yz J1zz], Bond(1,1,[1,0,0]))
+set_exchange!(sys, [J2pm 0.0 0.0; 0.0 J2pm 0.0; 0.0 0.0 J2zz], Bond(1,1,[1,2,0]))
+set_exchange!(sys, [J3pm 0.0 0.0; 0.0 J3pm 0.0; 0.0 0.0 J3zz], Bond(1,1,[2,0,0]))
+set_exchange!(sys, [J′0pm 0.0 0.0; 0.0 J′0pm 0.0; 0.0 0.0 J′0zz], Bond(1,1,[0,0,1]))
+set_exchange!(sys, [J′1pm 0.0 0.0; 0.0 J′1pm 0.0; 0.0 0.0 J′1zz], Bond(1,1,[1,0,1]))
+set_exchange!(sys, [J′2apm 0.0 0.0; 0.0 J′2apm 0.0; 0.0 0.0 J′2azz], Bond(1,1,[1,2,1]))
+D = 2.165
+set_onsite_coupling!(sys, S -> -D*S[3]^2, 1)
+
+sys = resize_supercell(sys, (16, 16, 4))
+
+langevin = Langevin(; damping=0.2, kT=2.3*units.K)
+
+randomize_spins!(sys)
+minimize_energy!(sys; maxiters=10)
+suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.03;
+
+for _ in 1:10_000
+    step!(sys, langevin)
+end
+plot_spins(sys; color=[S[3] for S in sys.dipoles])
+
+print_wrapped_intensities(sys)
+
+suggest_timestep(sys, langevin; tol=1e-2)
+
+langevin.kT = 3.5 * units.K
+for _ in 1:10_000
+    step!(sys, langevin)
+end
+
+suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.040;
+
+dt = 2*langevin.dt
+energies = range(0, 7.5, 120)
+formfactors = [1 => FormFactor("Fe2"; g_lande=3/2)]
+sc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys; formfactors))
+
+add_sample!(sc, sys)
+
+for _ in 1:2
+    for _ in 1:1000               # Enough steps to decorrelate spins
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end
+
+res = intensities(sc, [[0, 0, 0], [0.5, 0.5, 0.5]]; energies, langevin.kT)
+fig = lines(res.energies, res.data[:, 1]; axis=(xlabel="meV", ylabel="Intensity"), label="(0,0,0)")
+lines!(res.energies, res.data[:, 2]; label="(π,π,π)")
+axislegend()
+fig
+
+qs = [[0,   0, 0],  # List of wave vectors that define a path
+      [1,   0, 0],
+      [0,   1, 0],
+      [1/2, 0, 0],
+      [0,   1, 0],
+      [0,   0, 0]]
+qpath = q_space_path(cryst, qs, 500)
+res = intensities(sc, qpath; energies, langevin.kT)
+plot_intensities(res; colorrange=(0.0, 1.0), title="Intensities at T = 2.3 K")
+
+grid = q_space_grid(cryst, [1, 0, 0], range(-1.5, 1.5, 300), [0, 1, 0], (-1.5, 1.5); orthogonalize=true)
+res = intensities(sc, grid; energies=[3.5], langevin.kT)
+plot_intensities(res; title="Intensity slice at ω = 3.5 meV")
diff --git a/previews/PR313/assets/scripts/05_MC_Ising.jl b/previews/PR313/assets/scripts/05_MC_Ising.jl
new file mode 100644
index 000000000..34b26fd80
--- /dev/null
+++ b/previews/PR313/assets/scripts/05_MC_Ising.jl
@@ -0,0 +1,23 @@
+using Sunny, GLMakie
+
+latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)
+crystal = Crystal(latvecs, [[0, 0, 0]])
+
+L = 128
+sys = System(crystal, [1 => Moment(s=1, g=-1)], :dipole; dims=(L, L, 1), seed=0)
+polarize_spins!(sys, (0, 0, 1))
+
+set_exchange!(sys, -1.0, Bond(1, 1, (1, 0, 0)))
+
+B = 0
+set_field!(sys, (0, 0, B))
+
+Tc = 2/log(1+√2)
+
+nsweeps = 4000
+sampler = LocalSampler(kT=Tc, propose=propose_flip)
+for i in 1:nsweeps
+    step!(sys, sampler)
+end
+
+heatmap(reshape([S[3] for S in sys.dipoles], (L, L)))
diff --git a/previews/PR313/assets/scripts/06_CP2_Skyrmions.jl b/previews/PR313/assets/scripts/06_CP2_Skyrmions.jl
new file mode 100644
index 000000000..84321f24d
--- /dev/null
+++ b/previews/PR313/assets/scripts/06_CP2_Skyrmions.jl
@@ -0,0 +1,62 @@
+using Sunny, GLMakie
+
+lat_vecs = lattice_vectors(1, 1, 10, 90, 90, 120)
+positions = [[0, 0, 0]]
+cryst = Crystal(lat_vecs, positions)
+
+L = 40
+sys = System(cryst, [1 => Moment(s=1, g=-1)], :SUN; dims=(L, L, 1))
+
+J1 = -1           # Nearest-neighbor ferromagnetic
+J2 = (2.0/(1+√5)) # Tune competing exchange to set skyrmion scale length
+Δ = 2.6           # Exchange anisotropy
+
+ex1 = J1 * [1 0 0;
+            0 1 0;
+            0 0 Δ]
+ex2 = J2 * [1 0 0;
+            0 1 0;
+            0 0 Δ]
+set_exchange!(sys, ex1, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, ex2, Bond(1, 1, [1, 2, 0]))
+
+h = 15.5         # External field in energy units
+field = set_field!(sys, [0, 0, h])
+
+D = 19.0         # Easy-plane anisotropy
+set_onsite_coupling!(sys, S -> D*S[3]^2, 1)
+
+damping = 0.05
+kT = 0;
+
+randomize_spins!(sys)
+integrator = Langevin(; damping, kT)
+suggest_timestep(sys, integrator; tol=0.05)
+
+integrator.dt = 0.01;
+
+randomize_spins!(sys)
+τs = [4, 16, 256]   # Times to record snapshots
+frames = []         # Empty array to store snapshots
+for i in eachindex(τs)
+    dur = i == 1 ? τs[1] : τs[i] - τs[i-1] # Determine the length of time to simulate
+    numsteps = round(Int, dur/integrator.dt)
+    for _ in 1:numsteps                    # Perform the integration
+        step!(sys, integrator)
+    end
+    push!(frames, copy(sys.coherents))     # Save a snapshot spin configuration
+end
+
+include(pkgdir(Sunny, "examples", "extra", "Plotting", "plotting2d.jl"))
+
+function sun_berry_curvature(z₁, z₂, z₃)
+    z₁, z₂, z₃ = normalize.((z₁, z₂, z₃))
+    n₁ = z₁ ⋅ z₂
+    n₂ = z₂ ⋅ z₃
+    n₃ = z₃ ⋅ z₁
+    return angle(n₁ * n₂ * n₃)
+end
+
+plot_triangular_plaquettes(sun_berry_curvature, frames; size=(600, 200),
+    offset_spacing=10, texts=["\tt = "*string(τ) for τ in τs], text_offset=(0, 6)
+)
diff --git a/previews/PR313/assets/scripts/07_Dipole_Dipole.jl b/previews/PR313/assets/scripts/07_Dipole_Dipole.jl
new file mode 100644
index 000000000..ce99df110
--- /dev/null
+++ b/previews/PR313/assets/scripts/07_Dipole_Dipole.jl
@@ -0,0 +1,47 @@
+using Sunny, GLMakie
+
+units = Units(:K, :angstrom)
+latvecs = lattice_vectors(10.19, 10.19, 10.19, 90, 90, 90)
+positions = [[1/8, 1/8, 1/8]]
+cryst = Crystal(latvecs, positions, 227, setting="1")
+view_crystal(cryst)
+
+sys = System(cryst, [1 => Moment(s=7/2, g=2)], :dipole)
+J1 = 0.304 # (K)
+set_exchange!(sys, J1, Bond(1, 2, [0,0,0]))
+
+shape = [1/2 1/2 0; 0 1/2 1/2; 1/2 0 1/2]
+sys_prim = reshape_supercell(sys, shape)
+
+set_dipole!(sys_prim, [+1, -1, 0], position_to_site(sys_prim, [1/8, 1/8, 1/8]))
+set_dipole!(sys_prim, [-1, +1, 0], position_to_site(sys_prim, [3/8, 3/8, 1/8]))
+set_dipole!(sys_prim, [+1, +1, 0], position_to_site(sys_prim, [3/8, 1/8, 3/8]))
+set_dipole!(sys_prim, [-1, -1, 0], position_to_site(sys_prim, [1/8, 3/8, 3/8]))
+
+plot_spins(sys_prim; ghost_radius=8, color=[:red, :blue, :yellow, :purple])
+
+qs = [[0,0,0], [0,1,0], [1,1/2,0], [1/2,1/2,1/2], [3/4,3/4,0], [0,0,0]]
+labels = ["Γ", "X", "W", "L", "K", "Γ"]
+path = q_space_path(cryst, qs, 500; labels)
+
+measure = ssf_trace(sys_prim)
+swt = SpinWaveTheory(sys_prim; measure)
+res1 = intensities_bands(swt, path)
+
+sys_prim_dd = clone_system(sys_prim)
+enable_dipole_dipole!(sys_prim_dd, units.vacuum_permeability)
+swt = SpinWaveTheory(sys_prim_dd; measure)
+res2 = intensities_bands(swt, path)
+
+sys_prim_tdd = clone_system(sys_prim)
+modify_exchange_with_truncated_dipole_dipole!(sys_prim_tdd, 5.0, units.vacuum_permeability)
+swt = SpinWaveTheory(sys_prim_tdd; measure)
+res3 = intensities_bands(swt, path)
+
+fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res1; units, title="Without long-range dipole")
+ax = plot_intensities!(fig[1, 2], res2; units, title="With long-range dipole")
+for c in eachrow(res3.disp)
+    lines!(ax, eachindex(c), c; linestyle=:dash, color=:black)
+end
+fig
diff --git a/previews/PR313/assets/scripts/08_Momentum_Conventions.jl b/previews/PR313/assets/scripts/08_Momentum_Conventions.jl
new file mode 100644
index 000000000..b20290c8b
--- /dev/null
+++ b/previews/PR313/assets/scripts/08_Momentum_Conventions.jl
@@ -0,0 +1,47 @@
+using Sunny, GLMakie
+
+latvecs = lattice_vectors(2, 2, 1, 90, 90, 90)
+cryst = Crystal(latvecs, [[0,0,0]], "P1")
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(1, 1, 25))
+D = 0.1
+B = 5D
+set_exchange!(sys, dmvec([0, 0, D]), Bond(1, 1, [0, 0, 1]))
+set_field!(sys, [0, 0, B])
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+@assert energy_per_site(sys) ≈ -10D
+
+dt = 0.1
+kT = 0.02
+damping = 0.1
+langevin = Langevin(dt; kT, damping)
+suggest_timestep(sys, langevin; tol=1e-2)
+for _ in 1:10_000
+    step!(sys, langevin)
+end
+
+plot_spins(sys)
+
+sc = SampledCorrelations(sys; dt, energies=range(0, 15D, 100), measure=ssf_trace(sys))
+add_sample!(sc, sys)
+nsamples = 100
+for _ in 1:nsamples
+    for _ in 1:1_000
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end
+path = q_space_path(cryst, [[0,0,-1/2], [0,0,+1/2]], 400)
+res1 = intensities(sc, path; energies=:available, kT)
+
+sys_small = resize_supercell(sys, (1,1,1))
+minimize_energy!(sys_small)
+swt = SpinWaveTheory(sys_small; measure=ssf_trace(sys_small))
+res2 = intensities_bands(swt, path)
+
+fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res1; title="Classical dynamics")
+plot_intensities!(fig[1, 2], res2; title="Spin wave theory")
+fig
diff --git a/previews/PR313/assets/scripts/SW01_FM_Heseinberg_chain.jl b/previews/PR313/assets/scripts/SW01_FM_Heseinberg_chain.jl
new file mode 100644
index 000000000..906284252
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW01_FM_Heseinberg_chain.jl
@@ -0,0 +1,40 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = 3.0
+b = 8.0
+c = 8.0
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[0, 0, 0]]
+cryst = Crystal(latvecs, positions)
+
+view_crystal(cryst; ndims=2, ghost_radius=8)
+
+print_symmetry_table(cryst, 8)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+
+J = -1
+set_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+energy_per_site(sys)
+
+plot_spins(sys; ndims=2, ghost_radius=8)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+radii = range(0, 2.5, 200) # 1/Å
+energies = range(0, 5, 200) # meV
+kernel = gaussian(fwhm=0.1)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW02_AFM_Heisenberg_chain.jl b/previews/PR313/assets/scripts/SW02_AFM_Heisenberg_chain.jl
new file mode 100644
index 000000000..6c9a541b4
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW02_AFM_Heisenberg_chain.jl
@@ -0,0 +1,26 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(3, 8, 8, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+view_crystal(cryst; ndims=2, ghost_radius=8)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 1, 1))
+
+J = 1
+set_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2, ghost_radius=8)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+isapprox(res.disp[1, :], res.disp[2, :])
+
+xs = [q[1] for q in path.qs]
+ys = log10.(res.data[1, :] + res.data[2, :])
+lines(xs, ys; axis=(; xlabel="[H, 0, 0]", ylabel="Log intensity (dimensionless)"))
diff --git a/previews/PR313/assets/scripts/SW03_Frustrated_chain.jl b/previews/PR313/assets/scripts/SW03_Frustrated_chain.jl
new file mode 100644
index 000000000..0a4c2b37a
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW03_Frustrated_chain.jl
@@ -0,0 +1,28 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(3, 8, 8, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+view_crystal(cryst; ndims=2, ghost_radius=8)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+J1 = -1
+J2 = +2 * abs(J1)
+set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, J2, Bond(1, 1, [2, 0, 0]))
+
+axis = [0, 0, 1]
+randomize_spins!(sys)
+k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))
+
+@assert k[1] ≈ 0.2300534561 || k[1] ≈ 1 - 0.2300534561
+@assert spiral_energy_per_site(sys; k, axis) ≈ -33/16 * abs(J1)
+
+sys_enlarged = repeat_periodically_as_spiral(sys, (8, 1, 1); k, axis)
+plot_spins(sys_enlarged; ndims=2)
+
+swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW04_Frustrated_square.jl b/previews/PR313/assets/scripts/SW04_Frustrated_square.jl
new file mode 100644
index 000000000..1ab9450b3
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW04_Frustrated_square.jl
@@ -0,0 +1,21 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(3.0, 3.0, 6.0, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))
+J1 = 1.0
+J2 = -0.1
+set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, J2, Bond(1, 1, [1, 1, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]
+path = q_space_path(cryst, qs, 400);
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW05_Simple_kagome_FM.jl b/previews/PR313/assets/scripts/SW05_Simple_kagome_FM.jl
new file mode 100644
index 000000000..50d5a8013
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW05_Simple_kagome_FM.jl
@@ -0,0 +1,41 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 5, 90, 90, 120)
+positions = [[1/2, 0, 0]]
+cryst = Crystal(latvecs, positions, 147)
+
+positions = [[1/2, 0, 0], [0, 1/2, 0], [1/2, 1/2, 0]]
+cryst2 = Crystal(latvecs, positions)
+
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+J = -1.0
+set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+energy_per_site(sys)
+@assert energy_per_site(sys) ≈ 4J/2
+plot_spins(sys; ndims=2)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2, 0, 0], [0, 0, 0], [1/2, 1/2, 0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+radii = range(0, 2.5, 200)
+energies = range(0, 6.5, 200)
+res1 = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.02))
+end
+res2 = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.25))
+end
+
+fig = Figure(size=(768, 800))
+plot_intensities!(fig[1, 1], res1; units, colorrange=(0,10), title="FWHM 0.02 meV")
+plot_intensities!(fig[2, 1], res2; units, colorrange=(0,10), title="FWHM 0.25 meV")
+fig
diff --git a/previews/PR313/assets/scripts/SW06_Complex_kagome_FM.jl b/previews/PR313/assets/scripts/SW06_Complex_kagome_FM.jl
new file mode 100644
index 000000000..97fedb53c
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW06_Complex_kagome_FM.jl
@@ -0,0 +1,36 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+J1 = -1.0
+J2 = 0.1
+J3a = 0.00
+J3b = 0.17
+set_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))
+set_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))
+set_exchange!(sys, J3a, Bond(2, 2, [1, 0, 0]))
+set_exchange!(sys, J3b, Bond(1, 1, [1, 0, 0]))
+
+view_crystal(sys; ndims=2)
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+radii = range(0, 2.5, 200)
+energies = range(0, 6.5, 200)
+kernel = gaussian(fwhm=0.02)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, colorrange=(0,10))
diff --git a/previews/PR313/assets/scripts/SW07_k0_kagome_AFM.jl b/previews/PR313/assets/scripts/SW07_k0_kagome_AFM.jl
new file mode 100644
index 000000000..b34d2815e
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW07_k0_kagome_AFM.jl
@@ -0,0 +1,29 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+J1 = 1.0
+J2 = 0.11
+set_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))
+set_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+radii = range(0, 2.5, 200)
+energies = range(0, 2.5, 200)
+kernel = gaussian(fwhm=0.02)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW08_sqrt3_kagome_AFM.jl b/previews/PR313/assets/scripts/SW08_sqrt3_kagome_AFM.jl
new file mode 100644
index 000000000..f9668b41e
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW08_sqrt3_kagome_AFM.jl
@@ -0,0 +1,41 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 40, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+J = 1.0
+set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))
+
+set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 1))
+set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 2))
+set_dipole!(sys, [cos(2π/3), sin(2π/3), 0], (1, 1, 1, 3))
+k = [-1/3, -1/3, 0]
+axis = [0, 0, 1]
+sys_enlarged = repeat_periodically_as_spiral(sys, (3, 3, 1); k, axis)
+plot_spins(sys_enlarged; ndims=2)
+
+@assert energy_per_site(sys_enlarged) ≈ (4/2)*J*cos(2π/3)
+@assert spiral_energy_per_site(sys; k, axis) ≈ (4/2)*J*cos(2π/3)
+
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+
+fig = Figure(size=(768, 300))
+swt = SpinWaveTheory(sys_enlarged; measure=ssf_perp(sys_enlarged))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 1], res; units, saturation=0.5,title="Supercell method")
+swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 2], res; units, saturation=0.5, title="Spiral method")
+fig
+
+radii = range(0, 2.5, 200)
+energies = range(0, 3, 200)
+kernel = gaussian(fwhm=0.05)
+res = powder_average(cryst, radii, 200) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, colorrange=(0,20))
diff --git a/previews/PR313/assets/scripts/SW09_k0_kagome_AFM_DM.jl b/previews/PR313/assets/scripts/SW09_k0_kagome_AFM_DM.jl
new file mode 100644
index 000000000..972d56c6e
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW09_k0_kagome_AFM_DM.jl
@@ -0,0 +1,28 @@
+using Sunny, GLMakie, LinearAlgebra
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)
+J = 1.0*I + dmvec([0, 0, -0.08])
+
+set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+radii = range(0, 2.5, 200)
+energies = range(0, 2.5, 200)
+kernel = gaussian(fwhm=0.02)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, colorrange=(0,20))
diff --git a/previews/PR313/assets/scripts/SW10_Energy_cut.jl b/previews/PR313/assets/scripts/SW10_Energy_cut.jl
new file mode 100644
index 000000000..bd69ee673
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW10_Energy_cut.jl
@@ -0,0 +1,20 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(1.0, 1.0, 3.0, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))
+set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)
+
+grid = q_space_grid(cryst, [1, 0, 0], range(0, 2, 201), [0, 1, 0], range(0, 2, 201))
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+res = intensities(swt, grid; energies=[3.75], kernel=gaussian(fwhm=0.2))
+plot_intensities(res; units)
+
+res = intensities_static(swt, grid; bounds=(3.5, 4.01))
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW11_La2CuO4.jl b/previews/PR313/assets/scripts/SW11_La2CuO4.jl
new file mode 100644
index 000000000..27a435533
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW11_La2CuO4.jl
@@ -0,0 +1,33 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)
+positions = [[0, 0, 0]]
+types = ["Cu"]
+cryst = Crystal(latvecs, positions; types)
+view_crystal(cryst; ndims=2)
+
+sys = System(cryst, [1 => Moment(s=1/2, g=2)], :dipole; dims=(2, 2, 1))
+J   = 138.3
+Jp  = 2
+Jpp = 2
+Jc  = 38
+set_exchange!(sys, J-Jc/2, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, Jp-Jc/4, Bond(1, 1, [1, 1, 0]))
+set_exchange!(sys, Jpp, Bond(1, 1, [2, 0, 0]))
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)
+
+qs = [[3/4,1/4,0], [1/2, 1/2, 0], [1/2, 0, 0], [3/4, 1/4, 0], [1,0,0], [1/2 0 0]]
+labels = ["P", "M", "X", "P", "Γ", "X"]
+path = q_space_path(cryst, qs, 400; labels)
+energies = range(0, 320, 400)
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+res = intensities(swt, path; energies, kernel=gaussian(fwhm=35))
+res.energies .*= 1.18
+plot_intensities(res; units)
+
+res = intensities_static(swt, path)
+plot_intensities(res; colorrange=(0,20), units)
diff --git a/previews/PR313/assets/scripts/SW12_Triangular_easy_plane.jl b/previews/PR313/assets/scripts/SW12_Triangular_easy_plane.jl
new file mode 100644
index 000000000..05e4990d2
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW12_Triangular_easy_plane.jl
@@ -0,0 +1,34 @@
+using Sunny, GLMakie
+
+latvecs = lattice_vectors(3, 3, 4, 90, 90, 120)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+
+s = 3/2
+J1 = +1.0
+sys = System(cryst, [1 => Moment(; s, g=2)], :dipole; dims=(3, 3, 1))
+set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))
+
+undo_classical_to_quantum_rescaling = 1 / (1 - 1/2s)
+D = 0.2 * undo_classical_to_quantum_rescaling
+set_onsite_coupling!(sys, S -> D*S[3]^2, 1)
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)
+
+qs = [[0, 0, 0], [1, 1, 0]]
+path = q_space_path(cryst, qs, 400)
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+res = intensities_bands(swt, path)
+plot_intensities(res)
+
+measure = ssf_custom(sys) do q, ssf
+    return real(ssf[3, 3])
+end
+swt = SpinWaveTheory(sys; measure)
+res = intensities_bands(swt, path)
+plot_intensities(res)
+
+measure = ssf_custom((q, ssf) -> ssf, sys)
+swt = SpinWaveTheory(sys; measure)
+res = intensities_bands(swt, path)
+res.data[7, 10]
diff --git a/previews/PR313/assets/scripts/SW13_LiNiPO4.jl b/previews/PR313/assets/scripts/SW13_LiNiPO4.jl
new file mode 100644
index 000000000..83c6a14bd
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW13_LiNiPO4.jl
@@ -0,0 +1,62 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = 10.02
+b = 5.86
+c = 4.68
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[1/4, 1/4, 0]]
+types = ["Ni"]
+cryst = Crystal(latvecs, positions, 62, setting=""; types)
+view_crystal(cryst)
+
+S = 3/2
+sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole_large_s)
+Jbc =  1.036
+Jb  =  0.6701
+Jc  = -0.0469
+Jac = -0.1121
+Jab =  0.2977
+Da  =  0.1969
+Db  =  0.9097
+set_exchange!(sys, Jbc, Bond(2, 3, [0, 0, 0]))
+set_exchange!(sys, Jc, Bond(1, 1, [0, 0, -1]))
+set_exchange!(sys, Jb, Bond(1, 1, [0, 1, 0]))
+set_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))
+set_exchange!(sys, Jab, Bond(3, 4, [0, 0, 0]))
+set_exchange!(sys, Jac, Bond(3, 1, [0, 0, 0]))
+set_exchange!(sys, Jac, Bond(4, 2, [0, 0, 0]))
+set_onsite_coupling!(sys, S -> Da*S[1]^2 + Db*S[2]^2, 1)
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; color=[S[3] for S in sys.dipoles])
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0, 1, 0], [2, 1, 0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res; units);
+
+data_sorted = sort(res.data; dims=1, by= >(1e-12))
+ax = Axis(fig[1, 2], xlabel="Momentum (r.l.u.)", ylabel="Intensity",
+          xticks=res.qpts.xticks, xticklabelrotation=π/6)
+lines!(ax, data_sorted[end, :]; label="Lower band")
+lines!(ax, data_sorted[end-1, :]; label="Upper band")
+axislegend(ax)
+fig
+
+qs =  [[0, 1, 0], [0, 1, 2]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res; units)
+
+data_sorted = sort(res.data; dims=1, by=x->abs(x)>1e-12)
+ax = Axis(fig[1, 2], xlabel="Momentum (r.l.u.)", ylabel="Intensity",
+          xticks=res.qpts.xticks, xticklabelrotation=π/6)
+lines!(ax, data_sorted[end, :]; label="Lower band")
+lines!(ax, data_sorted[end-1, :]; label="Upper band")
+axislegend(ax)
+fig
diff --git a/previews/PR313/assets/scripts/SW14_YVO3.jl b/previews/PR313/assets/scripts/SW14_YVO3.jl
new file mode 100644
index 000000000..a7ca3656a
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW14_YVO3.jl
@@ -0,0 +1,40 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = 5.2821 / sqrt(2)
+b = 5.6144 / sqrt(2)
+c = 7.5283
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[0, 0, 0], [0, 0, 1/2]]
+types = ["V", "V"]
+cryst = Crystal(latvecs, positions, 1; types)
+
+sys = System(cryst, [1 => Moment(s=1/2, g=2), 2 => Moment(s=1/2, g=2)], :dipole_large_s; dims=(2,2,1))
+Jab = 2.6
+Jc  = 3.1
+δ   = 0.35
+K1  = 0.90
+K2  = 0.97
+d   = 1.15
+Jc1 = [-Jc*(1+δ)+K2 0 -d; 0 -Jc*(1+δ) 0; +d 0 -Jc*(1+δ)]
+Jc2 = [-Jc*(1-δ)+K2 0 +d; 0 -Jc*(1-δ) 0; -d 0 -Jc*(1-δ)]
+set_exchange!(sys, Jab, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, Jab, Bond(2, 2, [1, 0, 0]))
+set_exchange!(sys, Jc1, Bond(1, 2, [0, 0, 0]))
+set_exchange!(sys, Jc2, Bond(2, 1, [0, 0, 1]))
+set_exchange!(sys, Jab, Bond(1, 1, [0, 1, 0]))
+set_exchange!(sys, Jab, Bond(2, 2, [0, 1, 0]))
+set_onsite_coupling!(sys, S -> -K1*S[1]^2, 1)
+set_onsite_coupling!(sys, S -> -K1*S[1]^2, 2)
+
+view_crystal(sys)
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys)
+
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0.75, 0.75, 0], [0.5, 0.5, 0], [0.5, 0.5, 1]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW15_Ba3NbFe3Si2O14.jl b/previews/PR313/assets/scripts/SW15_Ba3NbFe3Si2O14.jl
new file mode 100644
index 000000000..b100def44
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW15_Ba3NbFe3Si2O14.jl
@@ -0,0 +1,56 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = b = 8.539 # (Å)
+c = 5.2414
+latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+types = ["Fe", "Nb", "Ba", "Si", "O", "O", "O"]
+positions = [[0.24964,0,0.5], [0,0,0], [0.56598,0,0], [2/3,1/3,0.5220],
+             [2/3,1/3,0.2162], [0.5259,0.7024,0.3536], [0.7840,0.9002,0.7760]]
+langasite = Crystal(latvecs, positions, 150; types)
+cryst = subcrystal(langasite, "Fe")
+view_crystal(cryst)
+
+sys = System(cryst, [1 => Moment(s=5/2, g=2)], :dipole; seed=0)
+J₁ = 0.85
+J₂ = 0.24
+J₃ = 0.053
+J₄ = 0.017
+J₅ = 0.24
+set_exchange!(sys, J₁, Bond(3, 2, [1,1,0]))
+set_exchange!(sys, J₄, Bond(1, 1, [0,0,1]))
+set_exchange!(sys, J₂, Bond(1, 3, [0,0,0]))
+
+ϵT = -1
+if ϵT == -1
+    set_exchange!(sys, J₃, Bond(2, 3, [-1,-1,1]))
+    set_exchange!(sys, J₅, Bond(3, 2, [1,1,1]))
+elseif ϵT == 1
+    set_exchange!(sys, J₅, Bond(2, 3, [-1,-1,1]))
+    set_exchange!(sys, J₃, Bond(3, 2, [1,1,1]))
+else
+    error("Chirality must be ±1")
+end
+
+axis = [0, 0, 1]
+randomize_spins!(sys)
+k = minimize_spiral_energy!(sys, axis)
+
+sys_enlarged = repeat_periodically_as_spiral(sys, (1, 1, 7); k, axis)
+plot_spins(sys_enlarged; color=[S[1] for S in sys_enlarged.dipoles])
+
+measure = ssf_perp(sys)
+swt = SpinWaveTheorySpiral(sys; measure, k, axis)
+
+qs = [[0, 1, -1], [0, 1, -1+1], [0, 1, -1+2], [0, 1, -1+3]]
+path = q_space_path(cryst, qs, 400)
+energies = range(0, 6, 400)
+res = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))
+plot_intensities(res; units, saturation=0.7, colormap=:jet, title="Scattering intensities")
+
+measure = ssf_custom_bm(sys; u=[0, 1, 0], v=[0, 0, 1]) do q, ssf
+    imag(ssf[2,3] - ssf[3,2])
+end
+swt = SpinWaveTheorySpiral(sys; measure, k, axis)
+res = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))
+plot_intensities(res; units, saturation=0.8, allpositive=false, title="Im[S²³(q, ω) - S³²(q, ω)]")
diff --git a/previews/PR313/assets/scripts/SW18_Distorted_kagome.jl b/previews/PR313/assets/scripts/SW18_Distorted_kagome.jl
new file mode 100644
index 000000000..036ca95a9
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW18_Distorted_kagome.jl
@@ -0,0 +1,55 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(10.2, 5.94, 7.81, 90, 117.7, 90)
+positions = [[0, 0, 0], [1/4, 1/4, 0]]
+types = ["Cu1", "Cu2"]
+cryst = Crystal(latvecs, positions, 12; types, setting="b1")
+view_crystal(cryst)
+
+moments = [1 => Moment(s=1/2, g=2), 3 => Moment(s=1/2, g=2)]
+sys = System(cryst, moments, :dipole, seed=0)
+J   = -2
+Jp  = -1
+Jab = 0.75
+Ja  = -J/.66 - Jab
+Jip = 0.01
+set_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))
+set_exchange!(sys, Jp, Bond(3, 5, [0, 0, 0]))
+set_exchange!(sys, Ja, Bond(3, 4, [0, 0, 0]))
+set_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))
+set_exchange!(sys, Jip, Bond(3, 4, [0, 0, 1]))
+
+axis = [0, 0, 1]
+randomize_spins!(sys)
+k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))
+plot_spins(sys; ndims=2)
+
+k_ref = [0.785902495, 0.0, 0.107048756]
+k_ref_alt = [1, 0, 1] - k_ref
+@assert isapprox(k, k_ref; atol=1e-6) || isapprox(k, k_ref_alt; atol=1e-6)
+@assert spiral_energy_per_site(sys; k, axis) ≈ -0.78338383838
+
+suggest_magnetic_supercell([k_ref]; tol=1e-3)
+
+new_shape = [14 0 1; 0 1 0; 0 0 2]
+sys2 = reshape_supercell(sys, new_shape)
+randomize_spins!(sys2)
+minimize_energy!(sys2)
+energy_per_site(sys2)
+
+measure = ssf_perp(sys; apply_g=false)
+swt = SpinWaveTheorySpiral(sys; measure, k, axis)
+
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)
+
+radii = range(0, 2, 100) # (1/Å)
+energies = range(0, 6, 200)
+kernel = gaussian(fwhm=0.05)
+res = powder_average(cryst, radii, 400) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units)
diff --git a/previews/PR313/assets/scripts/SW19_Different_Ions.jl b/previews/PR313/assets/scripts/SW19_Different_Ions.jl
new file mode 100644
index 000000000..efdeeac8d
--- /dev/null
+++ b/previews/PR313/assets/scripts/SW19_Different_Ions.jl
@@ -0,0 +1,49 @@
+using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = 3.0
+b = 8.0
+c = 4.0
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[0, 0, 0], [0, 1/2, 0]]
+types = ["Cu2", "Fe2"]
+cryst = Crystal(latvecs, positions, 1; types)
+view_crystal(cryst)
+
+J_Cu_Cu = 1.0
+J_Fe_Fe = 1.0
+J_Cu_Fe = -0.1
+moments = [1 => Moment(s=1/2, g=2), 2 => Moment(s=2, g=2)]
+sys = System(cryst, moments, :dipole; dims=(2, 1, 1), seed=0)
+set_exchange!(sys, J_Cu_Cu, Bond(1, 1, [-1, 0, 0]))
+set_exchange!(sys, J_Fe_Fe, Bond(2, 2, [-1, 0, 0]))
+set_exchange!(sys, J_Cu_Fe, Bond(2, 1, [0, 1, 0]))
+set_exchange!(sys, J_Cu_Fe, Bond(1, 2, [0, 0, 0]))
+
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys)
+
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+
+fig = Figure(size=(768,600))
+
+formfactors = [1 => FormFactor("Cu2"), 2 => FormFactor("Fe2")]
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 1], res; units, title="All correlations")
+
+formfactors = [1 => FormFactor("Cu2"), 2 => zero(FormFactor)]
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 2], res; units, title="Cu-Cu correlations")
+
+formfactors = [1 => zero(FormFactor), 2 => FormFactor("Fe2")]
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[2, 2], res; units, title="Fe-Fe correlations")
+
+fig
+
+Sunny.magnetization_lswt_correction_dipole(swt; atol=1e-4)
diff --git a/previews/PR313/assets/themes/catppuccin-frappe.css b/previews/PR313/assets/themes/catppuccin-frappe.css
new file mode 100644
index 000000000..54a5b77ea
--- /dev/null
+++ b/previews/PR313/assets/themes/catppuccin-frappe.css
@@ -0,0 +1 @@
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html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe 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.button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-light{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:hover,html.theme--catppuccin-frappe .button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe 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.button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-frappe .content.is-normal{font-size:1rem}html.theme--catppuccin-frappe .content.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .content.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-frappe .icon.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-frappe .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-frappe .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-frappe .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-frappe .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-frappe .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-frappe div.icon-text{display:flex}html.theme--catppuccin-frappe .image,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-frappe .image img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-frappe .image img.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-frappe .image.is-fullwidth,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-frappe .image.is-square img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-frappe .image.is-square .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-frappe .image.is-1by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-frappe .image.is-1by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-frappe .image.is-5by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-frappe .image.is-5by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-frappe .image.is-4by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-frappe .image.is-4by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-frappe .image.is-3by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-frappe .image.is-5by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-frappe .image.is-5by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-frappe .image.is-16by9 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-frappe .image.is-16by9 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-frappe .image.is-2by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-frappe .image.is-2by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-frappe .image.is-3by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-frappe .image.is-3by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--catppuccin-frappe .image.is-4by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--catppuccin-frappe .image.is-4by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--catppuccin-frappe .image.is-3by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--catppuccin-frappe .image.is-3by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--catppuccin-frappe .image.is-2by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--catppuccin-frappe .image.is-2by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-frappe .image.is-3by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-frappe .image.is-9by16 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-frappe .image.is-9by16 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-frappe .image.is-1by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-frappe .image.is-1by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-frappe .image.is-1by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-frappe .image.is-1by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-frappe .image.is-square,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-frappe .image.is-1by1,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-frappe .image.is-5by4,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-frappe .image.is-4by3,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-frappe 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.modal-card{display:flex;flex-direction:column;max-height:calc(100vh - 40px);overflow:hidden;-ms-overflow-y:visible}html.theme--catppuccin-frappe .modal-card-head,html.theme--catppuccin-frappe .modal-card-foot{align-items:center;background-color:#292c3c;display:flex;flex-shrink:0;justify-content:flex-start;padding:20px;position:relative}html.theme--catppuccin-frappe .modal-card-head{border-bottom:1px solid #626880;border-top-left-radius:8px;border-top-right-radius:8px}html.theme--catppuccin-frappe .modal-card-title{color:#c6d0f5;flex-grow:1;flex-shrink:0;font-size:1.5rem;line-height:1}html.theme--catppuccin-frappe .modal-card-foot{border-bottom-left-radius:8px;border-bottom-right-radius:8px;border-top:1px solid #626880}html.theme--catppuccin-frappe .modal-card-foot .button:not(:last-child){margin-right:.5em}html.theme--catppuccin-frappe 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new file mode 100644
index 000000000..ca172b630
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+++ b/previews/PR313/assets/themes/catppuccin-latte.css
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kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte 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.docstring>section>a.button.is-inverted.is-outlined.is-loading.docs-sourcelink:focus::after,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.is-loading.is-focused.docs-sourcelink::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-primary.is-light,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-primary.is-light:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-light.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-primary.is-light:active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-latte .button.is-primary.is-light.is-active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:hover,html.theme--catppuccin-latte .button.is-link.is-hovered{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus,html.theme--catppuccin-latte .button.is-link.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus:not(:active),html.theme--catppuccin-latte .button.is-link.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(30,102,245,0.25)}html.theme--catppuccin-latte .button.is-link:active,html.theme--catppuccin-latte .button.is-link.is-active{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:#1e66f5;box-shadow:none}html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-link.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-outlined.is-focused{background-color:#1e66f5;border-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-link.is-light{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:hover,html.theme--catppuccin-latte .button.is-link.is-light.is-hovered{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:active,html.theme--catppuccin-latte .button.is-link.is-light.is-active{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:hover,html.theme--catppuccin-latte .button.is-info.is-hovered{background-color:#15878e;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus,html.theme--catppuccin-latte .button.is-info.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus:not(:active),html.theme--catppuccin-latte .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(23,146,153,0.25)}html.theme--catppuccin-latte .button.is-info:active,html.theme--catppuccin-latte .button.is-info.is-active{background-color:#147d83;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:#179299;box-shadow:none}html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;color:#179299}html.theme--catppuccin-latte .button.is-info.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-outlined.is-focused{background-color:#179299;border-color:#179299;color:#fff}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-info.is-light{background-color:#edfcfc;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:hover,html.theme--catppuccin-latte .button.is-info.is-light.is-hovered{background-color:#e2f9fb;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:active,html.theme--catppuccin-latte .button.is-info.is-light.is-active{background-color:#d7f7f9;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:hover,html.theme--catppuccin-latte .button.is-success.is-hovered{background-color:#3c9628;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus,html.theme--catppuccin-latte .button.is-success.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus:not(:active),html.theme--catppuccin-latte .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(64,160,43,0.25)}html.theme--catppuccin-latte .button.is-success:active,html.theme--catppuccin-latte .button.is-success.is-active{background-color:#388c26;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:#40a02b;box-shadow:none}html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-outlined.is-focused{background-color:#40a02b;border-color:#40a02b;color:#fff}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table td,html.theme--catppuccin-latte .content table th{border:1px solid #acb0be;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-latte .content table th{color:#41445a}html.theme--catppuccin-latte .content table th:not([align]){text-align:inherit}html.theme--catppuccin-latte .content table thead td,html.theme--catppuccin-latte .content table thead th{border-width:0 0 2px;color:#41445a}html.theme--catppuccin-latte .content table tfoot td,html.theme--catppuccin-latte .content table tfoot th{border-width:2px 0 0;color:#41445a}html.theme--catppuccin-latte .content table tbody tr:last-child td,html.theme--catppuccin-latte .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-latte .content .tabs li+li{margin-top:0}html.theme--catppuccin-latte .content.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-latte .content.is-normal{font-size:1rem}html.theme--catppuccin-latte .content.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .content.is-large{font-size:1.5rem}html.theme--catppuccin-latte .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-latte .icon.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-latte .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-latte .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-latte .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-latte .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-latte .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-latte div.icon-text{display:flex}html.theme--catppuccin-latte .image,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-latte .image img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-latte .image img.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-latte .image.is-fullwidth,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-latte .image.is-square img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-latte .image.is-square .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-latte .image.is-1by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-latte .image.is-1by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-latte .image.is-5by4 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-latte .image.is-5by4 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-latte .image.is-4by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-latte .image.is-4by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-latte .image.is-3by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-latte .image.is-3by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-latte .image.is-5by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-latte .image.is-5by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-latte .image.is-16by9 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-latte .image.is-16by9 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-latte .image.is-2by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-latte .image.is-2by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-latte .image.is-3by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-latte 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img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-latte .image.is-3by5 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-latte .image.is-9by16 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-latte .image.is-9by16 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-latte .image.is-1by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-latte .image.is-1by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-latte .image.is-1by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-latte .image.is-1by3 .has-ratio,html.theme--catppuccin-latte 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diff --git a/previews/PR313/assets/themes/catppuccin-macchiato.css b/previews/PR313/assets/themes/catppuccin-macchiato.css
new file mode 100644
index 000000000..6ed16f8eb
--- /dev/null
+++ b/previews/PR313/assets/themes/catppuccin-macchiato.css
@@ -0,0 +1 @@
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.button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:hover,html.theme--catppuccin-macchiato .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:focus,html.theme--catppuccin-macchiato .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:focus:not(:active),html.theme--catppuccin-macchiato .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-macchiato .button.is-black:active,html.theme--catppuccin-macchiato .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:hover,html.theme--catppuccin-macchiato .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus,html.theme--catppuccin-macchiato .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus:not(:active),html.theme--catppuccin-macchiato .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-macchiato .button.is-light:active,html.theme--catppuccin-macchiato .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-light.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-macchiato 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.content kbd.button{background-color:#363a4f;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:hover,html.theme--catppuccin-macchiato .content kbd.button:hover,html.theme--catppuccin-macchiato .button.is-dark.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-hovered{background-color:#313447;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus,html.theme--catppuccin-macchiato .content kbd.button:focus,html.theme--catppuccin-macchiato .button.is-dark.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus:not(:active),html.theme--catppuccin-macchiato .content kbd.button:focus:not(:active),html.theme--catppuccin-macchiato .button.is-dark.is-focused:not(:active),html.theme--catppuccin-macchiato .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(54,58,79,0.25)}html.theme--catppuccin-macchiato .button.is-dark:active,html.theme--catppuccin-macchiato .content kbd.button:active,html.theme--catppuccin-macchiato .button.is-dark.is-active,html.theme--catppuccin-macchiato .content kbd.button.is-active{background-color:#2c2f40;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark[disabled],html.theme--catppuccin-macchiato .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button{background-color:#363a4f;border-color:#363a4f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-dark.is-inverted,html.theme--catppuccin-macchiato .content kbd.button.is-inverted{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted:hover,html.theme--catppuccin-macchiato 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.button.is-dark.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-focused{background-color:#363a4f;border-color:#363a4f;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-macchiato .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-macchiato .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused,html.theme--catppuccin-macchiato .buttons.has-addons .button:active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button:active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-macchiato .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-macchiato .buttons.is-centered{justify-content:center}html.theme--catppuccin-macchiato .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-macchiato 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new file mode 100644
index 000000000..6f27b4c5f
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+++ b/previews/PR313/assets/themes/catppuccin-mocha.css
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kbd.button.is-inverted{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-dark.is-inverted[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined,html.theme--catppuccin-mocha 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.button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar 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diff --git a/previews/PR313/assets/themes/documenter-dark.css b/previews/PR313/assets/themes/documenter-dark.css
new file mode 100644
index 000000000..2892b385e
--- /dev/null
+++ b/previews/PR313/assets/themes/documenter-dark.css
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+  Author: @ericwbailey
+  Maintainer: @ericwbailey
+
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.button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-outlined.is-focused{background-color:#1abc9c;border-color:#1abc9c;color:#fff}html.theme--documenter-dark .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #1abc9c #1abc9c !important}html.theme--documenter-dark .button.is-link.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;box-shadow:none;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1abc9c #1abc9c !important}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-link.is-light{background-color:#edfdf9;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:hover,html.theme--documenter-dark .button.is-link.is-light.is-hovered{background-color:#e2fbf6;border-color:transparent;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:active,html.theme--documenter-dark .button.is-link.is-light.is-active{background-color:#d7f9f3;border-color:transparent;color:#15987e}html.theme--documenter-dark .button.is-info{background-color:#3c5dcd;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info:hover,html.theme--documenter-dark .button.is-info.is-hovered{background-color:#3355c9;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info:focus,html.theme--documenter-dark .button.is-info.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info:focus:not(:active),html.theme--documenter-dark .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(60,93,205,0.25)}html.theme--documenter-dark .button.is-info:active,html.theme--documenter-dark .button.is-info.is-active{background-color:#3151bf;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info{background-color:#3c5dcd;border-color:#3c5dcd;box-shadow:none}html.theme--documenter-dark .button.is-info.is-inverted{background-color:#fff;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-info.is-outlined{background-color:transparent;border-color:#3c5dcd;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-outlined.is-focused{background-color:#3c5dcd;border-color:#3c5dcd;color:#fff}html.theme--documenter-dark .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #3c5dcd #3c5dcd !important}html.theme--documenter-dark .button.is-info.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-outlined{background-color:transparent;border-color:#3c5dcd;box-shadow:none;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #3c5dcd #3c5dcd !important}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-info.is-light{background-color:#eff2fb;color:#3253c3}html.theme--documenter-dark .button.is-info.is-light:hover,html.theme--documenter-dark .button.is-info.is-light.is-hovered{background-color:#e5e9f8;border-color:transparent;color:#3253c3}html.theme--documenter-dark .button.is-info.is-light:active,html.theme--documenter-dark .button.is-info.is-light.is-active{background-color:#dae1f6;border-color:transparent;color:#3253c3}html.theme--documenter-dark .button.is-success{background-color:#259a12;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:hover,html.theme--documenter-dark .button.is-success.is-hovered{background-color:#228f11;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:focus,html.theme--documenter-dark .button.is-success.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:focus:not(:active),html.theme--documenter-dark .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(37,154,18,0.25)}html.theme--documenter-dark .button.is-success:active,html.theme--documenter-dark .button.is-success.is-active{background-color:#20830f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success{background-color:#259a12;border-color:#259a12;box-shadow:none}html.theme--documenter-dark .button.is-success.is-inverted{background-color:#fff;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;color:#259a12}html.theme--documenter-dark .button.is-success.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-outlined.is-focused{background-color:#259a12;border-color:#259a12;color:#fff}html.theme--documenter-dark .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-success.is-light{background-color:#effded;color:#2ec016}html.theme--documenter-dark .button.is-success.is-light:hover,html.theme--documenter-dark .button.is-success.is-light.is-hovered{background-color:#e5fce1;border-color:transparent;color:#2ec016}html.theme--documenter-dark .button.is-success.is-light:active,html.theme--documenter-dark .button.is-success.is-light.is-active{background-color:#dbfad6;border-color:transparent;color:#2ec016}html.theme--documenter-dark .button.is-warning{background-color:#f4c72f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning:hover,html.theme--documenter-dark .button.is-warning.is-hovered{background-color:#f3c423;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning:focus,html.theme--documenter-dark .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning:focus:not(:active),html.theme--documenter-dark .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(244,199,47,0.25)}html.theme--documenter-dark .button.is-warning:active,html.theme--documenter-dark .button.is-warning.is-active{background-color:#f3c017;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning{background-color:#f4c72f;border-color:#f4c72f;box-shadow:none}html.theme--documenter-dark .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#f4c72f;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-outlined.is-focused{background-color:#f4c72f;border-color:#f4c72f;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#f4c72f;box-shadow:none;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fefaec;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fdf7e0;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fdf3d3;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#c13930;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(203,60,51,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#b7362e;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:#cb3c33;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-outlined.is-focused{background-color:#cb3c33;border-color:#cb3c33;color:#fff}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #cb3c33 #cb3c33 !important}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;box-shadow:none;color:#cb3c33}html.theme--documenter-dark 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark 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.button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark 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h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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new file mode 100644
index 000000000..a435b3b63
--- /dev/null
+++ b/previews/PR313/assets/themes/documenter-light.css
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span.sgr42{background-color:#066f00}.ansi span.sgr43{background-color:#856b00}.ansi span.sgr44{background-color:#2149b0}.ansi span.sgr45{background-color:#7d4498}.ansi span.sgr46{background-color:#007989}.ansi span.sgr47{background-color:gray}.ansi span.sgr90{color:#616161}.ansi span.sgr91{color:#cb3c33}.ansi span.sgr92{color:#0e8300}.ansi span.sgr93{color:#a98800}.ansi span.sgr94{color:#3c5dcd}.ansi span.sgr95{color:#9256af}.ansi span.sgr96{color:#008fa3}.ansi span.sgr97{color:#f5f5f5}.ansi span.sgr100{background-color:#616161}.ansi span.sgr101{background-color:#cb3c33}.ansi span.sgr102{background-color:#0e8300}.ansi span.sgr103{background-color:#a98800}.ansi span.sgr104{background-color:#3c5dcd}.ansi span.sgr105{background-color:#9256af}.ansi span.sgr106{background-color:#008fa3}.ansi span.sgr107{background-color:#f5f5f5}code.language-julia-repl>span.hljs-meta{color:#066f00;font-weight:bolder}/*!
+  Theme: Default
+  Description: Original highlight.js style
+  Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
+  Maintainer: @highlightjs/core-team
+  Website: https://highlightjs.org/
+  License: see project LICENSE
+  Touched: 2021
+*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem}
diff --git a/previews/PR313/assets/themeswap.js b/previews/PR313/assets/themeswap.js
new file mode 100644
index 000000000..9f5eebe6a
--- /dev/null
+++ b/previews/PR313/assets/themeswap.js
@@ -0,0 +1,84 @@
+// Small function to quickly swap out themes. Gets put into the <head> tag..
+function set_theme_from_local_storage() {
+  // Initialize the theme to null, which means default
+  var theme = null;
+  // If the browser supports the localstorage and is not disabled then try to get the
+  // documenter theme
+  if (window.localStorage != null) {
+    // Get the user-picked theme from localStorage. May be `null`, which means the default
+    // theme.
+    theme = window.localStorage.getItem("documenter-theme");
+  }
+  // Check if the users preference is for dark color scheme
+  var darkPreference =
+    window.matchMedia("(prefers-color-scheme: dark)").matches === true;
+  // Initialize a few variables for the loop:
+  //
+  //  - active: will contain the index of the theme that should be active. Note that there
+  //    is no guarantee that localStorage contains sane values. If `active` stays `null`
+  //    we either could not find the theme or it is the default (primary) theme anyway.
+  //    Either way, we then need to stick to the primary theme.
+  //
+  //  - disabled: style sheets that should be disabled (i.e. all the theme style sheets
+  //    that are not the currently active theme)
+  var active = null;
+  var disabled = [];
+  var primaryLightTheme = null;
+  var primaryDarkTheme = null;
+  for (var i = 0; i < document.styleSheets.length; i++) {
+    var ss = document.styleSheets[i];
+    // The <link> tag of each style sheet is expected to have a data-theme-name attribute
+    // which must contain the name of the theme. The names in localStorage much match this.
+    var themename = ss.ownerNode.getAttribute("data-theme-name");
+    // attribute not set => non-theme stylesheet => ignore
+    if (themename === null) continue;
+    // To distinguish the default (primary) theme, it needs to have the data-theme-primary
+    // attribute set.
+    if (ss.ownerNode.getAttribute("data-theme-primary") !== null) {
+      primaryLightTheme = themename;
+    }
+    // Check if the theme is primary dark theme so that we could store its name in darkTheme
+    if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) {
+      primaryDarkTheme = themename;
+    }
+    // If we find a matching theme (and it's not the default), we'll set active to non-null
+    if (themename === theme) active = i;
+    // Store the style sheets of inactive themes so that we could disable them
+    if (themename !== theme) disabled.push(ss);
+  }
+  var activeTheme = null;
+  if (active !== null) {
+    // If we did find an active theme, we'll (1) add the theme--$(theme) class to <html>
+    document.getElementsByTagName("html")[0].className = "theme--" + theme;
+    activeTheme = theme;
+  } else {
+    // If we did _not_ find an active theme, then we need to fall back to the primary theme
+    // which can either be dark or light, depending on the user's OS preference.
+    var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme;
+    // In case it somehow happens that the relevant primary theme was not found in the
+    // preceding loop, we abort without doing anything.
+    if (activeTheme === null) {
+      console.error("Unable to determine primary theme.");
+      return;
+    }
+    // When switching to the primary light theme, then we must not have a class name
+    // for the <html> tag. That's only for non-primary or the primary dark theme.
+    if (darkPreference) {
+      document.getElementsByTagName("html")[0].className =
+        "theme--" + activeTheme;
+    } else {
+      document.getElementsByTagName("html")[0].className = "";
+    }
+  }
+  for (var i = 0; i < document.styleSheets.length; i++) {
+    var ss = document.styleSheets[i];
+    // The <link> tag of each style sheet is expected to have a data-theme-name attribute
+    // which must contain the name of the theme. The names in localStorage much match this.
+    var themename = ss.ownerNode.getAttribute("data-theme-name");
+    // attribute not set => non-theme stylesheet => ignore
+    if (themename === null) continue;
+    // we'll disable all the stylesheets, except for the active one
+    ss.disabled = !(themename == activeTheme);
+  }
+}
+set_theme_from_local_storage();
diff --git a/previews/PR313/assets/warner.js b/previews/PR313/assets/warner.js
new file mode 100644
index 000000000..3f6f5d008
--- /dev/null
+++ b/previews/PR313/assets/warner.js
@@ -0,0 +1,52 @@
+function maybeAddWarning() {
+  // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE
+  // in siteinfo.js.
+  // If either of these are undefined something went horribly wrong, so we abort.
+  if (
+    window.DOCUMENTER_NEWEST === undefined ||
+    window.DOCUMENTER_CURRENT_VERSION === undefined ||
+    window.DOCUMENTER_STABLE === undefined
+  ) {
+    return;
+  }
+
+  // Current version is not a version number, so we can't tell if it's the newest version. Abort.
+  if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) {
+    return;
+  }
+
+  // Current version is newest version, so no need to add a warning.
+  if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) {
+    return;
+  }
+
+  // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs.
+  if (document.body.querySelector('meta[name="robots"]') === null) {
+    const meta = document.createElement("meta");
+    meta.name = "robots";
+    meta.content = "noindex";
+
+    document.getElementsByTagName("head")[0].appendChild(meta);
+  }
+
+  const div = document.createElement("div");
+  div.classList.add("outdated-warning-overlay");
+  const closer = document.createElement("button");
+  closer.classList.add("outdated-warning-closer", "delete");
+  closer.addEventListener("click", function () {
+    document.body.removeChild(div);
+  });
+  const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE;
+  div.innerHTML =
+    'This documentation is not for the latest stable release, but for either the development version or an older release.<br><a href="' +
+    href +
+    '">Click here to go to the documentation for the latest stable release.</a>';
+  div.appendChild(closer);
+  document.body.appendChild(div);
+}
+
+if (document.readyState === "loading") {
+  document.addEventListener("DOMContentLoaded", maybeAddWarning);
+} else {
+  maybeAddWarning();
+}
diff --git a/previews/PR313/examples/01_LSWT_CoRh2O4-07f496e9.png b/previews/PR313/examples/01_LSWT_CoRh2O4-07f496e9.png
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diff --git a/previews/PR313/examples/01_LSWT_CoRh2O4-6b5c15ce.png b/previews/PR313/examples/01_LSWT_CoRh2O4-6b5c15ce.png
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diff --git a/previews/PR313/examples/01_LSWT_CoRh2O4-c2443342.png b/previews/PR313/examples/01_LSWT_CoRh2O4-c2443342.png
new file mode 100644
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>1. Spin wave simulations of CoRh₂O₄ · Sunny documentation</title><meta name="title" content="1. Spin wave simulations of CoRh₂O₄ · Sunny documentation"/><meta property="og:title" content="1. Spin wave simulations of CoRh₂O₄ · Sunny documentation"/><meta property="twitter:title" content="1. Spin wave simulations of CoRh₂O₄ · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../index.html"><img class="docs-light-only" src="../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li class="is-active"><a class="tocitem" href="01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../library.html">Library API</a></li><li><a class="tocitem" href="../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li class="is-active"><a href="01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/01_LSWT_CoRh2O4.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/01_LSWT_CoRh2O4.jl">Julia file</a> or <a href="../assets/notebooks/01_LSWT_CoRh2O4.ipynb">Jupyter notebook</a>.</p><h1 id="1.-Spin-wave-simulations-of-CoRhO"><a class="docs-heading-anchor" href="#1.-Spin-wave-simulations-of-CoRhO">1. Spin wave simulations of CoRh₂O₄</a><a id="1.-Spin-wave-simulations-of-CoRhO-1"></a><a class="docs-heading-anchor-permalink" href="#1.-Spin-wave-simulations-of-CoRhO" title="Permalink"></a></h1><p>This tutorial introduces Sunny through its features for performing conventional spin wave theory calculations. We consider the crystal CoRh₂O₄ and reproduce the calculations of <a href="https://doi.org/10.1103/PhysRevB.96.064413">Ge et al., Phys. Rev. B 96, 064413</a>.</p><h3 id="Get-Julia-and-Sunny"><a class="docs-heading-anchor" href="#Get-Julia-and-Sunny">Get Julia and Sunny</a><a id="Get-Julia-and-Sunny-1"></a><a class="docs-heading-anchor-permalink" href="#Get-Julia-and-Sunny" title="Permalink"></a></h3><p>Sunny is implemented in Julia, which allows for interactive development (like Python or Matlab) while also providing high numerical efficiency (like C++ or Fortran). New Julia users should begin with our <strong><a href="https://github.com/SunnySuite/Sunny.jl/wiki/Getting-started-with-Julia">Getting Started</a></strong> guide. Sunny requires Julia 1.10 or later.</p><p>From the Julia prompt, load Sunny and also <a href="https://docs.makie.org/">GLMakie</a> for graphics.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>If these packages are not yet installed, Julia will offer to install them. If executing this tutorial gives an error, you may need to update Sunny and GLMakie from the <a href="https://github.com/SunnySuite/Sunny.jl/wiki/Getting-started-with-Julia#the-built-in-julia-package-manager">built-in package manager</a>.</p><h3 id="Units"><a class="docs-heading-anchor" href="#Units">Units</a><a id="Units-1"></a><a class="docs-heading-anchor-permalink" href="#Units" title="Permalink"></a></h3><p>The <a href="../library.html#Sunny.Units"><code>Units</code></a> object selects reference energy and length scales, and uses these to provide physical constants. For example, <code>units.K</code> returns one kelvin as 0.086 meV, where the Boltzmann constant is implicit.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom);</code></pre><h3 id="Crystal-cell"><a class="docs-heading-anchor" href="#Crystal-cell">Crystal cell</a><a id="Crystal-cell-1"></a><a class="docs-heading-anchor-permalink" href="#Crystal-cell" title="Permalink"></a></h3><p>A crystallographic cell may be loaded from a <code>.cif</code> file, or specified from atom positions and types.</p><p>Start by defining the shape of the conventional chemical cell. CoRh₂O₄ has cubic spacegroup 227 (Fd-3m). Its lattice constants are 8.5 Å, and the cell angles are 90°. With this information, <a href="../library.html#Sunny.lattice_vectors-NTuple{6, Any}"><code>lattice_vectors</code></a> constructs a 3×3 matrix <code>latvecs</code>. Columns of <code>latvecs</code> define the lattice vectors <span>$(𝐚_1, 𝐚_2, 𝐚_3)$</span> in the global Cartesian coordinate system. Conversely, columns of <code>inv(latvecs)</code> define the global Cartesian axes <span>$(\hat{x}, \hat{y}, \hat{z})$</span> in components of the lattice vectors.</p><pre><code class="language-julia hljs">a = 8.5031 # (Å)
+latvecs = lattice_vectors(a, a, a, 90, 90, 90)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3×3 StaticArraysCore.SMatrix{3, 3, Float64, 9} with indices SOneTo(3)×SOneTo(3):
+ 8.5031  0.0     0.0
+ 0.0     8.5031  0.0
+ 0.0     0.0     8.5031</code></pre><p>Construct the <a href="../library.html#Sunny.Crystal"><code>Crystal</code></a> cell from the spacegroup number 227 and one representative atom of each occupied Wyckoff. In the standard setting of spacegroup 227, position <code>[0, 0, 0]</code> belongs to Wyckoff 8a, which is the diamond cubic crystal.</p><pre><code class="language-julia hljs">positions = [[0, 0, 0]]
+cryst = Crystal(latvecs, positions, 227; types=[&quot;Co&quot;], setting=&quot;1&quot;)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;F d -3 m&#39; (227)
+Lattice params a=8.503, b=8.503, c=8.503, α=90°, β=90°, γ=90°
+Cell volume 614.8
+Type &#39;Co&#39;, Wyckoff 8a (point group &#39;-43m&#39;):
+   1. [0, 0, 0]
+   2. [1/2, 1/2, 0]
+   3. [1/4, 1/4, 1/4]
+   4. [3/4, 3/4, 1/4]
+   5. [1/2, 0, 1/2]
+   6. [0, 1/2, 1/2]
+   7. [3/4, 1/4, 3/4]
+   8. [1/4, 3/4, 3/4]
+</code></pre><p><a href="../library.html#Sunny.view_crystal"><code>view_crystal</code></a> launches an interface for interactive inspection and symmetry analysis.</p><pre><code class="language-julia hljs">view_crystal(cryst)</code></pre><img src="01_LSWT_CoRh2O4-6b5c15ce.png" alt="Example block output"/><h3 id="Spin-system"><a class="docs-heading-anchor" href="#Spin-system">Spin system</a><a id="Spin-system-1"></a><a class="docs-heading-anchor-permalink" href="#Spin-system" title="Permalink"></a></h3><p>A <a href="../library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> will define the spin model. Each cobalt atom carries quantum spin <span>$s = 3/2$</span>, with a <span>$g$</span>-factor of 2. Specify this <a href="../library.html#Sunny.Moment"><code>Moment</code></a> data for cobalt atom 1. By symmetry, the same moment data also applies to cobalt atoms 2, 3, ... 7. The option <code>:dipole</code> indicates a traditional model type, for which quantum spin is modeled as a dipole expectation value.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=3/2, g=2)], :dipole)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">System [Dipole mode]</span></span>
+Supercell (1×1×1)×8
+Energy per site 0
+</code></pre><p>Ge et al. demonstrated that inelastic neutron scattering data for CoRh₂O₄ is well modeled by antiferromagnetic nearest neighbor exchange, <code>J = 0.63</code> meV. Call <a href="../library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a> with the bond that connects atom 1 to atom 3, and has zero displacement between chemical cells. Consistent with the symmetries of spacegroup 227, this interaction will be propagated to all other nearest-neighbor bonds. Calling <a href="../library.html#Sunny.view_crystal"><code>view_crystal</code></a> with <code>sys</code> now shows the antiferromagnetic Heisenberg interactions as blue polkadot spheres.</p><pre><code class="language-julia hljs">J = +0.63 # (meV)
+set_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))
+view_crystal(sys)</code></pre><img src="01_LSWT_CoRh2O4-f235b95e.png" alt="Example block output"/><h3 id="Optimizing-spins"><a class="docs-heading-anchor" href="#Optimizing-spins">Optimizing spins</a><a id="Optimizing-spins-1"></a><a class="docs-heading-anchor-permalink" href="#Optimizing-spins" title="Permalink"></a></h3><p>To search for the ground state, call <a href="../library.html#Sunny.randomize_spins!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>randomize_spins!</code></a> and <a href="../library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>minimize_energy!</code></a> in sequence. For this problem, optimization converges rapidly to the expected Néel order. See this with <a href="../library.html#Sunny.plot_spins"><code>plot_spins</code></a>, where spins are colored according to their global <span>$z$</span>-component.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; color=[S[3] for S in sys.dipoles])</code></pre><img src="01_LSWT_CoRh2O4-c2443342.png" alt="Example block output"/><p>The diamond lattice is bipartite, allowing each spin to perfectly anti-align with its 4 nearest-neighbors. Each of these 4 bonds contribute <span>$-J s^2$</span> to the total energy. Two sites participate in each bond, so the energy per site is <span>$-2 J s^2$</span>. Check this by calling <a href="../library.html#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N"><code>energy_per_site</code></a>.</p><pre><code class="language-julia hljs">@assert energy_per_site(sys) ≈ -2J*(3/2)^2</code></pre><h3 id="Reshaping-the-magnetic-cell"><a class="docs-heading-anchor" href="#Reshaping-the-magnetic-cell">Reshaping the magnetic cell</a><a id="Reshaping-the-magnetic-cell-1"></a><a class="docs-heading-anchor-permalink" href="#Reshaping-the-magnetic-cell" title="Permalink"></a></h3><p>The most compact magnetic cell for this Néel order is a primitive unit cell. Reduce the magnetic cell size using <a href="../library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>, where columns of the <code>shape</code> matrix are primitive lattice vectors as multiples of the conventional cubic lattice vectors <span>$(𝐚_1, 𝐚_2, 𝐚_3)$</span>. One could alternatively use <code>shape = cryst.latvecs \ cryst.prim_latvecs</code>. Verify that the energy per site is unchanged after the reshaping the supercell.</p><pre><code class="language-julia hljs">shape = [0 1 1;
+         1 0 1;
+         1 1 0] / 2
+sys_prim = reshape_supercell(sys, shape)
+@assert energy_per_site(sys_prim) ≈ -2J*(3/2)^2</code></pre><p>Plotting <code>sys_prim</code> shows the two spins within the primitive cell, as well as the larger conventional cubic cell for context.</p><pre><code class="language-julia hljs">plot_spins(sys_prim; color=[S[3] for S in sys_prim.dipoles])</code></pre><img src="01_LSWT_CoRh2O4-9ccedd5a.png" alt="Example block output"/><h3 id="Spin-wave-theory"><a class="docs-heading-anchor" href="#Spin-wave-theory">Spin wave theory</a><a id="Spin-wave-theory-1"></a><a class="docs-heading-anchor-permalink" href="#Spin-wave-theory" title="Permalink"></a></h3><p>With this primitive cell, we will perform a <a href="../library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> calculation of the structure factor <span>$\mathcal{S}(𝐪,ω)$</span>. The measurement <a href="../library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a> indicates projection of the spin structure factor <span>$\mathcal{S}(𝐪,ω)$</span> perpendicular to the direction of momentum transfer, as appropriate for unpolarized neutron scattering. The isotropic <a href="../library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> for Co²⁺ dampens intensities at large <span>$𝐪$</span>.</p><pre><code class="language-julia hljs">formfactors = [1 =&gt; FormFactor(&quot;Co2&quot;)]
+measure = ssf_perp(sys_prim; formfactors)
+swt = SpinWaveTheory(sys_prim; measure)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">SpinWaveTheory [Dipole mode]</span></span>
+  2 atoms
+</code></pre><p>Select <a href="../library.html#Sunny.lorentzian-Tuple{}"><code>lorentzian</code></a> broadening with a full-width at half-maximum (FWHM) of 0.8 meV.</p><pre><code class="language-julia hljs">kernel = lorentzian(fwhm=0.8)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Broadening</code></pre><p>Define a <a href="../library.html#Sunny.q_space_path-Tuple{Crystal, Any, Any}"><code>q_space_path</code></a> that connects high-symmetry points in reciprocal space. The <span>$𝐪$</span>-points are given in reciprocal lattice units (RLU) for the <em>original</em> cubic cell. For example, <code>[1/2, 1/2, 0]</code> denotes the sum of the first two reciprocal lattice vectors, <span>$𝐛_1/2 + 𝐛_2/2$</span>. A total of 500 <span>$𝐪$</span>-points will be sampled along the path.</p><pre><code class="language-julia hljs">qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]
+path = q_space_path(cryst, qs, 500)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">QPath (500 samples)</span></span>
+  [0, 0, 0] → [1/2, 0, 0] → [1/2, 1/2, 0] → [0, 0, 0]
+</code></pre><p>Calculate single-crystal scattering <a href="../library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> along this path, for energies between 0 and 6 meV. Use <a href="../library.html#Sunny.plot_intensities"><code>plot_intensities</code></a> to visualize the result.</p><pre><code class="language-julia hljs">energies = range(0, 6, 300)
+res = intensities(swt, path; energies, kernel)
+plot_intensities(res; units, title=&quot;CoRh₂O₄ LSWT&quot;)</code></pre><img src="01_LSWT_CoRh2O4-07f496e9.png" alt="Example block output"/><p>Sometimes experimental data is only available as a powder average, i.e., as an average over all possible crystal orientations. Use <a href="../library.html#Sunny.powder_average-Tuple{Any, Any, Any, Int64}"><code>powder_average</code></a> to simulate these intensities. Each <span>$𝐪$</span>-magnitude defines a spherical shell in reciprocal space. Consider 200 radii from 0 to 3 inverse angstroms, and collect <code>2000</code> random samples per spherical shell. As configured, this calculation completes in about two seconds. Had we used the conventional cubic cell, the calculation would be an order of magnitude slower.</p><pre><code class="language-julia hljs">radii = range(0, 3, 200) # (1/Å)
+res = powder_average(cryst, radii, 2000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, saturation=1.0, title=&quot;CoRh₂O₄ Powder Average&quot;)</code></pre><img src="01_LSWT_CoRh2O4-fea27346.png" alt="Example block output"/><p>This result can be compared to experimental neutron scattering data from Fig. 5 of <a href="https://doi.org/10.1103/PhysRevB.96.064413">Ge et al.</a></p><img width="95%" src="https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/CoRh2O4_intensity.jpg"><h3 id="What&#39;s-next?"><a class="docs-heading-anchor" href="#What&#39;s-next?">What&#39;s next?</a><a id="What&#39;s-next?-1"></a><a class="docs-heading-anchor-permalink" href="#What&#39;s-next?" title="Permalink"></a></h3><ul><li>For more spin wave calculations of this type, browse the <a href="spinw/SW01_FM_Heseinberg_chain.html#SW01-FM-Heisenberg-chain">SpinW tutorials ported to Sunny</a>.</li><li>Spin wave theory neglects thermal fluctuations of the magnetic order. The <a href="02_LLD_CoRh2O4.html#2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*">next CoRh₂O₄ tutorial</a> demonstrates how to sample spins in thermal equilibrium, and measure dynamical correlations from the classical spin dynamics.</li><li>Sunny also offers features that go beyond the dipole approximation of a quantum spin via the theory of SU(<em>N</em>) coherent states. This can be especially useful for systems with strong single-ion anisotropy, as demonstrated in the <a href="03_LSWT_SU3_FeI2.html#3.-Multi-flavor-spin-wave-simulations-of-FeI">FeI₂ tutorial</a>.</li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../index.html">« Overview</a><a class="docs-footer-nextpage" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em> »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T · Sunny documentation</title><meta name="title" content="2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T · Sunny documentation"/><meta property="og:title" content="2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T · Sunny documentation"/><meta property="twitter:title" content="2. 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Spin wave simulations of CoRh₂O₄</a></li><li class="is-active"><a class="tocitem" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../library.html">Library API</a></li><li><a class="tocitem" href="../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li class="is-active"><a href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/02_LLD_CoRh2O4.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/02_LLD_CoRh2O4.jl">Julia file</a> or <a href="../assets/notebooks/02_LLD_CoRh2O4.ipynb">Jupyter notebook</a>.</p><h1 id="2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*"><a class="docs-heading-anchor" href="#2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a><a id="2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*-1"></a><a class="docs-heading-anchor-permalink" href="#2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*" title="Permalink"></a></h1><p>In the <a href="01_LSWT_CoRh2O4.html#1.-Spin-wave-simulations-of-CoRhO">previous tutorial</a>, we used spin wave theory to calculate the dynamical spin structure factor of CoRh₂O₄. Here, we perform a similar calculation using equilibrium samples from the Boltzmann distribution at finite <span>$T$</span>. For each sampled spin configuration, we will simulate the classical Landau-Lifshitz spin dynamics and extract dynamical spin-spin correlations. After applying a classical-to-quantum correction factor, the resulting intensities can be compared to inelastic neutron scattering data.</p><p>Construct the system as in the <a href="01_LSWT_CoRh2O4.html#1.-Spin-wave-simulations-of-CoRhO">previous tutorial</a>. For this antiferromagnetic model on the diamond cubic lattice, the ground state is unfrustrated Néel order.</p><pre><code class="language-julia hljs">using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = 8.5031 # (Å)
+latvecs = lattice_vectors(a, a, a, 90, 90, 90)
+cryst = Crystal(latvecs, [[0,0,0]], 227, setting=&quot;1&quot;)
+
+sys = System(cryst, [1 =&gt; Moment(s=3/2, g=2)], :dipole)
+J = 0.63 # (meV)
+set_exchange!(sys, J, Bond(1, 3, [0,0,0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; color=[S[3] for S in sys.dipoles])</code></pre><img src="02_LLD_CoRh2O4-9343ea9d.png" alt="Example block output"/><p>Use <a href="../library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically</code></a> to extend the system to 10×10×10 chemical unit cells. The ground state Néel order is retained. Increasing the system size further would reduce finite-size artifacts and increase momentum-space resolution, but would also make the simulations slower.</p><pre><code class="language-julia hljs">sys = repeat_periodically(sys, (10, 10, 10))
+plot_spins(sys; color=[S[3] for S in sys.dipoles])</code></pre><img src="02_LLD_CoRh2O4-ff65fba0.png" alt="Example block output"/><h3 id="Langevin-dynamics-for-sampling"><a class="docs-heading-anchor" href="#Langevin-dynamics-for-sampling">Langevin dynamics for sampling</a><a id="Langevin-dynamics-for-sampling-1"></a><a class="docs-heading-anchor-permalink" href="#Langevin-dynamics-for-sampling" title="Permalink"></a></h3><p>We will be using a <a href="../library.html#Sunny.Langevin"><code>Langevin</code></a> spin dynamics to thermalize the system. This dynamics is a variant of the Landau-Lifshitz equation that incorporates noise and dissipation terms, which are linked by a fluctuation-dissipation theorem. The temperature 6 K ≈ 1.38 meV is slightly above ordering for this model. The dimensionless <code>damping</code> magnitude sets a timescale for coupling to the implicit thermal bath; 0.2 is usually a good choice.</p><pre><code class="language-julia hljs">langevin = Langevin(; damping=0.2, kT=16*units.K)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Langevin(&lt;missing&gt;; damping=0.2, kT=1.3787733219432283)
+</code></pre><p>Use <a href="../library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>suggest_timestep</code></a> to select an integration timestep. A dimensionless error tolerance of <code>1e-2</code> is usually a good choice. The suggested timestep will vary according to the magnetic configuration. It is reasonable to start from an energy-minimized configuration.</p><pre><code class="language-julia hljs">suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.025;</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.02528 for this spin configuration at tol = 0.01.</code></pre><p>Now run a Langevin trajectory to sample spin configurations. Keep track of the energy per site at each time step.</p><pre><code class="language-julia hljs">energies = [energy_per_site(sys)]
+for _ in 1:1000
+    step!(sys, langevin)
+    push!(energies, energy_per_site(sys))
+end</code></pre><p>From the relaxed spin configuration, we can learn that <code>dt</code> was a little smaller than necessary; increasing it will make the remaining simulations faster.</p><pre><code class="language-julia hljs">suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.042;</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.042 for this spin configuration at tol = 0.01. Current value is dt = 0.025.</code></pre><p>Plot energy versus time using the <a href="https://docs.makie.org/stable/reference/plots/lines">Makie <code>lines</code> function</a>. The plateau suggests that the system has reached thermal equilibrium.</p><pre><code class="language-julia hljs">lines(energies, color=:blue, figure=(size=(600,300),), axis=(xlabel=&quot;Timesteps&quot;, ylabel=&quot;Energy (meV)&quot;))</code></pre><img src="02_LLD_CoRh2O4-dd41e39e.png" alt="Example block output"/><p>Plot the spins colored by their alignment with a reference spin at the origin. The field <code>sys.dipoles</code> is a 4D array storing the spin dipole data. The first three indices of label the chemical cell, while the fourth index labels an atom within the cell. Note that Julia arrays use 1-based indexing. Thermal fluctuations are apparent in the plot.</p><pre><code class="language-julia hljs">S0 = sys.dipoles[1,1,1,1]
+plot_spins(sys; color=[S&#39;*S0 for S in sys.dipoles])</code></pre><img src="02_LLD_CoRh2O4-e7871ff4.png" alt="Example block output"/><h3 id="Static-structure-factor"><a class="docs-heading-anchor" href="#Static-structure-factor">Static structure factor</a><a id="Static-structure-factor-1"></a><a class="docs-heading-anchor-permalink" href="#Static-structure-factor" title="Permalink"></a></h3><p>Use <a href="../library.html#Sunny.SampledCorrelationsStatic"><code>SampledCorrelationsStatic</code></a> to estimate spatial correlations for configurations in classical thermal equilibrium. Each call to <a href="../library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a> will accumulate data for the current spin snapshot.</p><pre><code class="language-julia hljs">formfactors = [1 =&gt; FormFactor(&quot;Co2&quot;)]
+measure = ssf_perp(sys; formfactors)
+sc = SampledCorrelationsStatic(sys; measure)
+add_sample!(sc, sys)    # Accumulate the newly sampled structure factor into `sf`</code></pre><p>Collect 20 additional samples. Perform 100 Langevin time-steps between measurements to approximately decorrelate the sample in thermal equilibrium.</p><pre><code class="language-julia hljs">for _ in 1:20
+    for _ in 1:100
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end</code></pre><p>Use <a href="../library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>q_space_grid</code></a> to define a slice of momentum space <span>$[H, K, 0]$</span>, where <span>$H$</span> and <span>$K$</span> each range from -10 to 10 in RLU. This command produces a 200×200 grid of sample points.</p><pre><code class="language-julia hljs">grid = q_space_grid(cryst, [1, 0, 0], range(-10, 10, 200), [0, 1, 0], (-10, 10))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Sunny.QGrid{2} (200×200 samples)</code></pre><p>Calculate and plot the instantaneous structure factor on the slice by integrating over all energy values ω. We employ the appropriate <a href="../library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> for Co2⁺. Selecting <code>saturation = 1.0</code> sets the color saturation point to the maximum intensity value. This is reasonable because we are above the ordering temperature, and do not have sharp Bragg peaks.</p><pre><code class="language-julia hljs">res = intensities_static(sc, grid)
+plot_intensities(res; saturation=1.0, title=&quot;Static Intensities at T = 16 K&quot;)</code></pre><img src="02_LLD_CoRh2O4-dee93c06.png" alt="Example block output"/><h3 id="Dynamical-structure-factor"><a class="docs-heading-anchor" href="#Dynamical-structure-factor">Dynamical structure factor</a><a id="Dynamical-structure-factor-1"></a><a class="docs-heading-anchor-permalink" href="#Dynamical-structure-factor" title="Permalink"></a></h3><p>To collect statistics for the <em>dynamical</em> structure factor intensities <span>$\mathcal{S}(𝐪,ω)$</span> at finite temperature, use <a href="../library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>. It requires a range of <code>energies</code> to resolve, which will be associated with frequencies of the classical spin dynamics. The integration timestep <code>dt</code> can be somewhat larger than that used by the Langevin dynamics.</p><pre><code class="language-julia hljs">dt = 2*langevin.dt
+energies = range(0, 6, 50)
+sc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">SampledCorrelations</span></span> (612.180 MiB)
+[<span class="sgr1">S(q,ω)</span> | nω = 50, Δω = 0.1224 | 0 sample]
+Supercell (10×10×10)×8
+</code></pre><p>Like before, use Langevin dynamics to sample spin configurations from thermal equilibrium. Now, however, each call to <a href="../library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a> will run a classical spin dynamics trajectory and measure dynamical correlations. To make the tutorial run quickly, we average over just 5 trajectories. To make a publication quality figure, this number should be significantly increased for better statistics.</p><pre><code class="language-julia hljs">for _ in 1:5
+    for _ in 1:100
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end</code></pre><p>Select points that define a piecewise-linear path through reciprocal space, and a sampling density.</p><pre><code class="language-julia hljs">qs = [[3/4, 3/4,   0],
+      [  0,   0,   0],
+      [  0, 1/2, 1/2],
+      [1/2,   1,   0],
+      [  0,   1,   0],
+      [1/4,   1, 1/4],
+      [  0,   1,   0],
+      [  0,  -4,   0]]
+path = q_space_path(cryst, qs, 500)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">QPath (500 samples)</span></span>
+  [3/4, 3/4, 0] → [0, 0, 0] → [0, 1/2, 1/2] → [1/2, 1, 0] → [0, 1, 0] → [1/4, 1, 1/4] → [0, 1, 0] → [0, -4, 0]
+</code></pre><p>Calculate and plot the intensities along this path.</p><pre><code class="language-julia hljs">res = intensities(sc, path; energies, langevin.kT)
+plot_intensities(res; units, title=&quot;Intensities at 16 K&quot;)</code></pre><img src="02_LLD_CoRh2O4-c08c62da.png" alt="Example block output"/><h3 id="Powder-averaged-intensity"><a class="docs-heading-anchor" href="#Powder-averaged-intensity">Powder averaged intensity</a><a id="Powder-averaged-intensity-1"></a><a class="docs-heading-anchor-permalink" href="#Powder-averaged-intensity" title="Permalink"></a></h3><p>Define spherical shells in reciprocal space via their radii, in absolute units of 1/Å. For each shell, calculate and average the intensities at 350 <span>$𝐪$</span>-points</p><pre><code class="language-julia hljs">radii = range(0, 3.5, 200) # (1/Å)
+res = powder_average(cryst, radii, 350) do qs
+    intensities(sc, qs; energies, langevin.kT)
+end
+plot_intensities(res; units, title=&quot;Powder Average at 16 K&quot;)</code></pre><img src="02_LLD_CoRh2O4-182bf050.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="01_LSWT_CoRh2O4.html">« 1. Spin wave simulations of CoRh₂O₄</a><a class="docs-footer-nextpage" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂ »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/03_LSWT_SU3_FeI2-6d3aae18.png b/previews/PR313/examples/03_LSWT_SU3_FeI2-6d3aae18.png
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diff --git a/previews/PR313/examples/03_LSWT_SU3_FeI2-d3f7d87e.png b/previews/PR313/examples/03_LSWT_SU3_FeI2-d3f7d87e.png
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Multi-flavor spin wave simulations of FeI₂</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/03_LSWT_SU3_FeI2.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/03_LSWT_SU3_FeI2.jl">Julia file</a> or <a href="../assets/notebooks/03_LSWT_SU3_FeI2.ipynb">Jupyter notebook</a>.</p><h1 id="3.-Multi-flavor-spin-wave-simulations-of-FeI"><a class="docs-heading-anchor" href="#3.-Multi-flavor-spin-wave-simulations-of-FeI">3. Multi-flavor spin wave simulations of FeI₂</a><a id="3.-Multi-flavor-spin-wave-simulations-of-FeI-1"></a><a class="docs-heading-anchor-permalink" href="#3.-Multi-flavor-spin-wave-simulations-of-FeI" title="Permalink"></a></h1><p>This tutorial illustrates various advanced features such as symmetry analysis, energy minimization, and spin wave theory with multi-flavor bosons.</p><p>Our context will be FeI₂, an effective spin-1 material with strong single-ion anisotropy. Quadrupolar fluctuations give rise to a single-ion bound state that is observable in neutron scattering, and cannot be described by a dipole-only model. We will use the linear spin wave theory of SU(3) coherent states (i.e. 2-flavor bosons) to model the magnetic spectrum of FeI₂. The original study was performed in <a href="https://doi.org/10.1038/s41567-020-01110-1">Bai et al., Nature Physics 17, 467–472 (2021)</a>.</p><img src="https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/FeI2_crystal.jpg" style="float: left;" width="400"><p>The Fe atoms are arranged in stacked triangular layers. The effective spin Hamiltonian takes the form,</p><p class="math-container">\[\mathcal{H}=\sum_{(i,j)} 𝐒_i ⋅ J_{ij} 𝐒_j - D\sum_i \left(S_i^z\right)^2,\]</p><p>where the exchange matrices <span>$J_{ij}$</span> between bonded sites <span>$(i,j)$</span> include competing ferromagnetic and antiferromagnetic interactions. This model also includes a strong easy axis anisotropy, <span>$D &gt; 0$</span>.</p><p>Load packages.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Construct the chemical cell of FeI₂ by specifying the lattice vectors and the full set of atoms.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+a = b = 4.05012  # Lattice constants for triangular lattice (Å)
+c = 6.75214      # Spacing between layers (Å)
+latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+positions = [[0, 0, 0], [1/3, 2/3, 1/4], [2/3, 1/3, 3/4]]
+types = [&quot;Fe&quot;, &quot;I&quot;, &quot;I&quot;]
+cryst = Crystal(latvecs, positions; types)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P -3 m 1&#39; (164)
+Lattice params a=4.05, b=4.05, c=6.752, α=90°, β=90°, γ=120°
+Cell volume 95.92
+Type &#39;Fe&#39;, Wyckoff 1a (point group &#39;-3m.&#39;):
+   1. [0, 0, 0]
+Type &#39;I&#39;, Wyckoff 2d (point group &#39;3m.&#39;):
+   2. [1/3, 2/3, 1/4]
+   3. [2/3, 1/3, 3/4]
+</code></pre><p>Observe that the space group &#39;P -3 m 1&#39; (164) has been inferred, as well as point group symmetries. Only the Fe atoms are magnetic, so we focus on them with <a href="../library.html#Sunny.subcrystal-Union{Tuple{N}, Tuple{Crystal, Vararg{String, N}}} where N"><code>subcrystal</code></a>. Importantly, the new crystal retains the symmetry information for spacegroup 164.</p><pre><code class="language-julia hljs">cryst = subcrystal(cryst, &quot;Fe&quot;)
+view_crystal(cryst)</code></pre><img src="03_LSWT_SU3_FeI2-6d3aae18.png" alt="Example block output"/><h3 id="Symmetry-analysis"><a class="docs-heading-anchor" href="#Symmetry-analysis">Symmetry analysis</a><a id="Symmetry-analysis-1"></a><a class="docs-heading-anchor-permalink" href="#Symmetry-analysis" title="Permalink"></a></h3><p>The command <a href="../library.html#Sunny.print_symmetry_table-Tuple{Crystal, Any}"><code>print_symmetry_table</code></a> provides a list of all the symmetry-allowed interactions out to 8 Å.</p><pre><code class="language-julia hljs">print_symmetry_table(cryst, 8.0)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Atom 1</span></span>
+Type &#39;Fe&#39;, position [0, 0, 0], multiplicity 1
+Allowed g-tensor: [A 0 0
+                   0 A 0
+                   0 0 B]
+Allowed anisotropy in Stevens operators:
+    c₁*𝒪[2,0] +
+    c₂*𝒪[4,-3] + c₃*𝒪[4,0] +
+    c₄*𝒪[6,-3] + c₅*𝒪[6,0] + c₆*𝒪[6,6]
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [1, 0, 0])</span></span>
+Distance 4.05012, coordination 6
+Connects &#39;Fe&#39; at [0, 0, 0] to &#39;Fe&#39; at [1, 0, 0]
+Allowed exchange matrix: [A 0 0
+                          0 B D
+                          0 D C]
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [0, 0, 1])</span></span>
+Distance 6.75214, coordination 2
+Connects &#39;Fe&#39; at [0, 0, 0] to &#39;Fe&#39; at [0, 0, 1]
+Allowed exchange matrix: [A 0 0
+                          0 A 0
+                          0 0 B]
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [1, 2, 0])</span></span>
+Distance 7.0150136167509, coordination 6
+Connects &#39;Fe&#39; at [0, 0, 0] to &#39;Fe&#39; at [1, 2, 0]
+Allowed exchange matrix: [A 0 0
+                          0 B D
+                          0 D C]
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [1, 0, 1])</span></span>
+Distance 7.8736818956572, coordination 12
+Connects &#39;Fe&#39; at [0, 0, 0] to &#39;Fe&#39; at [1, 0, 1]
+Allowed exchange matrix: [A F E
+                          F B D
+                          E D C]</code></pre><p>The allowed <span>$g$</span>-tensor is expressed as a 3×3 matrix in the free coefficients <code>A</code>, <code>B</code>, ... The allowed single-ion anisotropy is expressed as a linear combination of Stevens operators. The latter correspond to polynomials of the spin operators, as we will describe below.</p><p>The allowed exchange interactions are given as 3×3 matrices for representative bonds. The notation <code>Bond(i, j, n)</code> indicates a bond between atom indices <code>i</code> and <code>j</code>, with cell offset <code>n</code>. Note that the order of the pair <span>$(i, j)$</span> is significant if the exchange tensor contains antisymmetric Dzyaloshinskii–Moriya (DM) interactions.</p><p>The bonds can be visualized in the <code>view_crystal</code> interface. By default, <code>Bond(1, 1, [1,0,0])</code> is toggled on, to show the 6 nearest-neighbor Fe-Fe bonds on a triangular lattice layer. Toggling <code>Bond(1, 1, [0,0,1])</code> shows the Fe-Fe bond between layers, etc.</p><h3 id="Defining-the-spin-model"><a class="docs-heading-anchor" href="#Defining-the-spin-model">Defining the spin model</a><a id="Defining-the-spin-model-1"></a><a class="docs-heading-anchor-permalink" href="#Defining-the-spin-model" title="Permalink"></a></h3><p>Construct a <a href="../library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> with spin <span>$s=1$</span> and <span>$g=2$</span> for the Fe ions.</p><p>Recall that quantum spin-1 is, in reality, a linear combination of basis states <span>$|m⟩$</span> with well-defined angular momentum <span>$m = -1, 0, 1$</span>. FeI₂ has a strong easy-axis anisotropy, which stabilizes a single-ion bound state of zero angular momentum, <span>$|m=0⟩$</span>. Such a bound state is inaccessible to traditional spin wave theory, which works with dipole expectation values of fixed magnitude. This physics is, however, well captured with a theory of SU(<em>N</em>) coherent states, where <span>$N = 2S+1 = 3$</span> is the number of levels. Activate this generalized theory by selecting <code>:SUN</code> mode instead of <code>:dipole</code> mode.</p><p>An optional random number <code>seed</code> will make the calculations exactly reproducible.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :SUN, seed=2)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">System [SU(3)]</span></span>
+Supercell (1×1×1)×1
+Energy per site 0
+</code></pre><p>Set the exchange interactions for FeI₂ following the fits of <a href="https://doi.org/10.1038/s41567-020-01110-1">Bai et al.</a></p><pre><code class="language-julia hljs">J1pm   = -0.236 # (meV)
+J1pmpm = -0.161
+J1zpm  = -0.261
+J2pm   = 0.026
+J3pm   = 0.166
+J′0pm  = 0.037
+J′1pm  = 0.013
+J′2apm = 0.068
+
+J1zz   = -0.236
+J2zz   = 0.113
+J3zz   = 0.211
+J′0zz  = -0.036
+J′1zz  = 0.051
+J′2azz = 0.073
+
+J1xx = J1pm + J1pmpm
+J1yy = J1pm - J1pmpm
+J1yz = J1zpm
+
+set_exchange!(sys, [J1xx   0.0    0.0;
+                    0.0    J1yy   J1yz;
+                    0.0    J1yz   J1zz], Bond(1,1,[1,0,0]))
+set_exchange!(sys, [J2pm   0.0    0.0;
+                    0.0    J2pm   0.0;
+                    0.0    0.0    J2zz], Bond(1,1,[1,2,0]))
+set_exchange!(sys, [J3pm   0.0    0.0;
+                    0.0    J3pm   0.0;
+                    0.0    0.0    J3zz], Bond(1,1,[2,0,0]))
+set_exchange!(sys, [J′0pm  0.0    0.0;
+                    0.0    J′0pm  0.0;
+                    0.0    0.0    J′0zz], Bond(1,1,[0,0,1]))
+set_exchange!(sys, [J′1pm  0.0    0.0;
+                    0.0    J′1pm  0.0;
+                    0.0    0.0    J′1zz], Bond(1,1,[1,0,1]))
+set_exchange!(sys, [J′2apm 0.0    0.0;
+                    0.0    J′2apm 0.0;
+                    0.0    0.0    J′2azz], Bond(1,1,[1,2,1]))</code></pre><p>The function <a href="../library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a> assigns a single-ion anisotropy. The argument can be constructed using <a href="../library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a> or <a href="../library.html#Sunny.stevens_matrices-Tuple{Any}"><code>stevens_matrices</code></a>. Here we use Julia&#39;s anonymous function syntax to assign an easy-axis anisotropy along the direction <span>$\hat{z}$</span>.</p><pre><code class="language-julia hljs">D = 2.165 # (meV)
+set_onsite_coupling!(sys, S -&gt; -D*S[3]^2, 1)</code></pre><h3 id="Finding-the-ground-state"><a class="docs-heading-anchor" href="#Finding-the-ground-state">Finding the ground state</a><a id="Finding-the-ground-state-1"></a><a class="docs-heading-anchor-permalink" href="#Finding-the-ground-state" title="Permalink"></a></h3><p>This model has been fitted so that energy minimization yields the physically correct ground state. Knowing this, we could set the magnetic configuration manually by calling <a href="../library.html#Sunny.set_dipole!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>set_dipole!</code></a> on each site in the system. Another approach, as we will demonstrate, is to search for the ground-state via <a href="../library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>minimize_energy!</code></a>.</p><p>To reduce bias in the search, use <a href="../library.html#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>resize_supercell</code></a> to create a relatively large system of 4×4×4 chemical cells. Randomize all spins (represented as SU(3) coherent states) and minimize the energy.</p><pre><code class="language-julia hljs">sys = resize_supercell(sys, (4, 4, 4))
+randomize_spins!(sys)
+minimize_energy!(sys)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">57</code></pre><p>A positive number above indicates that the procedure has converged to a local energy minimum. The configuration, however, may still have defects. This can be checked by visualizing the expected spin dipoles, colored according to their <span>$z$</span>-components.</p><pre><code class="language-julia hljs">plot_spins(sys; color=[S[3] for S in sys.dipoles])</code></pre><img src="03_LSWT_SU3_FeI2-7ab703ed.png" alt="Example block output"/><p>To better understand the spin configuration, we could inspect the static structure factor <span>$\mathcal{S}(𝐪)$</span> in the 3D space of momenta <span>$𝐪$</span>. The general tool for this analysis is <a href="../library.html#Sunny.SampledCorrelationsStatic"><code>SampledCorrelationsStatic</code></a>. For the present purposes, however, it is more convenient to use <a href="../library.html#Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N"><code>print_wrapped_intensities</code></a>, which reports <span>$\mathcal{S}(𝐪)$</span> with periodic wrapping of all commensurate <span>$𝐪$</span> wavevectors into the first Brillouin zone.</p><pre><code class="language-julia hljs">print_wrapped_intensities(sys)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Dominant wavevectors for spin sublattices:
+
+    [-1/4, 1/4, 1/4]       37.33% weight
+    [1/4, -1/4, -1/4]      37.33%
+    [-1/4, 1/4, 0]          1.60%
+    [1/4, -1/4, 0]          1.60%
+    [-1/4, 1/4, 1/2]        1.60%
+    [1/4, -1/4, 1/2]        1.60%
+    [1/4, -1/4, 1/4]        1.59%
+    [-1/4, 1/4, -1/4]       1.59%
+    [0, -1/4, 1/4]          0.77%
+    [0, 1/4, -1/4]          0.77%
+    [1/4, 0, 1/4]           0.77%
+    ...                     ...</code></pre><p>The known zero-field energy-minimizing magnetic structure of FeI₂ is a two-up, two-down order. It can be described as a generalized spiral with a single propagation wavevector <span>$𝐤$</span>. Rotational symmetry allows for three equivalent orientations: <span>$±𝐤 = [0, -1/4, 1/4]$</span>, <span>$[1/4, 0, 1/4]$</span>, or <span>$[-1/4,1/4,1/4]$</span>. Small systems can spontaneously break this symmetry, but for larger systems, defects and competing domains are to be expected. Nonetheless, <code>print_wrapped_intensities</code> shows large intensities consistent with a subset of the known ordering wavevectors.</p><p>Let&#39;s break the three-fold symmetry by hand. The function <a href="../library.html#Sunny.suggest_magnetic_supercell-Tuple{Any}"><code>suggest_magnetic_supercell</code></a> takes one or more <span>$𝐤$</span> modes, and suggests a magnetic cell shape that is commensurate.</p><pre><code class="language-julia hljs">suggest_magnetic_supercell([[0, -1/4, 1/4]])</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Possible magnetic supercell in multiples of lattice vectors:
+
+    [1 0 0; 0 2 1; 0 -2 1]
+
+for the rationalized wavevectors:
+
+    [[0, -1/4, 1/4]]</code></pre><p>Calling <a href="../library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a> yields a much smaller system, making it much easier to find the global energy minimum. Plot the system again, now including &quot;ghost&quot; spins out to 12Å, to verify that the magnetic order is consistent with FeI₂.</p><pre><code class="language-julia hljs">sys_min = reshape_supercell(sys, [1 0 0; 0 2 1; 0 -2 1])
+randomize_spins!(sys_min)
+minimize_energy!(sys_min);
+plot_spins(sys_min; color=[S[3] for S in sys_min.dipoles], ghost_radius=12)</code></pre><img src="03_LSWT_SU3_FeI2-1d1395c9.png" alt="Example block output"/><h3 id="Spin-wave-theory"><a class="docs-heading-anchor" href="#Spin-wave-theory">Spin wave theory</a><a id="Spin-wave-theory-1"></a><a class="docs-heading-anchor-permalink" href="#Spin-wave-theory" title="Permalink"></a></h3><p>Now that the system has been relaxed to an energy minimized ground state, we can calculate the spin wave spectrum. Because we are working with a system of SU(3) coherent states, this calculation will require a multi-flavor boson generalization of the usual spin wave theory.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys_min; measure=ssf_perp(sys_min))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">SpinWaveTheory [SU(3)]</span></span>
+  4 atoms
+</code></pre><p>Calculate and plot the spectrum along a momentum-space path that connects a sequence of high-symmetry <span>$𝐪$</span>-points. This interface abstracts over the underlying calculator type.</p><pre><code class="language-julia hljs">qs = [[0,0,0], [1,0,0], [0,1,0], [1/2,0,0], [0,1,0], [0,0,0]]
+path = q_space_path(cryst, qs, 500)
+res = intensities_bands(swt, path)
+plot_intensities(res; units, title=&quot;Single Crystal Bands&quot;)</code></pre><img src="03_LSWT_SU3_FeI2-6f4f7ee6.png" alt="Example block output"/><p>To make direct comparison with inelastic neutron scattering (INS) data, we must account for empirical broadening of the data. Model this using a <a href="../library.html#Sunny.lorentzian-Tuple{}"><code>lorentzian</code></a> kernel, with a full-width at half-maximum of 0.3 meV.</p><pre><code class="language-julia hljs">kernel = lorentzian(fwhm=0.3)
+energies = range(0, 10, 300);  # 0 &lt; ω &lt; 10 (meV)</code></pre><p>Also, a real FeI₂ sample will exhibit competing magnetic domains. We use <a href="../library.html#Sunny.domain_average-Tuple{Any, Any, Any}"><code>domain_average</code></a> to average over the three possible domain orientations. This involves 120° rotations about the axis <span>$\hat{z} = [0, 0, 1]$</span> in global Cartesian coordinates.</p><pre><code class="language-julia hljs">rotations = [([0,0,1], n*(2π/3)) for n in 0:2]
+weights = [1, 1, 1]
+res = domain_average(cryst, path; rotations, weights) do path_rotated
+    intensities(swt, path_rotated; energies, kernel)
+end
+plot_intensities(res; units, colormap=:viridis, title=&quot;Domain Averaged Intensities&quot;)</code></pre><img src="03_LSWT_SU3_FeI2-d3f7d87e.png" alt="Example block output"/><p>This result can be directly compared to experimental neutron scattering data from <a href="https://doi.org/10.1038/s41567-020-01110-1">Bai et al.</a></p><img src="https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/FeI2_intensity.jpg"><p>(The publication figure used a non-standard coordinate system to label the wave vectors.)</p><p>To get this agreement, the theory of SU(3) coherent states is essential. The lower band has large quadrupolar character, and arises from the strong easy-axis anisotropy of FeI₂.</p><p>An interesting exercise is to repeat the same study, but using <code>:dipole</code> mode instead of <code>:SUN</code>. That alternative choice would constrain the coherent state dynamics to the space of dipoles only, and the flat band of single-ion bound states would be missing.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="02_LLD_CoRh2O4.html">« 2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a><a class="docs-footer-nextpage" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em> »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>4. Generalized spin dynamics of FeI₂ at finite T · Sunny documentation</title><meta name="title" content="4. Generalized spin dynamics of FeI₂ at finite T · Sunny documentation"/><meta property="og:title" content="4. Generalized spin dynamics of FeI₂ at finite T · Sunny documentation"/><meta property="twitter:title" content="4. Generalized spin dynamics of FeI₂ at finite T · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../index.html"><img class="docs-light-only" src="../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li class="is-active"><a class="tocitem" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="08_Momentum_Conventions.html">8. 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Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/04_GSD_FeI2.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/04_GSD_FeI2.jl">Julia file</a> or <a href="../assets/notebooks/04_GSD_FeI2.ipynb">Jupyter notebook</a>.</p><h1 id="4.-Generalized-spin-dynamics-of-FeI-at-finite-*T*"><a class="docs-heading-anchor" href="#4.-Generalized-spin-dynamics-of-FeI-at-finite-*T*">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a><a id="4.-Generalized-spin-dynamics-of-FeI-at-finite-*T*-1"></a><a class="docs-heading-anchor-permalink" href="#4.-Generalized-spin-dynamics-of-FeI-at-finite-*T*" title="Permalink"></a></h1><p>The <a href="03_LSWT_SU3_FeI2.html#3.-Multi-flavor-spin-wave-simulations-of-FeI">previous FeI₂ tutorial</a> used multi-flavor spin wave theory to calculate the dynamical spin structure factor. This tutorial performs an analogous calculation at finite temperature using the <a href="https://doi.org/10.1103/PhysRevB.106.054423">classical dynamics of SU(<em>N</em>) coherent states</a>.</p><p>Compared to spin wave theory, classical spin dynamics in real-space is typically much slower, and is limited in <span>$𝐪$</span>-space resolution. The approach, however, allows for thermal fluctuations, can be used to explore <a href="https://doi.org/10.1103/PhysRevB.109.014427">finite temperature phases</a>, and enables the study of <a href="https://doi.org/10.1103/PhysRevB.106.235154">highly non-equilibrium processes</a>.</p><p>The structure of this tutorial largely follows the <a href="02_LLD_CoRh2O4.html#2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*">previous study of CoRh₂O₄ at finite <em>T</em></a>. The main difference is that CoRh₂O₄ can be well described with <code>:dipole</code> mode, whereas FeI₂ is best modeled using <code>:SUN</code> mode, owing to its strong easy-axis anisotropy.</p><p>Construct the FeI₂ system as <a href="03_LSWT_SU3_FeI2.html#3.-Multi-flavor-spin-wave-simulations-of-FeI">previously described</a>.</p><pre><code class="language-julia hljs">using Sunny, GLMakie
+
+units = Units(:meV, :angstrom)
+a = b = 4.05012
+c = 6.75214
+latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+cryst = Crystal(latvecs, [[0,0,0]], 164; types=[&quot;Fe&quot;])
+
+sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :SUN)
+J1pm   = -0.236
+J1pmpm = -0.161
+J1zpm  = -0.261
+J2pm   = 0.026
+J3pm   = 0.166
+J′0pm  = 0.037
+J′1pm  = 0.013
+J′2apm = 0.068
+J1zz   = -0.236
+J2zz   = 0.113
+J3zz   = 0.211
+J′0zz  = -0.036
+J′1zz  = 0.051
+J′2azz = 0.073
+J1xx = J1pm + J1pmpm
+J1yy = J1pm - J1pmpm
+J1yz = J1zpm
+set_exchange!(sys, [J1xx 0.0 0.0; 0.0 J1yy J1yz; 0.0 J1yz J1zz], Bond(1,1,[1,0,0]))
+set_exchange!(sys, [J2pm 0.0 0.0; 0.0 J2pm 0.0; 0.0 0.0 J2zz], Bond(1,1,[1,2,0]))
+set_exchange!(sys, [J3pm 0.0 0.0; 0.0 J3pm 0.0; 0.0 0.0 J3zz], Bond(1,1,[2,0,0]))
+set_exchange!(sys, [J′0pm 0.0 0.0; 0.0 J′0pm 0.0; 0.0 0.0 J′0zz], Bond(1,1,[0,0,1]))
+set_exchange!(sys, [J′1pm 0.0 0.0; 0.0 J′1pm 0.0; 0.0 0.0 J′1zz], Bond(1,1,[1,0,1]))
+set_exchange!(sys, [J′2apm 0.0 0.0; 0.0 J′2apm 0.0; 0.0 0.0 J′2azz], Bond(1,1,[1,2,1]))
+D = 2.165
+set_onsite_coupling!(sys, S -&gt; -D*S[3]^2, 1)</code></pre><h3 id="Thermalization"><a class="docs-heading-anchor" href="#Thermalization">Thermalization</a><a id="Thermalization-1"></a><a class="docs-heading-anchor-permalink" href="#Thermalization" title="Permalink"></a></h3><p>To study thermal fluctuations in real-space, use a large system size with 16×16×4 copies of the chemical cell.</p><pre><code class="language-julia hljs">sys = resize_supercell(sys, (16, 16, 4))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">System [SU(3)]</span></span>
+Supercell (16×16×4)×1
+Energy per site -353/250
+</code></pre><p>Direct optimization via <a href="../library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>minimize_energy!</code></a> is susceptible to trapping in a local minimum. An alternative approach is to simulate the system using <a href="../library.html#Sunny.Langevin"><code>Langevin</code></a> spin dynamics. This requires a bit more set-up, but allows sampling from thermal equilibrium at any target temperature. Select the temperature 2.3 K ≈ 0.2 meV. This temperature is small enough to magnetically order, but large enough so that the dynamics can readily overcome local energy barriers and annihilate defects.</p><pre><code class="language-julia hljs">langevin = Langevin(; damping=0.2, kT=2.3*units.K)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Langevin(&lt;missing&gt;; damping=0.2, kT=0.19819866502933906)
+</code></pre><p>Use <a href="../library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>suggest_timestep</code></a> to select an integration timestep for the error tolerance <code>tol=1e-2</code>. Initializing <code>sys</code> to some low-energy configuration usually works well.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys; maxiters=10)
+suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.03;</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.03032 for this spin configuration at tol = 0.01.</code></pre><p>Run a Langevin trajectory for 10,000 time-steps and plot the spins. The magnetic order is present, but may be difficult to see.</p><pre><code class="language-julia hljs">for _ in 1:10_000
+    step!(sys, langevin)
+end
+plot_spins(sys; color=[S[3] for S in sys.dipoles])</code></pre><img src="04_GSD_FeI2-ea408db0.png" alt="Example block output"/><p>Verify the expected two-up, two-down spiral magnetic order by calling <a href="../library.html#Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N"><code>print_wrapped_intensities</code></a>. A single propagation wavevector <span>$±𝐤$</span> dominates the static intensity in <span>$\mathcal{S}(𝐪)$</span>, indicating the expected 2 up, 2 down magnetic spiral order. A smaller amount of intensity is spread among many other wavevectors due to thermal fluctuations.</p><pre><code class="language-julia hljs">print_wrapped_intensities(sys)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Dominant wavevectors for spin sublattices:
+
+    [0, -1/4, 1/4]         37.14% weight
+    [0, 1/4, -1/4]         37.14%
+    [-1/8, 0.1875, 1/4]     0.09%
+    [1/8, -0.1875, -1/4]    0.09%
+    [0, -0.3125, 1/4]       0.08%
+    [0, 0.3125, -1/4]       0.08%
+    [-0.0625, -1/4, 1/4]    0.08%
+    [0.0625, 1/4, -1/4]     0.08%
+    [-1/4, 3/8, 1/2]        0.08%
+    [1/4, -3/8, 1/2]        0.08%
+    [1/4, 0, 1/2]           0.08%
+    ...                     ...</code></pre><p>Thermalization has not substantially altered the suggested <code>dt</code>.</p><pre><code class="language-julia hljs">suggest_timestep(sys, langevin; tol=1e-2)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.03187 for this spin configuration at tol = 0.01. Current value is dt = 0.03.</code></pre><h3 id="Structure-factor-in-the-paramagnetic-phase"><a class="docs-heading-anchor" href="#Structure-factor-in-the-paramagnetic-phase">Structure factor in the paramagnetic phase</a><a id="Structure-factor-in-the-paramagnetic-phase-1"></a><a class="docs-heading-anchor-permalink" href="#Structure-factor-in-the-paramagnetic-phase" title="Permalink"></a></h3><p>The remainder of this tutorial will focus on the paramagnetic phase. Re-thermalize the system to the temperature of 3.5 K ≈ 0.30 meV.</p><pre><code class="language-julia hljs">langevin.kT = 3.5 * units.K
+for _ in 1:10_000
+    step!(sys, langevin)
+end</code></pre><p>The suggested timestep has increased slightly. Following this suggestion will make the simulations a bit faster.</p><pre><code class="language-julia hljs">suggest_timestep(sys, langevin; tol=1e-2)
+langevin.dt = 0.040;</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.04001 for this spin configuration at tol = 0.01. Current value is dt = 0.03.</code></pre><p>Collect dynamical spin structure factor data using <a href="../library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>. This procedure involves sampling spin configurations from thermal equilibrium and using the <a href="https://arxiv.org/abs/2204.07563">spin dynamics of SU(<em>N</em>) coherent states</a> to estimate dynamical correlations. With proper classical-to-quantum corrections, the associated structure factor intensities <span>$S^{αβ}(q,ω)$</span> can be compared with finite-temperature inelastic neutron scattering data. Incorporate the <a href="../library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> appropriate to Fe²⁺.</p><pre><code class="language-julia hljs">dt = 2*langevin.dt
+energies = range(0, 7.5, 120)
+formfactors = [1 =&gt; FormFactor(&quot;Fe2&quot;; g_lande=3/2)]
+sc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys; formfactors))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">SampledCorrelations</span></span> (37.824 MiB)
+[<span class="sgr1">S(q,ω)</span> | nω = 120, Δω = 0.063 | 0 sample]
+Supercell (16×16×4)×1
+</code></pre><p>The function <a href="../library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a> will collect data by running a dynamical trajectory starting from the current system configuration.</p><pre><code class="language-julia hljs">add_sample!(sc, sys)</code></pre><p>To collect additional data, it is required to re-sample the spin configuration from the thermal distribution. Statistical error is reduced by fully decorrelating the spin configurations between calls to <code>add_sample!</code>.</p><pre><code class="language-julia hljs">for _ in 1:2
+    for _ in 1:1000               # Enough steps to decorrelate spins
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end</code></pre><p>Perform an intensity calculation for two special <span>$𝐪$</span>-points in reciprocal lattice units (RLU). A classical-to-quantum rescaling of normal mode occupations will be performed according to the temperature <code>kT</code>. The large statistical noise could be reduced by averaging over more thermal samples.</p><pre><code class="language-julia hljs">res = intensities(sc, [[0, 0, 0], [0.5, 0.5, 0.5]]; energies, langevin.kT)
+fig = lines(res.energies, res.data[:, 1]; axis=(xlabel=&quot;meV&quot;, ylabel=&quot;Intensity&quot;), label=&quot;(0,0,0)&quot;)
+lines!(res.energies, res.data[:, 2]; label=&quot;(π,π,π)&quot;)
+axislegend()
+fig</code></pre><img src="04_GSD_FeI2-64dfb316.png" alt="Example block output"/><p>Next, we will measure intensities along a <a href="../library.html#Sunny.q_space_path-Tuple{Crystal, Any, Any}"><code>q_space_path</code></a> that connects high symmetry points. Because this is a real-space calculation, data is only available for discrete <span>$𝐪$</span> modes, with resolution that scales inversely to linear system size. Intensities at <span>$ω = 0$</span> dominate, so to enhance visibility, we restrict the color range empirically.</p><pre><code class="language-julia hljs">qs = [[0,   0, 0],  # List of wave vectors that define a path
+      [1,   0, 0],
+      [0,   1, 0],
+      [1/2, 0, 0],
+      [0,   1, 0],
+      [0,   0, 0]]
+qpath = q_space_path(cryst, qs, 500)
+res = intensities(sc, qpath; energies, langevin.kT)
+plot_intensities(res; colorrange=(0.0, 1.0), title=&quot;Intensities at T = 2.3 K&quot;)</code></pre><img src="04_GSD_FeI2-06c7b287.png" alt="Example block output"/><p>One can also view the intensity along a <a href="../library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>q_space_grid</code></a> for a fixed energy value. Alternatively, use <a href="../library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities_static</code></a> to integrate over all available energies.</p><pre><code class="language-julia hljs">grid = q_space_grid(cryst, [1, 0, 0], range(-1.5, 1.5, 300), [0, 1, 0], (-1.5, 1.5); orthogonalize=true)
+res = intensities(sc, grid; energies=[3.5], langevin.kT)
+plot_intensities(res; title=&quot;Intensity slice at ω = 3.5 meV&quot;)</code></pre><img src="04_GSD_FeI2-00600f2c.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="03_LSWT_SU3_FeI2.html">« 3. Multi-flavor spin wave simulations of FeI₂</a><a class="docs-footer-nextpage" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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Monte Carlo sampling of the Ising model</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/05_MC_Ising.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/05_MC_Ising.jl">Julia file</a> or <a href="../assets/notebooks/05_MC_Ising.ipynb">Jupyter notebook</a>.</p><h1 id="5.-Monte-Carlo-sampling-of-the-Ising-model"><a class="docs-heading-anchor" href="#5.-Monte-Carlo-sampling-of-the-Ising-model">5. Monte Carlo sampling of the Ising model</a><a id="5.-Monte-Carlo-sampling-of-the-Ising-model-1"></a><a class="docs-heading-anchor-permalink" href="#5.-Monte-Carlo-sampling-of-the-Ising-model" title="Permalink"></a></h1><p>This tutorial illustrates simulation of the classical 2D Ising model.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>To model the 2D square lattice, create an elongated tetragonal cell with one atom.</p><pre><code class="language-julia hljs">latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)
+crystal = Crystal(latvecs, [[0, 0, 0]])</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 4/m m m&#39; (123)
+Lattice params a=1, b=1, c=10, α=90°, β=90°, γ=90°
+Cell volume 10
+Wyckoff 1a (point group &#39;4/mmm&#39;):
+   1. [0, 0, 0]
+</code></pre><p>Create a <a href="../library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> of spin dipoles. Following the Ising convention, we will restrict the dipoles to <span>$±1$</span> along the global <span>$\hat{z}$</span>-axis. Select <span>$g=-1$</span> so that the Zeeman coupling between external field <span>$𝐁$</span> and spin dipole <span>$𝐬$</span> is <span>$-𝐁⋅𝐬$</span>. The system size is 128×128.</p><pre><code class="language-julia hljs">L = 128
+sys = System(crystal, [1 =&gt; Moment(s=1, g=-1)], :dipole; dims=(L, L, 1), seed=0)
+polarize_spins!(sys, (0, 0, 1))</code></pre><p>Use <a href="../library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a> to include a ferromagnetic Heisenberg interaction along nearest-neighbor bonds. The <a href="../library.html#Sunny.Bond"><code>Bond</code></a> below connects two spins displaced by the lattice vector <span>$𝐚₁$</span>. This interaction will be propagated to all nearest-neighbors bonds in the system, consistent with the symmetries of the square lattice.</p><pre><code class="language-julia hljs">set_exchange!(sys, -1.0, Bond(1, 1, (1, 0, 0)))</code></pre><p>If an external field is desired, it can be set using <a href="../library.html#Sunny.set_field!-Tuple{System, Any}"><code>set_field!</code></a>.</p><pre><code class="language-julia hljs">B = 0
+set_field!(sys, (0, 0, B))</code></pre><p>The critical temperature for the Ising model is known analytically.</p><pre><code class="language-julia hljs">Tc = 2/log(1+√2)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">2.269185314213022</code></pre><p>Use a <a href="../library.html#Sunny.LocalSampler"><code>LocalSampler</code></a> to perform <code>nsweeps</code> Monte Carlo sweeps. A sweep consists of, on average, one trial update per spin in the system. Each proposed update is accepted or rejected according to the Metropolis acceptance probability. As its name suggests, the <a href="../library.html#Sunny.propose_flip-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>propose_flip</code></a> function will only propose pure spin flips, <span>$𝐬 \rightarrow -𝐬$</span>.</p><pre><code class="language-julia hljs">nsweeps = 4000
+sampler = LocalSampler(kT=Tc, propose=propose_flip)
+for i in 1:nsweeps
+    step!(sys, sampler)
+end</code></pre><p>Plot the Ising spins by extracting the <span>$z$</span>-component of the dipoles</p><pre><code class="language-julia hljs">heatmap(reshape([S[3] for S in sys.dipoles], (L, L)))</code></pre><img src="05_MC_Ising-b914bbdb.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="04_GSD_FeI2.html">« 4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a><a class="docs-footer-nextpage" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>6. Dynamical quench into CP² skyrmion liquid · Sunny documentation</title><meta name="title" content="6. Dynamical quench into CP² skyrmion liquid · Sunny documentation"/><meta property="og:title" content="6. Dynamical quench into CP² skyrmion liquid · Sunny documentation"/><meta property="twitter:title" content="6. Dynamical quench into CP² skyrmion liquid · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../index.html"><img class="docs-light-only" src="../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li class="is-active"><a class="tocitem" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="08_Momentum_Conventions.html">8. 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Dynamical quench into CP² skyrmion liquid</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/06_CP2_Skyrmions.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/06_CP2_Skyrmions.jl">Julia file</a> or <a href="../assets/notebooks/06_CP2_Skyrmions.ipynb">Jupyter notebook</a>.</p><h1 id="6.-Dynamical-quench-into-CP-skyrmion-liquid"><a class="docs-heading-anchor" href="#6.-Dynamical-quench-into-CP-skyrmion-liquid">6. Dynamical quench into CP² skyrmion liquid</a><a id="6.-Dynamical-quench-into-CP-skyrmion-liquid-1"></a><a class="docs-heading-anchor-permalink" href="#6.-Dynamical-quench-into-CP-skyrmion-liquid" title="Permalink"></a></h1><p>This example demonstrates a non-equilibrium study of SU(3) spin dynamics leading to the formation of a CP² skyrmion liquid. As proposed in <a href="https://www.nature.com/articles/s41467-023-39232-8">Zhang et al., Nature Communications <strong>14</strong>, 3626 (2023)</a>, CP² skyrmions are topological defects that involve both the dipolar and quadrupolar parts of quantum spin-1, and can be studied using the formalism SU(3) coherent states.</p><p>This study uses the SU(N) generalization of Landau-Lifshitz spin dynamics, with Langevin coupling to a thermal bath, as described in <a href="https://doi.org/10.1103/PhysRevB.106.235154">Dahlbom et al., Phys. Rev. B <strong>106</strong>, 235154 (2022)</a>. Beginning from an initial high-temperature state, the dynamics following a rapid quench in temperature gives rise a disordered liquid of CP² skyrmions.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Begin with a <a href="../library.html#Sunny.Crystal"><code>Crystal</code></a> cell for the triangular lattice.</p><pre><code class="language-julia hljs">lat_vecs = lattice_vectors(1, 1, 10, 90, 90, 120)
+positions = [[0, 0, 0]]
+cryst = Crystal(lat_vecs, positions)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 6/m m m&#39; (191)
+Lattice params a=1, b=1, c=10, α=90°, β=90°, γ=120°
+Cell volume 8.66
+Wyckoff 1a (point group &#39;6/mmm&#39;):
+   1. [0, 0, 0]
+</code></pre><p>Create a spin <a href="../library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> containing <span>$L×L$</span> cells. Following previous worse, select <span>$g=-1$</span> so that the Zeeman coupling has the form <span>$-𝐁⋅𝐬$</span>.</p><pre><code class="language-julia hljs">L = 40
+sys = System(cryst, [1 =&gt; Moment(s=1, g=-1)], :SUN; dims=(L, L, 1))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">System [SU(3)]</span></span>
+Supercell (40×40×1)×1
+Energy per site 0
+</code></pre><p>The Hamiltonian,</p><p class="math-container">\[\mathcal{H} = \sum_{\langle i,j \rangle} J_{ij}( \hat{S}_i^x \hat{S}_j^x + \hat{S}_i^y \hat{S}_j^y + \Delta\hat{S}_i^z \hat{S}_j^z) - h\sum_{i}\hat{S}_i^z + D\sum_{i}(\hat{S}_i^z)^2,\]</p><p>contains competing ferromagnetic first-neighbor and antiferromagnetic second-neighbor exchange terms on a triangular lattice. Both exchange matrices include anisotropy in the <span>$\hat{z}$</span> direction. Additionally, there is an external magnetic field <span>$h$</span> and an easy-plane single-ion anisotropy <span>$D$</span>. Select parameters for a point in the <a href="https://www.nature.com/articles/s41467-023-39232-8">Zhang et al.</a> phase diagram where the CP² skyrmions are stable.</p><pre><code class="language-julia hljs">J1 = -1           # Nearest-neighbor ferromagnetic
+J2 = (2.0/(1+√5)) # Tune competing exchange to set skyrmion scale length
+Δ = 2.6           # Exchange anisotropy
+
+ex1 = J1 * [1 0 0;
+            0 1 0;
+            0 0 Δ]
+ex2 = J2 * [1 0 0;
+            0 1 0;
+            0 0 Δ]
+set_exchange!(sys, ex1, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, ex2, Bond(1, 1, [1, 2, 0]))
+
+h = 15.5         # External field in energy units
+field = set_field!(sys, [0, 0, h])
+
+D = 19.0         # Easy-plane anisotropy
+set_onsite_coupling!(sys, S -&gt; D*S[3]^2, 1)</code></pre><p>Initialize system to an infinite temperature (fully randomized) initial condition.</p><p>We will study a temperature quench process using a generalized <a href="../library.html#Sunny.Langevin"><code>Langevin</code></a> spin dynamics. In this SU(3) treatment of quantum spin-1, the dynamics include coupled dipoles and quadrupoles. Select a relatively small damping magnitude to overcome local minima, and disable thermal fluctuations.</p><pre><code class="language-julia hljs">damping = 0.05
+kT = 0;</code></pre><p>The first step is to estimate a reasonable integration timestep <code>dt</code>. In this case, a random spin configuration gives a tighter bound than does an energy-minimized configuration. A relatively large error tolerance is OK for this phenomenological study.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+integrator = Langevin(; damping, kT)
+suggest_timestep(sys, integrator; tol=0.05)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.01106 for this spin configuration at tol = 0.05.</code></pre><p>Apply the suggested timestep.</p><pre><code class="language-julia hljs">integrator.dt = 0.01;</code></pre><p>Now run the dynamical quench starting from a randomized configuration. The field <code>frames</code> stores the system spin configuration, as SU(3) coherent states, at three different times during the quenching process.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+τs = [4, 16, 256]   # Times to record snapshots
+frames = []         # Empty array to store snapshots
+for i in eachindex(τs)
+    dur = i == 1 ? τs[1] : τs[i] - τs[i-1] # Determine the length of time to simulate
+    numsteps = round(Int, dur/integrator.dt)
+    for _ in 1:numsteps                    # Perform the integration
+        step!(sys, integrator)
+    end
+    push!(frames, copy(sys.coherents))     # Save a snapshot spin configuration
+end</code></pre><p>Visualize the state of the system contained in each snapshot by plotting the SU(3) Berry phase curvature over triangular plaquettes. This is a measure of CP² skyrmion density. The function <code>plot_triangular_plaquettes</code> is not part of the core Sunny package, but rather something you could define yourself using Makie. Find this helper function at <a href="https://github.com/SunnySuite/Sunny.jl/tree/main/examples/extra/Plotting"><code>examples/extra/Plotting/</code></a>.</p><pre><code class="language-julia hljs">include(pkgdir(Sunny, &quot;examples&quot;, &quot;extra&quot;, &quot;Plotting&quot;, &quot;plotting2d.jl&quot;))
+
+function sun_berry_curvature(z₁, z₂, z₃)
+    z₁, z₂, z₃ = normalize.((z₁, z₂, z₃))
+    n₁ = z₁ ⋅ z₂
+    n₂ = z₂ ⋅ z₃
+    n₃ = z₃ ⋅ z₁
+    return angle(n₁ * n₂ * n₃)
+end
+
+plot_triangular_plaquettes(sun_berry_curvature, frames; size=(600, 200),
+    offset_spacing=10, texts=[&quot;\tt = &quot;*string(τ) for τ in τs], text_offset=(0, 6)
+)</code></pre><img src="06_CP2_Skyrmions-1cf91116.png" alt="Example block output"/><p>The times are given in <span>$\hbar/|J_1|$</span>. The white background corresponds to a quantum paramagnetic state, where the local spin exhibits a strong quadrupole moment and little or no dipole moment. At late times, there are well-formed skyrmions of positive (red) and negative (blue) charge, and various metastable spin configurations. A full-sized version of this figure is available in <a href="https://doi.org/10.1103/PhysRevB.106.235154">Dahlbom et al.</a>.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="05_MC_Ising.html">« 5. Monte Carlo sampling of the Ising model</a><a class="docs-footer-nextpage" href="07_Dipole_Dipole.html">7. Long-range dipole interactions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>7. Long-range dipole interactions · Sunny documentation</title><meta name="title" content="7. Long-range dipole interactions · Sunny documentation"/><meta property="og:title" content="7. Long-range dipole interactions · Sunny documentation"/><meta property="twitter:title" content="7. Long-range dipole interactions · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../index.html"><img class="docs-light-only" src="../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li class="is-active"><a class="tocitem" href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../library.html">Library API</a></li><li><a class="tocitem" href="../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li class="is-active"><a href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/07_Dipole_Dipole.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/07_Dipole_Dipole.jl">Julia file</a> or <a href="../assets/notebooks/07_Dipole_Dipole.ipynb">Jupyter notebook</a>.</p><h1 id="7.-Long-range-dipole-interactions"><a class="docs-heading-anchor" href="#7.-Long-range-dipole-interactions">7. Long-range dipole interactions</a><a id="7.-Long-range-dipole-interactions-1"></a><a class="docs-heading-anchor-permalink" href="#7.-Long-range-dipole-interactions" title="Permalink"></a></h1><p>This example shows how long-range dipole-dipole interactions can affect a spin wave calculation. These interactions can be included two ways: Ewald summation or in real-space with a distance cutoff. The study follows <a href="https://arxiv.org/abs/cond-mat/0403494">Del Maestro and Gingras, J. Phys.: Cond. Matter, <strong>16</strong>, 3339 (2004)</a>.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Create a pyrochlore crystal from spacegroup 227.</p><pre><code class="language-julia hljs">units = Units(:K, :angstrom)
+latvecs = lattice_vectors(10.19, 10.19, 10.19, 90, 90, 90)
+positions = [[1/8, 1/8, 1/8]]
+cryst = Crystal(latvecs, positions, 227, setting=&quot;1&quot;)
+view_crystal(cryst)</code></pre><img src="07_Dipole_Dipole-44975215.png" alt="Example block output"/><p>Create a system with antiferromagnetic nearest neighbor exchange.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=7/2, g=2)], :dipole)
+J1 = 0.304 # (K)
+set_exchange!(sys, J1, Bond(1, 2, [0,0,0]))</code></pre><p>Reshape to the primitive cell, which contains four atoms. To facilitate indexing, the function <a href="../library.html#Sunny.position_to_site-Tuple{System, Any}"><code>position_to_site</code></a> accepts positions with respect to the original (cubic) cell.</p><pre><code class="language-julia hljs">shape = [1/2 1/2 0; 0 1/2 1/2; 1/2 0 1/2]
+sys_prim = reshape_supercell(sys, shape)
+
+set_dipole!(sys_prim, [+1, -1, 0], position_to_site(sys_prim, [1/8, 1/8, 1/8]))
+set_dipole!(sys_prim, [-1, +1, 0], position_to_site(sys_prim, [3/8, 3/8, 1/8]))
+set_dipole!(sys_prim, [+1, +1, 0], position_to_site(sys_prim, [3/8, 1/8, 3/8]))
+set_dipole!(sys_prim, [-1, -1, 0], position_to_site(sys_prim, [1/8, 3/8, 3/8]))
+
+plot_spins(sys_prim; ghost_radius=8, color=[:red, :blue, :yellow, :purple])</code></pre><img src="07_Dipole_Dipole-db4f5ae5.png" alt="Example block output"/><p>Calculate dispersions with and without long-range dipole interactions. The high-symmetry <span>$𝐪$</span>-points are specified with respect to the conventional cubic cell.</p><pre><code class="language-julia hljs">qs = [[0,0,0], [0,1,0], [1,1/2,0], [1/2,1/2,1/2], [3/4,3/4,0], [0,0,0]]
+labels = [&quot;Γ&quot;, &quot;X&quot;, &quot;W&quot;, &quot;L&quot;, &quot;K&quot;, &quot;Γ&quot;]
+path = q_space_path(cryst, qs, 500; labels)
+
+measure = ssf_trace(sys_prim)
+swt = SpinWaveTheory(sys_prim; measure)
+res1 = intensities_bands(swt, path)
+
+sys_prim_dd = clone_system(sys_prim)
+enable_dipole_dipole!(sys_prim_dd, units.vacuum_permeability)
+swt = SpinWaveTheory(sys_prim_dd; measure)
+res2 = intensities_bands(swt, path)
+
+sys_prim_tdd = clone_system(sys_prim)
+modify_exchange_with_truncated_dipole_dipole!(sys_prim_tdd, 5.0, units.vacuum_permeability)
+swt = SpinWaveTheory(sys_prim_tdd; measure)
+res3 = intensities_bands(swt, path)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Sunny.BandIntensities{Float64, Sunny.QPath, 2} (4×500 elements)</code></pre><p>Create a panel that qualitatively reproduces Fig. 2 of <a href="https://arxiv.org/abs/cond-mat/0403494">Del Maestro and Gingras</a>. That previous work had two errors: Its energy scale is too small by a factor of 2 and, in addition, slight corrections are needed for the third dispersion band.</p><pre><code class="language-julia hljs">fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res1; units, title=&quot;Without long-range dipole&quot;)
+ax = plot_intensities!(fig[1, 2], res2; units, title=&quot;With long-range dipole&quot;)
+for c in eachrow(res3.disp)
+    lines!(ax, eachindex(c), c; linestyle=:dash, color=:black)
+end
+fig</code></pre><img src="07_Dipole_Dipole-fe6aabf7.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="06_CP2_Skyrmions.html">« 6. Dynamical quench into CP² skyrmion liquid</a><a class="docs-footer-nextpage" href="08_Momentum_Conventions.html">8. Momentum transfer conventions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>8. Momentum transfer conventions · Sunny documentation</title><meta name="title" content="8. Momentum transfer conventions · Sunny documentation"/><meta property="og:title" content="8. Momentum transfer conventions · Sunny documentation"/><meta property="twitter:title" content="8. 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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li class="is-active"><a class="tocitem" href="08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../library.html">Library API</a></li><li><a class="tocitem" href="../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li class="is-active"><a href="08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/08_Momentum_Conventions.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../assets/scripts/08_Momentum_Conventions.jl">Julia file</a> or <a href="../assets/notebooks/08_Momentum_Conventions.ipynb">Jupyter notebook</a>.</p><h1 id="8.-Momentum-transfer-conventions"><a class="docs-heading-anchor" href="#8.-Momentum-transfer-conventions">8. Momentum transfer conventions</a><a id="8.-Momentum-transfer-conventions-1"></a><a class="docs-heading-anchor-permalink" href="#8.-Momentum-transfer-conventions" title="Permalink"></a></h1><p>This example illustrates Sunny&#39;s conventions for dynamical structure factor intensities, <span>$\mathcal{S}(𝐪,ω)$</span>, as documented in the page <a href="../structure-factor.html#Structure-Factor-Conventions">Structure Factor Conventions</a>. The variables <span>$𝐪$</span> and <span>$ω$</span> describe momentum and energy transfer <em>to</em> the sample.</p><p>For systems without inversion-symmetry, the structure factor intensities at <span>$± 𝐪$</span> may be inequivalent. To highlight this, consider a simple 1D chain that includes only Dzyaloshinskii–Moriya interactions between neighboring sites. Coupling to an external field then breaks time-reversal symmetry, giving rise to an inequivalence of intensities <span>$\mathcal{S}(±𝐪,ω)$</span></p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Selecting the P1 spacegroup will effectively disable all symmetry analysis. This can be a convenient way to avoid symmetry-imposed constraints on the couplings. A disadvantage is that all bonds are treated as inequivalent, and Sunny will therefore not be able to propagate any couplings between bonds.</p><pre><code class="language-julia hljs">latvecs = lattice_vectors(2, 2, 1, 90, 90, 90)
+cryst = Crystal(latvecs, [[0,0,0]], &quot;P1&quot;)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 1&#39; (1)
+Lattice params a=2, b=2, c=1, α=90°, β=90°, γ=90°
+Cell volume 4
+Class 1:
+   1. [0, 0, 0]
+</code></pre><p>Construct a 1D chain system that extends along the global Cartesian <span>$ẑ$</span> axis. The Hamiltonian includes DM and Zeeman coupling terms, <span>$ℋ = ∑_j D ẑ ⋅ (𝐒_j × 𝐒_{j+1}) - ∑_j 𝐁 ⋅ μ_j$</span>, where <span>$μ_j = - g 𝐒_j$</span> is the <a href="../library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a> and <span>$𝐁 ∝ ẑ$</span>.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole; dims=(1, 1, 25))
+D = 0.1
+B = 5D
+set_exchange!(sys, dmvec([0, 0, D]), Bond(1, 1, [0, 0, 1]))
+set_field!(sys, [0, 0, B])</code></pre><p>The large external field fully polarizes the system. Here, the DM coupling contributes nothing, leaving only Zeeman coupling.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+@assert energy_per_site(sys) ≈ -10D</code></pre><p>Sample from the classical Boltzmann distribution at a low temperature.</p><pre><code class="language-julia hljs">dt = 0.1
+kT = 0.02
+damping = 0.1
+langevin = Langevin(dt; kT, damping)
+suggest_timestep(sys, langevin; tol=1e-2)
+for _ in 1:10_000
+    step!(sys, langevin)
+end</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Consider dt ≈ 0.0995 for this spin configuration at tol = 0.01. Current value is dt = 0.1.</code></pre><p>The Zeeman coupling polarizes the magnetic moments in the <span>$𝐁 ∝ ẑ$</span> direction. The spin dipoles, however, are anti-aligned with the magnetic moments, and therefore point towards <span>$-ẑ$</span>. This is shown below.</p><pre><code class="language-julia hljs">plot_spins(sys)</code></pre><img src="08_Momentum_Conventions-41d8963a.png" alt="Example block output"/><p>Estimate the dynamical structure factor using classical dynamics.</p><pre><code class="language-julia hljs">sc = SampledCorrelations(sys; dt, energies=range(0, 15D, 100), measure=ssf_trace(sys))
+add_sample!(sc, sys)
+nsamples = 100
+for _ in 1:nsamples
+    for _ in 1:1_000
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end
+path = q_space_path(cryst, [[0,0,-1/2], [0,0,+1/2]], 400)
+res1 = intensities(sc, path; energies=:available, kT)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Sunny.Intensities{Float64, Sunny.QPath, 2} (100×400 elements)</code></pre><p>Calculate the same quantity with linear spin wave theory at <span>$T = 0$</span>. Because the ground state is fully polarized, the required magnetic cell is a <span>$1×1×1$</span> grid of chemical unit cells.</p><pre><code class="language-julia hljs">sys_small = resize_supercell(sys, (1,1,1))
+minimize_energy!(sys_small)
+swt = SpinWaveTheory(sys_small; measure=ssf_trace(sys_small))
+res2 = intensities_bands(swt, path)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Sunny.BandIntensities{Float64, Sunny.QPath, 2} (1×400 elements)</code></pre><p>This model system has a single magnon band with dispersion <span>$ϵ(𝐪) = 1 - D/B \sin(2πq₃)$</span> and uniform intensity. Both calculation methods reproduce this analytical solution. Observe that <span>$𝐪$</span> and <span>$-𝐪$</span> are inequivalent. The structure factor calculated from classical dynamics additionally shows an elastic peak at <span>$𝐪 = [0,0,0]$</span>, reflecting the ferromagnetic ground state.</p><pre><code class="language-julia hljs">fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res1; title=&quot;Classical dynamics&quot;)
+plot_intensities!(fig[1, 2], res2; title=&quot;Spin wave theory&quot;)
+fig</code></pre><img src="08_Momentum_Conventions-9dc9054a.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="07_Dipole_Dipole.html">« 7. Long-range dipole interactions</a><a class="docs-footer-nextpage" href="spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="../spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="../spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="../spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="../spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="../spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="../spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="../spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="../spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="../spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="../spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="../spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="../spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="../spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="../spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="../spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="../spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox" checked/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li class="is-active"><a class="tocitem" href="MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a><ul class="internal"><li><a class="tocitem" href="#Setting-up-Julia"><span>Setting up Julia</span></a></li><li><a class="tocitem" href="#Setting-up-the-crystal-structure"><span>Setting up the crystal structure</span></a></li><li><a class="tocitem" href="#Making-a-System-and-assigning-interactions"><span>Making a <code>System</code> and assigning interactions</span></a></li><li><a class="tocitem" href="#Cooling-our-System-amd-calculating-the-instantaneous-and-dynamic-structure-factors-at-the-final-temperature"><span>Cooling our <code>System</code> amd calculating the instantaneous and dynamic structure factors at the final temperature</span></a></li><li><a class="tocitem" href="#Instantaneous-Structure-Factor"><span>Instantaneous Structure Factor</span></a></li><li><a class="tocitem" href="#Dynamical-Structure-Factor"><span>Dynamical Structure Factor</span></a></li></ul></li><li><a class="tocitem" href="kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">Contributed</a></li><li class="is-active"><a href="MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/examples/contributed/MgCr2O4-tutorial.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="MgCr2O4-at-Finite-Temperature"><a class="docs-heading-anchor" href="#MgCr2O4-at-Finite-Temperature">MgCr2O4 at Finite Temperature</a><a id="MgCr2O4-at-Finite-Temperature-1"></a><a class="docs-heading-anchor-permalink" href="#MgCr2O4-at-Finite-Temperature" title="Permalink"></a></h1><p><strong>Author</strong>: Martin Mourigal</p><p><strong>Date</strong>: September 9, 2022 (Updated August 29, 2024 using Sunny 0.7.0)</p><p>In this tutorial, we will walk through an example in Sunny and calculate the spin dynamical properties of the Heisenberg pyrochlore antiferromagnet and apply this knowledge to MgCr2O4 and ZnCr2O4, which are known to approximate this model. Relevant publications include:</p><p>[1] <a href="https://doi.org/10.1103/PhysRevLett.102.237206">P. H. Conlon and J. T. Chalker, Phys. Rev. Lett. 102, 237206 (2009)</a></p><p>[2] <a href="https://doi.org/10.1103/PhysRevB.81.224413">P. H. Conlon and J. T. Chalker, Phys. Rev. B 81, 224413 (2010)</a></p><p>[3] <a href="https://doi.org/10.1103/PhysRevLett.122.097201">X. Bai, J. A. M. Paddison, <em>et al.</em> Phys. Rev. Lett. 122, 097201 (2019)</a></p><h2 id="Setting-up-Julia"><a class="docs-heading-anchor" href="#Setting-up-Julia">Setting up Julia</a><a id="Setting-up-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Setting-up-Julia" title="Permalink"></a></h2><p>To run the examples in the tutorial, you will need a working installation of the Julia programming language and the Sunny package. Some useful references for getting started are:</p><ul><li><a href="https://github.com/SunnySuite/Sunny.jl/wiki/Getting-started-with-Julia">Getting started with Julia for Sunny</a></li><li><a href="https://docs.juliahub.com/General/Sunny/stable/">Sunny Docs</a></li></ul><p>We will begin by loading the relevant packages.</p><pre><code class="language-julia hljs">using Sunny # The main package
+using GLMakie # Plotting package</code></pre><h2 id="Setting-up-the-crystal-structure"><a class="docs-heading-anchor" href="#Setting-up-the-crystal-structure">Setting up the crystal structure</a><a id="Setting-up-the-crystal-structure-1"></a><a class="docs-heading-anchor-permalink" href="#Setting-up-the-crystal-structure" title="Permalink"></a></h2><p>Before specifying the interactions of our system, we first must set up the crystal. We will begin by specifying the pyrochlore lattice (illustrated below) in the manner that is typical of theorists.</p><p><img src="https://www.oist.jp/sites/default/files/photos/20200110-diagram-of-pyrochlore-lattice.jpg" alt/></p><p><em>Picture Credits: Theory of Quantum Matter Unit, OIST</em></p><h3 id="&quot;Theorist&quot;-Method"><a class="docs-heading-anchor" href="#&quot;Theorist&quot;-Method">&quot;Theorist&quot; Method</a><a id="&quot;Theorist&quot;-Method-1"></a><a class="docs-heading-anchor-permalink" href="#&quot;Theorist&quot;-Method" title="Permalink"></a></h3><p>In this approach, we directly define the lattice vectors and specify the position of each atom in fractional coordinates.</p><pre><code class="language-julia hljs">latvecs = lattice_vectors(8.3342, 8.3342, 8.3342, 90, 90, 90)
+positions = [[0.875, 0.625, 0.375],
+             [0.625, 0.125, 0.625],
+             [0.875, 0.875, 0.125],
+             [0.625, 0.875, 0.375],
+             [0.875, 0.125, 0.875],
+             [0.625, 0.625, 0.125],
+             [0.875, 0.375, 0.625],
+             [0.625, 0.375, 0.875],
+             [0.375, 0.625, 0.875],
+             [0.125, 0.125, 0.125],
+             [0.375, 0.875, 0.625],
+             [0.125, 0.875, 0.875],
+             [0.375, 0.125, 0.375],
+             [0.125, 0.625, 0.625],
+             [0.375, 0.375, 0.125],
+             [0.125, 0.375, 0.375]];
+types = [&quot;B&quot; for _ in positions]
+xtal_pyro   = Crystal(latvecs, positions; types) # We will call this crystal the Theoretical Pyrochlore</code></pre><pre><code class="nohighlight hljs">Crystal
+Spacegroup &#39;F d -3 m&#39; (227)
+Lattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°
+Cell volume 578.9
+Type &#39;B&#39;, Wyckoff 16c (point group &#39;.-3m&#39;):
+   1. [7/8, 5/8, 3/8]
+   2. [5/8, 1/8, 5/8]
+   3. [7/8, 7/8, 1/8]
+   4. [5/8, 7/8, 3/8]
+   5. [7/8, 1/8, 7/8]
+   6. [5/8, 5/8, 1/8]
+   7. [7/8, 3/8, 5/8]
+   8. [5/8, 3/8, 7/8]
+   9. [3/8, 5/8, 7/8]
+   10. [1/8, 1/8, 1/8]
+   11. [3/8, 7/8, 5/8]
+   12. [1/8, 7/8, 7/8]
+   13. [3/8, 1/8, 3/8]
+   14. [1/8, 5/8, 5/8]
+   15. [3/8, 3/8, 1/8]
+   16. [1/8, 3/8, 3/8]
+</code></pre><p>To examine the result interactively, we can call <code>view_crystal</code>.</p><pre><code class="language-julia hljs">view_crystal(xtal_pyro, 3.2)</code></pre><p><img src="MgCr2O4-tutorial-10.png" alt/></p><h3 id="&quot;Experimentalist&quot;-Method-#1-(Incorrect)"><a class="docs-heading-anchor" href="#&quot;Experimentalist&quot;-Method-#1-(Incorrect)">&quot;Experimentalist&quot; Method #1 (Incorrect)</a><a id="&quot;Experimentalist&quot;-Method-#1-(Incorrect)-1"></a><a class="docs-heading-anchor-permalink" href="#&quot;Experimentalist&quot;-Method-#1-(Incorrect)" title="Permalink"></a></h3><p>A real crystal is more complicated than this, however, and we will now construct the system using the actual CIF file of MgCr2O4 from ICSD. This can be done by copying over the data from a CIF file by hand, but this can be dangerous, as shown below.</p><pre><code class="language-julia hljs">latvecs   = lattice_vectors(8.3342, 8.3342, 8.3342, 90, 90, 90)
+positions = [[0.1250, 0.1250, 0.1250],
+             [0.5000, 0.5000, 0.5000],
+             [0.2607, 0.2607, 0.2607]]
+types = [&quot;Mg&quot;,&quot;Cr&quot;,&quot;O&quot;]
+xtal_mgcro_1 = Crystal(latvecs, positions; types)</code></pre><pre><code class="nohighlight hljs">Crystal
+Spacegroup &#39;R 3 m&#39; (160)
+Lattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°
+Cell volume 578.9
+Type &#39;Mg&#39;, Wyckoff 3a (point group &#39;3m&#39;):
+   1. [1/8, 1/8, 1/8]
+Type &#39;Cr&#39;, Wyckoff 3a (point group &#39;3m&#39;):
+   2. [1/2, 1/2, 1/2]
+Type &#39;O&#39;, Wyckoff 3a (point group &#39;3m&#39;):
+   3. [0.2607, 0.2607, 0.2607]
+</code></pre><p>Sunny returned a valid crystal, but it did get right space group for MgCr2O4. This can be fixed by modifying the input to include the space group and the setting.</p><h3 id="&quot;Experimentalist&quot;-Method-#2-(Correct)"><a class="docs-heading-anchor" href="#&quot;Experimentalist&quot;-Method-#2-(Correct)">&quot;Experimentalist&quot; Method #2 (Correct)</a><a id="&quot;Experimentalist&quot;-Method-#2-(Correct)-1"></a><a class="docs-heading-anchor-permalink" href="#&quot;Experimentalist&quot;-Method-#2-(Correct)" title="Permalink"></a></h3><p>As above, we will define the crystal structure of MgCr2O4 by copying the info from a CIF file, but we will also specify the space group and setting explicitly.</p><pre><code class="language-julia hljs">latvecs    = lattice_vectors(8.3342, 8.3342, 8.3342, 90, 90, 90)
+positions  = [[0.1250, 0.1250, 0.1250],
+              [0.5000, 0.5000, 0.5000],
+              [0.2607, 0.2607, 0.2607]]
+types      = [&quot;Mg&quot;,&quot;Cr&quot;,&quot;O&quot;]
+spacegroup = 227 # Space Group Number
+setting    = &quot;2&quot; # Space Group setting
+xtal_mgcro_2 = Crystal(latvecs, positions, spacegroup; types, setting)</code></pre><pre><code class="nohighlight hljs">Crystal
+Spacegroup &#39;F d -3 m&#39; (227)
+Lattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°
+Cell volume 578.9
+Type &#39;Mg&#39;, Wyckoff 8b (point group &#39;-43m&#39;):
+   1. [1/8, 1/8, 1/8]
+   2. [5/8, 5/8, 1/8]
+   3. [7/8, 3/8, 3/8]
+   4. [3/8, 7/8, 3/8]
+   5. [5/8, 1/8, 5/8]
+   6. [1/8, 5/8, 5/8]
+   7. [3/8, 3/8, 7/8]
+   8. [7/8, 7/8, 7/8]
+Type &#39;Cr&#39;, Wyckoff 16c (point group &#39;.-3m&#39;):
+   9. [1/2, 0, 0]
+   10. [3/4, 1/4, 0]
+   11. [0, 1/2, 0]
+   12. [1/4, 3/4, 0]
+   13. [3/4, 0, 1/4]
+   14. [1/2, 1/4, 1/4]
+   15. [1/4, 1/2, 1/4]
+   16. [0, 3/4, 1/4]
+   17. [0, 0, 1/2]
+   18. [1/4, 1/4, 1/2]
+   19. [1/2, 1/2, 1/2]
+   20. [3/4, 3/4, 1/2]
+   21. [1/4, 0, 3/4]
+   22. [0, 1/4, 3/4]
+   23. [3/4, 1/2, 3/4]
+   24. [1/2, 3/4, 3/4]
+Type &#39;O&#39;, Wyckoff 32e (point group &#39;.3m&#39;):
+   25. [0.7393, 0.0107, 0.0107]
+   26. [0.5107, 0.2393, 0.0107]
+   27. [0.2393, 0.5107, 0.0107]
+   28. [0.0107, 0.7393, 0.0107]
+   29. [0.5107, 0.0107, 0.2393]
+   30. [0.7393, 0.2393, 0.2393]
+   31. [0.0107, 0.5107, 0.2393]
+   32. [0.2393, 0.7393, 0.2393]
+   33. [0.2607, 0.2607, 0.2607]
+   34. [0.4893, 0.4893, 0.2607]
+   35. [0.7607, 0.7607, 0.2607]
+   36. [0.9893, 0.9893, 0.2607]
+   37. [0.4893, 0.2607, 0.4893]
+   38. [0.2607, 0.4893, 0.4893]
+   39. [0.9893, 0.7607, 0.4893]
+   40. [0.7607, 0.9893, 0.4893]
+   41. [0.2393, 0.0107, 0.5107]
+   42. [0.0107, 0.2393, 0.5107]
+   43. [0.7393, 0.5107, 0.5107]
+   44. [0.5107, 0.7393, 0.5107]
+   45. [0.0107, 0.0107, 0.7393]
+   46. [0.2393, 0.2393, 0.7393]
+   47. [0.5107, 0.5107, 0.7393]
+   48. [0.7393, 0.7393, 0.7393]
+   49. [0.7607, 0.2607, 0.7607]
+   50. [0.9893, 0.4893, 0.7607]
+   51. [0.2607, 0.7607, 0.7607]
+   52. [0.4893, 0.9893, 0.7607]
+   53. [0.9893, 0.2607, 0.9893]
+   54. [0.7607, 0.4893, 0.9893]
+   55. [0.4893, 0.7607, 0.9893]
+   56. [0.2607, 0.9893, 0.9893]
+</code></pre><p>This result is correct, but at this point we might as well import the CIF file directly, which we now proceed to do.</p><h3 id="&quot;Experimentalist&quot;-Method-#3-(Correct-–-if-your-CIF-file-is)"><a class="docs-heading-anchor" href="#&quot;Experimentalist&quot;-Method-#3-(Correct-–-if-your-CIF-file-is)">&quot;Experimentalist&quot; Method #3 (Correct – if your CIF file is)</a><a id="&quot;Experimentalist&quot;-Method-#3-(Correct-–-if-your-CIF-file-is)-1"></a><a class="docs-heading-anchor-permalink" href="#&quot;Experimentalist&quot;-Method-#3-(Correct-–-if-your-CIF-file-is)" title="Permalink"></a></h3><p>To import a CIF file, simply give the path to <code>Crystal</code>. One may optionally specify a precision parameter to apply to the symmetry analysis.</p><pre><code class="language-julia hljs">cif = joinpath(@__DIR__, &quot;MgCr2O4_160953_2009.cif&quot;)
+xtal_mgcro_3 = Crystal(cif; symprec=0.001)</code></pre><pre><code class="nohighlight hljs">Crystal
+Spacegroup &#39;F d -3 m&#39; (227)
+Lattice params a=8.333, b=8.333, c=8.333, α=90°, β=90°, γ=90°
+Cell volume 578.6
+Type &#39;Mg1&#39;, Wyckoff 8b (point group &#39;-43m&#39;):
+   1. [1/8, 1/8, 1/8]
+   2. [5/8, 5/8, 1/8]
+   3. [7/8, 3/8, 3/8]
+   4. [3/8, 7/8, 3/8]
+   5. [5/8, 1/8, 5/8]
+   6. [1/8, 5/8, 5/8]
+   7. [3/8, 3/8, 7/8]
+   8. [7/8, 7/8, 7/8]
+Type &#39;Cr1&#39;, Wyckoff 16c (point group &#39;.-3m&#39;):
+   9. [1/2, 0, 0]
+   10. [3/4, 1/4, 0]
+   11. [0, 1/2, 0]
+   12. [1/4, 3/4, 0]
+   13. [3/4, 0, 1/4]
+   14. [1/2, 1/4, 1/4]
+   15. [1/4, 1/2, 1/4]
+   16. [0, 3/4, 1/4]
+   17. [0, 0, 1/2]
+   18. [1/4, 1/4, 1/2]
+   19. [1/2, 1/2, 1/2]
+   20. [3/4, 3/4, 1/2]
+   21. [1/4, 0, 3/4]
+   22. [0, 1/4, 3/4]
+   23. [3/4, 1/2, 3/4]
+   24. [1/2, 3/4, 3/4]
+Type &#39;O1&#39;, Wyckoff 32e (point group &#39;.3m&#39;):
+   25. [0.7388, 0.0112, 0.0112]
+   26. [0.5112, 0.2388, 0.0112]
+   27. [0.2388, 0.5112, 0.0112]
+   28. [0.0112, 0.7388, 0.0112]
+   29. [0.5112, 0.0112, 0.2388]
+   30. [0.7388, 0.2388, 0.2388]
+   31. [0.0112, 0.5112, 0.2388]
+   32. [0.2388, 0.7388, 0.2388]
+   33. [0.2612, 0.2612, 0.2612]
+   34. [0.4888, 0.4888, 0.2612]
+   35. [0.7612, 0.7612, 0.2612]
+   36. [0.9888, 0.9888, 0.2612]
+   37. [0.4888, 0.2612, 0.4888]
+   38. [0.2612, 0.4888, 0.4888]
+   39. [0.9888, 0.7612, 0.4888]
+   40. [0.7612, 0.9888, 0.4888]
+   41. [0.2388, 0.0112, 0.5112]
+   42. [0.0112, 0.2388, 0.5112]
+   43. [0.7388, 0.5112, 0.5112]
+   44. [0.5112, 0.7388, 0.5112]
+   45. [0.0112, 0.0112, 0.7388]
+   46. [0.2388, 0.2388, 0.7388]
+   47. [0.5112, 0.5112, 0.7388]
+   48. [0.7388, 0.7388, 0.7388]
+   49. [0.7612, 0.2612, 0.7612]
+   50. [0.9888, 0.4888, 0.7612]
+   51. [0.2612, 0.7612, 0.7612]
+   52. [0.4888, 0.9888, 0.7612]
+   53. [0.9888, 0.2612, 0.9888]
+   54. [0.7612, 0.4888, 0.9888]
+   55. [0.4888, 0.7612, 0.9888]
+   56. [0.2612, 0.9888, 0.9888]
+</code></pre><p>Finally, we wish to restrict attention to the magnetic atoms in the unit cell while maintaining symmetry information for the full crystal, which is required to determine the correct exchange and g-factor anisotropies. This can be achieved with the <code>subcrystal</code> function.</p><pre><code class="language-julia hljs">xtal_mgcro = subcrystal(xtal_mgcro_2, &quot;Cr&quot;)</code></pre><pre><code class="nohighlight hljs">Crystal
+Spacegroup &#39;F d -3 m&#39; (227)
+Lattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°
+Cell volume 578.9
+Type &#39;Cr&#39;, Wyckoff 16c (point group &#39;.-3m&#39;):
+   1. [1/2, 0, 0]
+   2. [3/4, 1/4, 0]
+   3. [0, 1/2, 0]
+   4. [1/4, 3/4, 0]
+   5. [3/4, 0, 1/4]
+   6. [1/2, 1/4, 1/4]
+   7. [1/4, 1/2, 1/4]
+   8. [0, 3/4, 1/4]
+   9. [0, 0, 1/2]
+   10. [1/4, 1/4, 1/2]
+   11. [1/2, 1/2, 1/2]
+   12. [3/4, 3/4, 1/2]
+   13. [1/4, 0, 3/4]
+   14. [0, 1/4, 3/4]
+   15. [3/4, 1/2, 3/4]
+   16. [1/2, 3/4, 3/4]
+</code></pre><h2 id="Making-a-System-and-assigning-interactions"><a class="docs-heading-anchor" href="#Making-a-System-and-assigning-interactions">Making a <code>System</code> and assigning interactions</a><a id="Making-a-System-and-assigning-interactions-1"></a><a class="docs-heading-anchor-permalink" href="#Making-a-System-and-assigning-interactions" title="Permalink"></a></h2><h3 id="Making-a-System"><a class="docs-heading-anchor" href="#Making-a-System">Making a <code>System</code></a><a id="Making-a-System-1"></a><a class="docs-heading-anchor-permalink" href="#Making-a-System" title="Permalink"></a></h3><p>Before assigning any interactions, we first have to set up a <code>System</code> using our <code>Crystal</code>.</p><pre><code class="language-julia hljs">dims = (6, 6, 6)  # Supercell dimensions
+momentinfo = [1 =&gt; Moment(s=3/2, g=2)]  # Specify local moment information, note that all sites are symmetry equivalent
+sys_pyro = System(xtal_pyro, momentinfo, :dipole; dims)    # Make a system in dipole (Landau-Lifshitz) mode on pyrochlore lattice
+sys_mgcro = System(xtal_mgcro, momentinfo, :dipole; dims); # Same on MgCr2O4 crystal</code></pre><p>To understand what interactions we may assign to this system, we have to understand the the symmetry properties of the crystal, which we turn to next.</p><h3 id="Symmetry-analysis-for-exchange-and-single-ion-anisotropies"><a class="docs-heading-anchor" href="#Symmetry-analysis-for-exchange-and-single-ion-anisotropies">Symmetry analysis for exchange and single-ion anisotropies</a><a id="Symmetry-analysis-for-exchange-and-single-ion-anisotropies-1"></a><a class="docs-heading-anchor-permalink" href="#Symmetry-analysis-for-exchange-and-single-ion-anisotropies" title="Permalink"></a></h3><p><code>print_symmetry_table</code> reports all the exchange interactions, single-site anisotropies, and g-factors allowed on our crystal. It takes a <code>Cyrstal</code> and a distance. We&#39;ll look at both the &quot;theorist&#39;s&quot; pyrochlore lattice,</p><pre><code class="language-julia hljs">print_symmetry_table(xtal_pyro, 5.9)</code></pre><pre><code class="nohighlight hljs">Atom 1
+Type &#39;B&#39;, position [7/8, 5/8, 3/8], multiplicity 16
+Allowed g-tensor: [ A B -B
+                    B A  B
+                   -B B  A]
+Allowed anisotropy in Stevens operators:
+    c₁*(𝒪[2,-2]+2𝒪[2,-1]-2𝒪[2,1]) +
+    c₂*(7𝒪[4,-3]+2𝒪[4,-2]-𝒪[4,-1]+𝒪[4,1]+7𝒪[4,3]) + c₃*(𝒪[4,0]+5𝒪[4,4]) +
+    c₄*(-11𝒪[6,-6]-8𝒪[6,-3]+𝒪[6,-2]-8𝒪[6,-1]+8𝒪[6,1]-8𝒪[6,3]) + c₅*(𝒪[6,0]-21𝒪[6,4]) + c₆*((9/5)𝒪[6,-6]+(24/5)𝒪[6,-5]+𝒪[6,-2]+(8/5)𝒪[6,-1]-(8/5)𝒪[6,1]-(24/5)𝒪[6,5])
+
+Bond(1, 3, [0, 0, 0])
+Distance 2.9465846678825, coordination 6
+Connects &#39;B&#39; at [7/8, 5/8, 3/8] to &#39;B&#39; at [7/8, 7/8, 1/8]
+Allowed exchange matrix: [ A -D D
+                           D  B C
+                          -D  C B]
+Allowed DM vector: [0 -D -D]
+
+Bond(1, 2, [0, 0, 0])
+Distance 5.1036343535759, coordination 12
+Connects &#39;B&#39; at [7/8, 5/8, 3/8] to &#39;B&#39; at [5/8, 1/8, 5/8]
+Allowed exchange matrix: [  A  C-E  D-F
+                          C+E    B -C+E
+                          D+F -C-E    A]
+Allowed DM vector: [E F -E]
+
+Bond(2, 6, [0, 0, 0])
+Distance 5.8931693357649, coordination 6
+Connects &#39;B&#39; at [5/8, 1/8, 5/8] to &#39;B&#39; at [5/8, 5/8, 1/8]
+Allowed exchange matrix: [A D D
+                          D B C
+                          D C B]
+
+Bond(1, 5, [0, 0, 0])
+Distance 5.8931693357649, coordination 6
+Connects &#39;B&#39; at [7/8, 5/8, 3/8] to &#39;B&#39; at [7/8, 1/8, 7/8]
+Allowed exchange matrix: [ A D -D
+                           D B  C
+                          -D C  B]
+
+</code></pre><p>and for the the MgCrO4 crystal,</p><pre><code class="language-julia hljs">print_symmetry_table(xtal_mgcro, 6.0)</code></pre><pre><code class="nohighlight hljs">Atom 1
+Type &#39;Cr&#39;, position [1/2, 0, 0], multiplicity 16
+Allowed g-tensor: [A B B
+                   B A B
+                   B B A]
+Allowed anisotropy in Stevens operators:
+    c₁*(𝒪[2,-2]+2𝒪[2,-1]+2𝒪[2,1]) +
+    c₂*(-7𝒪[4,-3]-2𝒪[4,-2]+𝒪[4,-1]+𝒪[4,1]+7𝒪[4,3]) + c₃*(𝒪[4,0]+5𝒪[4,4]) +
+    c₄*(-11𝒪[6,-6]-8𝒪[6,-3]+𝒪[6,-2]-8𝒪[6,-1]-8𝒪[6,1]+8𝒪[6,3]) + c₅*(𝒪[6,0]-21𝒪[6,4]) + c₆*((9/5)𝒪[6,-6]+(24/5)𝒪[6,-5]+𝒪[6,-2]+(8/5)𝒪[6,-1]+(8/5)𝒪[6,1]+(24/5)𝒪[6,5])
+
+Bond(1, 2, [0, 0, 0])
+Distance 2.9465846678825, coordination 6
+Connects &#39;Cr&#39; at [1/2, 0, 0] to &#39;Cr&#39; at [3/4, 1/4, 0]
+Allowed exchange matrix: [A C -D
+                          C A -D
+                          D D  B]
+Allowed DM vector: [-D D 0]
+
+Bond(1, 7, [0, 0, 0])
+Distance 5.1036343535759, coordination 12
+Connects &#39;Cr&#39; at [1/2, 0, 0] to &#39;Cr&#39; at [1/4, 1/2, 1/4]
+Allowed exchange matrix: [  A  C-E  D-F
+                          C+E    B -C+E
+                          D+F -C-E    A]
+Allowed DM vector: [E F -E]
+
+Bond(1, 3, [0, 0, 0])
+Distance 5.8931693357649, coordination 6
+Connects &#39;Cr&#39; at [1/2, 0, 0] to &#39;Cr&#39; at [0, 1/2, 0]
+Allowed exchange matrix: [A D C
+                          D A C
+                          C C B]
+
+Bond(1, 3, [1, 0, 0])
+Distance 5.8931693357649, coordination 6
+Connects &#39;Cr&#39; at [1/2, 0, 0] to &#39;Cr&#39; at [1, 1/2, 0]
+Allowed exchange matrix: [A D C
+                          D A C
+                          C C B]
+
+</code></pre><p>Note that the exchange anisotropies allowed on the the pyrochlore lattice are slightly different from those on the MgCr2O4 cyrstal due to the role of Mg and O in the bonds. Also note that Sunny has correctly identified the two inequivalent bonds 3a and 3b having the same length. A question may arises to know which bond is J3a and which is J3b, let&#39;s plot the structure.</p><pre><code class="language-julia hljs">view_crystal(xtal_mgcro, 5.9)</code></pre><p><img src="MgCr2O4-tutorial-29.png" alt/></p><p>The crystal viewer shows that the second interaction – cyan color with distance of 5.89Å – is in fact the one hopping through a chromium site, meaning it is J3a! We will need to be careful with that later.</p><h3 id="Building-the-exchange-interactions-for-our-system"><a class="docs-heading-anchor" href="#Building-the-exchange-interactions-for-our-system">Building the exchange interactions for our system</a><a id="Building-the-exchange-interactions-for-our-system-1"></a><a class="docs-heading-anchor-permalink" href="#Building-the-exchange-interactions-for-our-system" title="Permalink"></a></h3><p>We begin by setting the scale of our exchange interactions on each bond.</p><pre><code class="language-julia hljs">J1      = 3.27  # value of J1 in meV from Bai&#39;s PRL paper
+J_pyro  = [1.00,0.000,0.000,0.000]*J1    # pure nearest neighbor pyrochlore
+J_mgcro = [1.00,0.0815,0.1050,0.085]*J1; # further neighbor pyrochlore relevant for MgCr2O4
+# val_J_mgcro = [1.00,0.000,0.025,0.025]*val_J1; # this is a funny setting from Conlon-Chalker</code></pre><p>These values are then assigned to their corresponding bonds with <code>set_exchange!</code>.</p><pre><code class="language-julia hljs"># === Assign exchange interactions to pyrochlore system ===
+set_exchange!(sys_pyro, J_pyro[1], Bond(1, 3, [0,0,0])) # J1
+set_exchange!(sys_pyro, J_pyro[2], Bond(1, 2, [0,0,0])) # J2
+set_exchange!(sys_pyro, J_pyro[3], Bond(2, 6, [0,0,0])) # J3a
+set_exchange!(sys_pyro, J_pyro[4], Bond(1, 5, [0,0,0])) # J3b
+
+# === Assign exchange interactions to MgCr2O4 system ===
+set_exchange!(sys_mgcro, J_mgcro[1], Bond(1, 2, [0,0,0]))  # J1
+set_exchange!(sys_mgcro, J_mgcro[2], Bond(1, 7, [0,0,0]))  # J2
+set_exchange!(sys_mgcro, J_mgcro[3], Bond(1, 3, [0,0,0]))  # J3a -- Careful here!
+set_exchange!(sys_mgcro, J_mgcro[4], Bond(1, 3, [1,0,0])); # J3b -- And here!</code></pre><p>We will not be assigning any single-ion anisotropies, so we have finished specifying our models. For good measure, we will set both systems to a random (infinite temperature) initial condition.</p><pre><code class="language-julia hljs">randomize_spins!(sys_pyro)
+randomize_spins!(sys_mgcro);</code></pre><h2 id="Cooling-our-System-amd-calculating-the-instantaneous-and-dynamic-structure-factors-at-the-final-temperature"><a class="docs-heading-anchor" href="#Cooling-our-System-amd-calculating-the-instantaneous-and-dynamic-structure-factors-at-the-final-temperature">Cooling our <code>System</code> amd calculating the instantaneous and dynamic structure factors at the final temperature</a><a id="Cooling-our-System-amd-calculating-the-instantaneous-and-dynamic-structure-factors-at-the-final-temperature-1"></a><a class="docs-heading-anchor-permalink" href="#Cooling-our-System-amd-calculating-the-instantaneous-and-dynamic-structure-factors-at-the-final-temperature" title="Permalink"></a></h2><p>We begin by thermalizing our system at a particular temperature. We will accomplish this by running Langevin dynamics. To do this, we must set up a Langevin integrator.</p><pre><code class="language-julia hljs">dt = 0.01  # Integration time step in meV^-1
+damping  = 0.1   # Phenomenological damping parameter
+kT = 1.8   # Desired temperature in meV
+langevin = Langevin(dt; damping, kT); # Construct integrator</code></pre><p>We can now thermalize our systems by running the integrator.</p><pre><code class="language-julia hljs">for _ in 1:5000
+    step!(sys_pyro, langevin)
+    step!(sys_mgcro, langevin)
+end</code></pre><p>As a sanity check, we&#39;ll plot the real-space spin configurations of both systems after themalization. First the pyrochlore,</p><pre><code class="language-julia hljs">plot_spins(sys_pyro)</code></pre><p><img src="MgCr2O4-tutorial-41.png" alt/></p><p>and then the MgCr2O4,</p><pre><code class="language-julia hljs">plot_spins(sys_mgcro)</code></pre><p><img src="MgCr2O4-tutorial-43.png" alt/></p><h2 id="Instantaneous-Structure-Factor"><a class="docs-heading-anchor" href="#Instantaneous-Structure-Factor">Instantaneous Structure Factor</a><a id="Instantaneous-Structure-Factor-1"></a><a class="docs-heading-anchor-permalink" href="#Instantaneous-Structure-Factor" title="Permalink"></a></h2><p>Next we can examine the instantaneous structure factor.</p><pre><code class="language-julia hljs">isf_pyro  = SampledCorrelationsStatic(sys_pyro; measure=ssf_perp(sys_pyro))
+isf_mgcro = SampledCorrelationsStatic(sys_mgcro; measure=ssf_perp(sys_mgcro));</code></pre><p>These are currently empty. Let&#39;s add spin-spin correlation data from 10 sampled spin configurations at kT = 1.8 meV.</p><pre><code class="language-julia hljs">for _ in 1:10
+    # Run dynamics to decorrelate
+    for _ in 1:500
+        step!(sys_pyro, langevin)
+        step!(sys_mgcro, langevin)
+    end
+    # Add samples
+    add_sample!(isf_pyro, sys_pyro)
+    add_sample!(isf_mgcro, sys_mgcro)
+end</code></pre><p>To retrieve the intensities, we call <code>intensities_static</code> on an array of wave vectors, which we can generate with <code>q_space_grid</code>.</p><pre><code class="language-julia hljs">qpts_pyro = q_space_grid(xtal_pyro, [1, 0, 0], range(-4.0, 4.0, 200), [0, 1, 0], (-4, 4))
+qpts_mgcro = q_space_grid(xtal_mgcro, [1, 0, 0], range(-4.0, 4.0, 200), [0, 1, 0], (-4, 4))
+
+Sq_pyro  = intensities_static(isf_pyro, qpts_pyro)
+Sq_mgcro = intensities_static(isf_mgcro, qpts_mgcro);</code></pre><p>Finally, plot the results.</p><pre><code class="language-julia hljs">fig = Figure(; size=(1200,500))
+plot_intensities!(fig[1,1], Sq_pyro)
+plot_intensities!(fig[1,2], Sq_mgcro)
+fig</code></pre><p><img src="MgCr2O4-tutorial-51.png" alt/></p><h2 id="Dynamical-Structure-Factor"><a class="docs-heading-anchor" href="#Dynamical-Structure-Factor">Dynamical Structure Factor</a><a id="Dynamical-Structure-Factor-1"></a><a class="docs-heading-anchor-permalink" href="#Dynamical-Structure-Factor" title="Permalink"></a></h2><p>We can also estimate the dynamical structure factor.</p><pre><code class="language-julia hljs">energies = range(0, 10, 100)
+sc_pyro  = SampledCorrelations(sys_pyro; dt, energies, measure=ssf_perp(sys_pyro))
+sc_mgcro = SampledCorrelations(sys_mgcro; dt, energies, measure=ssf_perp(sys_mgcro));</code></pre><p>Next we sample trajectories and calculate the spin-spin correlations of these. Unlike <code>SampledCorrelationsStatic</code>, these samples now include time (energy) information – and take significantly longer to calculate.</p><pre><code class="language-julia hljs">for _ in 1:3
+    # Run dynamics to decorrelate
+    for _ in 1:500
+        step!(sys_pyro, langevin)
+        step!(sys_mgcro, langevin)
+    end
+    # Add samples
+    add_sample!(sc_pyro, sys_pyro)
+    add_sample!(sc_mgcro, sys_mgcro)
+end</code></pre><p>We can now examine the structure factor intensities along a path in momentum space. First examine the pyrochlore model.</p><pre><code class="language-julia hljs">fig = Figure(; size=(1200,900))
+qbs = 0.0:0.5:1.5 # Determine q_b for each slice
+for (i, qb) in enumerate(qbs)
+    qpts_pyro = q_space_path(xtal_pyro, [[-4, qb, 0], [4, qb, 0]], 200)
+    Sqw_pyro = intensities(sc_pyro, qpts_pyro; energies=:available, kT)
+    plot_intensities!(fig[fldmod1(i, 2)...], Sqw_pyro; title=&quot;q_b = $qb&quot;)
+end
+fig</code></pre><p><img src="MgCr2O4-tutorial-57.png" alt/></p><p>Next generate the results along the same path for MgCr2O4.</p><pre><code class="language-julia hljs">fig = Figure(; size=(1200,900))
+for (i, qb) in enumerate(qbs)
+    qpts_mgcro = q_space_path(xtal_mgcro, [[-4, qb, 0], [4, qb, 0]], 200)
+    Sqw_mgcro = intensities(sc_mgcro, qpts_mgcro; energies=:available, kT)
+    plot_intensities!(fig[fldmod1(i, 2)...], Sqw_mgcro; title =&quot;q_b = $qb&quot;)
+end
+fig</code></pre><p><img src="MgCr2O4-tutorial-59.png" alt/></p><h3 id="Instantaneous-structure-factor-from-a-dynamical-structure-factor"><a class="docs-heading-anchor" href="#Instantaneous-structure-factor-from-a-dynamical-structure-factor">Instantaneous structure factor from a dynamical structure factor</a><a id="Instantaneous-structure-factor-from-a-dynamical-structure-factor-1"></a><a class="docs-heading-anchor-permalink" href="#Instantaneous-structure-factor-from-a-dynamical-structure-factor" title="Permalink"></a></h3><p>Finally, we note that the instant structure factor (what we generated with <code>SampledCorrelationsStatic</code>) can be calculated from the dynamical structure factor (generated with a <code>SampledCorrelations</code>). We simply call <code>instant_static</code> rather than <code>intensities</code> on the <code>SampledCorrelations</code>. This will calculate the instantaneous structure factor from from <span>$𝒮(𝐪,ω)$</span> by integrating out <span>$ω$</span> . An advantage of doing this (as opposed to using a <code>SampledCorrelationsStatic</code>) is that Sunny is able to apply a temperature- and energy-dependent intensity rescaling before integrating out the dynamical information. The results of this approach are more suitable for comparison with experimental data.</p><pre><code class="language-julia hljs">qpts_pyro = q_space_grid(xtal_pyro, [1, 0, 0], range(-4, 4, 200), [0, 1, 0], (-4, 4))
+qpts_mgcro = q_space_grid(xtal_mgcro, [1, 0, 0], range(-4, 4, 200), [0, 1, 0], (-4, 4))
+
+Sq_pyro  = intensities_static(sc_pyro, qpts_pyro; kT)
+Sq_mgcro = intensities_static(sc_mgcro, qpts_mgcro; kT);</code></pre><p>We can plot the results below. It is useful to compare these to the plot above generated with an <code>SampledCorrelationsStatic</code>.</p><pre><code class="language-julia hljs">fig = Figure(; size=(1200,500))
+ax = plot_intensities!(fig[1,1], Sq_pyro; title=&quot;Pyrochlore&quot;)
+ax = plot_intensities!(fig[1,2], Sq_mgcro; title=&quot;MgCr₂O₄&quot;)
+fig</code></pre><p><img src="MgCr2O4-tutorial-64.png" alt/></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../spinw/SW19_Different_Ions.html">« SW19 - Different magnetic ions</a><a class="docs-footer-nextpage" href="kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR313/examples/contributed/MgCr2O4_160953_2009.cif b/previews/PR313/examples/contributed/MgCr2O4_160953_2009.cif
new file mode 100644
index 000000000..a2210c746
--- /dev/null
+++ b/previews/PR313/examples/contributed/MgCr2O4_160953_2009.cif
@@ -0,0 +1,254 @@
+
+#(C) 2022 by FIZ Karlsruhe - Leibniz Institute for Information Infrastructure.  All rights reserved.
+data_160953-ICSD
+_database_code_ICSD 160953
+_audit_creation_date 2009-02-01
+_chemical_name_common 'Magnesium dichromate(III)'
+_chemical_formula_structural 'Mg (Cr2 O4)'
+_chemical_formula_sum 'Cr2 Mg1 O4'
+_chemical_name_structure_type Spinel#MgAl2O4
+_exptl_crystal_density_diffrn 4.42
+_diffrn_ambient_temperature 19.
+_citation_title 'Low temperature neutron diffraction study of Mg Cr2 O4 spinel'
+loop_
+_citation_id
+_citation_journal_full
+_citation_year
+_citation_journal_volume
+_citation_page_first
+_citation_page_last
+_citation_journal_id_ASTM
+primary 'Journal of Physics: Condensed Matter' 2008 20 1 5 JCOMEL
+loop_
+_citation_author_citation_id
+_citation_author_name
+primary 'Ortega-San-Martin, L.'
+primary 'Williams, A.J.'
+primary 'Gordon, C.D.'
+primary 'Klemme, S.'
+primary 'Attfield, J.P.'
+_cell_length_a 8.3329(1)
+_cell_length_b 8.3329(1)
+_cell_length_c 8.3329(1)
+_cell_angle_alpha 90.
+_cell_angle_beta 90.
+_cell_angle_gamma 90.
+_cell_volume 578.61
+_cell_formula_units_Z 8
+_space_group_name_H-M_alt 'F d -3 m Z'
+_space_group_IT_number 227
+loop_
+_space_group_symop_id
+_space_group_symop_operation_xyz
+1 '-z, y+3/4, x+3/4'
+2 'z+3/4, -y, x+3/4'
+3 'z+3/4, y+3/4, -x'
+4 '-z, -y, -x'
+5 'y+3/4, x+3/4, -z'
+6 '-y, x+3/4, z+3/4'
+7 'y+3/4, -x, z+3/4'
+8 '-y, -x, -z'
+9 'x+3/4, -z, y+3/4'
+10 'x+3/4, z+3/4, -y'
+11 '-x, z+3/4, y+3/4'
+12 '-x, -z, -y'
+13 '-z, x+3/4, y+3/4'
+14 'z+3/4, x+3/4, -y'
+15 'z+3/4, -x, y+3/4'
+16 '-z, -x, -y'
+17 'y+3/4, -z, x+3/4'
+18 '-y, z+3/4, x+3/4'
+19 'y+3/4, z+3/4, -x'
+20 '-y, -z, -x'
+21 'x+3/4, y+3/4, -z'
+22 'x+3/4, -y, z+3/4'
+23 '-x, y+3/4, z+3/4'
+24 '-x, -y, -z'
+25 'z, -y+1/4, -x+1/4'
+26 '-z+1/4, y, -x+1/4'
+27 '-z+1/4, -y+1/4, x'
+28 'z, y, x'
+29 '-y+1/4, -x+1/4, z'
+30 'y, -x+1/4, -z+1/4'
+31 '-y+1/4, x, -z+1/4'
+32 'y, x, z'
+33 '-x+1/4, z, -y+1/4'
+34 '-x+1/4, -z+1/4, y'
+35 'x, -z+1/4, -y+1/4'
+36 'x, z, y'
+37 'z, -x+1/4, -y+1/4'
+38 '-z+1/4, -x+1/4, y'
+39 '-z+1/4, x, -y+1/4'
+40 'z, x, y'
+41 '-y+1/4, z, -x+1/4'
+42 'y, -z+1/4, -x+1/4'
+43 '-y+1/4, -z+1/4, x'
+44 'y, z, x'
+45 '-x+1/4, -y+1/4, z'
+46 '-x+1/4, y, -z+1/4'
+47 'x, -y+1/4, -z+1/4'
+48 'x, y, z'
+49 '-z, y+1/4, x+1/4'
+50 'z+3/4, -y+1/2, x+1/4'
+51 'z+3/4, y+1/4, -x+1/2'
+52 '-z, -y+1/2, -x+1/2'
+53 'y+3/4, x+1/4, -z+1/2'
+54 '-y, x+1/4, z+1/4'
+55 'y+3/4, -x+1/2, z+1/4'
+56 '-y, -x+1/2, -z+1/2'
+57 'x+3/4, -z+1/2, y+1/4'
+58 'x+3/4, z+1/4, -y+1/2'
+59 '-x, z+1/4, y+1/4'
+60 '-x, -z+1/2, -y+1/2'
+61 '-z, x+1/4, y+1/4'
+62 'z+3/4, x+1/4, -y+1/2'
+63 'z+3/4, -x+1/2, y+1/4'
+64 '-z, -x+1/2, -y+1/2'
+65 'y+3/4, -z+1/2, x+1/4'
+66 '-y, z+1/4, x+1/4'
+67 'y+3/4, z+1/4, -x+1/2'
+68 '-y, -z+1/2, -x+1/2'
+69 'x+3/4, y+1/4, -z+1/2'
+70 'x+3/4, -y+1/2, z+1/4'
+71 '-x, y+1/4, z+1/4'
+72 '-x, -y+1/2, -z+1/2'
+73 'z, -y+3/4, -x+3/4'
+74 '-z+1/4, y+1/2, -x+3/4'
+75 '-z+1/4, -y+3/4, x+1/2'
+76 'z, y+1/2, x+1/2'
+77 '-y+1/4, -x+3/4, z+1/2'
+78 'y, -x+3/4, -z+3/4'
+79 '-y+1/4, x+1/2, -z+3/4'
+80 'y, x+1/2, z+1/2'
+81 '-x+1/4, z+1/2, -y+3/4'
+82 '-x+1/4, -z+3/4, y+1/2'
+83 'x, -z+3/4, -y+3/4'
+84 'x, z+1/2, y+1/2'
+85 'z, -x+3/4, -y+3/4'
+86 '-z+1/4, -x+3/4, y+1/2'
+87 '-z+1/4, x+1/2, -y+3/4'
+88 'z, x+1/2, y+1/2'
+89 '-y+1/4, z+1/2, -x+3/4'
+90 'y, -z+3/4, -x+3/4'
+91 '-y+1/4, -z+3/4, x+1/2'
+92 'y, z+1/2, x+1/2'
+93 '-x+1/4, -y+3/4, z+1/2'
+94 '-x+1/4, y+1/2, -z+3/4'
+95 'x, -y+3/4, -z+3/4'
+96 'x, y+1/2, z+1/2'
+97 '-z+1/2, y+3/4, x+1/4'
+98 'z+1/4, -y, x+1/4'
+99 'z+1/4, y+3/4, -x+1/2'
+100 '-z+1/2, -y, -x+1/2'
+101 'y+1/4, x+3/4, -z+1/2'
+102 '-y+1/2, x+3/4, z+1/4'
+103 'y+1/4, -x, z+1/4'
+104 '-y+1/2, -x, -z+1/2'
+105 'x+1/4, -z, y+1/4'
+106 'x+1/4, z+3/4, -y+1/2'
+107 '-x+1/2, z+3/4, y+1/4'
+108 '-x+1/2, -z, -y+1/2'
+109 '-z+1/2, x+3/4, y+1/4'
+110 'z+1/4, x+3/4, -y+1/2'
+111 'z+1/4, -x, y+1/4'
+112 '-z+1/2, -x, -y+1/2'
+113 'y+1/4, -z, x+1/4'
+114 '-y+1/2, z+3/4, x+1/4'
+115 'y+1/4, z+3/4, -x+1/2'
+116 '-y+1/2, -z, -x+1/2'
+117 'x+1/4, y+3/4, -z+1/2'
+118 'x+1/4, -y, z+1/4'
+119 '-x+1/2, y+3/4, z+1/4'
+120 '-x+1/2, -y, -z+1/2'
+121 'z+1/2, -y+1/4, -x+3/4'
+122 '-z+3/4, y, -x+3/4'
+123 '-z+3/4, -y+1/4, x+1/2'
+124 'z+1/2, y, x+1/2'
+125 '-y+3/4, -x+1/4, z+1/2'
+126 'y+1/2, -x+1/4, -z+3/4'
+127 '-y+3/4, x, -z+3/4'
+128 'y+1/2, x, z+1/2'
+129 '-x+3/4, z, -y+3/4'
+130 '-x+3/4, -z+1/4, y+1/2'
+131 'x+1/2, -z+1/4, -y+3/4'
+132 'x+1/2, z, y+1/2'
+133 'z+1/2, -x+1/4, -y+3/4'
+134 '-z+3/4, -x+1/4, y+1/2'
+135 '-z+3/4, x, -y+3/4'
+136 'z+1/2, x, y+1/2'
+137 '-y+3/4, z, -x+3/4'
+138 'y+1/2, -z+1/4, -x+3/4'
+139 '-y+3/4, -z+1/4, x+1/2'
+140 'y+1/2, z, x+1/2'
+141 '-x+3/4, -y+1/4, z+1/2'
+142 '-x+3/4, y, -z+3/4'
+143 'x+1/2, -y+1/4, -z+3/4'
+144 'x+1/2, y, z+1/2'
+145 '-z+1/2, y+1/4, x+3/4'
+146 'z+1/4, -y+1/2, x+3/4'
+147 'z+1/4, y+1/4, -x'
+148 '-z+1/2, -y+1/2, -x'
+149 'y+1/4, x+1/4, -z'
+150 '-y+1/2, x+1/4, z+3/4'
+151 'y+1/4, -x+1/2, z+3/4'
+152 '-y+1/2, -x+1/2, -z'
+153 'x+1/4, -z+1/2, y+3/4'
+154 'x+1/4, z+1/4, -y'
+155 '-x+1/2, z+1/4, y+3/4'
+156 '-x+1/2, -z+1/2, -y'
+157 '-z+1/2, x+1/4, y+3/4'
+158 'z+1/4, x+1/4, -y'
+159 'z+1/4, -x+1/2, y+3/4'
+160 '-z+1/2, -x+1/2, -y'
+161 'y+1/4, -z+1/2, x+3/4'
+162 '-y+1/2, z+1/4, x+3/4'
+163 'y+1/4, z+1/4, -x'
+164 '-y+1/2, -z+1/2, -x'
+165 'x+1/4, y+1/4, -z'
+166 'x+1/4, -y+1/2, z+3/4'
+167 '-x+1/2, y+1/4, z+3/4'
+168 '-x+1/2, -y+1/2, -z'
+169 'z+1/2, -y+3/4, -x+1/4'
+170 '-z+3/4, y+1/2, -x+1/4'
+171 '-z+3/4, -y+3/4, x'
+172 'z+1/2, y+1/2, x'
+173 '-y+3/4, -x+3/4, z'
+174 'y+1/2, -x+3/4, -z+1/4'
+175 '-y+3/4, x+1/2, -z+1/4'
+176 'y+1/2, x+1/2, z'
+177 '-x+3/4, z+1/2, -y+1/4'
+178 '-x+3/4, -z+3/4, y'
+179 'x+1/2, -z+3/4, -y+1/4'
+180 'x+1/2, z+1/2, y'
+181 'z+1/2, -x+3/4, -y+1/4'
+182 '-z+3/4, -x+3/4, y'
+183 '-z+3/4, x+1/2, -y+1/4'
+184 'z+1/2, x+1/2, y'
+185 '-y+3/4, z+1/2, -x+1/4'
+186 'y+1/2, -z+3/4, -x+1/4'
+187 '-y+3/4, -z+3/4, x'
+188 'y+1/2, z+1/2, x'
+189 '-x+3/4, -y+3/4, z'
+190 '-x+3/4, y+1/2, -z+1/4'
+191 'x+1/2, -y+3/4, -z+1/4'
+192 'x+1/2, y+1/2, z'
+loop_
+_atom_type_symbol
+_atom_type_oxidation_number
+Mg2+ 2
+Cr3+ 3
+O2- -2
+loop_
+_atom_site_label
+_atom_site_type_symbol
+_atom_site_symmetry_multiplicity
+_atom_site_Wyckoff_symbol
+_atom_site_fract_x
+_atom_site_fract_y
+_atom_site_fract_z
+_atom_site_U_iso_or_equiv
+_atom_site_occupancy
+Mg1 Mg2+ 8 a 0.125 0.125 0.125 0.002 1.
+Cr1 Cr3+ 16 d 0.5 0.5 0.5 0.002 1.
+O1 O2- 32 e 0.2612(1) 0.2612(1) 0.2612(1) 0.002 1.
+#End of TTdata_160953-ICSD
\ No newline at end of file
diff --git a/previews/PR313/examples/contributed/kappa_supplementals.jl b/previews/PR313/examples/contributed/kappa_supplementals.jl
new file mode 100644
index 000000000..0c35a5b3c
--- /dev/null
+++ b/previews/PR313/examples/contributed/kappa_supplementals.jl
@@ -0,0 +1,78 @@
+################################################################################
+# Model implementation
+################################################################################
+
+# Details about the Hamiltonian implemented below may be found in Bai et al.,
+# "Hybridized quadrupolar excitations," Nature Physics 17
+# (https://www.nature.com/articles/s41567-020-01110-1, https://arxiv.org/abs/2004.05623)
+
+
+# Wave vectors for the three symmetry-equivalent ground states.
+const q_gs = [
+    [0, -1/4, 1/4],
+    [1/4, 0, 1/4],
+    [-1/4, 1/4, 1/4]
+]
+
+# Instantiate crystal in Sunny and restrict to magnetic (Fe) ions only.
+function FeI2_crystal()
+    a = b = 4.05012 
+    c = 6.75214
+    latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+    positions = [[0,0,0], [1/3, 2/3, 1/4], [2/3, 1/3, 3/4]]
+    types = ["Fe", "I", "I"]
+    FeI2 = Crystal(latvecs, positions; types)
+    subcrystal(FeI2, "Fe")
+end
+
+# Generate a single unit cell in one of the ground states. Note that
+# this performance a quick minimization process. (For speed, it would be
+# better to save instantiated systems in each ground state.)
+function FeI2_magnetic_unit_cell(; gs = 1, seed=nothing)
+    gs_mats = [
+        [1 0 0; 0 1 -2; 0 1 2],
+        [1 0 2; 0 1 0; -1 0 2],
+        [2 0 1; -1 1 0; -1 -1 1]
+    ]
+    cryst = FeI2_crystal()
+    sys = System(cryst, [1 => Moment(s=1, g=2)], :SUN; seed, dims=(4,4,4))
+
+    J1pm   = -0.236
+    J1pmpm = -0.161
+    J1zpm  = -0.261 
+    J2pm   = 0.026
+    J3pm   = 0.166
+    J′0pm  = 0.037
+    J′1pm  = 0.013
+    J′2apm = 0.068
+    J1zz   = -0.236
+    J2zz   = 0.113
+    J3zz   = 0.211
+    J′0zz  = -0.036
+    J′1zz  = 0.051
+    J′2azz = 0.073
+    J1xx = J1pm + J1pmpm 
+    J1yy = J1pm - J1pmpm
+    J1yz = J1zpm
+    set_exchange!(sys, [J1xx 0.0 0.0; 0.0 J1yy J1yz; 0.0 J1yz J1zz], Bond(1,1,[1,0,0]))
+    set_exchange!(sys, [J2pm 0.0 0.0; 0.0 J2pm 0.0; 0.0 0.0 J2zz], Bond(1,1,[1,2,0]))
+    set_exchange!(sys, [J3pm 0.0 0.0; 0.0 J3pm 0.0; 0.0 0.0 J3zz], Bond(1,1,[2,0,0]))
+    set_exchange!(sys, [J′0pm 0.0 0.0; 0.0 J′0pm 0.0; 0.0 0.0 J′0zz], Bond(1,1,[0,0,1]))
+    set_exchange!(sys, [J′1pm 0.0 0.0; 0.0 J′1pm 0.0; 0.0 0.0 J′1zz], Bond(1,1,[1,0,1]))
+    set_exchange!(sys, [J′2apm 0.0 0.0; 0.0 J′2apm 0.0; 0.0 0.0 J′2azz], Bond(1,1,[1,2,1]))
+    D = 2.165
+    S = spin_matrices(1)
+    set_onsite_coupling!(sys, -D*S[3]^2, 1)
+
+    sys = reshape_supercell(sys, gs_mats[gs])
+    randomize_spins!(sys)
+    minimize_energy!(sys)
+
+    return sys, cryst
+end
+
+# Build a FeI2 system in one of the three ground states `gs`.
+function FeI2_sys_and_cryst(dims=(4,4,4); gs=1, seed=nothing)
+    sys, cryst = FeI2_magnetic_unit_cell(; gs, seed)
+    resize_supercell(sys, dims), cryst
+end
\ No newline at end of file
diff --git a/previews/PR313/examples/contributed/kappa_tutorial.html b/previews/PR313/examples/contributed/kappa_tutorial.html
new file mode 100644
index 000000000..7da66b43e
--- /dev/null
+++ b/previews/PR313/examples/contributed/kappa_tutorial.html
@@ -0,0 +1,101 @@
+<!DOCTYPE html>
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The generalization of the Landau-Lifshitz (LL) equations from SU(2) to SU(<span>$N$</span>) coherent states is the cornerstone of this approach [1], but Sunny includes a number of other &quot;classical-to-quantum&quot; corrections. For example, in the zero-temperature limit, there is a well-known correspondence between Linear Spin Wave Theory (LSWT) and the quantization of the normal modes of the linearized LL equations. This allows the dynamical spin structure factor (DSSF) that would be calculated with LSWT, <span>$\mathcal{S}_{\mathrm{Q}}(\mathbf{q}, \omega)$</span>, to be recovered from a DSSF that has been calculated classically, <span>$\mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega)$</span>. This is achieved by applying a classical-to-quantum correspondence factor to <span>$\mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega)$</span>:</p><p class="math-container">\[\mathcal{S}_{\mathrm{Q}}(\mathbf{q}, \omega)=\frac{\hbar\omega}{k_{\mathrm{B}} T} \left[1+ n_{\mathrm{B}}(\omega/T) \right] \mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega),\]</p><p>Sunny automatically applies this correction when you call <code>intensity_static</code> on a <code>SampledCorrelations</code> and provide a temperature. This will be demonstrated in the code example below.</p><p>The quantum structure factor satisfies a familiar &quot;zeroth-moment&quot; sum rule,</p><p class="math-container">\[\int\int d\mathbf{q}d\omega\mathcal{S}_{\mathrm{Q}}(\mathbf{q}, \omega) = N_S S(S+1),\]</p><p>where <span>$N_S$</span> is the number of sites. An immediate consequence of the correspondence is that the &quot;corrected&quot; classical structure factor satisfies the same sum rule:</p><p class="math-container">\[\int\int d\mathbf{q}d\omega \frac{\hbar\omega}{k_{\mathrm{B}} T} \left[1+ n_{\mathrm{B}}(\omega/T) \right] \mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega) = N_S S(S+1)\]</p><p>Note, however, that this correspondence depends on a harmonic oscillator approximation and only applies near <span>$T=0$</span>. This is reflected in the fact that the correction factor,</p><p class="math-container">\[\frac{\hbar\omega}{k_{\mathrm{B}} T} \left[1+ n_{\mathrm{B}}(\omega/T) \right],\]</p><p>approaches unity for all <span>$\omega$</span> whenever <span>$T$</span> grows large. In particular, this means that the corrected classical <span>$\mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega)$</span> will no longer satisfy the quantum sum rule at elevated temperatures. It will instead approach the &quot;classical sum rule&quot;:</p><p class="math-container">\[\lim_{T\rightarrow\infty}\int\int d\mathbf{q}d\omega \frac{\hbar\omega}{k_{\mathrm{B}} T} \left[1+ n_{\mathrm{B}}(\omega/T) \right] \mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega) = N_S S^2
+\]</p><p>A simple approach to maintaining a classical-to-quantum correspondence at elevated temperatures is to renormalize the classical magnetic moments so that the quantum sum rule is satisfied. The renormalization factor can be determinied analytically in the infinite temperature limit [2]. For an arbitrary temperature, however, it must be determined empirically [3]. While determining an appropriate rescaling factor can be computationally expensive, Sunny makes it straightforward to evaluate spectral sums and apply moment renormalization, as shown below. One approach to determining the rescaling factors themselves is demonstrated in the sample code <a href="https://github.com/SunnySuite/2023-Dahlbom-Quantum_to_classical_crossover">here</a>.</p><h2 id="Evaluating-spectral-sums-in-Sunny"><a class="docs-heading-anchor" href="#Evaluating-spectral-sums-in-Sunny">Evaluating spectral sums in Sunny</a><a id="Evaluating-spectral-sums-in-Sunny-1"></a><a class="docs-heading-anchor-permalink" href="#Evaluating-spectral-sums-in-Sunny" title="Permalink"></a></h2><p>We&#39;ll begin by building a spin system representing the effective Spin-1 compound FeI₂. The functions for doing this are imported from <code>kappa_supplementals.jl</code>, available for download <a href="https://github.com/SunnySuite/SunnyContributed/blob/main/contributed-docs/src/kappa_supplementals.jl">here</a>.</p><pre><code class="language-julia hljs">using Sunny, LinearAlgebra
+include(joinpath(@__DIR__, &quot;kappa_supplementals.jl&quot;))
+
+dims = (8, 8, 4)
+seed = 102
+units = Units(:meV, :angstrom)
+sys, cryst = FeI2_sys_and_cryst(dims; seed);</code></pre><p>We will next estimate <span>$\mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega)$</span> using classical dynamics. (For more details on setting up such a calculation, see the tutorials in the official Sunny documentation.)</p><pre><code class="language-julia hljs"># Parameters for generating equilbrium samples.
+dt_therm = 0.004                            # Step size for Langevin integrator
+dur_therm = 10.0                            # Safe thermalization time
+damping = 0.1                               # Phenomenological coupling to thermal bath
+kT = 0.3 * units.K
+langevin = Langevin(dt_therm; damping, kT)  # Langevin integrator
+
+# Parameters for sampling correlations.
+dt = 0.025                     # Integrator step size for dissipationless trajectories
+nsamples = 3                   # Number of dynamical trajectories to collect for estimating S(𝐪,ω)
+energies = range(0, 10, 200);  # Energies to resolve, in meV, when calculating the dynamics</code></pre><p>Since FeI₂ is a Spin-1 material, we will use the SU(<span>$2S+1=3$</span>) formalism and require a set of <span>$N^2-1=8$</span> observables to calculate the total spectral weight.</p><pre><code class="language-julia hljs">Sx, Sy, Sz = spin_matrices(1)  # Spin-1 representation of spin operators
+observables = [
+
+    # Dipoles
+    Sx,
+    Sy,
+    Sz,
+
+    # Quadrupoles
+    -(Sx*Sz + Sz*Sx),
+    -(Sy*Sz + Sz*Sy),
+    Sx^2 - Sy^2,
+    Sx*Sy + Sy*Sx,
+    √3 * Sz^2 - I*2/√3,
+];</code></pre><p>At the moment, Sunny does not expose a high-level interface for working with custom observables such as these. As a workaround, we will write low-level code that accesses the internal Sunny datastructure <code>Sunny.MeasureSpec</code>. The notation <code>Sunny.*</code> indicates that this functionality is not part of the public interface and is subject to change in future Sunny versions.</p><p>Building a <code>Sunny.MeasureSpec</code> requires the following:</p><ol><li>An array containing a set of <span>$N$</span> observables for each site of the system.</li><li>A vector of tuples <span>$(n, m)$</span>, with <span>$1 &lt;= n, m &lt;= N$</span>. Each tuple specifies a pair of observables. Together these determine which correlations will be calculated.</li><li>A function for reducing these correlation pairs into a final intensity.</li><li>A list of form factors.</li></ol><p>The <code>Sunny.MeasureSpec</code> below sums over the autocorrelations of each observable and disables form factor corrections.</p><pre><code class="language-julia hljs">observable_field = fill(Hermitian(zeros(ComplexF64, 3, 3)), length(observables), size(sys.coherents)...);
+for site in Sunny.eachsite(sys), μ in axes(observables, 1)
+    observable_field[μ, site] = Hermitian(observables[μ])
+end
+corr_pairs = [(i, i) for i in 1:length(observables)]
+combiner(_, data) = real(sum(data))
+measure = Sunny.MeasureSpec(observable_field, corr_pairs, combiner, [one(FormFactor)]);</code></pre><p>Finally, we can construct a <code>SampledCorrelations</code> and perform the calculations.</p><pre><code class="language-julia hljs">sc = SampledCorrelations(sys; dt, energies, measure)
+
+# Thermalize and add several samples
+for _ in 1:5_000
+    step!(sys, langevin)
+end
+
+for _ in 1:nsamples
+    # Decorrelate sample
+    for _ in 1:2_000
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end</code></pre><p><code>sc</code> now contains an estimate of <span>$\mathcal{S}_{\mathrm{cl}}(\mathbf{q}, \omega)$</span>. We next wish to evaluate the total spectral weight. We are working on a finite lattice and using discretized dynamics, so the integral will reduce to a sum. Since we&#39;ll be evaluating this sum repeatedly, we&#39;ll define a function to do this. (Note that this function only works on Bravais lattices – To evaluate spectral sums on a decorated lattice, the sum rule needs to be evaluated on each sublattice individually!)</p><pre><code class="language-julia hljs">function total_spectral_weight(sc::SampledCorrelations; kT = nothing)
+    # Retrieve all available discrete wave vectors in the equivalent of
+    # one Brillouin zone.
+    qs = Sunny.available_wave_vectors(sc)[:]
+
+    # Calculate the intensities. Note that we must include negative energies to
+    # evaluate the total spectral weight.
+    is = intensities(sc, qs; energies=:available_with_negative, kT)
+
+    return sum(is.data * sc.Δω)
+end;</code></pre><p>Now evaluate the total spectral weight without temperature corrections.</p><pre><code class="language-julia hljs">total_spectral_weight(sc) / (prod(sys.dims))</code></pre><pre><code class="nohighlight hljs">1.333333333333334</code></pre><p>The result is 4/3, which is the expected &quot;classical&quot; sum rule. This reference can be established by evaluating <span>$\sum_{\alpha}\langle Z\vert T^{\alpha} \vert Z \rangle^2$</span> for any SU(3) coherent state <span>$Z$</span>, with <span>$T^{\alpha}$</span> a complete set of generators of SU(3) – for example, the <code>observables</code> above. However, the quantum sum rule is in fact 16/3, as can be determined by directly calculating <span>$\sum_{\alpha}(T^{\alpha})^2$</span>.</p><p>Now let&#39;s try again, this time applying the classical-to-quantum correspondence factor by providing the simulation temperature.</p><pre><code class="language-julia hljs">total_spectral_weight(sc; kT) / prod(sys.dims)</code></pre><pre><code class="nohighlight hljs">5.450820794092413</code></pre><p>This is relatively close to 16/3. So, at low temperatures, application of the classical-to-quantum correspondence factor yields results that (approximately) satisfy the quantum sum rule.</p><p>This will no longer hold at higher temperatures. Let&#39;s repeat the above experiment with a simulation temperature above <span>$T_N=3.05$</span>.</p><pre><code class="language-julia hljs">sys, cryst = FeI2_sys_and_cryst(dims; seed)
+kT = 3.5 * units.K
+langevin = Langevin(dt_therm; damping, kT)
+sc = SampledCorrelations(sys; dt, energies, measure)
+
+# Thermalize
+for _ in 1:5_000
+    step!(sys, langevin)
+end
+
+for _ in 1:nsamples
+    # Decorrelate sample
+    for _ in 1:2_000
+        step!(sys, langevin)
+    end
+    add_sample!(sc, sys)
+end</code></pre><p>Evaluating the sum without the classical-to-quantum correction factor will again give 4/3, as you can easily verify. Let&#39;s examine the result with the correction:</p><pre><code class="language-julia hljs">total_spectral_weight(sc; kT) / prod(sys.dims)</code></pre><pre><code class="nohighlight hljs">2.9374993339227875</code></pre><p>While this is larger than the classical value of 4/3, it is still substantially short of the quantum value of 16/3.</p><h2 id="Implementing-moment-renormalization"><a class="docs-heading-anchor" href="#Implementing-moment-renormalization">Implementing moment renormalization</a><a id="Implementing-moment-renormalization-1"></a><a class="docs-heading-anchor-permalink" href="#Implementing-moment-renormalization" title="Permalink"></a></h2><p>One way to enforce the quantum sum rule is by simply renormalizing the magnetic moments. In Sunny, this can be achieved by calling <code>set_spin_rescaling!(sys, κ)</code>, where κ is the desired renormalization. Let&#39;s repeat the calculation above at the same temperature, this time setting <span>$κ=1.25$</span>.</p><pre><code class="language-julia hljs">sys, cryst = FeI2_sys_and_cryst(dims; seed)
+sc = SampledCorrelations(sys; dt, energies, measure)
+κ = 1.25
+
+# Thermalize
+for _ in 1:5_000
+    step!(sys, langevin)
+end
+
+for _ in 1:nsamples
+    # Generate new equilibrium sample.
+    for _ in 1:2_000
+        step!(sys, langevin)
+    end
+
+    # Renormalize magnetic moments before collecting a time-evolved sample.
+    set_spin_rescaling!(sys, κ)
+
+    # Generate a trajectory and calculate correlations.
+    add_sample!(sc, sys)
+
+    # Turn off κ renormalization before generating a new equilibrium sample.
+    set_spin_rescaling!(sys, 1.0)
+end</code></pre><p>Finally, we evaluate the sum.</p><pre><code class="language-julia hljs">total_spectral_weight(sc; kT) / prod(sys.dims)</code></pre><pre><code class="nohighlight hljs">5.142433967821603</code></pre><p>The result is something slightly greater than 5, substantially closer to the expected quantum sum rule. We can now adjust <span>$\kappa$</span> and iterate until we reach a value sufficiently close to 16/3.  In general, this should be done while collecting substantially more statistics.</p><p>Note that <span>$\kappa (T)$</span> needs to be determined empirically for each model. A detailed example, demonstrating the calculations used in [3], is available <a href="https://github.com/SunnySuite/2023-Dahlbom-Quantum_to_classical_crossover">here</a>.</p><h2 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h2><p>[1] - <a href="https://journals.aps.org/prb/abstract/10.1103/PhysRevB.104.104409">H. Zhang, C. D. Batista, &quot;Classical spin dynamics based on SU(N) coherent states,&quot; PRB (2021)</a></p><p>[2] - <a href="https://iopscience.iop.org/article/10.1088/1742-5468/2008/05/P05017/meta">T. Huberman, D. A. Tennant, R. A. Cowley, R. Coldea and C. D. Frost, &quot;A study of the quantum classical crossover in the spin dynamics of the 2D S = 5/2 antiferromagnet Rb2MnF4: neutron scattering, computer simulations and analytic theories&quot; (2008)</a></p><p>[3] - <a href="https://arxiv.org/abs/2310.19905">D. Dahlbom, D. Brooks, M. S. Wilson, S. Chi, A. I. Kolesnikov, M. B. Stone, H. Cao, Y.-W. Li, K. Barros, M. Mourigal, C. D. Batista, X. Bai, &quot;Quantum to classical crossover in generalized spin systems,&quot; arXiv:2310.19905 (2023)</a></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="MgCr2O4-tutorial.html">« MgCr2O4 at Finite Temperature</a><a class="docs-footer-nextpage" href="../../structure-factor.html">Structure Factor Conventions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/spinw/SW01_FM_Heseinberg_chain-e2203541.png b/previews/PR313/examples/spinw/SW01_FM_Heseinberg_chain-e2203541.png
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diff --git a/previews/PR313/examples/spinw/SW01_FM_Heseinberg_chain-e957bb9c.png b/previews/PR313/examples/spinw/SW01_FM_Heseinberg_chain-e957bb9c.png
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li class="is-active"><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW01_FM_Heseinberg_chain.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW01_FM_Heseinberg_chain.jl">Julia file</a> or <a href="../../assets/notebooks/SW01_FM_Heseinberg_chain.ipynb">Jupyter notebook</a>.</p><h1 id="SW01-FM-Heisenberg-chain"><a class="docs-heading-anchor" href="#SW01-FM-Heisenberg-chain">SW01 - FM Heisenberg chain</a><a id="SW01-FM-Heisenberg-chain-1"></a><a class="docs-heading-anchor-permalink" href="#SW01-FM-Heisenberg-chain" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/01tutorial">SpinW Tutorial 1</a>, originally authored by Goran Nilsen and Sandor Toth. It calculates the spin wave spectrum of the ferromagnetic Heisenberg nearest-neighbor spin chain.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define a chemical cell for the spin chain lattice.  It is tetrahedral, with a short dimension of 3 Å and two long dimensions of 8 Å. Observe that Sunny infers the spacegroup &#39;P 4/m m m&#39; (123).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+a = 3.0
+b = 8.0
+c = 8.0
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[0, 0, 0]]
+cryst = Crystal(latvecs, positions)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 4/m m m&#39; (123)
+Lattice params a=3, b=8, c=8, α=90°, β=90°, γ=90°
+Cell volume 192
+Wyckoff 1a (point group &#39;4/mmm&#39;):
+   1. [0, 0, 0]
+</code></pre><p>View the crystal in 2D. The nearest neighbor bond along the chain is visible, and labeled <code>Bond(1, 1, [1, 0, 0])</code>. The first two atom indices must be 1, because there is only a single atom in the chemical cell. The vector <code>[1, 0, 0]</code> indicates that the bond includes a displacement of <span>$1 𝐚_1 + 0 𝐚_2 + 0 𝐚_3$</span> between chemical cells.</p><pre><code class="language-julia hljs">view_crystal(cryst; ndims=2, ghost_radius=8)</code></pre><img src="SW01_FM_Heseinberg_chain-e957bb9c.png" alt="Example block output"/><p>Sunny will always perform symmetry analysis based on the provided crystallographic information. For example, one can see that there are three different symmetry-equivalent classes of bonds up to a distance of 8 Å, and the symmetry-allowed exchange matrices are strongly constrained.</p><pre><code class="language-julia hljs">print_symmetry_table(cryst, 8)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Atom 1</span></span>
+Position [0, 0, 0], multiplicity 1
+Allowed g-tensor: [A 0 0
+                   0 B 0
+                   0 0 B]
+Allowed anisotropy in Stevens operators:
+    c₁*(𝒪[2,0]-3𝒪[2,2]) +
+    c₂*(𝒪[4,0]+5𝒪[4,2]) + c₃*(𝒪[4,0]+5𝒪[4,4]) +
+    c₄*(𝒪[6,0]-21𝒪[6,4]) + c₅*(𝒪[6,0]-(105/16)𝒪[6,2]-(231/16)𝒪[6,6])
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [1, 0, 0])</span></span>
+Distance 3, coordination 2
+Connects [0, 0, 0] to [1, 0, 0]
+Allowed exchange matrix: [A 0 0
+                          0 B 0
+                          0 0 B]
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [2, 0, 0])</span></span>
+Distance 6, coordination 2
+Connects [0, 0, 0] to [2, 0, 0]
+Allowed exchange matrix: [A 0 0
+                          0 B 0
+                          0 0 B]
+
+<span class="sgr4"><span class="sgr1">Bond(1, 1, [0, 1, 0])</span></span>
+Distance 8, coordination 4
+Connects [0, 0, 0] to [0, 1, 0]
+Allowed exchange matrix: [A 0 0
+                          0 B 0
+                          0 0 C]</code></pre><p>Use the chemical cell to create a spin <a href="../../library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> with spin <span>$s = 1$</span> and a magnetic form factor for Cu¹⁺. In this case, it is only necessary to simulate a single chemical cell. The option <code>:dipole</code> indicates that, following traditional spin wave theory, we are modeling quantum spins using only their expected dipole moments.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">System [Dipole mode]</span></span>
+Supercell (1×1×1)×1
+Energy per site 0
+</code></pre><p>Set a nearest neighbor exchange interaction of <span>$J = -1$</span> meV between neighboring atoms. That is, the total energy along each bond is <span>$J S_i S_{i+1}$</span>. The exchange interaction will be propagated to all symmetry equivalent bonds in the system.</p><pre><code class="language-julia hljs">J = -1
+set_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))</code></pre><p>Find the energy minimum, which is ferromagnetic. The energy per site is <span>$-J$</span> for this unfrustrated FM order.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+energy_per_site(sys)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">-1.0000000000000002</code></pre><p>Because the interaction is Heisenberg (isotropic), the minimization procedure selects an arbitrary direction in spin-space.</p><pre><code class="language-julia hljs">plot_spins(sys; ndims=2, ghost_radius=8)</code></pre><img src="SW01_FM_Heseinberg_chain-ea0341be.png" alt="Example block output"/><p>Build a <a href="../../library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> object to measure the dynamical spin-spin structure factor (SSF). Select <a href="../../library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a> to project intensities onto the space perpendicular to the momentum transfer <span>$𝐪$</span>, which is appropriate for an unpolarized neutron beam.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">SpinWaveTheory [Dipole mode]</span></span>
+  1 atoms
+</code></pre><p>Define a path from <span>$[0,0,0]$</span> to <span>$[1,0,0]$</span> in reciprocal lattice units (RLU) containing 400 sampled <span>$𝐪$</span>-points.</p><pre><code class="language-julia hljs">qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">QPath (400 samples)</span></span>
+  [0, 0, 0] → [1, 0, 0]
+</code></pre><p>Calculate and plot the intensities along this path.</p><pre><code class="language-julia hljs">res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW01_FM_Heseinberg_chain-e2203541.png" alt="Example block output"/><p>Perform a powder average over the intensities for 200 radii between 0 and 2.5 inverse Å. Each radial distance defines a spherical shell in recripocal space, which will be sampled approximately uniformly, involving 1000 sample points. Measure intensities for 200 energy values between 0 and 5 meV. Gaussian line-broadening is applied with a full-width at half-maximum (FWHM) of 0.1 meV. With the above parameters, this calculation takes about a second on a modern laptop. To decrease stochastic error, one can increase the number of sample points on each spherical shell.</p><pre><code class="language-julia hljs">radii = range(0, 2.5, 200) # 1/Å
+energies = range(0, 5, 200) # meV
+kernel = gaussian(fwhm=0.1)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units)</code></pre><img src="SW01_FM_Heseinberg_chain-2f39da6f.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../08_Momentum_Conventions.html">« 8. Momentum transfer conventions</a><a class="docs-footer-nextpage" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW02 - AFM Heisenberg chain · Sunny documentation</title><meta name="title" content="SW02 - AFM Heisenberg chain · Sunny documentation"/><meta property="og:title" content="SW02 - AFM Heisenberg chain · Sunny documentation"/><meta property="twitter:title" content="SW02 - AFM Heisenberg chain · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li class="is-active"><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW02_AFM_Heisenberg_chain.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW02_AFM_Heisenberg_chain.jl">Julia file</a> or <a href="../../assets/notebooks/SW02_AFM_Heisenberg_chain.ipynb">Jupyter notebook</a>.</p><h1 id="SW02-AFM-Heisenberg-chain"><a class="docs-heading-anchor" href="#SW02-AFM-Heisenberg-chain">SW02 - AFM Heisenberg chain</a><a id="SW02-AFM-Heisenberg-chain-1"></a><a class="docs-heading-anchor-permalink" href="#SW02-AFM-Heisenberg-chain" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/02tutorial">SpinW Tutorial 2</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the antiferromagnetic Heisenberg nearest-neighbor spin chain.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell for a 1D chain following the <a href="SW01_FM_Heseinberg_chain.html#SW01-FM-Heisenberg-chain">previous tutorial</a>.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(3, 8, 8, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+view_crystal(cryst; ndims=2, ghost_radius=8)</code></pre><img src="SW02_AFM_Heisenberg_chain-e957bb9c.png" alt="Example block output"/><p>Unlike in the previous tutorial, here the magnetic cell should include 2×1×1 chemical cells to support antiferromagnetic (Néel) order along the chain.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole; dims=(2, 1, 1))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">System [Dipole mode]</span></span>
+Supercell (2×1×1)×1
+Energy per site 0
+</code></pre><p>Set a nearest neighbor interaction of <span>$J = +1$</span> meV along the chain, and find the energy-minimizing Néel order. As before, a global rotation in spin-space is arbitrary.</p><pre><code class="language-julia hljs">J = 1
+set_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2, ghost_radius=8)</code></pre><img src="SW02_AFM_Heisenberg_chain-52a904b6.png" alt="Example block output"/><p>Perform a <a href="../../library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> calculation for a path between <span>$[0,0,0]$</span> and <span>$[1,0,0]$</span> in RLU.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW02_AFM_Heisenberg_chain-6e3af803.png" alt="Example block output"/><p>This system includes two bands that are fully degenerate in their dispersion.</p><pre><code class="language-julia hljs">isapprox(res.disp[1, :], res.disp[2, :])</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">true</code></pre><p>Plot the intensities summed over the two degenerate bands using the <a href="https://docs.makie.org/stable/reference/plots/lines">Makie <code>lines</code> function</a>.</p><pre><code class="language-julia hljs">xs = [q[1] for q in path.qs]
+ys = log10.(res.data[1, :] + res.data[2, :])
+lines(xs, ys; axis=(; xlabel=&quot;[H, 0, 0]&quot;, ylabel=&quot;Log intensity (dimensionless)&quot;))</code></pre><img src="SW02_AFM_Heisenberg_chain-ed8c3668.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW01_FM_Heseinberg_chain.html">« SW01 - FM Heisenberg chain</a><a class="docs-footer-nextpage" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li class="is-active"><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW03_Frustrated_chain.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW03_Frustrated_chain.jl">Julia file</a> or <a href="../../assets/notebooks/SW03_Frustrated_chain.ipynb">Jupyter notebook</a>.</p><h1 id="SW03-Frustrated-J1-J2-chain"><a class="docs-heading-anchor" href="#SW03-Frustrated-J1-J2-chain">SW03 - Frustrated J1-J2 chain</a><a id="SW03-Frustrated-J1-J2-chain-1"></a><a class="docs-heading-anchor-permalink" href="#SW03-Frustrated-J1-J2-chain" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/03tutorial">SpinW Tutorial 3</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the frustrated J1-J2 chain.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell for a 1D chain following the <a href="SW01_FM_Heseinberg_chain.html#SW01-FM-Heisenberg-chain">SW01 tutorial</a>.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(3, 8, 8, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+view_crystal(cryst; ndims=2, ghost_radius=8)</code></pre><img src="SW03_Frustrated_chain-e957bb9c.png" alt="Example block output"/><p>Construct a spin system with competing nearest-neighbor (FM) and next-nearest-neighbor (AFM) interactions.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)
+J1 = -1
+J2 = +2 * abs(J1)
+set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, J2, Bond(1, 1, [2, 0, 0]))</code></pre><p>Assuming a spiral order, optimize the propagation wavevector <span>$𝐤$</span> starting from a random initial guess. Because all interactions are isotropic in spin space, the polarization <code>axis</code> is arbitrary.</p><pre><code class="language-julia hljs">axis = [0, 0, 1]
+randomize_spins!(sys)
+k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3-element StaticArraysCore.SVector{3, Float64} with indices SOneTo(3):
+ 0.23005345614810638
+ 0.8500785189240424
+ 0.6451686574779861</code></pre><p>The first component of the order wavevector <span>$𝐤$</span> has a unique value up to reflection symmetry, <span>$𝐤 → -𝐤$</span>. The second and third components of <span>$𝐤$</span> are arbitrary for this 1D chain system. In all cases, the minimized energy has a precise value of -33/16 in units of <span>$|J₁|$</span>.</p><pre><code class="language-julia hljs">@assert k[1] ≈ 0.2300534561 || k[1] ≈ 1 - 0.2300534561
+@assert spiral_energy_per_site(sys; k, axis) ≈ -33/16 * abs(J1)</code></pre><p>To view part of the incommensurate spiral spin structure, one can construct an enlarged system with <a href="../../library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically_as_spiral</code></a>.</p><pre><code class="language-julia hljs">sys_enlarged = repeat_periodically_as_spiral(sys, (8, 1, 1); k, axis)
+plot_spins(sys_enlarged; ndims=2)</code></pre><img src="SW03_Frustrated_chain-cae0ddf5.png" alt="Example block output"/><p>Use <a href="../../library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> on the original <code>sys</code> to calculate the dispersion and intensities for the incommensurate ordering wavevector.</p><pre><code class="language-julia hljs">swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)
+qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW03_Frustrated_chain-82846152.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW02_AFM_Heisenberg_chain.html">« SW02 - AFM Heisenberg chain</a><a class="docs-footer-nextpage" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW04 - Frustrated square lattice · Sunny documentation</title><meta name="title" content="SW04 - Frustrated square lattice · Sunny documentation"/><meta property="og:title" content="SW04 - Frustrated square lattice · Sunny documentation"/><meta property="twitter:title" content="SW04 - Frustrated square lattice · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li class="is-active"><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW04_Frustrated_square.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW04_Frustrated_square.jl">Julia file</a> or <a href="../../assets/notebooks/SW04_Frustrated_square.ipynb">Jupyter notebook</a>.</p><h1 id="SW04-Frustrated-square-lattice"><a class="docs-heading-anchor" href="#SW04-Frustrated-square-lattice">SW04 - Frustrated square lattice</a><a id="SW04-Frustrated-square-lattice-1"></a><a class="docs-heading-anchor-permalink" href="#SW04-Frustrated-square-lattice" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/04tutorial">SpinW Tutorial 4</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the frustrated square lattice.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>To model the 2D square lattice, create an elongated tetragonal cell with one atom.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(3.0, 3.0, 6.0, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])
+view_crystal(cryst; ndims=2)</code></pre><img src="SW04_Frustrated_square-b078f618.png" alt="Example block output"/><p>Construct a spin system with competing nearest-neighbor (AFM) and next-nearest-neighbor (FM) interactions. The Néel magnetic order requires a supercell of 2×2 chemical cells.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))
+J1 = 1.0
+J2 = -0.1
+set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, J2, Bond(1, 1, [1, 1, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys)</code></pre><img src="SW04_Frustrated_square-50935c2b.png" alt="Example block output"/><p>Calculate and plot intensities for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]
+path = q_space_path(cryst, qs, 400);
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW04_Frustrated_square-68f6ba04.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW03_Frustrated_chain.html">« SW03 - Frustrated J1-J2 chain</a><a class="docs-footer-nextpage" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/spinw/SW05_Simple_kagome_FM-9c00f9cf.png b/previews/PR313/examples/spinw/SW05_Simple_kagome_FM-9c00f9cf.png
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diff --git a/previews/PR313/examples/spinw/SW05_Simple_kagome_FM-b01c0dc5.png b/previews/PR313/examples/spinw/SW05_Simple_kagome_FM-b01c0dc5.png
new file mode 100644
index 0000000000000000000000000000000000000000..a8635682c26e0325e1440de98c814ab991fafde8
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW05 - Simple kagome ferromagnet · Sunny documentation</title><meta name="title" content="SW05 - Simple kagome ferromagnet · Sunny documentation"/><meta property="og:title" content="SW05 - Simple kagome ferromagnet · Sunny documentation"/><meta property="twitter:title" content="SW05 - Simple kagome ferromagnet · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li class="is-active"><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW05_Simple_kagome_FM.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW05_Simple_kagome_FM.jl">Julia file</a> or <a href="../../assets/notebooks/SW05_Simple_kagome_FM.ipynb">Jupyter notebook</a>.</p><h1 id="SW05-Simple-kagome-ferromagnet"><a class="docs-heading-anchor" href="#SW05-Simple-kagome-ferromagnet">SW05 - Simple kagome ferromagnet</a><a id="SW05-Simple-kagome-ferromagnet-1"></a><a class="docs-heading-anchor-permalink" href="#SW05-Simple-kagome-ferromagnet" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/05tutorial">SpinW Tutorial 5</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with a nearest-neighbor ferromagnetic coupling.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell. By specifying spacegroup 147 (P-3), Sunny will propagate the position [1/2, 0, 0] to the three symmetry-equivalent sites of the kagome unit cell.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 5, 90, 90, 120)
+positions = [[1/2, 0, 0]]
+cryst = Crystal(latvecs, positions, 147)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P -3&#39; (147)
+Lattice params a=6, b=6, c=5, α=90°, β=90°, γ=120°
+Cell volume 155.9
+Class 1:
+   1. [1/2, 0, 0]
+   2. [0, 1/2, 0]
+   3. [1/2, 1/2, 0]
+</code></pre><p>Another way to construct the kagome lattice is to provide all three site positions of the chemical cell, and allow Sunny to infer the largest possible group of symmetry operations. In this case, Sunny infers spacegroup 191 (P6/mmm). Because 191 has more symmetry operations than 147, it will impose more constraints on the allowed 3×3 exchange matrices. Isotropic Heisenberg exchange, however, is always allowed.</p><pre><code class="language-julia hljs">positions = [[1/2, 0, 0], [0, 1/2, 0], [1/2, 1/2, 0]]
+cryst2 = Crystal(latvecs, positions)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 6/m m m&#39; (191)
+Lattice params a=6, b=6, c=5, α=90°, β=90°, γ=120°
+Cell volume 155.9
+Wyckoff 3f (point group &#39;mmm&#39;):
+   1. [1/2, 0, 0]
+   2. [0, 1/2, 0]
+   3. [1/2, 1/2, 0]
+</code></pre><p>View the kagome lattice</p><pre><code class="language-julia hljs">view_crystal(cryst; ndims=2)</code></pre><img src="SW05_Simple_kagome_FM-9c00f9cf.png" alt="Example block output"/><p>Construct a spin system with nearest-neighbor ferromagnetic interactions.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)
+J = -1.0
+set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))</code></pre><p>Energy minimization yields the expected ferromagnetic order. Each site participates in 4 bonds, which contributes energy 4J/2.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+energy_per_site(sys)
+@assert energy_per_site(sys) ≈ 4J/2
+plot_spins(sys; ndims=2)</code></pre><img src="SW05_Simple_kagome_FM-b01c0dc5.png" alt="Example block output"/><p>Calculate and plot intensities for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2, 0, 0], [0, 0, 0], [1/2, 1/2, 0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW05_Simple_kagome_FM-8004c28c.png" alt="Example block output"/><p>Calculate and plot the powder average with two different magnitudes of Gaussian line-broadening. Pick an explicit intensity <code>colorrange</code> (as a density in meV) so that the two color scales are consistent.</p><pre><code class="language-julia hljs">radii = range(0, 2.5, 200)
+energies = range(0, 6.5, 200)
+res1 = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.02))
+end
+res2 = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.25))
+end
+
+fig = Figure(size=(768, 800))
+plot_intensities!(fig[1, 1], res1; units, colorrange=(0,10), title=&quot;FWHM 0.02 meV&quot;)
+plot_intensities!(fig[2, 1], res2; units, colorrange=(0,10), title=&quot;FWHM 0.25 meV&quot;)
+fig</code></pre><img src="SW05_Simple_kagome_FM-c14bdf34.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW04_Frustrated_square.html">« SW04 - Frustrated square lattice</a><a class="docs-footer-nextpage" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/spinw/SW06_Complex_kagome_FM-599f07dc.png b/previews/PR313/examples/spinw/SW06_Complex_kagome_FM-599f07dc.png
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diff --git a/previews/PR313/examples/spinw/SW06_Complex_kagome_FM-8c41e598.png b/previews/PR313/examples/spinw/SW06_Complex_kagome_FM-8c41e598.png
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. 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√3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW06_Complex_kagome_FM.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW06_Complex_kagome_FM.jl">Julia file</a> or <a href="../../assets/notebooks/SW06_Complex_kagome_FM.ipynb">Jupyter notebook</a>.</p><h1 id="SW06-Complex-kagome-ferromagnet"><a class="docs-heading-anchor" href="#SW06-Complex-kagome-ferromagnet">SW06 - Complex kagome ferromagnet</a><a id="SW06-Complex-kagome-ferromagnet-1"></a><a class="docs-heading-anchor-permalink" href="#SW06-Complex-kagome-ferromagnet" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/06tutorial">SpinW Tutorial 6</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with multiple competing interactions.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)</code></pre><img src="SW06_Complex_kagome_FM-2ebbaee6.png" alt="Example block output"/><p>Construct a spin system with strongly ferromagnetic nearest-neighbor interactions, and two additional interactions. There are two symmetry-inequivalent exchange types at distance 6 Å (3rd nearest neighbor). The first type, associated with <code>J3a</code>, is a bond from atom 2 to atom 2 that passes over atom 3. The second type, associated with <code>J3b</code>, is a bond from atom 1 to atom 1 that passes through the center of an &quot;empty&quot; hexagon of the kagome lattice.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)
+J1 = -1.0
+J2 = 0.1
+J3a = 0.00
+J3b = 0.17
+set_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))
+set_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))
+set_exchange!(sys, J3a, Bond(2, 2, [1, 0, 0]))
+set_exchange!(sys, J3b, Bond(1, 1, [1, 0, 0]))</code></pre><p>Interactively visualize the specified interactions. Red (blue) color indicates FM (AFM).</p><pre><code class="language-julia hljs">view_crystal(sys; ndims=2)</code></pre><img src="SW06_Complex_kagome_FM-599f07dc.png" alt="Example block output"/><p>Energy minimization favors ferromagnetic order.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)</code></pre><img src="SW06_Complex_kagome_FM-bfc254de.png" alt="Example block output"/><p>Calculate and plot intensities for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW06_Complex_kagome_FM-c8510391.png" alt="Example block output"/><p>Calculate and plot the powder averaged spectrum. Select an empirical <code>colorrange</code> that brings the lower-intensity features into focus.</p><pre><code class="language-julia hljs">radii = range(0, 2.5, 200)
+energies = range(0, 6.5, 200)
+kernel = gaussian(fwhm=0.02)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, colorrange=(0,10))</code></pre><img src="SW06_Complex_kagome_FM-8c41e598.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW05_Simple_kagome_FM.html">« SW05 - Simple kagome ferromagnet</a><a class="docs-footer-nextpage" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR313/examples/spinw/SW07_k0_kagome_AFM-2ebbaee6.png b/previews/PR313/examples/spinw/SW07_k0_kagome_AFM-2ebbaee6.png
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diff --git a/previews/PR313/examples/spinw/SW07_k0_kagome_AFM-ec256119.png b/previews/PR313/examples/spinw/SW07_k0_kagome_AFM-ec256119.png
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW07 - k=0 kagome antiferromagnet · Sunny documentation</title><meta name="title" content="SW07 - k=0 kagome antiferromagnet · Sunny documentation"/><meta property="og:title" content="SW07 - k=0 kagome antiferromagnet · Sunny documentation"/><meta property="twitter:title" content="SW07 - k=0 kagome antiferromagnet · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li class="is-active"><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW07_k0_kagome_AFM.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW07_k0_kagome_AFM.jl">Julia file</a> or <a href="../../assets/notebooks/SW07_k0_kagome_AFM.ipynb">Jupyter notebook</a>.</p><h1 id="SW07-k0-kagome-antiferromagnet"><a class="docs-heading-anchor" href="#SW07-k0-kagome-antiferromagnet">SW07 - k=0 kagome antiferromagnet</a><a id="SW07-k0-kagome-antiferromagnet-1"></a><a class="docs-heading-anchor-permalink" href="#SW07-k0-kagome-antiferromagnet" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/07tutorial">SpinW Tutorial 7</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with antiferromagnetic interactions, with ordering wavevector of <span>$𝐤 = 0$</span>, and relative rotation 120° between sublattices</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)</code></pre><img src="SW07_k0_kagome_AFM-2ebbaee6.png" alt="Example block output"/><p>Construct a spin system with nearest and next-nearest neighbor antiferromagnetic interactions. Energy minimization determines a <span>$𝐤 = 0$</span> magnetic order with 120° rotation between the three sublattices. The overall global rotation in spin-space is arbitrary.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)
+J1 = 1.0
+J2 = 0.11
+set_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))
+set_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)</code></pre><img src="SW07_k0_kagome_AFM-ec256119.png" alt="Example block output"/><p>Calculate and plot intensities for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW07_k0_kagome_AFM-4b2aaee5.png" alt="Example block output"/><p>Calculate and plot the powder averaged spectrum</p><pre><code class="language-julia hljs">radii = range(0, 2.5, 200)
+energies = range(0, 2.5, 200)
+kernel = gaussian(fwhm=0.02)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units)</code></pre><img src="SW07_k0_kagome_AFM-bee12e38.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW06_Complex_kagome_FM.html">« SW06 - Complex kagome ferromagnet</a><a class="docs-footer-nextpage" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/spinw/SW08_sqrt3_kagome_AFM-84f8fe45.png b/previews/PR313/examples/spinw/SW08_sqrt3_kagome_AFM-84f8fe45.png
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diff --git a/previews/PR313/examples/spinw/SW08_sqrt3_kagome_AFM-fad69304.png b/previews/PR313/examples/spinw/SW08_sqrt3_kagome_AFM-fad69304.png
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW08 - √3×√3 kagome antiferromagnet · Sunny documentation</title><meta name="title" content="SW08 - √3×√3 kagome antiferromagnet · Sunny documentation"/><meta property="og:title" content="SW08 - √3×√3 kagome antiferromagnet · Sunny documentation"/><meta property="twitter:title" content="SW08 - √3×√3 kagome antiferromagnet · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li class="is-active"><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW08_sqrt3_kagome_AFM.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW08_sqrt3_kagome_AFM.jl">Julia file</a> or <a href="../../assets/notebooks/SW08_sqrt3_kagome_AFM.ipynb">Jupyter notebook</a>.</p><h1 id="SW08-33-kagome-antiferromagnet"><a class="docs-heading-anchor" href="#SW08-33-kagome-antiferromagnet">SW08 - √3×√3 kagome antiferromagnet</a><a id="SW08-33-kagome-antiferromagnet-1"></a><a class="docs-heading-anchor-permalink" href="#SW08-33-kagome-antiferromagnet" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/08tutorial">SpinW Tutorial 8</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the linear spin wave theory spectrum for the <span>$\sqrt{3} \times \sqrt{3}$</span> order of a kagome antiferromagnet.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 40, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)</code></pre><img src="SW08_sqrt3_kagome_AFM-84f8fe45.png" alt="Example block output"/><p>Construct a spin system with nearest neighbor antiferromagnetic exchange.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)
+J = 1.0
+set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))</code></pre><p>Initialize to an energy minimizing magnetic structure, for which nearest-neighbor spins are at 120° angles.</p><pre><code class="language-julia hljs">set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 1))
+set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 2))
+set_dipole!(sys, [cos(2π/3), sin(2π/3), 0], (1, 1, 1, 3))
+k = [-1/3, -1/3, 0]
+axis = [0, 0, 1]
+sys_enlarged = repeat_periodically_as_spiral(sys, (3, 3, 1); k, axis)
+plot_spins(sys_enlarged; ndims=2)</code></pre><img src="SW08_sqrt3_kagome_AFM-7ee814cf.png" alt="Example block output"/><p>Check energy per site. Each site participates in 4 bonds with energy <span>$J\cos(2π/3)$</span>. Factor of 1/2 avoids double counting. The two calculation methods agree.</p><pre><code class="language-julia hljs">@assert energy_per_site(sys_enlarged) ≈ (4/2)*J*cos(2π/3)
+@assert spiral_energy_per_site(sys; k, axis) ≈ (4/2)*J*cos(2π/3)</code></pre><p>Calculate and plot intensities for a path through <span>$𝐪$</span>-space using two calculation methods. The two methods agree in intensity, but the &quot;supercell method&quot; gives rise to ghost modes in the dispersion that have zero intensity.</p><pre><code class="language-julia hljs">qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+
+fig = Figure(size=(768, 300))
+swt = SpinWaveTheory(sys_enlarged; measure=ssf_perp(sys_enlarged))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 1], res; units, saturation=0.5,title=&quot;Supercell method&quot;)
+swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 2], res; units, saturation=0.5, title=&quot;Spiral method&quot;)
+fig</code></pre><img src="SW08_sqrt3_kagome_AFM-fad69304.png" alt="Example block output"/><p>Calculate and plot the powder averaged spectrum. Continuing to use the &quot;spiral method&quot;, this calculation executes in about two seconds. Because the intensities are dominated by a flat band at zero energy transfer, select an empirical <code>colorrange</code> that brings the lower-intensity features into focus.</p><pre><code class="language-julia hljs">radii = range(0, 2.5, 200)
+energies = range(0, 3, 200)
+kernel = gaussian(fwhm=0.05)
+res = powder_average(cryst, radii, 200) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, colorrange=(0,20))</code></pre><img src="SW08_sqrt3_kagome_AFM-3b05b3cb.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW07_k0_kagome_AFM.html">« SW07 - k=0 kagome antiferromagnet</a><a class="docs-footer-nextpage" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/spinw/SW09_k0_kagome_AFM_DM-a88f69f0.png b/previews/PR313/examples/spinw/SW09_k0_kagome_AFM_DM-a88f69f0.png
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW09 - k=0 kagome AFM and DM · Sunny documentation</title><meta name="title" content="SW09 - k=0 kagome AFM and DM · Sunny documentation"/><meta property="og:title" content="SW09 - k=0 kagome AFM and DM · Sunny documentation"/><meta property="twitter:title" content="SW09 - k=0 kagome AFM and DM · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li class="is-active"><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW09_k0_kagome_AFM_DM.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW09_k0_kagome_AFM_DM.jl">Julia file</a> or <a href="../../assets/notebooks/SW09_k0_kagome_AFM_DM.ipynb">Jupyter notebook</a>.</p><h1 id="SW09-k0-kagome-AFM-and-DM"><a class="docs-heading-anchor" href="#SW09-k0-kagome-AFM-and-DM">SW09 - k=0 kagome AFM and DM</a><a id="SW09-k0-kagome-AFM-and-DM-1"></a><a class="docs-heading-anchor-permalink" href="#SW09-k0-kagome-AFM-and-DM" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/09tutorial">SpinW Tutorial 9</a>, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with antiferromagnetic and DM interactions, with ordering wavevector of <span>$𝐤 = 0$</span>, and relative rotation 120° between sublattices</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie, LinearAlgebra</code></pre><p>Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(6, 6, 8, 90, 90, 120)
+cryst = Crystal(latvecs, [[1/2, 0, 0]], 147)
+view_crystal(cryst; ndims=2)</code></pre><img src="SW09_k0_kagome_AFM_DM-2ebbaee6.png" alt="Example block output"/><p>Construct a spin system with antiferromagnetic exchange and a Dzyaloshinskii-Moriya interaction along the first neighbor bond. The symbol <code>I</code> comes from Julia&#39;s LinearAlgebra package, and is used to promote the scalar exchange strength 1 meV to a 3×3 exchange matrix. The function <a href="../../library.html#Sunny.dmvec-Tuple{Any}"><code>dmvec</code></a> promotes the DM interaction vector <span>$[0, 0, -0.08]$</span> meV to a 3×3 antisymmetric matrix with nonzero <span>$(x,y)$</span> components, defined with respect to the global Cartesian coordinate system.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole)
+J = 1.0*I + dmvec([0, 0, -0.08])</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3×3 StaticArraysCore.SMatrix{3, 3, Float64, 9} with indices SOneTo(3)×SOneTo(3):
+ 1.0   -0.08  -0.0
+ 0.08   1.0    0.0
+ 0.0   -0.0    1.0</code></pre><p>As in in <a href="SW07_k0_kagome_AFM.html#SW07-k0-kagome-antiferromagnet">Tutorial 7</a>, energy minimization determines a <span>$𝐤 = 0$</span> magnetic order with 120° rotation between the three sublattices.</p><pre><code class="language-julia hljs">set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)</code></pre><img src="SW09_k0_kagome_AFM_DM-a88f69f0.png" alt="Example block output"/><p>Calculate and plot intensities for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW09_k0_kagome_AFM_DM-97100b94.png" alt="Example block output"/><p>Calculate and plot the powder averaged spectrum.  Because the intensities are dominated by a flat band at about 0.97 meV, select an empirical <code>colorrange</code> that brings the lower-intensity features into focus.</p><pre><code class="language-julia hljs">radii = range(0, 2.5, 200)
+energies = range(0, 2.5, 200)
+kernel = gaussian(fwhm=0.02)
+res = powder_average(cryst, radii, 1000) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units, colorrange=(0,20))</code></pre><img src="SW09_k0_kagome_AFM_DM-6baecd15.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW08_sqrt3_kagome_AFM.html">« SW08 - √3×√3 kagome antiferromagnet</a><a class="docs-footer-nextpage" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li class="is-active"><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW10_Energy_cut.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW10_Energy_cut.jl">Julia file</a> or <a href="../../assets/notebooks/SW10_Energy_cut.ipynb">Jupyter notebook</a>.</p><h1 id="SW10-Energy-cut-on-square-lattice"><a class="docs-heading-anchor" href="#SW10-Energy-cut-on-square-lattice">SW10 - Energy cut on square lattice</a><a id="SW10-Energy-cut-on-square-lattice-1"></a><a class="docs-heading-anchor-permalink" href="#SW10-Energy-cut-on-square-lattice" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/10tutorial">SpinW Tutorial 10</a>, originally authored by Sandor Toth. It calculates the spin wave spectrum on a constant energy cut of the frustrated square lattice.</p><p>Load Sunny and the GLMakie plotting package</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Define the chemical cell for the 2D square lattice.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(1.0, 1.0, 3.0, 90, 90, 90)
+cryst = Crystal(latvecs, [[0, 0, 0]])</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 4/m m m&#39; (123)
+Lattice params a=1, b=1, c=3, α=90°, β=90°, γ=90°
+Cell volume 3
+Wyckoff 1a (point group &#39;4/mmm&#39;):
+   1. [0, 0, 0]
+</code></pre><p>Construct a spin system with nearest-neighbor antiferomagnetic interactions of 1.0 meV. Energy minimization yields the expected Néel order on the 2×2 magnetic cell.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))
+set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)</code></pre><img src="SW10_Energy_cut-b767a343.png" alt="Example block output"/><p>Define a 2D slice through <span>$𝐪$</span>-space with <a href="../../library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>q_space_grid</code></a>.</p><pre><code class="language-julia hljs">grid = q_space_grid(cryst, [1, 0, 0], range(0, 2, 201), [0, 1, 0], range(0, 2, 201))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Sunny.QGrid{2} (201×201 samples)</code></pre><p>Calculate and plot a constant energy cut at the precise value of 3.75 meV. Apply a line broadening with a full-width half-max of 0.2 meV to approximately capture intensities between 3.5 and 4.0 meV.</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+res = intensities(swt, grid; energies=[3.75], kernel=gaussian(fwhm=0.2))
+plot_intensities(res; units)</code></pre><img src="SW10_Energy_cut-25f5af5c.png" alt="Example block output"/><p>Integrate intensities between 3.5 and 4 meV using <a href="../../library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities_static</code></a> with the <code>bounds</code> option.</p><pre><code class="language-julia hljs">res = intensities_static(swt, grid; bounds=(3.5, 4.01))
+plot_intensities(res; units)</code></pre><img src="SW10_Energy_cut-8dc6d996.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW09_k0_kagome_AFM_DM.html">« SW09 - k=0 kagome AFM and DM</a><a class="docs-footer-nextpage" href="SW11_La2CuO4.html">SW11 - La₂CuO₄ »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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@@ -0,0 +1,24 @@
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li class="is-active"><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW11_La2CuO4.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW11_La2CuO4.jl">Julia file</a> or <a href="../../assets/notebooks/SW11_La2CuO4.ipynb">Jupyter notebook</a>.</p><h1 id="SW11-LaCuO"><a class="docs-heading-anchor" href="#SW11-LaCuO">SW11 - La₂CuO₄</a><a id="SW11-LaCuO-1"></a><a class="docs-heading-anchor-permalink" href="#SW11-LaCuO" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/11tutorial">SpinW Tutorial 11</a>, originally authored by Sandor Toth. It calculates the spin wave spectrum of La₂CuO₄.</p><p>Load packages</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build a square lattice for the the Cu²⁺ atoms. The lattice constant 1 Å is selected arbitrarily.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)
+positions = [[0, 0, 0]]
+types = [&quot;Cu&quot;]
+cryst = Crystal(latvecs, positions; types)
+view_crystal(cryst; ndims=2)</code></pre><img src="SW11_La2CuO4-1000fe9f.png" alt="Example block output"/><p>Build a spin system using the exchange parameters from <a href="https://doi.org/10.1103/PhysRevLett.86.5377">R. Coldea, Phys. Rev. Lett. <strong>86</strong>, 5377 (2001)</a>.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1/2, g=2)], :dipole; dims=(2, 2, 1))
+J   = 138.3
+Jp  = 2
+Jpp = 2
+Jc  = 38
+set_exchange!(sys, J-Jc/2, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, Jp-Jc/4, Bond(1, 1, [1, 1, 0]))
+set_exchange!(sys, Jpp, Bond(1, 1, [2, 0, 0]))</code></pre><p>Energy minimization yields the expected Néel order</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)</code></pre><img src="SW11_La2CuO4-b959d68d.png" alt="Example block output"/><p>Plot the spin wave spectrum for a path through <span>$𝐪$</span>-space. Apply a manual &quot;quantum correction&quot; that adjusts energy scale by the factor 1.18.</p><pre><code class="language-julia hljs">qs = [[3/4,1/4,0], [1/2, 1/2, 0], [1/2, 0, 0], [3/4, 1/4, 0], [1,0,0], [1/2 0 0]]
+labels = [&quot;P&quot;, &quot;M&quot;, &quot;X&quot;, &quot;P&quot;, &quot;Γ&quot;, &quot;X&quot;]
+path = q_space_path(cryst, qs, 400; labels)
+energies = range(0, 320, 400)
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+res = intensities(swt, path; energies, kernel=gaussian(fwhm=35))
+res.energies .*= 1.18
+plot_intensities(res; units)</code></pre><img src="SW11_La2CuO4-680b4538.png" alt="Example block output"/><p>Plot instantaneous itensities, integrated over ω.</p><pre><code class="language-julia hljs">res = intensities_static(swt, path)
+plot_intensities(res; colorrange=(0,20), units)</code></pre><img src="SW11_La2CuO4-0bbcc7ec.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW10_Energy_cut.html">« SW10 - Energy cut on square lattice</a><a class="docs-footer-nextpage" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR313/examples/spinw/SW12_Triangular_easy_plane-d9ded5e9.png b/previews/PR313/examples/spinw/SW12_Triangular_easy_plane-d9ded5e9.png
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW12 - Triangular lattice with easy plane · Sunny documentation</title><meta name="title" content="SW12 - Triangular lattice with easy plane · Sunny documentation"/><meta property="og:title" content="SW12 - Triangular lattice with easy plane · Sunny documentation"/><meta property="twitter:title" content="SW12 - Triangular lattice with easy plane · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li class="is-active"><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW12_Triangular_easy_plane.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW12_Triangular_easy_plane.jl">Julia file</a> or <a href="../../assets/notebooks/SW12_Triangular_easy_plane.ipynb">Jupyter notebook</a>.</p><h1 id="SW12-Triangular-lattice-with-easy-plane"><a class="docs-heading-anchor" href="#SW12-Triangular-lattice-with-easy-plane">SW12 - Triangular lattice with easy plane</a><a id="SW12-Triangular-lattice-with-easy-plane-1"></a><a class="docs-heading-anchor-permalink" href="#SW12-Triangular-lattice-with-easy-plane" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/12tutorial">SpinW Tutorial 12</a>, originally authored by Sandor Toth. It calculates the spin wave dispersion of a triangular lattice model with antiferromagnetic interactions and easy-plane single-ion anisotropy.</p><p>Load packages</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build a triangular lattice with arbitrary lattice constant of 3 Å.</p><pre><code class="language-julia hljs">latvecs = lattice_vectors(3, 3, 4, 90, 90, 120)
+cryst = Crystal(latvecs, [[0, 0, 0]])</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 6/m m m&#39; (191)
+Lattice params a=3, b=3, c=4, α=90°, β=90°, γ=120°
+Cell volume 31.18
+Wyckoff 1a (point group &#39;6/mmm&#39;):
+   1. [0, 0, 0]
+</code></pre><p>Build a system with exchange +1 meV along nearest neighbor bonds. Set the lattice size in anticipation of a magnetic ordering with 3×3 cells.</p><pre><code class="language-julia hljs">s = 3/2
+J1 = +1.0
+sys = System(cryst, [1 =&gt; Moment(; s, g=2)], :dipole; dims=(3, 3, 1))
+set_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))</code></pre><p>Set an easy-axis anisotropy operator <span>$+D S_z^2$</span> using <a href="../../library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a>. <strong>Important note</strong>: When introducing a single-ion anisotropy in <code>:dipole</code> mode, Sunny will automatically include a classical-to-quantum correction factor, as described in the document <a href="../../renormalization.html#Interaction-Renormalization">Interaction Renormalization</a>. For an anisotropy operator that is quadratic in the spin operators, Sunny will automatically renormalize the interaction strength as <span>$D → (1 - 1/2s) D$</span>. We must &quot;undo&quot; Sunny&#39;s classical-to-quantum rescaling factor to reproduce the SpinW calculation. Alternatively, renormalization can be disabled by selecting the system mode <code>:dipole_large_s</code> instead of <code>:dipole</code>.</p><pre><code class="language-julia hljs">undo_classical_to_quantum_rescaling = 1 / (1 - 1/2s)
+D = 0.2 * undo_classical_to_quantum_rescaling
+set_onsite_coupling!(sys, S -&gt; D*S[3]^2, 1)
+randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; ndims=2)</code></pre><img src="SW12_Triangular_easy_plane-e7a65b7b.png" alt="Example block output"/><p>Plot the spin wave spectrum for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">qs = [[0, 0, 0], [1, 1, 0]]
+path = q_space_path(cryst, qs, 400)
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+res = intensities_bands(swt, path)
+plot_intensities(res)</code></pre><img src="SW12_Triangular_easy_plane-cad02b1f.png" alt="Example block output"/><p>To select a specific linear combination of spin structure factor (SSF) components in global Cartesian coordinates, one can use <a href="../../library.html#Sunny.ssf_custom-Tuple{Any, System}"><code>ssf_custom</code></a>. Here we calculate and plot the real part of <span>$\mathcal{S}^{zz}(𝐪, ω)$</span>.</p><pre><code class="language-julia hljs">measure = ssf_custom(sys) do q, ssf
+    return real(ssf[3, 3])
+end
+swt = SpinWaveTheory(sys; measure)
+res = intensities_bands(swt, path)
+plot_intensities(res)</code></pre><img src="SW12_Triangular_easy_plane-d9ded5e9.png" alt="Example block output"/><p>It&#39;s also possible to get data for the full 3×3 SSF. For example, this is the SSF for the 7th energy band, at the 10th <span>$𝐪$</span>-point along the path.</p><pre><code class="language-julia hljs">measure = ssf_custom((q, ssf) -&gt; ssf, sys)
+swt = SpinWaveTheory(sys; measure)
+res = intensities_bands(swt, path)
+res.data[7, 10]</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3×3 StaticArraysCore.SMatrix{3, 3, ComplexF64, 9} with indices SOneTo(3)×SOneTo(3):
+     0.241929+0.0im          …  -1.86336e-14+1.23569e-14im
+  4.71749e-12-0.241929im         1.23569e-14+1.86336e-14im
+ -1.86336e-14-1.23569e-14im      2.06632e-27+0.0im</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW11_La2CuO4.html">« SW11 - La₂CuO₄</a><a class="docs-footer-nextpage" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄ »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW13 - LiNiPO₄ · Sunny documentation</title><meta name="title" content="SW13 - LiNiPO₄ · Sunny documentation"/><meta property="og:title" content="SW13 - LiNiPO₄ · Sunny documentation"/><meta property="twitter:title" content="SW13 - LiNiPO₄ · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li class="is-active"><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW13_LiNiPO4.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW13_LiNiPO4.jl">Julia file</a> or <a href="../../assets/notebooks/SW13_LiNiPO4.ipynb">Jupyter notebook</a>.</p><h1 id="SW13-LiNiPO"><a class="docs-heading-anchor" href="#SW13-LiNiPO">SW13 - LiNiPO₄</a><a id="SW13-LiNiPO-1"></a><a class="docs-heading-anchor-permalink" href="#SW13-LiNiPO" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/13tutorial">SpinW Tutorial 13</a>, originally authored by Sandor Toth. It calculates the spin wave spectrum of LiNiPO₄.</p><p>Load packages</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build an orthorhombic lattice and populate the Ni atoms according to spacegroup 62 (Pnma).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+a = 10.02
+b = 5.86
+c = 4.68
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[1/4, 1/4, 0]]
+types = [&quot;Ni&quot;]
+cryst = Crystal(latvecs, positions, 62, setting=&quot;&quot;; types)
+view_crystal(cryst)</code></pre><img src="SW13_LiNiPO4-15e9a709.png" alt="Example block output"/><p>Create a system with exchange parameters taken from <a href="https://doi.org/10.1103/PhysRevB.79.092413">T. Jensen, et al., PRB <strong>79</strong>, 092413 (2009)</a>. The corrected anisotropy values are taken from the thesis of T. Jensen. The mode <code>:dipole_large_s</code> avoids a <a href="../../renormalization.html#Interaction-Renormalization">classical-to-quantum rescaling factor</a> of anisotropy strengths, as needed for consistency with the original fits.</p><pre><code class="language-julia hljs">S = 3/2
+sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole_large_s)
+Jbc =  1.036
+Jb  =  0.6701
+Jc  = -0.0469
+Jac = -0.1121
+Jab =  0.2977
+Da  =  0.1969
+Db  =  0.9097
+set_exchange!(sys, Jbc, Bond(2, 3, [0, 0, 0]))
+set_exchange!(sys, Jc, Bond(1, 1, [0, 0, -1]))
+set_exchange!(sys, Jb, Bond(1, 1, [0, 1, 0]))
+set_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))
+set_exchange!(sys, Jab, Bond(3, 4, [0, 0, 0]))
+set_exchange!(sys, Jac, Bond(3, 1, [0, 0, 0]))
+set_exchange!(sys, Jac, Bond(4, 2, [0, 0, 0]))
+set_onsite_coupling!(sys, S -&gt; Da*S[1]^2 + Db*S[2]^2, 1)</code></pre><p>Energy minimization yields a co-linear order along the <span>$c$</span> axis.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys; color=[S[3] for S in sys.dipoles])</code></pre><img src="SW13_LiNiPO4-c99ac705.png" alt="Example block output"/><p>Calculate the spectrum along path [ξ, 1, 0]</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0, 1, 0], [2, 1, 0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res; units);</code></pre><p>There are two physical bands with nonvanishing intensity. To extract these intensity curves, we must filter out the additional bands with zero intensity. One way is to sort the data along dimension 1 (the band index) with the comparison operator &quot;is intensity less than <span>$10^{-12}$</span>&quot;. Doing so moves the physical bands to the end of the array axis. Call the <a href="https://docs.makie.org/stable/reference/plots/lines">Makie <code>lines!</code> function</a> to make a custom plot.</p><pre><code class="language-julia hljs">data_sorted = sort(res.data; dims=1, by= &gt;(1e-12))
+ax = Axis(fig[1, 2], xlabel=&quot;Momentum (r.l.u.)&quot;, ylabel=&quot;Intensity&quot;,
+          xticks=res.qpts.xticks, xticklabelrotation=π/6)
+lines!(ax, data_sorted[end, :]; label=&quot;Lower band&quot;)
+lines!(ax, data_sorted[end-1, :]; label=&quot;Upper band&quot;)
+axislegend(ax)
+fig</code></pre><img src="SW13_LiNiPO4-f6446a7e.png" alt="Example block output"/><p>Make the same plots along path [0, 1, ξ]</p><pre><code class="language-julia hljs">qs =  [[0, 1, 0], [0, 1, 2]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+fig = Figure(size=(768, 300))
+plot_intensities!(fig[1, 1], res; units)
+
+data_sorted = sort(res.data; dims=1, by=x-&gt;abs(x)&gt;1e-12)
+ax = Axis(fig[1, 2], xlabel=&quot;Momentum (r.l.u.)&quot;, ylabel=&quot;Intensity&quot;,
+          xticks=res.qpts.xticks, xticklabelrotation=π/6)
+lines!(ax, data_sorted[end, :]; label=&quot;Lower band&quot;)
+lines!(ax, data_sorted[end-1, :]; label=&quot;Upper band&quot;)
+axislegend(ax)
+fig</code></pre><img src="SW13_LiNiPO4-00cb5613.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW12_Triangular_easy_plane.html">« SW12 - Triangular lattice with easy plane</a><a class="docs-footer-nextpage" href="SW14_YVO3.html">SW14 - YVO₃ »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR313/examples/spinw/SW14_YVO3-4901c691.png b/previews/PR313/examples/spinw/SW14_YVO3-4901c691.png
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diff --git a/previews/PR313/examples/spinw/SW14_YVO3-d002f4bc.png b/previews/PR313/examples/spinw/SW14_YVO3-d002f4bc.png
new file mode 100644
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Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li class="is-active"><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW14_YVO3.html">SW14 - YVO₃</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW14_YVO3.html">SW14 - YVO₃</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW14_YVO3.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW14_YVO3.jl">Julia file</a> or <a href="../../assets/notebooks/SW14_YVO3.ipynb">Jupyter notebook</a>.</p><h1 id="SW14-YVO"><a class="docs-heading-anchor" href="#SW14-YVO">SW14 - YVO₃</a><a id="SW14-YVO-1"></a><a class="docs-heading-anchor-permalink" href="#SW14-YVO" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/14tutorial">SpinW Tutorial 14</a>, originally authored by Sandor Toth. It calculates the spin wave spectrum of YVO₃.</p><p>Load packages</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build an orthorhombic lattice and populate the V atoms according to the pseudocubic unit cell, doubled along the c-axis. The listed spacegroup of the YVO₃ chemical cell is international number 62. It has been observed, however, that the exchange interactions break this symmetry. For this reason, disable all symmetry analysis by selecting spacegroup 1 (P1).</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+a = 5.2821 / sqrt(2)
+b = 5.6144 / sqrt(2)
+c = 7.5283
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[0, 0, 0], [0, 0, 1/2]]
+types = [&quot;V&quot;, &quot;V&quot;]
+cryst = Crystal(latvecs, positions, 1; types)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">Crystal</span></span>
+Spacegroup &#39;P 1&#39; (1)
+Lattice params a=3.735, b=3.97, c=7.528, α=90°, β=90°, γ=90°
+Cell volume 111.6
+Type &#39;V&#39;:
+   1. [0, 0, 0]
+Type &#39;V&#39;:
+   2. [0, 0, 1/2]
+</code></pre><p>Create a system following the model of <a href="https://doi.org/10.1103/PhysRevLett.91.257202">C. Ulrich, et al. PRL <strong>91</strong>, 257202 (2003)</a>. The mode <code>:dipole_large_s</code> avoids a <a href="../../renormalization.html#Interaction-Renormalization">classical-to-quantum rescaling factor</a> of anisotropy strengths, as needed for consistency with the original fits.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=1/2, g=2), 2 =&gt; Moment(s=1/2, g=2)], :dipole_large_s; dims=(2,2,1))
+Jab = 2.6
+Jc  = 3.1
+δ   = 0.35
+K1  = 0.90
+K2  = 0.97
+d   = 1.15
+Jc1 = [-Jc*(1+δ)+K2 0 -d; 0 -Jc*(1+δ) 0; +d 0 -Jc*(1+δ)]
+Jc2 = [-Jc*(1-δ)+K2 0 +d; 0 -Jc*(1-δ) 0; -d 0 -Jc*(1-δ)]
+set_exchange!(sys, Jab, Bond(1, 1, [1, 0, 0]))
+set_exchange!(sys, Jab, Bond(2, 2, [1, 0, 0]))
+set_exchange!(sys, Jc1, Bond(1, 2, [0, 0, 0]))
+set_exchange!(sys, Jc2, Bond(2, 1, [0, 0, 1]))
+set_exchange!(sys, Jab, Bond(1, 1, [0, 1, 0]))
+set_exchange!(sys, Jab, Bond(2, 2, [0, 1, 0]))
+set_onsite_coupling!(sys, S -&gt; -K1*S[1]^2, 1)
+set_onsite_coupling!(sys, S -&gt; -K1*S[1]^2, 2)</code></pre><p>When using spacegroup P1, there is no symmetry-propagation of interactions because all bonds are considered inequivalent. One can visualize the interactions in the system by clicking the toggles in the <a href="../../library.html#Sunny.view_crystal"><code>view_crystal</code></a> GUI.</p><pre><code class="language-julia hljs">view_crystal(sys)</code></pre><img src="SW14_YVO3-d002f4bc.png" alt="Example block output"/><p>Energy minimization yields a Néel order with canting</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys)</code></pre><img src="SW14_YVO3-4901c691.png" alt="Example block output"/><p>Plot the spin wave spectrum along a path</p><pre><code class="language-julia hljs">swt = SpinWaveTheory(sys; measure=ssf_perp(sys))
+qs = [[0.75, 0.75, 0], [0.5, 0.5, 0], [0.5, 0.5, 1]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW14_YVO3-a8a000cb.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW13_LiNiPO4.html">« SW13 - LiNiPO₄</a><a class="docs-footer-nextpage" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄ »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW15 - Ba₃NbFe₃Si₂O₁₄ · Sunny documentation</title><meta name="title" content="SW15 - Ba₃NbFe₃Si₂O₁₄ · Sunny documentation"/><meta property="og:title" content="SW15 - Ba₃NbFe₃Si₂O₁₄ · Sunny documentation"/><meta property="twitter:title" content="SW15 - Ba₃NbFe₃Si₂O₁₄ · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. 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It calculates the linear spin wave theory spectrum of Ba₃NbFe₃Si₂O₁₄.</p><p>Load packages</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build a <a href="../../library.html#Sunny.Crystal"><code>Crystal</code></a> for Ba₃NbFe₃Si₂O₁₄ using the crystal structure from <a href="http://dx.doi.org/10.1103/PhysRevLett.101.247201">Marty et al., Phys. Rev. Lett. <strong>101</strong>, 247201 (2008)</a>.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+a = b = 8.539 # (Å)
+c = 5.2414
+latvecs = lattice_vectors(a, b, c, 90, 90, 120)
+types = [&quot;Fe&quot;, &quot;Nb&quot;, &quot;Ba&quot;, &quot;Si&quot;, &quot;O&quot;, &quot;O&quot;, &quot;O&quot;]
+positions = [[0.24964,0,0.5], [0,0,0], [0.56598,0,0], [2/3,1/3,0.5220],
+             [2/3,1/3,0.2162], [0.5259,0.7024,0.3536], [0.7840,0.9002,0.7760]]
+langasite = Crystal(latvecs, positions, 150; types)
+cryst = subcrystal(langasite, &quot;Fe&quot;)
+view_crystal(cryst)</code></pre><img src="SW15_Ba3NbFe3Si2O14-59da7f49.png" alt="Example block output"/><p>Create a <a href="../../library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> and set Ba₃NbFe₃Si₂O₁₄ exchange interactions as parametrized in <a href="http://dx.doi.org/10.1103/PhysRevLett.106.207201">Loire et al., Phys. Rev. Lett. <strong>106</strong>, 207201 (2011)</a>.</p><pre><code class="language-julia hljs">sys = System(cryst, [1 =&gt; Moment(s=5/2, g=2)], :dipole; seed=0)
+J₁ = 0.85
+J₂ = 0.24
+J₃ = 0.053
+J₄ = 0.017
+J₅ = 0.24
+set_exchange!(sys, J₁, Bond(3, 2, [1,1,0]))
+set_exchange!(sys, J₄, Bond(1, 1, [0,0,1]))
+set_exchange!(sys, J₂, Bond(1, 3, [0,0,0]))</code></pre><p>The final two exchanges are setting according to the desired chirality <span>$ϵ_T$</span> of the magnetic structure.</p><pre><code class="language-julia hljs">ϵT = -1
+if ϵT == -1
+    set_exchange!(sys, J₃, Bond(2, 3, [-1,-1,1]))
+    set_exchange!(sys, J₅, Bond(3, 2, [1,1,1]))
+elseif ϵT == 1
+    set_exchange!(sys, J₅, Bond(2, 3, [-1,-1,1]))
+    set_exchange!(sys, J₃, Bond(3, 2, [1,1,1]))
+else
+    error(&quot;Chirality must be ±1&quot;)
+end</code></pre><p>This compound is known to have a spiral order with approximate propagation wavevector <span>$𝐤 ≈ [0, 0, 1/7]$</span>. Search for this magnetic order with <a href="../../library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>minimize_spiral_energy!</code></a>. Due to reflection symmetry, one of two possible propagation wavevectors may appear, <span>$𝐤 = ± [0, 0, 0.1426...]$</span>. Note that <span>$k_z = 0.1426...$</span> is very close to <span>$1/7 = 0.1428...$</span>.</p><pre><code class="language-julia hljs">axis = [0, 0, 1]
+randomize_spins!(sys)
+k = minimize_spiral_energy!(sys, axis)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3-element StaticArraysCore.SVector{3, Float64} with indices SOneTo(3):
+ -6.00541550923142e-11
+  7.384862266239884e-11
+  0.14264604651041948</code></pre><p>We can visualize the full magnetic cell using <a href="../../library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically_as_spiral</code></a>, which includes 7 rotated copies of the chemical cell.</p><pre><code class="language-julia hljs">sys_enlarged = repeat_periodically_as_spiral(sys, (1, 1, 7); k, axis)
+plot_spins(sys_enlarged; color=[S[1] for S in sys_enlarged.dipoles])</code></pre><img src="SW15_Ba3NbFe3Si2O14-0a5f5b41.png" alt="Example block output"/><p>One could perform a spin wave calculation using either <a href="../../library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> on <code>sys_enlarged</code>, or <a href="../../library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> on the original <code>sys</code>. The latter has some restrictions on the interactions, but allows for our slightly incommensurate wavevector <span>$𝐤$</span>.</p><pre><code class="language-julia hljs">measure = ssf_perp(sys)
+swt = SpinWaveTheorySpiral(sys; measure, k, axis)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">SpinWaveTheorySpiral(SpinWaveTheory(System([Dipole mode], Supercell (1×1×1)×3, Energy per site 9.601), Sunny.SWTDataDipole(StaticArraysCore.SMatrix{3, 3, Float64, 9}[[0.8526317395268106 -0.40188677348270807 0.3339253480212965; -0.30205335680855694 0.1423724260235337 0.9425995236307179; -0.42636004314683157 -0.9045535438037 2.736855799247858e-10], [0.664920841999281 0.3690821829375078 0.6493524590798527; 0.5677515137203324 0.31514573578159544 -0.7604875961427303; -0.4853230805795652 0.8743348943378396 -6.159333581702433e-11], [-0.021234304141621734 -0.1808697279412665 -0.9832778070525509; 0.11465047861443019 0.9765707929257129 -0.1821119275553544; 0.9931789224913622 -0.11660029124704963 -3.57481316600529e-10]], StaticArraysCore.SVector{3, Float64}[[1.7052634790536207, -0.8037735469654159, 0.6678506960425931] [1.3298416839985618, 0.7381643658750154, 1.2987049181597055] [-0.04246860828324342, -0.3617394558825326, -1.9665556141051002]; [-0.6041067136171134, 0.2847448520470672, 1.8851990472614348] [1.1355030274406641, 0.6302914715631904, -1.5209751922854597] [0.22930095722886024, 1.9531415858514247, -0.3642238551107087]; [-0.8527200862936629, -1.8091070876073996, 5.473711598495715e-10] [-0.9706461611591302, 1.7486697886756788, -1.2318667163404864e-10] [1.9863578449827235, -0.23320058249409914, -7.149626332010577e-10]], Sunny.StevensExpansion[Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])], [1.5811388300841898, 1.5811388300841898, 1.5811388300841898]), MeasureSpec, 1.0e-8), [-6.00541550923142e-11, 7.384862266239884e-11, 0.14264604651041948], [0.0, 0.0, 1.0])</code></pre><p>Calculate broadened intensities for a path <span>$[0, 1, L]$</span> through reciprocal space</p><pre><code class="language-julia hljs">qs = [[0, 1, -1], [0, 1, -1+1], [0, 1, -1+2], [0, 1, -1+3]]
+path = q_space_path(cryst, qs, 400)
+energies = range(0, 6, 400)
+res = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))
+plot_intensities(res; units, saturation=0.7, colormap=:jet, title=&quot;Scattering intensities&quot;)</code></pre><img src="SW15_Ba3NbFe3Si2O14-0e969413.png" alt="Example block output"/><p>Use <a href="../../library.html#Sunny.ssf_custom_bm-Tuple{Any, System}"><code>ssf_custom_bm</code></a> to calculate the imaginary part of <span>$\mathcal{S}^{2, 3}(𝐪, ω) - \mathcal{S}^{3, 2}(𝐪, ω)$</span>. In polarized neutron scattering, it is conventional to express the 3×3 structure factor matrix <span>$\mathcal{S}^{α, β}(𝐪, ω)$</span> in the Blume-Maleev polarization axis system. Specify the scattering plane <span>$[0, K, L]$</span> via the spanning vectors <span>$𝐮 = [0, 1, 0]$</span> and <span>$𝐯 = [0, 0, 1]$</span>.</p><pre><code class="language-julia hljs">measure = ssf_custom_bm(sys; u=[0, 1, 0], v=[0, 0, 1]) do q, ssf
+    imag(ssf[2,3] - ssf[3,2])
+end
+swt = SpinWaveTheorySpiral(sys; measure, k, axis)
+res = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))
+plot_intensities(res; units, saturation=0.8, allpositive=false, title=&quot;Im[S²³(q, ω) - S³²(q, ω)]&quot;)</code></pre><img src="SW15_Ba3NbFe3Si2O14-d8ad6b1c.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW14_YVO3.html">« SW14 - YVO₃</a><a class="docs-footer-nextpage" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR313/examples/spinw/SW18_Distorted_kagome-3a0cab03.png b/previews/PR313/examples/spinw/SW18_Distorted_kagome-3a0cab03.png
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diff --git a/previews/PR313/examples/spinw/SW18_Distorted_kagome-999c535e.png b/previews/PR313/examples/spinw/SW18_Distorted_kagome-999c535e.png
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Distorted kagome</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW18_Distorted_kagome.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW18_Distorted_kagome.jl">Julia file</a> or <a href="../../assets/notebooks/SW18_Distorted_kagome.ipynb">Jupyter notebook</a>.</p><h1 id="SW18-Distorted-kagome"><a class="docs-heading-anchor" href="#SW18-Distorted-kagome">SW18 - Distorted kagome</a><a id="SW18-Distorted-kagome-1"></a><a class="docs-heading-anchor-permalink" href="#SW18-Distorted-kagome" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/18tutorial">SpinW Tutorial 18</a>, originally authored by Goran Nilsen and Sandor Toth. This tutorial illustrates spin wave calculations for KCu₃As₂O₇(OD)₃. The Cu ions are arranged in a distorted kagome lattice, and exhibit an incommensurate helical magnetic order, as described in <a href="https://doi.org/10.1103/PhysRevB.89.140412">G. J. Nilsen, et al., Phys. Rev. B <strong>89</strong>, 140412 (2014)</a>. The model follows <a href="https://arxiv.org/abs/1402.6069">Toth and Lake, J. Phys.: Condens. Matter <strong>27</strong>, 166002 (2015)</a>.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build the distorted kagome crystal, with spacegroup 12.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+latvecs = lattice_vectors(10.2, 5.94, 7.81, 90, 117.7, 90)
+positions = [[0, 0, 0], [1/4, 1/4, 0]]
+types = [&quot;Cu1&quot;, &quot;Cu2&quot;]
+cryst = Crystal(latvecs, positions, 12; types, setting=&quot;b1&quot;)
+view_crystal(cryst)</code></pre><img src="SW18_Distorted_kagome-de418494.png" alt="Example block output"/><p>Define the interactions.</p><pre><code class="language-julia hljs">moments = [1 =&gt; Moment(s=1/2, g=2), 3 =&gt; Moment(s=1/2, g=2)]
+sys = System(cryst, moments, :dipole, seed=0)
+J   = -2
+Jp  = -1
+Jab = 0.75
+Ja  = -J/.66 - Jab
+Jip = 0.01
+set_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))
+set_exchange!(sys, Jp, Bond(3, 5, [0, 0, 0]))
+set_exchange!(sys, Ja, Bond(3, 4, [0, 0, 0]))
+set_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))
+set_exchange!(sys, Jip, Bond(3, 4, [0, 0, 1]))</code></pre><p>Use <a href="../../library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>minimize_spiral_energy!</code></a> to optimize the generalized spiral order. This determines the propagation wavevector <code>k</code>, and fits the spin values within the unit cell. One must provide a fixed <code>axis</code> perpendicular to the polarization plane. For this system, all interactions are rotationally invariant, and the <code>axis</code> vector is arbitrary. In other cases, a good <code>axis</code> will frequently be determined from symmetry considerations.</p><pre><code class="language-julia hljs">axis = [0, 0, 1]
+randomize_spins!(sys)
+k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))
+plot_spins(sys; ndims=2)</code></pre><img src="SW18_Distorted_kagome-ca741a61.png" alt="Example block output"/><p>If successful, the optimization process will find one two propagation wavevectors, <code>±k_ref</code>, with opposite chiralities. In this system, the <a href="../../library.html#Sunny.spiral_energy_per_site-Tuple{System{0}}"><code>spiral_energy_per_site</code></a> is independent of chirality.</p><pre><code class="language-julia hljs">k_ref = [0.785902495, 0.0, 0.107048756]
+k_ref_alt = [1, 0, 1] - k_ref
+@assert isapprox(k, k_ref; atol=1e-6) || isapprox(k, k_ref_alt; atol=1e-6)
+@assert spiral_energy_per_site(sys; k, axis) ≈ -0.78338383838</code></pre><p>Check the energy with a real-space calculation using a large magnetic cell. First, we must determine a lattice size for which k becomes approximately commensurate.</p><pre><code class="language-julia hljs">suggest_magnetic_supercell([k_ref]; tol=1e-3)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">Possible magnetic supercell in multiples of lattice vectors:
+
+    [14 0 1; 0 1 0; 0 0 2]
+
+for the rationalized wavevectors:
+
+    [[11/14, 0, 3/28]]</code></pre><p>Resize the system as suggested, and perform a real-space calculation. Working with a commensurate wavevector increases the energy slightly. The precise value might vary from run-to-run due to trapping in a local energy minimum.</p><pre><code class="language-julia hljs">new_shape = [14 0 1; 0 1 0; 0 0 2]
+sys2 = reshape_supercell(sys, new_shape)
+randomize_spins!(sys2)
+minimize_energy!(sys2)
+energy_per_site(sys2)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">-0.7791966901275341</code></pre><p>Return to the original system (with a single chemical cell) and construct <a href="../../library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> for calculations on the incommensurate spiral phase.</p><pre><code class="language-julia hljs">measure = ssf_perp(sys; apply_g=false)
+swt = SpinWaveTheorySpiral(sys; measure, k, axis)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">SpinWaveTheorySpiral(SpinWaveTheory(System([Dipole mode], Supercell (1×1×1)×6, Energy per site -0.3888), Sunny.SWTDataDipole(StaticArraysCore.SMatrix{3, 3, Float64, 9}[[0.7307777242709839 -0.49216378446624787 0.47301028209668283; -0.3923303684154129 0.2642264350669895 0.8810569068061477; -0.5586061221722772 -0.8294330595482985 -5.969877420016546e-9], [0.9836624039740008 -0.019771505794756644 0.17893396146818585; 0.178897827517326 -0.0035958137159026455 -0.9838610864513861; 0.02009582836489726 0.9997980584509697 1.2669400700941123e-8], [0.06864826920508925 0.13982063427364508 0.9877943132891893; 0.43534083461028245 0.8866881994744737 -0.1557639067099255; -0.8976445693346382 0.4407201233708659 -2.1401928168403926e-8], [0.05722868063821297 -0.49025549173750865 -0.869697896360353; -0.10083714051792866 0.8638323344410023 -0.4935844092618571; 0.9932556313480317 0.11594503350908374 2.288266471323429e-8], [0.09505794516152927 0.12339521777293004 0.9877943142640775; 0.6028207483157827 0.7825246019726406 -0.15576390052756398; -0.7921938730270942 0.6102695040212415 -1.6814603870204183e-8], [-0.04131081623279411 -0.49185260979312445 -0.8696978939274677; 0.07278987324934653 0.8666464452440898 -0.49358441354861177; 0.9964913701656049 -0.08369557446768214 1.7085918963159128e-8]], StaticArraysCore.SVector{3, Float64}[[0.7307777242709839, -0.49216378446624787, 0.47301028209668283] [0.9836624039740008, -0.019771505794756644, 0.17893396146818585] … [0.09505794516152927, 0.12339521777293004, 0.9877943142640775] [-0.04131081623279411, -0.49185260979312445, -0.8696978939274677]; [-0.3923303684154129, 0.2642264350669895, 0.8810569068061477] [0.178897827517326, -0.0035958137159026455, -0.9838610864513861] … [0.6028207483157827, 0.7825246019726406, -0.15576390052756398] [0.07278987324934653, 0.8666464452440898, -0.49358441354861177]; [-0.5586061221722772, -0.8294330595482985, -5.969877420016546e-9] [0.02009582836489726, 0.9997980584509697, 1.2669400700941123e-8] … [-0.7921938730270942, 0.6102695040212415, -1.6814603870204183e-8] [0.9964913701656049, -0.08369557446768214, 1.7085918963159128e-8]], Sunny.StevensExpansion[Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]), Sunny.StevensExpansion(0, [0.0], [0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])], [0.7071067811865476, 0.7071067811865476, 0.7071067811865476, 0.7071067811865476, 0.7071067811865476, 0.7071067811865476]), MeasureSpec, 1.0e-8), [0.21409750530889152, 4.485411219122168e-10, 0.892951243804211], [0.0, 0.0, 1.0])</code></pre><p>Plot intensities for a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)
+res = intensities_bands(swt, path)
+plot_intensities(res; units)</code></pre><img src="SW18_Distorted_kagome-3a0cab03.png" alt="Example block output"/><p>Plot the powder-averaged intensities</p><pre><code class="language-julia hljs">radii = range(0, 2, 100) # (1/Å)
+energies = range(0, 6, 200)
+kernel = gaussian(fwhm=0.05)
+res = powder_average(cryst, radii, 400) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res; units)</code></pre><img src="SW18_Distorted_kagome-999c535e.png" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW15_Ba3NbFe3Si2O14.html">« SW15 - Ba₃NbFe₃Si₂O₁₄</a><a class="docs-footer-nextpage" href="SW19_Different_Ions.html">SW19 - Different magnetic ions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR313/examples/spinw/SW19_Different_Ions-47afb1dd.png b/previews/PR313/examples/spinw/SW19_Different_Ions-47afb1dd.png
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>SW19 - Different magnetic ions · Sunny documentation</title><meta name="title" content="SW19 - Different magnetic ions · Sunny documentation"/><meta property="og:title" content="SW19 - Different magnetic ions · Sunny documentation"/><meta property="twitter:title" content="SW19 - Different magnetic ions · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../../index.html"><img class="docs-light-only" src="../../assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="../../assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../../index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="../02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="../03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="../04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="../05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="../06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="../07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="../08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox" checked/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li class="is-active"><a class="tocitem" href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="../contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="../../parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="../../renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="../../library.html">Library API</a></li><li><a class="tocitem" href="../../versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Examples</a></li><li><a class="is-disabled">SpinW ports</a></li><li class="is-active"><a href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/spinw_tutorials/SW19_Different_Ions.jl" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><p>Download this example as <a href="../../assets/scripts/SW19_Different_Ions.jl">Julia file</a> or <a href="../../assets/notebooks/SW19_Different_Ions.ipynb">Jupyter notebook</a>.</p><h1 id="SW19-Different-magnetic-ions"><a class="docs-heading-anchor" href="#SW19-Different-magnetic-ions">SW19 - Different magnetic ions</a><a id="SW19-Different-magnetic-ions-1"></a><a class="docs-heading-anchor-permalink" href="#SW19-Different-magnetic-ions" title="Permalink"></a></h1><p>This is a Sunny port of <a href="https://spinw.org/tutorials/19tutorial">SpinW Tutorial 19</a>, originally authored by Bjorn Fak and Sandor Toth. This tutorial illustrates how to eliminate magnetic contributions from a subset of ions via the special value <code>zero(FormFactor)</code>.</p><pre><code class="language-julia hljs">using Sunny, GLMakie</code></pre><p>Build a crystal with Cu²⁺ and Fe²⁺ ions.</p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+a = 3.0
+b = 8.0
+c = 4.0
+latvecs = lattice_vectors(a, b, c, 90, 90, 90)
+positions = [[0, 0, 0], [0, 1/2, 0]]
+types = [&quot;Cu2&quot;, &quot;Fe2&quot;]
+cryst = Crystal(latvecs, positions, 1; types)
+view_crystal(cryst)</code></pre><img src="SW19_Different_Ions-47afb1dd.png" alt="Example block output"/><p>Set exchange interactions.</p><pre><code class="language-julia hljs">J_Cu_Cu = 1.0
+J_Fe_Fe = 1.0
+J_Cu_Fe = -0.1
+moments = [1 =&gt; Moment(s=1/2, g=2), 2 =&gt; Moment(s=2, g=2)]
+sys = System(cryst, moments, :dipole; dims=(2, 1, 1), seed=0)
+set_exchange!(sys, J_Cu_Cu, Bond(1, 1, [-1, 0, 0]))
+set_exchange!(sys, J_Fe_Fe, Bond(2, 2, [-1, 0, 0]))
+set_exchange!(sys, J_Cu_Fe, Bond(2, 1, [0, 1, 0]))
+set_exchange!(sys, J_Cu_Fe, Bond(1, 2, [0, 0, 0]))</code></pre><p>Find and plot a minimum energy configuration.</p><pre><code class="language-julia hljs">randomize_spins!(sys)
+minimize_energy!(sys)
+plot_spins(sys)</code></pre><img src="SW19_Different_Ions-9089d96d.png" alt="Example block output"/><p>Define a path through <span>$𝐪$</span>-space.</p><pre><code class="language-julia hljs">qs = [[0,0,0], [1,0,0]]
+path = q_space_path(cryst, qs, 400)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr4"><span class="sgr1">QPath (400 samples)</span></span>
+  [0, 0, 0] → [1, 0, 0]
+</code></pre><p>Plot different pair correlation intensities by varying the <a href="../../library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> on different atom types. Indices 1 and 2 refer to atoms in the original chemical, and are propagated by symmetry. The special &quot;zero&quot; form factor effectively removes the spin moment from the calculation.</p><pre><code class="language-julia hljs">fig = Figure(size=(768,600))
+
+formfactors = [1 =&gt; FormFactor(&quot;Cu2&quot;), 2 =&gt; FormFactor(&quot;Fe2&quot;)]
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 1], res; units, title=&quot;All correlations&quot;)
+
+formfactors = [1 =&gt; FormFactor(&quot;Cu2&quot;), 2 =&gt; zero(FormFactor)]
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[1, 2], res; units, title=&quot;Cu-Cu correlations&quot;)
+
+formfactors = [1 =&gt; zero(FormFactor), 2 =&gt; FormFactor(&quot;Fe2&quot;)]
+swt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))
+res = intensities_bands(swt, path)
+plot_intensities!(fig[2, 2], res; units, title=&quot;Fe-Fe correlations&quot;)
+
+fig</code></pre><img src="SW19_Different_Ions-531183fc.png" alt="Example block output"/><p>Calculate quantum corrections <span>$δS$</span> to spin magnitude, which arise from the zero-point energy of the spin waves. The outputs are ordered following the <a href="../../library.html#Sunny.Site"><code>Site</code></a> indexing scheme for the system <code>sys</code>: <code>(cell1, cell2, cell3, sublattice)</code>, with left-most indices fastest. The two corrections <span>$δS ≈ -0.137$</span> and <span>$δS ≈ -0.578$</span> apply to the Cu and Fe ions, respectively. The larger correction on Fe is due to the relatively weak interchain coupling.</p><pre><code class="language-julia hljs">Sunny.magnetization_lswt_correction_dipole(swt; atol=1e-4)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">4-element StaticArraysCore.SVector{4, Float64} with indices SOneTo(4):
+ -0.1369821596259615
+ -0.1369821596261806
+ -0.5783052943233933
+ -0.5783052943242701</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="SW18_Distorted_kagome.html">« SW18 - Distorted kagome</a><a class="docs-footer-nextpage" href="../contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Overview · Sunny documentation</title><meta name="title" content="Overview · Sunny documentation"/><meta property="og:title" content="Overview · Sunny documentation"/><meta property="twitter:title" content="Overview · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="library.html">Library API</a></li><li><a class="tocitem" href="versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href="index.html">Overview</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="index.html">Overview</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Overview"><a class="docs-heading-anchor" href="#Overview">Overview</a><a id="Overview-1"></a><a class="docs-heading-anchor-permalink" href="#Overview" title="Permalink"></a></h1><p><a href="https://github.com/SunnySuite/Sunny.jl/">Sunny</a> is a Julia package for modeling atomic-scale magnetism. It provides powerful tools to study equilibrium and non-equilibrium magnetic phenomena. In particular, it allows estimation of dynamical structure factor intensities, <span>$\mathcal{S}(𝐪,ω)$</span>, to support quantitative modeling of experimental scattering data.</p><p><strong>Features include</strong>:</p><ul><li>Generalized spin dynamics using <a href="https://arxiv.org/abs/2209.01265">SU(<em>N</em>) coherent states</a>.</li><li>Ability to specify a crystal from a <code>.cif</code> file or its spacegroup symmetry. Magnetic structures can be read from <code>.mcif</code> files.</li><li>Interactive visualizations of the 3D crystals and magnetic ordering.</li><li>Symmetry analysis to classify allowed interaction terms, and to propagate them by symmetry.</li><li>Single-ion anisotropy at arbitrary order, which can be specified using Stevens operators or as a polynomial of spin operators.</li><li>Monte Carlo sampling of spin configurations in thermal equilibrium, and optimization tools.</li><li>Measurements of dynamical correlations. At low temperature, one can use linear spin wave theory and its multi-boson generalization. This generalizes to finite temperatures using the classical dynamics, which allows for strongly nonlinear effects.</li><li>Long-range dipole-dipole interactions accelerated with the fast Fourier transform (FFT).</li><li>Support for comparison with experimental data: form factor, dipole factor, temperature-dependent classical-to-quantum factors, etc.</li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄ »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Library API · Sunny documentation</title><meta name="title" content="Library API · Sunny documentation"/><meta property="og:title" content="Library API · Sunny documentation"/><meta property="twitter:title" content="Library API · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="renormalization.html">Interaction Renormalization</a></li></ul></li><li class="is-active"><a class="tocitem" href="library.html">Library API</a><ul class="internal"><li><a class="tocitem" href="#Optional-Makie-extensions"><span>Optional Makie extensions</span></a></li><li><a class="tocitem" href="#Optional-WriteVTK-extensions"><span>Optional WriteVTK extensions</span></a></li></ul></li><li><a class="tocitem" href="versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href="library.html">Library API</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="library.html">Library API</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/library.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Library-API"><a class="docs-heading-anchor" href="#Library-API">Library API</a><a id="Library-API-1"></a><a class="docs-heading-anchor-permalink" href="#Library-API" title="Permalink"></a></h1><p>This page describes the public types and functions exported by Sunny. This documentation can be also be accessed using the Julia help system (enter <code>?</code> at the Julia command prompt).</p><ul><li><a href="library.html#Sunny.BinningParameters"><code>Sunny.BinningParameters</code></a></li><li><a href="library.html#Sunny.Bond"><code>Sunny.Bond</code></a></li><li><a href="library.html#Sunny.Crystal"><code>Sunny.Crystal</code></a></li><li><a href="library.html#Sunny.FormFactor-Tuple{String}"><code>Sunny.FormFactor</code></a></li><li><a href="library.html#Sunny.ImplicitMidpoint"><code>Sunny.ImplicitMidpoint</code></a></li><li><a href="library.html#Sunny.Langevin"><code>Sunny.Langevin</code></a></li><li><a href="library.html#Sunny.LocalSampler"><code>Sunny.LocalSampler</code></a></li><li><a href="library.html#Sunny.Moment"><code>Sunny.Moment</code></a></li><li><a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>Sunny.SampledCorrelations</code></a></li><li><a href="library.html#Sunny.SampledCorrelationsStatic"><code>Sunny.SampledCorrelationsStatic</code></a></li><li><a href="library.html#Sunny.Site"><code>Sunny.Site</code></a></li><li><a href="library.html#Sunny.SpinWaveTheory"><code>Sunny.SpinWaveTheory</code></a></li><li><a href="library.html#Sunny.SpinWaveTheoryKPM"><code>Sunny.SpinWaveTheoryKPM</code></a></li><li><a href="library.html#Sunny.SpinWaveTheorySpiral"><code>Sunny.SpinWaveTheorySpiral</code></a></li><li><a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>Sunny.System</code></a></li><li><a href="library.html#Sunny.Units"><code>Sunny.Units</code></a></li><li><a href="library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>Sunny.add_sample!</code></a></li><li><a href="library.html#Sunny.clone_correlations-Tuple{SampledCorrelations}"><code>Sunny.clone_correlations</code></a></li><li><a href="library.html#Sunny.clone_system-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.clone_system</code></a></li><li><a href="library.html#Sunny.dispersion-Tuple{SpinWaveTheory, Any}"><code>Sunny.dispersion</code></a></li><li><a href="library.html#Sunny.dmvec-Tuple{Any}"><code>Sunny.dmvec</code></a></li><li><a href="library.html#Sunny.domain_average-Tuple{Any, Any, Any}"><code>Sunny.domain_average</code></a></li><li><a href="library.html#Sunny.eachsite-Tuple{System}"><code>Sunny.eachsite</code></a></li><li><a href="library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.enable_dipole_dipole!</code></a></li><li><a href="library.html#Sunny.energy-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.energy</code></a></li><li><a href="library.html#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.energy_per_site</code></a></li><li><a href="library.html#Sunny.excitations-Tuple{SpinWaveTheory, Any}"><code>Sunny.excitations</code></a></li><li><a href="library.html#Sunny.excitations!-Tuple{Any, Any, SpinWaveTheory, Any}"><code>Sunny.excitations!</code></a></li><li><a href="library.html#Sunny.export_vtk"><code>Sunny.export_vtk</code></a></li><li><a href="library.html#Sunny.gaussian-Tuple{}"><code>Sunny.gaussian</code></a></li><li><a href="library.html#Sunny.generate_mantid_script_from_binning_parameters-Tuple{Any}"><code>Sunny.generate_mantid_script_from_binning_parameters</code></a></li><li><a href="library.html#Sunny.global_position-Tuple{System, Any}"><code>Sunny.global_position</code></a></li><li><a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>Sunny.intensities</code></a></li><li><a href="library.html#Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}"><code>Sunny.intensities_bands</code></a></li><li><a href="library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>Sunny.intensities_static</code></a></li><li><a href="library.html#Sunny.lattice_params-Tuple{Any}"><code>Sunny.lattice_params</code></a></li><li><a href="library.html#Sunny.lattice_vectors-NTuple{6, Any}"><code>Sunny.lattice_vectors</code></a></li><li><a href="library.html#Sunny.load_nxs-Tuple{Any}"><code>Sunny.load_nxs</code></a></li><li><a href="library.html#Sunny.lorentzian-Tuple{}"><code>Sunny.lorentzian</code></a></li><li><a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>Sunny.magnetic_moment</code></a></li><li><a href="library.html#Sunny.merge_correlations-Tuple{Vector{SampledCorrelations}}"><code>Sunny.merge_correlations</code></a></li><li><a href="library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.minimize_energy!</code></a></li><li><a href="library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>Sunny.minimize_spiral_energy!</code></a></li><li><a href="library.html#Sunny.modify_exchange_with_truncated_dipole_dipole!-Union{Tuple{N}, Tuple{System{N}, Any}, Tuple{System{N}, Any, Any}} where N"><code>Sunny.modify_exchange_with_truncated_dipole_dipole!</code></a></li><li><a href="library.html#Sunny.plot_intensities"><code>Sunny.plot_intensities</code></a></li><li><a href="library.html#Sunny.plot_intensities!"><code>Sunny.plot_intensities!</code></a></li><li><a href="library.html#Sunny.plot_spins"><code>Sunny.plot_spins</code></a></li><li><a href="library.html#Sunny.plot_spins!"><code>Sunny.plot_spins!</code></a></li><li><a href="library.html#Sunny.polarize_spins!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.polarize_spins!</code></a></li><li><a href="library.html#Sunny.position_to_site-Tuple{System, Any}"><code>Sunny.position_to_site</code></a></li><li><a href="library.html#Sunny.powder_average-Tuple{Any, Any, Any, Int64}"><code>Sunny.powder_average</code></a></li><li><a href="library.html#Sunny.primitive_cell_shape-Tuple{Crystal}"><code>Sunny.primitive_cell_shape</code></a></li><li><a href="library.html#Sunny.print_bond-Tuple{Crystal, Bond}"><code>Sunny.print_bond</code></a></li><li><a href="library.html#Sunny.print_site-Tuple{Any, Any}"><code>Sunny.print_site</code></a></li><li><a href="library.html#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}"><code>Sunny.print_stevens_expansion</code></a></li><li><a href="library.html#Sunny.print_suggested_frame-Tuple{Crystal, Int64}"><code>Sunny.print_suggested_frame</code></a></li><li><a href="library.html#Sunny.print_symmetry_table-Tuple{Crystal, Any}"><code>Sunny.print_symmetry_table</code></a></li><li><a href="library.html#Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.print_wrapped_intensities</code></a></li><li><a href="library.html#Sunny.propose_delta-Tuple{Any}"><code>Sunny.propose_delta</code></a></li><li><a href="library.html#Sunny.propose_flip-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.propose_flip</code></a></li><li><a href="library.html#Sunny.propose_uniform"><code>Sunny.propose_uniform</code></a></li><li><a href="library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>Sunny.q_space_grid</code></a></li><li><a href="library.html#Sunny.q_space_path-Tuple{Crystal, Any, Any}"><code>Sunny.q_space_path</code></a></li><li><a href="library.html#Sunny.randomize_spins!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.randomize_spins!</code></a></li><li><a href="library.html#Sunny.reference_bonds-Tuple{Crystal, Float64}"><code>Sunny.reference_bonds</code></a></li><li><a href="library.html#Sunny.remove_periodicity!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.remove_periodicity!</code></a></li><li><a href="library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>Sunny.repeat_periodically</code></a></li><li><a href="library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>Sunny.repeat_periodically_as_spiral</code></a></li><li><a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>Sunny.reshape_supercell</code></a></li><li><a href="library.html#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>Sunny.resize_supercell</code></a></li><li><a href="library.html#Sunny.rotate_operator-Tuple{LinearAlgebra.Hermitian{ComplexF64, Matrix{ComplexF64}}, Any}"><code>Sunny.rotate_operator</code></a></li><li><a href="library.html#Sunny.set_coherent!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>Sunny.set_coherent!</code></a></li><li><a href="library.html#Sunny.set_dipole!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>Sunny.set_dipole!</code></a></li><li><a href="library.html#Sunny.set_dipoles_from_mcif!-Tuple{System, AbstractString}"><code>Sunny.set_dipoles_from_mcif!</code></a></li><li><a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>Sunny.set_exchange!</code></a></li><li><a href="library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>Sunny.set_exchange_at!</code></a></li><li><a href="library.html#Sunny.set_field!-Tuple{System, Any}"><code>Sunny.set_field!</code></a></li><li><a href="library.html#Sunny.set_field_at!-Tuple{System, Any, Any}"><code>Sunny.set_field_at!</code></a></li><li><a href="library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>Sunny.set_onsite_coupling!</code></a></li><li><a href="library.html#Sunny.set_onsite_coupling_at!-Tuple{System, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}}"><code>Sunny.set_onsite_coupling_at!</code></a></li><li><a href="library.html#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N"><code>Sunny.set_pair_coupling!</code></a></li><li><a href="library.html#Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>Sunny.set_pair_coupling_at!</code></a></li><li><a href="library.html#Sunny.set_spin_rescaling!-Tuple{System{0}, Any}"><code>Sunny.set_spin_rescaling!</code></a></li><li><a href="library.html#Sunny.set_vacancy_at!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.set_vacancy_at!</code></a></li><li><a href="library.html#Sunny.spin_label-Tuple{System, Int64}"><code>Sunny.spin_label</code></a></li><li><a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>Sunny.spin_matrices</code></a></li><li><a href="library.html#Sunny.spiral_energy-Tuple{System{0}}"><code>Sunny.spiral_energy</code></a></li><li><a href="library.html#Sunny.spiral_energy_per_site-Tuple{System{0}}"><code>Sunny.spiral_energy_per_site</code></a></li><li><a href="library.html#Sunny.ssf_custom-Tuple{Any, System}"><code>Sunny.ssf_custom</code></a></li><li><a href="library.html#Sunny.ssf_custom_bm-Tuple{Any, System}"><code>Sunny.ssf_custom_bm</code></a></li><li><a href="library.html#Sunny.ssf_perp-Tuple{System}"><code>Sunny.ssf_perp</code></a></li><li><a href="library.html#Sunny.ssf_trace-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.ssf_trace</code></a></li><li><a href="library.html#Sunny.standardize-Tuple{Crystal}"><code>Sunny.standardize</code></a></li><li><a href="library.html#Sunny.step!"><code>Sunny.step!</code></a></li><li><a href="library.html#Sunny.stevens_matrices-Tuple{Any}"><code>Sunny.stevens_matrices</code></a></li><li><a href="library.html#Sunny.subcrystal-Union{Tuple{N}, Tuple{Crystal, Vararg{String, N}}} where N"><code>Sunny.subcrystal</code></a></li><li><a href="library.html#Sunny.suggest_magnetic_supercell-Tuple{Any}"><code>Sunny.suggest_magnetic_supercell</code></a></li><li><a href="library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>Sunny.suggest_timestep</code></a></li><li><a href="library.html#Sunny.symmetry_equivalent_bonds-Tuple{System, Bond}"><code>Sunny.symmetry_equivalent_bonds</code></a></li><li><a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.to_inhomogeneous</code></a></li><li><a href="library.html#Sunny.to_product_space-Tuple{Any, Any, Vararg{Any}}"><code>Sunny.to_product_space</code></a></li><li><a href="library.html#Sunny.view_crystal"><code>Sunny.view_crystal</code></a></li><li><a href="library.html#Sunny.@mix_proposals-Tuple"><code>Sunny.@mix_proposals</code></a></li></ul><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.Site" href="#Sunny.Site"><code>Sunny.Site</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">(cell1, cell2, cell3, i) :: Site</code></pre><p>Four indices identifying a single site in a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a>. The first three indices select the unit cell and the last index selects the sublattice, i.e., the <span>$i$</span>th atom within the unit cell.</p><p>This object can be used to index <code>dipoles</code> and <code>coherents</code> fields of a <code>System</code>. A <code>Site</code> is also required to specify inhomogeneous interactions via functions such as <a href="library.html#Sunny.set_field_at!-Tuple{System, Any, Any}"><code>set_field_at!</code></a> or <a href="library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_exchange_at!</code></a>.</p><p>Note that the definition of a cell may change when a system is reshaped. In this case, it is convenient to construct the <code>Site</code> using <a href="library.html#Sunny.position_to_site-Tuple{System, Any}"><code>position_to_site</code></a>, which always takes a position in fractional coordinates of the original lattice vectors.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L169-L184">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.BinningParameters" href="#Sunny.BinningParameters"><code>Sunny.BinningParameters</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">BinningParameters(binstart,binend,binwidth;covectors = I(4))
+BinningParameters(binstart,binend;numbins,covectors = I(4))</code></pre><p>Describes a 4D parallelepided histogram in a format compatible with experimental Inelasitic Neutron Scattering data. See <a href="library.html#Sunny.generate_mantid_script_from_binning_parameters-Tuple{Any}"><code>generate_mantid_script_from_binning_parameters</code></a> to convert <a href="library.html#Sunny.BinningParameters"><code>BinningParameters</code></a> to a format understandable by the <a href="https://www.mantidproject.org/">Mantid software</a>, or <a href="library.html#Sunny.load_nxs-Tuple{Any}"><code>load_nxs</code></a> to load <a href="library.html#Sunny.BinningParameters"><code>BinningParameters</code></a> from a Mantid <code>.nxs</code> file.</p><p>The coordinates of the histogram axes are specified by multiplication of <code>(q,ω)</code> with each row of the <code>covectors</code> matrix, with <code>q</code> given in [R.L.U.]. Since the default <code>covectors</code> matrix is the identity matrix, the default axes are <code>(qx,qy,qz,ω)</code> in absolute units.</p><p>The convention for the binning scheme is that:</p><ul><li>The left edge of the first bin starts at <code>binstart</code></li><li>The bin width is <code>binwidth</code></li><li>The last bin contains <code>binend</code></li><li>There are no &quot;partial bins;&quot; the last bin may contain values greater than <code>binend</code>.</li></ul><p>A <code>value</code> can be binned by computing its bin index:</p><pre><code class="nohighlight hljs">coords = covectors * value
+bin_ix = 1 .+ floor.(Int64,(coords .- binstart) ./ binwidth)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Binning/Binning.jl#L2-L29">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.Bond" href="#Sunny.Bond"><code>Sunny.Bond</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">Bond(i, j, n)</code></pre><p>Represents a bond between atom indices <code>i</code> and <code>j</code>. <code>n</code> is a vector of three integers specifying unit cell displacement in terms of lattice vectors.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Bond.jl#L1-L6">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.Crystal" href="#Sunny.Crystal"><code>Sunny.Crystal</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><p>An object describing a crystallographic unit cell and its space group symmetry. Constructors are as follows:</p><pre><code class="nohighlight hljs">Crystal(filename; override_symmetry=false, symprec=nothing)</code></pre><p>Reads the crystal from a <code>.cif</code> file located at the path <code>filename</code>. If <code>override_symmetry=true</code>, the spacegroup will be inferred based on atom positions and the returned unit cell may be reduced in size. For an mCIF file, the return value is the magnetic supercell, unless <code>override_symmetry=true</code>. If a precision for spacegroup symmetries cannot be inferred from the CIF file, it must be specified with <code>symprec</code>. The <code>latvecs</code> field of the returned <code>Crystal</code> will be in units of angstrom.</p><pre><code class="nohighlight hljs">Crystal(latvecs, positions; types=nothing, symprec=1e-5)</code></pre><p>Constructs a crystal from the complete list of atom positions <code>positions</code>, with coordinates (between 0 and 1) in units of lattice vectors <code>latvecs</code>. Spacegroup symmetry information is automatically inferred. The optional parameter <code>types</code> is a list of strings, one for each atom, and can be used to break symmetry-equivalence between atoms.</p><pre><code class="nohighlight hljs">Crystal(latvecs, positions, spacegroup_number; types=nothing, setting=nothing, symprec=1e-5)</code></pre><p>Builds a crystal by applying symmetry operators for a given international spacegroup number. For certain spacegroups, there are multiple possible unit cell settings; in this case, a warning message will be printed, and a list of crystals will be returned, one for every possible setting. Alternatively, the optional <code>setting</code> string will disambiguate between unit cell conventions.</p><p>Currently, crystals built using only the spacegroup number will be missing some symmetry information. It is generally preferred to build a crystal from a <code>.cif</code> file or from the full specification of the unit cell.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># Read a Crystal from a .cif file
+Crystal(&quot;filename.cif&quot;)
+
+# Build a BCC crystal in the conventional cubic unit cell by specifying both
+# atoms. The spacegroup 229 is inferred.
+latvecs = lattice_vectors(1, 1, 1, 90, 90, 90)
+positions = [[0, 0, 0], [1/2, 1/2, 1/2]]
+Crystal(latvecs, positions)
+
+# Build a CsCl crystal (two simple cubic sublattices). Because of the distinct
+# atom types, the spacegroup number 221 is now inferred.
+types = [&quot;Na&quot;, &quot;Cl&quot;]
+cryst = Crystal(latvecs, positions; types)
+
+# Build a diamond cubic crystal from its spacegroup number 227 and a single
+# atom position. This spacegroup has two possible settings (&quot;1&quot; or &quot;2&quot;), which
+# determine an overall unit cell translation.
+positions = [[1/4, 1/4, 1/4]]
+cryst = Crystal(latvecs, positions, 227; setting=&quot;1&quot;)</code></pre><p>See also <a href="library.html#Sunny.lattice_vectors-NTuple{6, Any}"><code>lattice_vectors</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Crystal.jl#L8-L69">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.FormFactor-Tuple{String}" href="#Sunny.FormFactor-Tuple{String}"><code>Sunny.FormFactor</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">FormFactor(ion::String; g_lande=2)</code></pre><p>The magnetic form factor for a given magnetic ion and charge state. When passed to <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>, it rescales structure factor intensities based on the magnitude of the scattering vector, <span>$|𝐪|$</span>.</p><p>The parameter <code>ion</code> must be one of the following strings:</p><pre><code class="nohighlight hljs">Am2, Am3, Am4, Am5, Am6, Am7, Au1, Au2, Au3, Au4, Au5, Ce2, Co0, Co1, Co2, Co3,
+Co4, Cr0, Cr1, Cr2, Cr3, Cr4, Cu0, Cu1, Cu2, Cu3, Cu4, Dy2, Dy3, Er2, Er3, Eu2,
+Eu3, Fe0, Fe1, Fe2, Fe3, Fe4, Gd2, Gd3, Hf2, Hf3, Ho2, Ho3, Ir0a, Ir0b, Ir0c,
+Ir1a, Ir1b, Ir2, Ir3, Ir4, Ir5, Ir6, Mn0, Mn1, Mn2, Mn3, Mn4, Mn5, Mo0, Mo1, Nb0,
+Nb1, Nd2, Nd3, Ni0, Ni1, Ni2, Ni3, Ni4, Np3, Np4, Np5, Np6, Os0a, Os0b, Os0c,
+Os1a, Os1b, Os2, Os3, Os4, Os5, Os6, Os7, Pd0, Pd1, Pr3, Pt1, Pt2, Pt3, Pt4,
+Pt5, Pt6, Pu3, Pu4, Pu5, Pu6, Re0a, Re0b, Re0c, Re1a, Re1b, Re2, Re3, Re4, Re5,
+Re6, Rh0, Rh1, Ru0, Ru1, Sc0, Sc1, Sc2, Sm2, Sm3, Ta2, Ta3, Ta4, Tb2, Tb3, Tc0,
+Tc1, Ti0, Ti1, Ti2, Ti3, Tm2, Tm3, U3, U4, U5, V0, V1, V2, V3, V4, W0a, W0b,
+W0c, W1a, W1b, W2c, W3, W4, W5, Y0, Yb2, Yb3, Zr0, Zr1</code></pre><p>The trailing number denotes ionization state. For example, <code>&quot;Fe0&quot;</code> denotes a neutral iron atom, while <code>&quot;Fe2&quot;</code> denotes <code>Fe²⁺</code>. If multiple electronic configurations are possible, they will be distinguished by a trailing letter (<code>a</code>, <code>b</code>, ...). Omitting this letter will print an informative error,</p><pre><code class="nohighlight hljs">FormFactor(&quot;Ir0&quot;)
+
+ERROR: Disambiguate form factor according to electronic configuration:
+    &quot;Ir0a&quot; -- 6s⁰5d⁹
+    &quot;Ir0b&quot; -- 6s¹5d⁸
+    &quot;Ir0c&quot; -- 6s²5d⁷</code></pre><p>In the dipolar approximation (small <span>$|𝐪|$</span>) the form factor is</p><p><span>$F(s) = ⟨j_0(s)⟩ + [(2-g)/g] ⟨j_2(s)⟩$</span>,</p><p>involving <span>$s = |𝐪|/4π$</span> and the Landé <span>$g$</span>-factor. The <span>$⟨j_l(s)⟩$</span> are radial averages of the <span>$l$</span>th spherical Bessel function of the magnetic dipole. More details are provided in Ref. [1].</p><p>The standard approximation tables involve expansion in Gaussians,</p><p class="math-container">\[⟨j_0(s)⟩ = A e^{-as^2} + B e^{-bs^2} + C e^{-cs^2} + D e^{-ds^2} + E\]</p><p>and</p><p class="math-container">\[⟨j_2(s)⟩ = (A e^{-as^2} + B e^{-bs^2} + C e^{-cs^2} + D e^{-ds^2} + E) s^2.\]</p><p>For 3d, 4d, rare earth, and actinide ions, Sunny uses the revised tables of P. J. Brown, as documented in the McPhase package [2]. For 5d ions, Sunny uses the tables of Kobayashi, Nagao, Ito [3].</p><p>Two special, <span>$𝐪$</span>-independent form factor values are available: <code>one(FormFactor)</code> and <code>zero(FormFactor)</code>. The first idealizes the magnetic ion as a perfect point particle, while the second zeros all contributions from the magnetic ion.</p><p>References:</p><ol><li><a href="https://www.ill.eu/sites/ccsl/ffacts/ffachtml.html">P. J. Brown, The Neutron Data Booklet, 2nd ed., Sec. 2.5 Magnetic Form Factors (2003)</a></li><li>Coefficient tables in <a href="https://www2.cpfs.mpg.de/~rotter/homepage_mcphase/manual/node137.html">McPhase documentation</a></li><li><a href="https://doi.org/10.1107/S010876731102633X">K. Kobayashi, T. Nagao, M. Ito, Acta Cryst. A, 67 pp 473–480 (2011)</a></li></ol></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/FormFactor.jl#L36-L107">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.ImplicitMidpoint" href="#Sunny.ImplicitMidpoint"><code>Sunny.ImplicitMidpoint</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ImplicitMidpoint(dt::Float64; atol=1e-12) where N</code></pre><p>The implicit midpoint method for integrating the Landau-Lifshitz spin dynamics or its generalization to SU(<em>N</em>) coherent states [1]. One call to the <a href="library.html#Sunny.step!"><code>step!</code></a> function will advance a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> by <code>dt</code> units of time. This integration scheme is exactly symplectic and eliminates energy drift over arbitrarily long simulation trajectories.</p><p>References:</p><ol><li><a href="https://arxiv.org/abs/2106.14125">H. Zhang and C. D. Batista, Phys. Rev. B 104, 104409 (2021)</a>.</li></ol></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Integrators.jl#L93-L106">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.Langevin" href="#Sunny.Langevin"><code>Sunny.Langevin</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">Langevin(dt::Float64; damping::Float64, kT::Float64)</code></pre><p>An integrator for Langevin spin dynamics using the explicit Heun method. The <code>damping</code> parameter controls the coupling to an implicit thermal bath. One call to the <a href="library.html#Sunny.step!"><code>step!</code></a> function will advance a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> by <code>dt</code> units of time. Can be used to sample from the Boltzmann distribution at temperature <code>kT</code>. An alternative approach to sampling states from thermal equilibrium is <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>, which proposes local Monte Carlo moves. For example, use <code>LocalSampler</code> instead of <code>Langevin</code> to sample Ising-like spins.</p><p>Setting <code>damping = 0</code> disables coupling to the thermal bath, yielding an energy-conserving spin dynamics. The <code>Langevin</code> integrator uses an explicit numerical integrator which cannot prevent energy drift. Alternatively, the <a href="library.html#Sunny.ImplicitMidpoint"><code>ImplicitMidpoint</code></a> method can be used, which is more expensive but prevents energy drift through exact conservation of the symplectic 2-form.</p><p>If the <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> has <code>mode = :dipole</code>, then the dynamics is the stochastic Landau-Lifshitz equation,</p><p class="math-container">\[    d𝐬/dt = -𝐬 × (ξ - 𝐁 + λ 𝐬 × 𝐁),\]</p><p>where <span>$𝐁 = -dE/d𝐬$</span> is the effective field felt by the expected spin dipole <span>$𝐬$</span>. The components of <span>$ξ$</span> are Gaussian white noise, with magnitude <span>$√(2 k_B T λ)$</span> set by a fluctuation-dissipation theorem. The parameter <code>damping</code> sets the phenomenological coupling <span>$λ$</span> to the thermal bath. </p><p>If the <code>System</code> has <code>mode = :SUN</code>, then this dynamics generalizes [1] to a stochastic nonlinear Schrödinger equation for SU(<em>N</em>) coherent states <span>$𝐙$</span>,</p><p class="math-container">\[    d𝐙/dt = -i P [ζ + (1 - i λ̃) ℋ 𝐙].\]</p><p>Here, <span>$P$</span> projects onto the space orthogonal to <span>$𝐙$</span>, and <span>$ζ$</span> denotes complex Gaussian white noise with magnitude <span>$√(2 k_B T λ̃)$</span>. The local-Hamiltonian <span>$ℋ$</span> embeds the energy gradient into the 𝔰𝔲(<em>N</em>) Lie algebra, and generates evolution of spin dipoles, quadrupoles, etc. The parameter <code>damping</code> here sets <span>$λ̃$</span>, which is analogous to <span>$λ$</span> above.</p><p>When applied to SU(2) coherent states, the generalized spin dynamics reduces exactly to the stochastic Landau-Lifshitz equation. The mapping is as follows. Normalized coherent states <span>$𝐙$</span> map to dipole expectation values <span>$𝐬 = 𝐙^{†} Ŝ 𝐙$</span>, where spin operators <span>$Ŝ$</span> are a spin-<span>$|𝐬|$</span> representation of SU(2). The local effective Hamiltonian <span>$ℋ = -𝐁 ⋅ Ŝ$</span> generates rotation of the dipole in analogy to the vector cross product <span>$S × 𝐁$</span>. The coupling to the thermal bath maps as <span>$λ̃ = |𝐬| λ$</span>. Note, therefore, that the scaling of the <code>damping</code> parameter varies subtly between <code>:dipole</code> and <code>:SUN</code> modes.</p><p>References:</p><ol><li><a href="https://arxiv.org/abs/2209.01265">D. Dahlbom et al., Phys. Rev. B 106, 235154 (2022)</a>.</li></ol></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Integrators.jl#L1-L52">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.LocalSampler" href="#Sunny.LocalSampler"><code>Sunny.LocalSampler</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">LocalSampler(; kT, nsweeps=1.0, propose=propose_uniform)</code></pre><p>Monte Carlo simulation involving Metropolis updates to individual spins. One call to the <a href="library.html#Sunny.step!"><code>step!</code></a> function will perform <code>nsweeps</code> of MCMC sampling for a provided <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a>. The default value of <code>1.0</code> means that <code>step!</code> performs, on average, one trial update per spin.</p><p>Assuming ergodicity, the <code>LocalSampler</code> will sample from thermal equilibrium for the target temperature <code>kT</code>. </p><p>The trial spin updates are sampled using the <code>propose</code> function. Options include <a href="library.html#Sunny.propose_uniform"><code>propose_uniform</code></a>, <a href="library.html#Sunny.propose_flip-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>propose_flip</code></a>, and <a href="library.html#Sunny.propose_delta-Tuple{Any}"><code>propose_delta</code></a>. Multiple proposals can be mixed with the macro <a href="library.html#Sunny.@mix_proposals-Tuple"><code>@mix_proposals</code></a>.</p><p>The returned object stores fields <code>ΔE</code> and <code>Δs</code>, which represent the cumulative change to the net energy and dipole, respectively.</p><p>!!! warning &quot;Efficiency considerations</p><pre><code class="nohighlight hljs">A [`Langevin`](@ref) sampler is frequently much more efficient than a
+`LocalSampler` for simulating Heisenberg-like spins that vary continuously. A
+`LocalSampler` is appropriate in the special case that the spin states are
+effectively discrete. E.g., [`propose_flip`](@ref) is very helpful simulating
+Ising-like spins that arise due to a strong easy-axis anisotropy.</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MonteCarlo/Samplers.jl#L103-L128">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.Moment" href="#Sunny.Moment"><code>Sunny.Moment</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">Moment(; s, g)</code></pre><p>Characterizes a effective spin magnetic moment on an atom. Quantum spin-<code>s</code> is a multiple of 1/2 in units of ħ. The <code>g</code>-factor or tensor defines the <a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a> <span>$μ = - g 𝐒$</span> in units of the Bohr magneton.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">Moment(s=3/2, g=2)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Moment.jl#L1-L12">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.SampledCorrelations-Tuple{System}" href="#Sunny.SampledCorrelations-Tuple{System}"><code>Sunny.SampledCorrelations</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">SampledCorrelations(sys::System; measure, energies, dt)</code></pre><p>An object to accumulate samples of dynamical pair correlations. The <code>measure</code> argument specifies a pair correlation type, e.g. <a href="library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a>. The <code>energies</code> must be evenly-spaced and starting from 0, e.g. <code>energies = range(0, 3, 100)</code>. Select the integration time-step <code>dt</code> according to accuracy and speed considerations. <a href="library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>suggest_timestep</code></a> can help in selecting an appropriate value.</p><p>Dynamical correlations will be accumulated through calls to <a href="library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a>, which expects a spin configuration in thermal equilibrium. A classical spin dynamics trajectory will be simulated of sufficient length to achieve the target energy resolution. The resulting data can can then be extracted as pair-correlation <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> with appropriate classical-to-quantum correction factors. See also <a href="library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities_static</code></a>, which integrates over energy.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SampledCorrelations/SampledCorrelations.jl#L111-L128">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.SampledCorrelationsStatic" href="#Sunny.SampledCorrelationsStatic"><code>Sunny.SampledCorrelationsStatic</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">SampledCorrelationsStatic(sys::System; measure)</code></pre><p>An object to accumulate samples of static pair correlations. It is similar to <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>, but no time-integration will be performed on calls to <a href="library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a>. The resulting object can be used with <a href="library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities_static</code></a> to calculate statistics from the classical Boltzmann distribution. Dynamical <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> data, however, will be unavailable. Similarly, classical-to-quantum corrections that rely on the excitation spectrum cannot be performed.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SampledCorrelations/SampledCorrelations.jl#L182-L192">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.SpinWaveTheory" href="#Sunny.SpinWaveTheory"><code>Sunny.SpinWaveTheory</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">SpinWaveTheory(sys::System; measure, regularization=1e-8)</code></pre><p>Constructs an object to perform linear spin wave theory. The system must be in an energy minimizing configuration. Enables calculation of <a href="library.html#Sunny.dispersion-Tuple{SpinWaveTheory, Any}"><code>dispersion</code></a> bands. If pair correlations are specified with <code>correspec</code>, one can also calculate <a href="library.html#Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}"><code>intensities_bands</code></a> and broadened <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>.</p><p>The spins in system must be energy-minimized, otherwise the Cholesky step of the Bogoliubov diagonalization procedure will fail. The parameter <code>regularization</code> adds a small positive shift to the diagonal of the dynamical matrix to avoid numerical issues with quasi-particle modes of vanishing energy. Physically, this shift can be interpreted as application of an inhomogeneous field aligned with the magnetic ordering.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/SpinWaveTheory.jl#L17-L31">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.SpinWaveTheoryKPM" href="#Sunny.SpinWaveTheoryKPM"><code>Sunny.SpinWaveTheoryKPM</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">SpinWaveTheoryKPM(sys::System; measure, resolution, regularization=1e-8)</code></pre><p><strong>Experimental</strong></p><p>An alternative to <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> that uses the kernel polynomial method (KPM) to perform <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> calculations. In traditional spin wave theory calculations, one would explicitly diagonalize the dynamical matrix, with a cost that scales like <span>$𝒪(V^3)$</span> in the volume <span>$V$</span> of the magnetic cell. KPM instead approximates intensities using polynomial expansion of the dynamical matrix. The computational cost of KPM scales like <span>$𝒪(V P)$</span> in the polynomial order <code>P</code>, and is favorable to direct diagonalization for sufficiently large magnetic cells.</p><p>The polynomial order <code>P</code> scales like the spectral bandwidth of the dynamical matrix divided by the target energy <code>resolution</code>. If the specified resolution is too small (relative to the line broadening kernel), the calculated intensities will exhibit artificial oscillations in energy.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/KPM/SpinWaveTheoryKPM.jl#L1-L19">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.SpinWaveTheorySpiral" href="#Sunny.SpinWaveTheorySpiral"><code>Sunny.SpinWaveTheorySpiral</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">SpinWaveTheorySpiral(sys::System; k, axis, measure, regularization=1e-8)</code></pre><p>Analogous to <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a>, but interprets the provided system as having a generalized spiral order. This order is described by a single propagation wavevector <code>k</code>, which may be incommensurate. The <code>axis</code> vector defines the polarization plane via its surface normal. Typically the spin configuration in <code>sys</code> and the propagation wavevector <code>k</code> will be optimized using <a href="library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>minimize_spiral_energy!</code></a>. In contrast, <code>axis</code> will typically be determined from symmetry considerations.</p><p>The resulting object can be used to calculate the spin wave <a href="library.html#Sunny.dispersion-Tuple{SpinWaveTheory, Any}"><code>dispersion</code></a>, or the structure factor via <a href="library.html#Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}"><code>intensities_bands</code></a> and <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>.</p><p>The algorithm for this calculation was developed in <a href="https://arxiv.org/abs/1402.6069">Toth and Lake, J. Phys.: Condens. Matter <strong>27</strong>, 166002 (2015)</a> and implemented in the <a href="https://spinw.org/">SpinW code</a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Spiral/SpinWaveTheorySpiral.jl#L1-L19">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}" href="#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>Sunny.System</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">System(crystal::Crystal, moments, mode; dims=(1, 1, 1), seed=nothing)</code></pre><p>A spin system is constructed from the <a href="library.html#Sunny.Crystal"><code>Crystal</code></a> unit cell, a specification of the spin <code>moments</code> symmetry-distinct sites, and a calculation <code>mode</code>. Interactions can be added to the system using, e.g., <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a>. The default supercell dimensions are 1×1×1 chemical cells, but this can be changed with <code>dims</code>.</p><p>Spin <code>moments</code> comprise a list of pairs, <code>[i1 =&gt; Moment(...), i2 =&gt; ...]</code>, where <code>i1, i2, ...</code> are a complete set of symmetry-distinct atoms. Each <a href="library.html#Sunny.Moment"><code>Moment</code></a> contains spin and <span>$g$</span>-factor information.</p><p>The two primary options for <code>mode</code> are <code>:SUN</code> and <code>:dipole</code>. In the former, each spin-<span>$s$</span> degree of freedom is described as an SU(<em>N</em>) coherent state, i.e. a quantum superposition of <span>$N = 2s + 1$</span> levels. This formalism can be useful to capture multipolar spin fluctuations or local entanglement effects. </p><p>Mode <code>:dipole</code> projects the SU(<em>N</em>) dynamics onto the restricted space of pure dipoles. In practice this means that Sunny will simulate Landau-Lifshitz dynamics, but single-ion anisotropy and biquadratic exchange interactions will be renormalized to improve accuracy. To disable this renormalization, use the mode <code>:dipole_large_s</code> which applies the <span>$s → ∞$</span> classical limit. For details, see the documentation page: <a href="renormalization.html#Interaction-Renormalization">Interaction Renormalization</a>.</p><p>An integer <code>seed</code> for the random number generator can optionally be specified to enable reproducible calculations.</p><p>All spins are initially polarized in the global <span>$z$</span>-direction.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L1-L30">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.Units" href="#Sunny.Units"><code>Sunny.Units</code></a> — <span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">Units(energy, length)</code></pre><p>Physical constants in units of reference <code>energy</code> and <code>length</code> scales. Possible lengths are <code>[:angstrom, :nm]</code>. For atomic scale modeling, it is preferable to work in units of <code>length=:angstrom</code>, which follows the CIF file standard. Possible energy units are <code>[:meV, :K, :THz, :inverse_cm, :T]</code>. Kelvin is converted to energy via the Boltzmann constant <span>$k_B$</span>. Similarly, hertz is converted via the Planck constant <span>$h$</span>, inverse cm via the speed of light <span>$c$</span>, and tesla (field strength) via the Bohr magneton <span>$μ_B$</span>. For a given <code>Units</code> system, one can access any of the length and energy scale symbols listed above.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># Unit system with [energy] = meV and [length] = Å
+units = Units(:meV, :angstrom)
+
+# Use the Boltzmann constant kB to convert 1 kelvin into meV
+@assert units.K ≈ 0.0861733326
+
+# Use the Planck constant h to convert 1 THz into meV
+@assert units.THz ≈ 4.135667696
+
+# Use the constant h c to convert 1 cm⁻¹ into meV
+@assert units.inverse_cm ≈ 0.1239841984
+
+# Use the Bohr magneton μB to convert 1 tesla into meV
+@assert units.T ≈ 0.05788381806
+
+# The physical constant μ0 μB² in units of ų meV.
+@assert u.vacuum_permeability ≈ 0.6745817653</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Units.jl#L25-L59">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.add_sample!-Tuple{SampledCorrelations, System}" href="#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>Sunny.add_sample!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">add_sample!(sc::SampledCorrelations, sys::System)
+add_sample!(sc::SampledCorrelationsStatic, sys::System)</code></pre><p>Measure pair correlation data for the spin configuration in <code>sys</code>, and accumulate these statistics into <code>sc</code>. For a dynamical <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>, this involves time-integration of the provided spin trajectory, recording correlations in both space and time. Conversely, <a href="library.html#Sunny.SampledCorrelationsStatic"><code>SampledCorrelationsStatic</code></a>, will record only spatial correlations for the single spin configuration that is provided.</p><p>Time-integration will update the spin configuration of <code>sys</code> in-place. To avoid this mutation, consider calling <a href="library.html#Sunny.clone_system-Union{Tuple{System{N}}, Tuple{N}} where N"><code>clone_system</code></a> prior to <code>add_sample!</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SampledCorrelations/CorrelationSampling.jl#L141-L154">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.clone_correlations-Tuple{SampledCorrelations}" href="#Sunny.clone_correlations-Tuple{SampledCorrelations}"><code>Sunny.clone_correlations</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">clone_correlations(sc::SampledCorrelations)</code></pre><p>Create a copy of a <code>SampledCorrelations</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SampledCorrelations/SampledCorrelations.jl#L38-L42">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.clone_system-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.clone_system-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.clone_system</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">clone_system(sys::System)</code></pre><p>Creates a full clone of the system, such that mutable updates to one copy will not affect the other, and thread safety is guaranteed.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L134-L139">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.dispersion-Tuple{SpinWaveTheory, Any}" href="#Sunny.dispersion-Tuple{SpinWaveTheory, Any}"><code>Sunny.dispersion</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">dispersion(swt::SpinWaveTheory, qpts)</code></pre><p>Given a list of wavevectors <code>qpts</code> in reciprocal lattice units (RLU), returns excitation energies for each band. The return value <code>ret</code> is 2D array, and should be indexed as <code>ret[band_index, q_index]</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/DispersionAndIntensities.jl#L123-L129">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.dmvec-Tuple{Any}" href="#Sunny.dmvec-Tuple{Any}"><code>Sunny.dmvec</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">dmvec(D)</code></pre><p>Antisymmetric matrix representation of the Dzyaloshinskii-Moriya pseudo-vector,</p><pre><code class="nohighlight hljs">  [  0    D[3] -D[2]
+   -D[3]   0    D[1]
+    D[2] -D[1]   0  ]</code></pre><p>By construction, <code>Si&#39;*dmvec(D)*Sj ≈ D⋅(Si×Sj)</code> for any dipoles <code>Si</code> and <code>Sj</code>. This helper function is intended for use with <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/PairExchange.jl#L549-L562">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.domain_average-Tuple{Any, Any, Any}" href="#Sunny.domain_average-Tuple{Any, Any, Any}"><code>Sunny.domain_average</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">domain_average(f, cryst, qpts; rotations, weights)</code></pre><p>Calculate an average intensity for the reciprocal-space points <code>qpts</code> under a discrete set of <code>rotations</code>. Rotations, in global coordinates, may be given either as an axis-angle pair or as a 3×3 rotation matrix. Each rotation is weighted according to the elements in <code>weights</code>. The function <code>f</code> should accept a list of rotated q-points and return an <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> calculation.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs"># 0, 120, and 240 degree rotations about the global z-axis
+rotations = [([0,0,1], n*(2π/3)) for n in 0:2]
+weights = [1, 1, 1]
+res = domain_average(cryst, path; rotations, weights) do path_rotated
+    intensities(swt, path_rotated; energies, kernel)
+end
+plot_intensities(res)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/RotationalAverages.jl#L82-L102">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.eachsite-Tuple{System}" href="#Sunny.eachsite-Tuple{System}"><code>Sunny.eachsite</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">eachsite(sys::System)</code></pre><p>An iterator over all <a href="library.html#Sunny.Site"><code>Site</code></a>s in the system. </p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L223-L227">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N" href="#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.enable_dipole_dipole!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">enable_dipole_dipole!(sys::System, μ0_μB²)</code></pre><p>Enables long-range interactions between magnetic dipole moments,</p><p class="math-container">\[    -(μ_0/4π) ∑_{⟨ij⟩}  [3 (μ_i⋅𝐫̂_{ij})(μ_j⋅𝐫̂_{ij}) - μ_i⋅μ_j] / r_{ij}^3\]</p><p>where the sum is over all pairs of spins (singly counted), including periodic images, regularized using the Ewald summation convention. The <a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a> is defined as <span>$μ = -g μ_B 𝐒$</span>, where <span>$𝐒$</span> is the spin angular momentum dipole. The parameter <code>μ0_μB²</code> specifies the physical constant <span>$μ_0 μ_B^2$</span>, which has dimensions of length³-energy. Obtain this constant for a given system of <a href="examples/01_LSWT_CoRh2O4.html#Units"><code>Units</code></a> via its <code>vacuum_permeability</code> property.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">units = Units(:meV, :angstrom)
+enable_dipole_dipole!(sys, units.vacuum_permeability)</code></pre><p>See also <a href="library.html#Sunny.modify_exchange_with_truncated_dipole_dipole!-Union{Tuple{N}, Tuple{System{N}, Any}, Tuple{System{N}, Any, Any}} where N"><code>modify_exchange_with_truncated_dipole_dipole!</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L66-L91">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.energy-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.energy-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.energy</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">energy(sys::System)</code></pre><p>The total system energy. See also <a href="library.html#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N"><code>energy_per_site</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L240-L244">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.energy_per_site</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">energy_per_site(sys::System)</code></pre><p>The total system <a href="library.html#Sunny.energy-Union{Tuple{System{N}}, Tuple{N}} where N"><code>energy</code></a> divided by the number of sites.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L231-L235">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.excitations!-Tuple{Any, Any, SpinWaveTheory, Any}" href="#Sunny.excitations!-Tuple{Any, Any, SpinWaveTheory, Any}"><code>Sunny.excitations!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">excitations!(T, tmp, swt::SpinWaveTheory, q)</code></pre><p>Given a wavevector <code>q</code>, solves for the matrix <code>T</code> representing quasi-particle excitations, and returns a list of quasi-particle energies. Both <code>T</code> and <code>tmp</code> must be supplied as <span>$2L×2L$</span> complex matrices, where <span>$L$</span> is the number of bands for a single <span>$𝐪$</span> value.</p><p>The columns of <code>T</code> are understood to be contracted with the Holstein-Primakoff bosons <span>$[𝐛_𝐪, 𝐛_{-𝐪}^†]$</span>. The first <span>$L$</span> columns provide the eigenvectors of the quadratic Hamiltonian for the wavevector <span>$𝐪$</span>. The next <span>$L$</span> columns of <code>T</code> describe eigenvectors for <span>$-𝐪$</span>. The return value is a vector with similar grouping: the first <span>$L$</span> values are energies for <span>$𝐪$</span>, and the next <span>$L$</span> values are the <em>negation</em> of energies for <span>$-𝐪$</span>.</p><pre><code class="nohighlight hljs">excitations!(T, tmp, swt::SpinWaveTheorySpiral, q; branch)</code></pre><p>Calculations on a <a href="library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> additionally require a <code>branch</code> index. The possible branches <span>$(1, 2, 3)$</span> correspond to scattering processes <span>$𝐪 - 𝐤, 𝐪, 𝐪 + 𝐤$</span> respectively, where <span>$𝐤$</span> is the ordering wavevector. Each branch will contribute <span>$L$</span> excitations, where <span>$L$</span> is the number of spins in the magnetic cell. This yields a total of <span>$3L$</span> excitations for a given momentum transfer <span>$𝐪$</span>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/DispersionAndIntensities.jl#L69-L92">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.excitations-Tuple{SpinWaveTheory, Any}" href="#Sunny.excitations-Tuple{SpinWaveTheory, Any}"><code>Sunny.excitations</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">excitations(swt::SpinWaveTheory, q)
+excitations(swt::SpinWaveTheorySpiral, q; branch)</code></pre><p>Returns a pair <code>(energies, T)</code> providing the excitation energies and eigenvectors. Prefer <a href="library.html#Sunny.excitations!-Tuple{Any, Any, SpinWaveTheory, Any}"><code>excitations!</code></a> for performance, which avoids matrix allocations. See the documentation of <a href="library.html#Sunny.excitations!-Tuple{Any, Any, SpinWaveTheory, Any}"><code>excitations!</code></a> for more details.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/DispersionAndIntensities.jl#L107-L114">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.gaussian-Tuple{}" href="#Sunny.gaussian-Tuple{}"><code>Sunny.gaussian</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">gaussian(; {fwhm, σ})</code></pre><p>Returns the function <code>exp(-x^2/2σ^2) / √(2π*σ^2)</code>. Either <code>fwhm</code> or <code>σ</code> must be specified, where <code>fwhm = (2.355...) * σ</code> is the full width at half maximum.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/Broadening.jl#L40-L45">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.generate_mantid_script_from_binning_parameters-Tuple{Any}" href="#Sunny.generate_mantid_script_from_binning_parameters-Tuple{Any}"><code>Sunny.generate_mantid_script_from_binning_parameters</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">generate_mantid_script_from_binning_parameters(params::BinningParameters)</code></pre><p>Generate a Mantid script which bins data according to the given <a href="library.html#Sunny.BinningParameters"><code>BinningParameters</code></a>.</p><div class="admonition is-warning"><header class="admonition-header">Units</header><div class="admonition-body"><p>Take care to ensure the units are correct (R.L.U. or absolute). You may want to call <code>Sunny.bin_rlu_as_absolute_units!</code> or <code>Sunny.bin_absolute_units_as_rlu!</code> first.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Binning/ExperimentData.jl#L1-L12">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.global_position-Tuple{System, Any}" href="#Sunny.global_position-Tuple{System, Any}"><code>Sunny.global_position</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">global_position(sys::System, site::Site)</code></pre><p>Position of a <a href="library.html#Sunny.Site"><code>Site</code></a> in global coordinates.</p><p>To precompute a full list of positions, one can use <a href="library.html#Sunny.eachsite-Tuple{System}"><code>eachsite</code></a> as below:</p><pre><code class="language-julia hljs">pos = [global_position(sys, site) for site in eachsite(sys)]</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L239-L250">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}" href="#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>Sunny.intensities</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">intensities(swt::SpinWaveTheory, qpts; energies, kernel, kT=0)
+intensities(swt::SampledCorrelations, qpts; energies, kernel=nothing, kT)</code></pre><p>Calculates pair correlation intensities for a set of <span>$𝐪$</span>-points in reciprocal space.</p><p>Traditional spin wave theory calculations are performed with an instance of <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a>. One can alternatively use <a href="library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> to study generalized spiral orders with a single, incommensurate-<span>$𝐤$</span> ordering wavevector. Another alternative is <a href="library.html#Sunny.SpinWaveTheoryKPM"><code>SpinWaveTheoryKPM</code></a>, which may be faster than <code>SpinWaveTheory</code> for calculations on large magnetic cells (e.g., to study systems with disorder). In spin wave theory, a nonzero temperature <code>kT</code> will scale intensities by the quantum thermal occupation factor <span>$|1 + n_B(ω)|$</span> where ``n_B(ω) = 1 / (exp(βω)</p><ul><li>1)`` is the Bose function.</li></ul><p>Intensities can also be calculated for <code>SampledCorrelations</code> associated with classical spin dynamics. In this case, thermal broadening will already be present, and the line-broadening <code>kernel</code> becomes an optional argument. Conversely, the parameter <code>kT</code> becomes required. If positive, it will introduce an intensity correction factor <span>$|βω [1 + n_B(ω)]|$</span> that undoes the occupation factor for the classical Boltzmann distribution, and applies the quantum thermal occupation factor. The special choice <code>kT = nothing</code> will suppress the classical-to-quantum correction factor, and yield statistics consistent with the classical Boltzmann distribution.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/DispersionAndIntensities.jl#L245-L271">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}" href="#Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}"><code>Sunny.intensities_bands</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">intensities_bands(swt::SpinWaveTheory, qpts; kT=0)</code></pre><p>Calculate spin wave excitation bands for a set of q-points in reciprocal space. This calculation is analogous to <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>, but does not perform line broadening of the bands.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/DispersionAndIntensities.jl#L140-L146">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}" href="#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>Sunny.intensities_static</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">intensities_static(sc::SpinWaveTheory, qpts; bounds=(-Inf, Inf), kT=0)
+intensities_static(sc::SampledCorrelations, qpts; bounds=(-Inf, Inf), kT)
+intensities_static(sc::SampledCorrelationsStatic, qpts)</code></pre><p>Like <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>, but integrates the dynamical correlations <span>$\mathcal{S}(𝐪, ω)$</span> over a range of energies <span>$ω$</span>. By default, the integration <code>bounds</code> are <span>$(-∞, ∞)$</span>, yielding the instantaneous (equal-time) correlations.</p><p>In <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> the integral will be realized as a sum over discrete bands. A <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a> object will have a finite grid of available <code>energies</code>, which will constrain the domain of integration. A <a href="library.html#Sunny.SampledCorrelationsStatic"><code>SampledCorrelationsStatic</code></a> object stores no dynamical data; here, the return value represents instantaneous correlations for the <em>classical</em> Boltzmann distribution.</p><p>The parameter <code>kT</code> can be used to account for the quantum thermal occupation of excitations at finite temperature. For details, see the documentation in <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SpinWaveTheory/DispersionAndIntensities.jl#L276-L296">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.lattice_params-Tuple{Any}" href="#Sunny.lattice_params-Tuple{Any}"><code>Sunny.lattice_params</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">lattice_params(latvecs)</code></pre><p>Compute the lattice parameters <span>$(a, b, c, α, β, γ)$</span> for the three lattice vectors provided as columns of <code>latvecs</code>. The inverse mapping is <a href="library.html#Sunny.lattice_vectors-NTuple{6, Any}"><code>lattice_vectors</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/LatticeUtils.jl#L3-L9">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.lattice_vectors-NTuple{6, Any}" href="#Sunny.lattice_vectors-NTuple{6, Any}"><code>Sunny.lattice_vectors</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">lattice_vectors(a, b, c, α, β, γ)</code></pre><p>Return the lattice vectors, as columns of the <span>$3×3$</span> output matrix, that define the shape of a crystallographic cell in global Cartesian coordinates. Conversely, one can view the output matrix as defining the global Cartesian coordinate system with respect to the lattice system.</p><p>The lattice constants <span>$(a, b, c)$</span> have units of length, and the angles <span>$(α, β, γ)$</span> are in degrees. The inverse mapping is <a href="library.html#Sunny.lattice_params-Tuple{Any}"><code>lattice_params</code></a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">latvecs = lattice_vectors(1, 1, 2, 90, 90, 120)
+a1, a2, a3 = eachcol(latvecs)
+@assert a1 ≈ [1, 0, 0]       # a1 always aligned with global x
+@assert a2 ≈ [-1/2, √3/2, 0] # a2 always in global (x,y) plane
+@assert a3 ≈ [0, 0, 2]       # a3 may generally be a combination of (x,y,z)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/LatticeUtils.jl#L20-L39">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.load_nxs-Tuple{Any}" href="#Sunny.load_nxs-Tuple{Any}"><code>Sunny.load_nxs</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">params, signal = load_nxs(filename; field=&quot;signal&quot;)</code></pre><p>Given the name of a Mantid-exported <code>MDHistoWorkspace</code> file, load the <a href="library.html#Sunny.BinningParameters"><code>BinningParameters</code></a> and the signal from that file.</p><p>To load another field instead of the signal, specify e.g. <code>field=&quot;errors_squared&quot;</code>. Typical fields include <code>errors_squared</code>, <code>mask</code>, <code>num_events</code>, and <code>signal</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Binning/ExperimentData.jl#L37-L46">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.lorentzian-Tuple{}" href="#Sunny.lorentzian-Tuple{}"><code>Sunny.lorentzian</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">lorentzian(; fwhm)</code></pre><p>Returns the function <code>(Γ/2) / (π*(x^2+(Γ/2)^2))</code> where <code>fwhm = Γ</code> is the full width at half maximum.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/Broadening.jl#L29-L34">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.magnetic_moment-Tuple{System, Any}" href="#Sunny.magnetic_moment-Tuple{System, Any}"><code>Sunny.magnetic_moment</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">magnetic_moment(sys::System, site::Site)</code></pre><p>Returns <span>$- g 𝐒$</span>, the local magnetic moment in units of the Bohr magneton. The spin dipole <span>$𝐒$</span> and <span>$g$</span>-tensor may both be <a href="library.html#Sunny.Site"><code>Site</code></a> dependent.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L256-L261">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.merge_correlations-Tuple{Vector{SampledCorrelations}}" href="#Sunny.merge_correlations-Tuple{Vector{SampledCorrelations}}"><code>Sunny.merge_correlations</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">merge_correlations(scs::Vector{SampledCorrelations)</code></pre><p>Accumulate a list of <code>SampledCorrelations</code> into a single, summary <code>SampledCorrelations</code>. Useful for reducing the results of parallel computations.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/SampledCorrelations/SampledCorrelations.jl#L58-L63">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.minimize_energy!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">minimize_energy!(sys::System{N}; maxiters=1000, method=Optim.ConjugateGradient(),
+                 g_tol=1e-10, kwargs...) where N</code></pre><p>Optimizes the spin configuration in <code>sys</code> to minimize energy. A total of <code>maxiters</code> iterations will be attempted. Convergence is reached when the root mean squared energy gradient goes below <code>g_tol</code>. The remaining <code>kwargs</code> will be forwarded to the <code>optimize</code> method of the Optim.jl package.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Optimization.jl#L90-L98">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.minimize_spiral_energy!-Tuple{Any, Any}" href="#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>Sunny.minimize_spiral_energy!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">minimize_spiral_energy!(sys, axis; maxiters=10_000, k_guess=randn(sys.rng, 3))</code></pre><p>Finds a generalized spiral order that minimizes the <a href="library.html#Sunny.spiral_energy-Tuple{System{0}}"><code>spiral_energy</code></a>. This involves optimization of the spin configuration in <code>sys</code>, and the propagation wavevector <span>$𝐤$</span>, which will be returned in reciprocal lattice units (RLU). The <code>axis</code> vector normal to the polarization plane should be provided in global Cartesian coordinates, and will usually be determined by symmetry configurations. The initial <code>k_guess</code> will be random, unless otherwise provided.</p><p>See also <a href="library.html#Sunny.suggest_magnetic_supercell-Tuple{Any}"><code>suggest_magnetic_supercell</code></a> to find a system shape that is approximately commensurate with the returned propagation wavevector <span>$𝐤$</span>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Spiral/SpiralEnergy.jl#L184-L197">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.modify_exchange_with_truncated_dipole_dipole!-Union{Tuple{N}, Tuple{System{N}, Any}, Tuple{System{N}, Any, Any}} where N" href="#Sunny.modify_exchange_with_truncated_dipole_dipole!-Union{Tuple{N}, Tuple{System{N}, Any}, Tuple{System{N}, Any, Any}} where N"><code>Sunny.modify_exchange_with_truncated_dipole_dipole!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">modify_exchange_with_truncated_dipole_dipole!(sys::System, cutoff, μ0_μB²)</code></pre><p>Like <a href="library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>enable_dipole_dipole!</code></a>, the purpose of this function is to introduce long-range dipole-dipole interactions between magnetic moments. Whereas <code>enable_dipole_dipole!</code> employs Ewald summation, this function instead employs real-space pair couplings with truncation at the specified <code>cutoff</code> distance. If the cutoff is relatively small, then this function may be faster than <code>enable_dipole_dipole!</code>.</p><div class="admonition is-warning"><header class="admonition-header">Mutation of existing couplings</header><div class="admonition-body"><p>This function will modify existing bilinear couplings between spins by adding dipole-dipole interactions. It must therefore be called <em>after</em> all other pair couplings have been specified. Conversely, any calls to <code>set_exchange!</code>, <code>set_pair_coupling!</code>, etc. will irreversibly delete the dipole-dipole interactions that have been introduced by this function.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Ewald.jl#L244-L261">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.polarize_spins!-Union{Tuple{N}, Tuple{System{N}, Any}} where N" href="#Sunny.polarize_spins!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.polarize_spins!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">polarize_spins!(sys::System, dir)</code></pre><p>Polarize all spins in the system along the direction <code>dir</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L541-L545">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.position_to_site-Tuple{System, Any}" href="#Sunny.position_to_site-Tuple{System, Any}"><code>Sunny.position_to_site</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">position_to_site(sys::System, r)</code></pre><p>Converts a position <code>r</code> to four indices of a <a href="library.html#Sunny.Site"><code>Site</code></a>. The coordinates of <code>r</code> are given in units of the lattice vectors for the original crystal. This function can be useful for working with systems that have been reshaped using <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs"># Find the `site` at the center of a unit cell which is displaced by four
+# multiples of the first lattice vector
+site = position_to_site(sys, [4.5, 0.5, 0.5])
+
+# Print the dipole at this site
+println(sys.dipoles[site])</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L283-L301">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.powder_average-Tuple{Any, Any, Any, Int64}" href="#Sunny.powder_average-Tuple{Any, Any, Any, Int64}"><code>Sunny.powder_average</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">powder_average(f, cryst, radii, n; seed=0)</code></pre><p>Calculate a powder-average over structure factor intensities. The <code>radii</code>, with units of inverse length, define spherical shells in reciprocal space. The <a href="https://arxiv.org/abs/1607.04590">Fibonacci lattice</a> yields <code>n</code> points on the sphere, with quasi-uniformity. Sample points on different shells are decorrelated through random rotations. A consistent random number <code>seed</code> will yield reproducible results. The function <code>f</code> should accept a list of q-points and call <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">radii = range(0.0, 3.0, 200)
+res = powder_average(cryst, radii, 500) do qs
+    intensities(swt, qs; energies, kernel)
+end
+plot_intensities(res)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/RotationalAverages.jl#L28-L47">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.primitive_cell_shape-Tuple{Crystal}" href="#Sunny.primitive_cell_shape-Tuple{Crystal}"><code>Sunny.primitive_cell_shape</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">primitive_cell_shape(cryst::Crystal)</code></pre><p>Returns the shape of the primitive cell as a 3×3 matrix, in fractional coordinates of the conventional lattice vectors. May be useful for constructing inputs to <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># Valid if `cryst` has not been reshaped
+@assert cryst.prim_latvecs ≈ cryst.latvecs * primitive_cell_shape(cryst)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Crystal.jl#L503-L515">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.print_bond-Tuple{Crystal, Bond}" href="#Sunny.print_bond-Tuple{Crystal, Bond}"><code>Sunny.print_bond</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">print_bond(cryst::Crystal, bond::Bond; b_ref::Bond)</code></pre><p>Prints symmetry information for bond <code>bond</code>. A symmetry-equivalent reference bond <code>b_ref</code> can optionally be provided to fix the meaning of the coefficients <code>A</code>, <code>B</code>, ...</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Printing.jl#L114-L120">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.print_site-Tuple{Any, Any}" href="#Sunny.print_site-Tuple{Any, Any}"><code>Sunny.print_site</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">print_site(cryst, i; R=I)</code></pre><p>Print symmetry information for the site <code>i</code>, including allowed g-tensor and allowed anisotropy operator. An optional rotation matrix <code>R</code> can be provided to define the reference frame for expression of the anisotropy.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Printing.jl#L208-L214">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.print_stevens_expansion-Tuple{AbstractMatrix}" href="#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}"><code>Sunny.print_stevens_expansion</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">function print_stevens_expansion(op)</code></pre><p>Prints a local Hermitian operator as a linear combination of Stevens operators. The operator <code>op</code> may be a finite-dimensional matrix or an abstract spin polynomial in the large-<span>$s$</span> limit.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs">S = spin_matrices(2)
+print_stevens_expansion(S[1]^4 + S[2]^4 + S[3]^4)
+# Prints: (1/20)𝒪₄₀ + (1/4)𝒪₄₄ + 102/5
+
+S = spin_matrices(Inf)
+print_stevens_expansion(S[1]^4 + S[2]^4 + S[3]^4)
+# Prints: (1/20)𝒪₄₀ + (1/4)𝒪₄₄ + (3/5)𝒮⁴</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Operators/Stevens.jl#L177-L195">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.print_suggested_frame-Tuple{Crystal, Int64}" href="#Sunny.print_suggested_frame-Tuple{Crystal, Int64}"><code>Sunny.print_suggested_frame</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">print_suggested_frame(cryst, i; digits=4)</code></pre><p>Print a suggested reference frame, as a rotation matrix <code>R</code>, that can be used as input to <code>print_site()</code>. The purpose is to simplify the description of allowed anisotropies.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Printing.jl#L192-L198">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.print_symmetry_table-Tuple{Crystal, Any}" href="#Sunny.print_symmetry_table-Tuple{Crystal, Any}"><code>Sunny.print_symmetry_table</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">print_symmetry_table(cryst::Crystal, max_dist)</code></pre><p>Print symmetry information for all equivalence classes of sites and bonds, up to a maximum bond distance of <code>max_dist</code>. Equivalent to calling <code>print_bond(cryst, b)</code> for every bond <code>b</code> in <code>reference_bonds(cryst, max_dist)</code>, where <code>Bond(i, i, [0,0,0])</code> refers to a single site <code>i</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Printing.jl#L176-L183">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.print_wrapped_intensities</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">print_wrapped_intensities(sys::System; nmax=10)</code></pre><p>For Bravais lattices: Prints up to <code>nmax</code> wavevectors according to their instantaneous (static) structure factor intensities, listed in descending order. For non-Bravais lattices: Performs the same analysis for each spin sublattice independently; the output weights are naïvely averaged over sublattices, without incorporating phase shift information. This procedure therefore wraps all wavevectors into the first Brillouin zone. Each wavevector coordinate is given between <span>$-1/2$</span> and <span>$1/2$</span> in reciprocal lattice units (RLU).  The output from this function will typically be used as input to <a href="library.html#Sunny.suggest_magnetic_supercell-Tuple{Any}"><code>suggest_magnetic_supercell</code></a>.</p><p>Because this function does not incorporate phase information in its averaging over sublattices, the printed weights are not directly comparable with experiment. For that purpose, use <a href="library.html#Sunny.SampledCorrelationsStatic"><code>SampledCorrelationsStatic</code></a> instead.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MagneticOrdering.jl#L1-L17">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.propose_delta-Tuple{Any}" href="#Sunny.propose_delta-Tuple{Any}"><code>Sunny.propose_delta</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">propose_delta(magnitude)</code></pre><p>Generate a proposal function that adds a Gaussian perturbation to the existing spin state. In <code>:dipole</code> mode, the procedure is to first introduce a random three-vector perturbation <span>$𝐬′ = 𝐬 + |𝐬| ξ$</span> and then return the properly normalized spin <span>$|𝐬| (𝐬′/|𝐬′|)$</span>. Each component of the random vector <span>$ξ$</span> is Gaussian distributed with a standard deviation of <code>magnitude</code>; the latter is dimensionless and typically smaller than one. </p><p>In <code>:SUN</code> mode, the procedure is analogous, but now involving Gaussian perturbations to each of the <span>$N$</span> complex components of an SU(<em>N</em>) coherent state.</p><p>In the limit of very large <code>magnitude</code>, this function coincides with <a href="library.html#Sunny.propose_uniform"><code>propose_uniform</code></a>.</p><p>Consider also <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> sampling, which is rejection free.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MonteCarlo/Samplers.jl#L25-L43">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.propose_flip-Union{Tuple{N}, Tuple{System{N}, Any}} where N" href="#Sunny.propose_flip-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.propose_flip</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">propose_flip</code></pre><p>Function to propose pure spin flip updates in the context of a <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>. Dipoles are flipped as <span>$𝐬 → -𝐬$</span>. SU(<em>N</em>) coherent states are flipped using the time-reversal operator.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MonteCarlo/Samplers.jl#L16-L22">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.propose_uniform" href="#Sunny.propose_uniform"><code>Sunny.propose_uniform</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">propose_uniform</code></pre><p>Function to propose a uniformly random spin update in the context of a <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>. In <code>:dipole</code> mode, the result is a random three-vector with appropriate normalization. In <code>:SUN</code> mode, the result is a random SU(<em>N</em>) coherent state with appropriate normalization.</p><p>For low-temperature Monte Carlo simulations, uniform spin proposals can be very inefficient due to a high probability of rejection in the Metropolis accept/reject step. Consider also <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> sampling, which is rejection free.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MonteCarlo/Samplers.jl#L1-L13">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}" href="#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>Sunny.q_space_grid</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">q_space_grid(cryst::Crystal, axis1, range1, axis2, range2; offset=[0,0,0], orthogonalize=false)
+q_space_grid(cryst::Crystal, axis1, range1, axis2, range2, axis3, range3; orthogonalize=false)</code></pre><p>Returns a 2D or 3D grid of q-points with uniform spacing. The volume shape is defined by <code>(axis1, axis2, ...)</code> in reciprocal lattice units (RLU). Elements of <code>(range1, range2, ...)</code> provide coefficients <span>$c_i$</span> used to define grid positions,</p><pre><code class="language-julia hljs">    offset + c1 * axis1 + c2 * axis2 + ...</code></pre><p>A nonzero <code>offset</code> is allowed only in the 2D case. </p><p>The first range parameter, <code>range1</code>, must be a regularly spaced list of coefficients, e.g., <code>range1 = range(lo1, hi1, n)</code>. Subsequent range parameters may be a pair of bounds, without grid spacing information. For example, by selecting <code>range2 = (lo2, hi2)</code>, an appropriate step-size will be inferred to provide an approximately uniform sampling density in global Cartesian coordinates.</p><p>The axes may be non-orthogonal. To extend to an orthohombic volume in global Cartesian coordinates, set <code>orthogonalize=true</code>.</p><p>For a 1D grid, use <a href="library.html#Sunny.q_space_path-Tuple{Crystal, Any, Any}"><code>q_space_path</code></a> instead.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/QPoints.jl#L104-L130">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.q_space_path-Tuple{Crystal, Any, Any}" href="#Sunny.q_space_path-Tuple{Crystal, Any, Any}"><code>Sunny.q_space_path</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">q_space_path(cryst::Crystal, qs, n; labels=nothing)</code></pre><p>Returns a 1D path consisting of <code>n</code> wavevectors sampled piecewise-linearly between the <code>qs</code>. Although the <code>qs</code> are provided in reciprocal lattice units (RLU), consecutive samples are spaced uniformly in the global (inverse-length) coordinate system. Optional <code>labels</code> can be associated with each special q-point, and will be used in plotting functions.</p><p>See also <a href="library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>q_space_grid</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/QPoints.jl#L49-L59">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.randomize_spins!-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.randomize_spins!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.randomize_spins!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">randomize_spins!(sys::System)</code></pre><p>Randomizes all spins under appropriate the uniform distribution.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L499-L503">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.reference_bonds-Tuple{Crystal, Float64}" href="#Sunny.reference_bonds-Tuple{Crystal, Float64}"><code>Sunny.reference_bonds</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">reference_bonds(cryst::Crystal, max_dist)</code></pre><p>Returns a full list of bonds, one for each symmetry equivalence class, up to distance <code>max_dist</code>. The reference bond <code>b</code> for each equivalence class is selected according to a scoring system that prioritizes simplification of the elements in <code>basis_for_symmetry_allowed_couplings(cryst, b)</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/SymmetryAnalysis.jl#L191-L197">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.remove_periodicity!-Union{Tuple{N}, Tuple{System{N}, Any}} where N" href="#Sunny.remove_periodicity!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.remove_periodicity!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">remove_periodicity!(sys::System, flags)</code></pre><p>Remove periodic interactions along each dimension <code>d</code> if <code>flags[d]</code> is <code>true</code>. The system must support inhomogeneous interactions via <a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>to_inhomogeneous</code></a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs"># Remove periodic boundaries along the 1st and 3rd dimensions
+remove_periodicity!(sys::System, (true, false, true))</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/PairExchange.jl#L519-L532">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}" href="#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>Sunny.repeat_periodically</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">repeat_periodically(sys::System, counts::NTuple{3, Int})</code></pre><p>Creates a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> identical to <code>sys</code> but repeated a given number of times along each system axis according to the specified <code>counts</code>. This is a special case of the more general <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>.</p><p>See also <a href="library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically_as_spiral</code></a>, which rotates the spins between periodic copies.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Reshaping.jl#L141-L150">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}" href="#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>Sunny.repeat_periodically_as_spiral</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">repeat_periodically_as_spiral(sys::System, counts::NTuple{3, Int}; k, axis)</code></pre><p>Repeats the magnetic cell of <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> a number of times along each system axis according to the specified <code>counts</code>. Spins in each system image will be rotated according to the propagation wavevector <code>k</code> (in RLU) and the rotation <code>axis</code> (in global Cartesian coordinates). Coincides with <a href="library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically</code></a> in the special case of <code>k = [0, 0, 0]</code></p><p>See also <a href="library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>minimize_spiral_energy!</code></a> to find an energy-minimizing wavevector <code>k</code> and spin dipole configuration.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">k = minimize_spiral_energy!(sys, axis; k_guess=randn(3))
+repeat_periodically_as_spiral(sys, counts; k, axis)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Reshaping.jl#L156-L173">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.reshape_supercell-Tuple{System, Any}" href="#Sunny.reshape_supercell-Tuple{System, Any}"><code>Sunny.reshape_supercell</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">reshape_supercell(sys::System, shape)</code></pre><p>Maps an existing <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> to a new one that has the shape and periodicity of a requested supercell. The columns of the <span>$3×3$</span> integer matrix <code>shape</code> represent the supercell lattice vectors measured in units of the original crystal lattice vectors. Interactions, spins, and other settings will be inherited from <code>sys</code>.</p><p>In the special case that <code>shape</code> is a diagonal matrix, this function coincides with <a href="library.html#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>resize_supercell</code></a>.</p><p>See also <a href="library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Reshaping.jl#L2-L15">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}" href="#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>Sunny.resize_supercell</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">resize_supercell(sys::System, dims::NTuple{3, Int})</code></pre><p>Creates a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> with a given number of conventional unit cells in each lattice vector direction. Interactions, spins, and other settings will be inherited from <code>sys</code>.</p><p>Equivalent to:</p><pre><code class="language-julia hljs">reshape_supercell(sys, [dims[1] 0 0; 0 dims[2] 0; 0 0 dims[3]])</code></pre><p>See also <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a> and <a href="library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Reshaping.jl#L122-L136">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.rotate_operator-Tuple{LinearAlgebra.Hermitian{ComplexF64, Matrix{ComplexF64}}, Any}" href="#Sunny.rotate_operator-Tuple{LinearAlgebra.Hermitian{ComplexF64, Matrix{ComplexF64}}, Any}"><code>Sunny.rotate_operator</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">rotate_operator(A, R)</code></pre><p>Rotates the local quantum operator <code>A</code> according to the <span>$3×3$</span> rotation matrix <code>R</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Operators/Rotation.jl#L141-L146">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_coherent!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N" href="#Sunny.set_coherent!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>Sunny.set_coherent!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_coherent!(sys::System, Z, site::Site)</code></pre><p>Set a coherent spin state at a <a href="library.html#Sunny.Site"><code>Site</code></a> using the <span>$N$</span> complex amplitudes in <code>Z</code>.</p><p>For a single quantum spin-<span>$s$</span>, these amplitudes will be interpreted in the eigenbasis of <span>$Ŝ^z$</span>. That is, <code>Z[1]</code> represents the amplitude for the basis state fully polarized along the <span>$ẑ$</span>-direction, and subsequent components represent states with decreasing angular momentum along this axis (<span>$m = s, s-1, …, -s$</span>).</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L511-L522">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_dipole!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N" href="#Sunny.set_dipole!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>Sunny.set_dipole!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_dipole!(sys::System, dir, site::Site)</code></pre><p>Polarize the spin at a <a href="library.html#Sunny.Site"><code>Site</code></a> along the direction <code>dir</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L531-L535">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_dipoles_from_mcif!-Tuple{System, AbstractString}" href="#Sunny.set_dipoles_from_mcif!-Tuple{System, AbstractString}"><code>Sunny.set_dipoles_from_mcif!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_dipoles_from_mcif!(sys::System, filename::AbstractString)</code></pre><p>Load the magnetic supercell according to an mCIF file. System <code>sys</code> must already be resized to the correct supercell dimensions.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MCIF.jl#L1-L6">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N" href="#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>Sunny.set_exchange!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_exchange!(sys::System, J, bond::Bond; biquad=0)</code></pre><p>Sets an exchange interaction <span>$𝐒_i⋅J 𝐒_j$</span> along the specified <code>bond</code>. This interaction will be propagated to equivalent bonds in consistency with crystal symmetry. Any previous interactions on these bonds will be overwritten. The parameter <code>bond</code> has the form <code>Bond(i, j, offset)</code>, where <code>i</code> and <code>j</code> are atom indices within the unit cell, and <code>offset</code> is a displacement in unit cells.</p><p>As a convenience, scalar <code>J</code> can be used to specify a Heisenberg interaction. Also, the function <a href="library.html#Sunny.dmvec-Tuple{Any}"><code>dmvec(D)</code></a> can be used to construct the antisymmetric part of the exchange, where <code>D</code> is the Dzyaloshinskii-Moriya pseudo-vector. The resulting interaction will be <span>$𝐃⋅(𝐒_i×𝐒_j)$</span>.</p><p>The optional numeric parameter <code>biquad</code> multiplies a scalar biquadratic interaction, <span>$(𝐒_i⋅𝐒_j)^2$</span>, with appropriate <a href="renormalization.html#Interaction-Renormalization">Interaction Renormalization</a>. For more general interactions, use <a href="library.html#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N"><code>set_pair_coupling!</code></a> instead.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs">using LinearAlgebra
+
+# Set a Heisenberg and DM interaction: 2Si⋅Sj + D⋅(Si×Sj)
+D = [0, 0, 3]
+set_exchange!(sys, 2I + dmvec(D), bond)
+
+# The same interaction as an explicit exchange matrix
+J = [2 3 0;
+    -3 2 0;
+     0 0 2]
+set_exchange!(sys, J, bond)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/PairExchange.jl#L345-L378">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N" href="#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>Sunny.set_exchange_at!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_exchange_at!(sys::System, J, site1::Site, site2::Site; biquad=0, offset=nothing)</code></pre><p>Sets an exchange interaction `<code>𝐒_i⋅J 𝐒_j</code> along the single bond connecting two <a href="library.html#Sunny.Site"><code>Site</code></a>s, ignoring crystal symmetry. Any previous coupling on this bond will be overwritten. The system must support inhomogeneous interactions via <a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>to_inhomogeneous</code></a>.</p><p>Use <a href="library.html#Sunny.symmetry_equivalent_bonds-Tuple{System, Bond}"><code>symmetry_equivalent_bonds</code></a> to find <code>(site1, site2, offset)</code> values that are symmetry equivalent to a given <a href="library.html#Sunny.Bond"><code>Bond</code></a> in the original system. For systems that are relatively small, the <code>offset</code> vector (in multiples of unit cells) will resolve ambiguities in the periodic wrapping.</p><p>See also <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a> for more details on specifying <code>J</code> and <code>biquad</code>. For more general couplings, use <a href="library.html#Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_pair_coupling_at!</code></a> instead.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/PairExchange.jl#L452-L468">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_field!-Tuple{System, Any}" href="#Sunny.set_field!-Tuple{System, Any}"><code>Sunny.set_field!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_field!(sys::System, B_μB)</code></pre><p>Sets the external magnetic field <span>$𝐁$</span> scaled by the Bohr magneton <span>$μ_B$</span>. This scaled field has units of energy and couples directly to the dimensionless <a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a>. At every site, the Zeeman coupling contributes an energy <span>$+ (𝐁 μ_B) ⋅ (g 𝐒)$</span>, involving the local <span>$g$</span>-tensor and spin angular momentum <span>$𝐒$</span>. Commonly, <span>$g ≈ +2$</span> such that <span>$𝐒$</span> is favored to anti-align with the applied field <span>$𝐁$</span>. Note that a given system of <a href="examples/01_LSWT_CoRh2O4.html#Units"><code>Units</code></a> will implicitly use the Bohr magneton to convert between field and energy dimensions.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs"># In units of meV, apply a 2 tesla field in the z-direction
+units = Units(:meV, :angstrom)
+set_field!(sys, [0, 0, 2] * units.T)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L101-L120">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_field_at!-Tuple{System, Any, Any}" href="#Sunny.set_field_at!-Tuple{System, Any, Any}"><code>Sunny.set_field_at!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_field_at!(sys::System, B_μB, site::Site)</code></pre><p>Sets the external magnetic field <span>$𝐁$</span> scaled by the Bohr magneton <span>$μ_B$</span> for a single <a href="library.html#Sunny.Site"><code>Site</code></a>. This scaled field has units of energy and couples directly to the dimensionless <a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a>. Note that a given system of <a href="examples/01_LSWT_CoRh2O4.html#Units"><code>Units</code></a> will implicitly use the Bohr magneton to convert between field and energy dimensions.</p><p>See the documentation of <a href="library.html#Sunny.set_field!-Tuple{System, Any}"><code>set_field!</code></a> for more information.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L127-L137">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}" href="#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>Sunny.set_onsite_coupling!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_onsite_coupling!(sys::System, op, i::Int)</code></pre><p>Set the single-ion anisotropy for the <code>i</code>th atom of every unit cell, as well as all symmetry-equivalent atoms. The operator <code>op</code> may be provided as an abstract function of the local spin operators, as a polynomial of <a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a>, or as a linear combination of <a href="library.html#Sunny.stevens_matrices-Tuple{Any}"><code>stevens_matrices</code></a>.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># An easy axis anisotropy in the z-direction
+set_onsite_coupling!(sys, S -&gt; -D*S[3]^3, i)
+
+# The unique quartic single-ion anisotropy for a site with cubic point group
+# symmetry
+set_onsite_coupling!(sys, S -&gt; 20*(S[1]^4 + S[2]^4 + S[3]^4), i)
+
+# An equivalent expression of this quartic anisotropy, up to a constant shift
+O = stevens_matrices(spin_label(sys, i))
+set_onsite_coupling!(sys, O[4,0] + 5*O[4,4], i)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/OnsiteCoupling.jl#L90-L112">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_onsite_coupling_at!-Tuple{System, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}}" href="#Sunny.set_onsite_coupling_at!-Tuple{System, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}}"><code>Sunny.set_onsite_coupling_at!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_onsite_coupling_at!(sys::System, op, site::Site)</code></pre><p>Sets the single-ion anisotropy operator <code>op</code> for a single <a href="library.html#Sunny.Site"><code>Site</code></a>, ignoring crystal symmetry.  The system must support inhomogeneous interactions via <a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>to_inhomogeneous</code></a>.</p><p>See also <a href="library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/OnsiteCoupling.jl#L163-L171">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N" href="#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N"><code>Sunny.set_pair_coupling!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_pair_coupling!(sys::System, op, bond)</code></pre><p>Sets an arbitrary coupling <code>op</code> along <code>bond</code>. This coupling will be propagated to equivalent bonds in consistency with crystal symmetry. Any previous interactions on these bonds will be overwritten. The parameter <code>bond</code> has the form <code>Bond(i, j, offset)</code>, where <code>i</code> and <code>j</code> are atom indices within the unit cell, and <code>offset</code> is a displacement in unit cells. The operator <code>op</code> may be provided as an anonymous function that accepts two spin dipole operators, or as a matrix that acts in the tensor product space of the two sites.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># Bilinear+biquadratic exchange involving 3×3 matrices J1 and J2
+set_pair_coupling!(sys, (Si, Sj) -&gt; Si&#39;*J1*Sj + (Si&#39;*J2*Sj)^2, bond)
+
+# Equivalent expression using an appropriate fixed matrix representation
+S = spin_matrices(1/2)
+Si, Sj = to_product_space(S, S)
+set_pair_coupling!(sys, Si&#39;*J1*Sj + (Si&#39;*J2*Sj)^2, bond)</code></pre><p>See also <a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a>, <a href="library.html#Sunny.to_product_space-Tuple{Any, Any, Vararg{Any}}"><code>to_product_space</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/PairExchange.jl#L264-L287">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N" href="#Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>Sunny.set_pair_coupling_at!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_pair_coupling_at!(sys::System, op, bond)</code></pre><p>Sets an arbitrary coupling along the single bond connecting two <a href="library.html#Sunny.Site"><code>Site</code></a>s, ignoring crystal symmetry. Any previous coupling on this bond will be overwritten. The system must support inhomogeneous interactions via <a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>to_inhomogeneous</code></a>.</p><p>Use <a href="library.html#Sunny.symmetry_equivalent_bonds-Tuple{System, Bond}"><code>symmetry_equivalent_bonds</code></a> to find <code>(site1, site2, offset)</code> values that are symmetry equivalent to a given <a href="library.html#Sunny.Bond"><code>Bond</code></a> in the original system. For systems that are relatively small, the <code>offset</code> vector (in multiples of unit cells) will resolve ambiguities in the periodic wrapping.</p><p>The operator <code>op</code> may be provided as an anonymous function that accepts two spin dipole operators, or as a matrix that acts in the tensor product space of the two sites. The documentation for <a href="library.html#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N"><code>set_pair_coupling!</code></a> provides examples constructing <code>op</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/PairExchange.jl#L475-L492">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_spin_rescaling!-Tuple{System{0}, Any}" href="#Sunny.set_spin_rescaling!-Tuple{System{0}, Any}"><code>Sunny.set_spin_rescaling!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_spin_rescaling!(sys, α)</code></pre><p>In dipole mode, rescale all spin magnitudes <span>$S → α S$</span>. In SU(N) mode, rescale all SU(N) coherent states <span>$Z → √α Z$</span> such that every expectation value rescales like <span>$⟨A⟩ → α ⟨A⟩$</span>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L552-L558">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.set_vacancy_at!-Union{Tuple{N}, Tuple{System{N}, Any}} where N" href="#Sunny.set_vacancy_at!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>Sunny.set_vacancy_at!</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">set_vacancy_at!(sys::System, site::Site)</code></pre><p>Make a single site nonmagnetic. <a href="library.html#Sunny.Site"><code>Site</code></a> includes a unit cell and a sublattice index.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L142-L147">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.spin_label-Tuple{System, Int64}" href="#Sunny.spin_label-Tuple{System, Int64}"><code>Sunny.spin_label</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">spin_label(sys::System, i::Int)</code></pre><p>If atom <code>i</code> carries a single spin-<span>$s$</span> moment, then returns the half-integer label <span>$s$</span>. Otherwise, throws an error.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L206-L211">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.spin_matrices-Tuple{Any}" href="#Sunny.spin_matrices-Tuple{Any}"><code>Sunny.spin_matrices</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">spin_matrices(s)</code></pre><p>Returns a triple of <span>$N×N$</span> spin matrices, where <span>$N = 2s+1$</span>. These are the generators of SU(2) in the spin-<code>s</code> representation.</p><p>If <code>s == Inf</code>, then the return values are abstract symbols denoting infinite-dimensional matrices that commute. These can be useful for repeating historical studies, or modeling micromagnetic systems. A technical discussion appears in the Sunny documentation page: <a href="renormalization.html#Interaction-Renormalization">Interaction Renormalization</a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">S = spin_matrices(3/2)
+@assert S&#39;*S ≈ (3/2)*(3/2+1)*I
+@assert S[1]*S[2] - S[2]*S[1] ≈ im*S[3]
+
+S = spin_matrices(Inf)
+@assert S[1]*S[2] - S[2]*S[1] == 0</code></pre><p>See also <a href="library.html#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}"><code>print_stevens_expansion</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Operators/Spin.jl#L17-L39">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.spiral_energy-Tuple{System{0}}" href="#Sunny.spiral_energy-Tuple{System{0}}"><code>Sunny.spiral_energy</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">spiral_energy(sys::System; k, axis)</code></pre><p>Returns the energy of a generalized spiral phase associated with the propagation wavevector <code>k</code> (in reciprocal lattice units, RLU) and an <code>axis</code> vector that is normal to the polarization plane (in global Cartesian coordinates).</p><p>When <span>$𝐤$</span> is incommensurate, this calculation can be viewed as creating an infinite number of periodic copies of <code>sys</code>. The spins on each periodic copy are rotated about the <code>axis</code> vector, with the angle <span>$θ = 2π 𝐤⋅𝐫$</span>, where <code>𝐫</code> denotes the displacement vector between periodic copies of <code>sys</code> in multiples of the lattice vectors of the chemical cell.</p><p>The return value is the energy associated with one periodic copy of <code>sys</code>. The special case <span>$𝐤 = 0$</span> yields result is identical to <a href="library.html#Sunny.energy-Union{Tuple{System{N}}, Tuple{N}} where N"><code>energy</code></a>.</p><p>See also <a href="library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}"><code>minimize_spiral_energy!</code></a> and <a href="library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically_as_spiral</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Spiral/SpiralEnergy.jl#L1-L18">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.spiral_energy_per_site-Tuple{System{0}}" href="#Sunny.spiral_energy_per_site-Tuple{System{0}}"><code>Sunny.spiral_energy_per_site</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">spiral_energy_per_site(sys::System; k, axis)</code></pre><p>The <a href="library.html#Sunny.spiral_energy-Tuple{System{0}}"><code>spiral_energy</code></a> divided by the number of sites in <code>sys</code>. The special case <span>$𝐤 = 0$</span> yields a result identical to <a href="library.html#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N"><code>energy_per_site</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Spiral/SpiralEnergy.jl#L29-L34">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.ssf_custom-Tuple{Any, System}" href="#Sunny.ssf_custom-Tuple{Any, System}"><code>Sunny.ssf_custom</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ssf_custom(f, sys::System; apply_g=true, formfactors=nothing)</code></pre><p>Specify measurement of the spin structure factor with a custom contraction function <code>f</code>. This function accepts a wavevector <span>$𝐪$</span> in global Cartesian coordinates, and a 3×3 matrix with structure factor intensity components <span>$\mathcal{S}^{αβ}(𝐪,ω)$</span>. Indices <span>$(α, β)$</span> denote dipole components in global coordinates. The return value of <code>f</code> can be any number or <code>isbits</code> type. With specific choices of <code>f</code>, one can obtain measurements such as defined in <a href="library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a> and <a href="library.html#Sunny.ssf_trace-Union{Tuple{System{N}}, Tuple{N}} where N"><code>ssf_trace</code></a>.</p><p>By default, the g-factor or tensor is applied at each site, such that the structure factor components are correlations between the magnetic moment operators. Set <code>apply_g = false</code> to measure correlations between the bare spin operators.</p><p>The optional <code>formfactors</code> comprise a list of pairs <code>[i1 =&gt; FormFactor(...), i2 =&gt; ...]</code>, where <code>i1, i2, ...</code> are a complete set of symmetry-distinct atoms, and each <a href="library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> implements <span>$𝐪$</span>-space attenuation for the given atom.</p><p>Intended for use with <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> and instances of <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># Measure all 3×3 structure factor components Sᵅᵝ
+measure = ssf_custom((q, ssf) -&gt; ssf, sys)
+
+# Measure the structure factor trace Sᵅᵅ
+measure = ssf_custom((q, ssf) -&gt; real(sum(ssf)), sys)</code></pre><p>See also the Sunny documentation on <a href="structure-factor.html#Structure-Factor-Conventions">Structure Factor Conventions</a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/MeasureSpec.jl#L109-L144">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.ssf_custom_bm-Tuple{Any, System}" href="#Sunny.ssf_custom_bm-Tuple{Any, System}"><code>Sunny.ssf_custom_bm</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ssf_custom_bm(f, sys::System; u, v, apply_g=true, formfactors=nothing)</code></pre><p>Specify measurement of the spin structure factor with a custom contraction function <code>f</code>. The interface is identical to <a href="library.html#Sunny.ssf_custom-Tuple{Any, System}"><code>ssf_custom</code></a> except that <code>f</code> here receives momentum <span>$𝐪$</span> and the 3×3 structure factor data <span>$\mathcal{S}^{αβ}(𝐪, ω)$</span> in the basis of the Blume-Maleev axis system. The wavevectors <code>u</code> and <code>v</code>, provided in reciprocal lattice units, will be used to define the scattering plane. In global Cartesian coordinates, the three orthonormal BM axes <code>(e1, e2, e3)</code> are defined as follows:</p><pre><code class="language-julia hljs">e3 = normalize(u × v)  # normal to the scattering plane (u, v)
+e1 = normalize(q)      # momentum transfer q within scattering plane
+e2 = normalize(e3 × q) # perpendicular to q and in the scattering plane</code></pre><p><strong>Example</strong></p><pre><code class="language-julia hljs"># Measure imaginary part of S²³ - S³² in the Blume-Maleev axis system for
+# the scattering plane [0, K, L].
+measure = ssf_custom_bm(sys; u=[0, 1, 0], v=[0, 0, 1]) do q, ssf
+    imag(ssf[2,3] - ssf[3,2])
+end</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/MeasureSpec.jl#L157-L183">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.ssf_perp-Tuple{System}" href="#Sunny.ssf_perp-Tuple{System}"><code>Sunny.ssf_perp</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ssf_perp(sys::System; apply_g=true, formfactors=nothing)</code></pre><p>Specify measurement of the spin structure factor with contraction by <span>$(I-𝐪⊗𝐪/q^2)$</span>. The contracted value provides an estimate of unpolarized scattering intensity. In the singular limit <span>$𝐪 → 0$</span>, the contraction matrix is replaced by its rotational average, <span>$(2/3) I$</span>.</p><p>This function is a special case of <a href="library.html#Sunny.ssf_custom-Tuple{Any, System}"><code>ssf_custom</code></a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs"># Select Co²⁺ form factor for atom 1 and its symmetry equivalents
+formfactors = [1 =&gt; FormFactor(&quot;Co2&quot;)]
+ssf_perp(sys; formfactors)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/MeasureSpec.jl#L200-L217">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.ssf_trace-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.ssf_trace-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.ssf_trace</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ssf_trace(sys::System; apply_g=true, formfactors=nothing)</code></pre><p>Specify measurement of the spin structure factor, with trace over spin components. This quantity can be useful for checking quantum sum rules.</p><p>This function is a special case of <a href="library.html#Sunny.ssf_custom-Tuple{Any, System}"><code>ssf_custom</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Measurements/MeasureSpec.jl#L231-L238">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.standardize-Tuple{Crystal}" href="#Sunny.standardize-Tuple{Crystal}"><code>Sunny.standardize</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">standardize(cryst::Crystal; idealize=true)</code></pre><p>Return the symmetry-inferred standardized crystal unit cell. If <code>idealize=true</code>, then the lattice vectors and site positions will be adapted. See &quot;definitions and conventions&quot; of the <a href="https://spglib.readthedocs.io/en/stable/">spglib documentation</a> for more information.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Crystal.jl#L231-L238">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.step!" href="#Sunny.step!"><code>Sunny.step!</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">step!(sys::System, dynamics)</code></pre><p>Advance the spin configuration one dynamical time-step. The <code>dynamics</code> object may be a continuous spin dynamics, such as <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> or <a href="library.html#Sunny.ImplicitMidpoint"><code>ImplicitMidpoint</code></a>, or it may be a discrete Monte Carlo sampling scheme such as <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Integrators.jl#L296-L303">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.stevens_matrices-Tuple{Any}" href="#Sunny.stevens_matrices-Tuple{Any}"><code>Sunny.stevens_matrices</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">stevens_matrices(s)</code></pre><p>Returns a generator of Stevens operators in the spin-<code>s</code> representation. The return value <code>O</code> can be indexed as <code>O[k,q]</code>, where <span>$0 ≤ k ≤ 6$</span> labels an irrep of SO(3) and <span>$-k ≤ q ≤ k$</span>. This will produce an <span>$N×N$</span> matrix where ``N = 2s</p><ul><li>1``. Linear combinations of Stevens operators can be used as a &quot;physical</li></ul><p>basis&quot; for decomposing local observables. To see this decomposition, use <a href="library.html#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}"><code>print_stevens_expansion</code></a>.</p><p>If <code>s == Inf</code>, then symbolic operators will be returned. In this infinite dimensional limit, the Stevens operators become homogeneous polynomials of commuting spin operators.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">O = stevens_matrices(2)
+S = spin_matrices(2)
+
+A = (1/20)O[4,0] + (1/4)O[4,4] + (102/5)I
+B = S[1]^4 + S[2]^4 + S[3]^4
+@assert A ≈ B</code></pre><p>See also <a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a> and <a href="renormalization.html#Interaction-Renormalization">Interaction Renormalization</a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Operators/Stevens.jl#L225-L250">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.subcrystal-Union{Tuple{N}, Tuple{Crystal, Vararg{String, N}}} where N" href="#Sunny.subcrystal-Union{Tuple{N}, Tuple{Crystal, Vararg{String, N}}} where N"><code>Sunny.subcrystal</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">subcrystal(cryst, types) :: Crystal</code></pre><p>Filters sublattices of a <code>Crystal</code> by atom <code>types</code>, keeping the space group unchanged.</p><pre><code class="nohighlight hljs">subcrystal(cryst, classes) :: Crystal</code></pre><p>Filters sublattices of <code>Crystal</code> by equivalence <code>classes</code>, keeping the space group unchanged.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Symmetry/Crystal.jl#L616-L626">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.suggest_magnetic_supercell-Tuple{Any}" href="#Sunny.suggest_magnetic_supercell-Tuple{Any}"><code>Sunny.suggest_magnetic_supercell</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">suggest_magnetic_supercell(ks; tol=1e-12, maxsize=100)</code></pre><p>Suggests a magnetic supercell, in units of the crystal lattice vectors, that is consistent with periodicity of the wavevectors <code>ks</code> in RLU. If the wavevectors are incommensurate (with respect to the maximum supercell size <code>maxsize</code>), one can select a larger error tolerance <code>tol</code> to find a supercell that is almost commensurate.</p><p>Prints a <span>$3×3$</span> matrix of integers that is suitable for use in <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>.</p><p><strong>Examples</strong></p><pre><code class="language-julia hljs"># A magnetic supercell for a single-Q structure. Will print
+k1 = [0, -1/4, 1/4]
+suggest_magnetic_supercell([k1])       # [1 0 0; 0 2 1; 0 -2 1]
+
+# A larger magnetic supercell for a double-Q structure
+k2 = [1/4, 0, 1/4]
+suggest_magnetic_supercell([k1, k2])   # [1 2 2; -1 2 -2; -1 2 2]
+
+# If given incommensurate wavevectors, find an approximate supercell that
+# is exactly commensurate for nearby wavevectors.
+suggest_magnetic_supercell([[0, 0, 1/√5], [0, 0, 1/√7]]; tol=1e-2)
+
+# This prints [1 0 0; 0 1 0; 0 0 16], which becomes commensurate under the
+# approximations `1/√5 ≈ 7/16` and `1/√7 ≈ 3/8`.</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MagneticOrdering.jl#L71-L101">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N" href="#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>Sunny.suggest_timestep</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">suggest_timestep(sys, integrator; tol)</code></pre><p>Suggests a timestep for the numerical integration of spin dynamics according to a given error tolerance <code>tol</code>. The <code>integrator</code> should be <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> or <a href="library.html#Sunny.ImplicitMidpoint"><code>ImplicitMidpoint</code></a>. The suggested <span>$dt$</span> will be inversely proportional to the magnitude of the effective field <span>$|dE/d𝐬|$</span> arising from the current spin configuration in <code>sys</code>. The recommended timestep <span>$dt$</span> scales like <code>√tol</code>, which assumes second-order accuracy of the integrator.</p><p>The system <code>sys</code> should be initialized to an equilibrium spin configuration for the target temperature. Alternatively, a reasonably timestep estimate can be obtained from any low-energy spin configuration. For this, one can use <a href="library.html#Sunny.randomize_spins!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>randomize_spins!</code></a> and then <a href="library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>minimize_energy!</code></a>.</p><p>Large <code>damping</code> magnitude or target temperature <code>kT</code> will tighten the timestep bound. If <code>damping</code> exceeds 1, it will rescale the suggested timestep by an approximate the factor <span>$1/damping$</span>. If <code>kT</code> is the largest energy scale, then the suggested timestep will scale like <code>1/(damping*kT)</code>. Quantification of numerical error for stochastic dynamics is subtle. The stochastic Heun integration scheme is weakly convergent of order-1, such that errors in the estimates of averaged observables may scale like <code>dt</code>. This implies that the <code>tol</code> argument may actually scale like the <em>square</em> of the true numerical error, and should be selected with this in mind.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Integrators.jl#L134-L158">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.symmetry_equivalent_bonds-Tuple{System, Bond}" href="#Sunny.symmetry_equivalent_bonds-Tuple{System, Bond}"><code>Sunny.symmetry_equivalent_bonds</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">symmetry_equivalent_bonds(sys::System, bond::Bond)</code></pre><p>Given a <a href="library.html#Sunny.Bond"><code>Bond</code></a> for the original (unreshaped) crystal, return all symmetry equivalent bonds in the <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a>. Each returned bond is represented as a pair of <a href="library.html#Sunny.Site"><code>Site</code></a>s, which may be used as input to <a href="library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_exchange_at!</code></a> or <a href="library.html#Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_pair_coupling_at!</code></a>. Reverse bonds are not included in the iterator (no double counting).</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">for (site1, site2, offset) in symmetry_equivalent_bonds(sys, bond)
+    @assert site1 &lt; site2
+    set_exchange_at!(sys, J, site1, site2; offset)
+end</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/System.jl#L352-L368">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N" href="#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>Sunny.to_inhomogeneous</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">to_inhomogeneous(sys::System)</code></pre><p>Returns a copy of the system that allows for inhomogeneous interactions, which can be set using <a href="library.html#Sunny.set_onsite_coupling_at!-Tuple{System, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}}"><code>set_onsite_coupling_at!</code></a>, <a href="library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_exchange_at!</code></a>, and <a href="library.html#Sunny.set_vacancy_at!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>set_vacancy_at!</code></a>.</p><p>Inhomogeneous systems do not support symmetry-propagation of interactions or system reshaping.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/System/Interactions.jl#L39-L48">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.to_product_space-Tuple{Any, Any, Vararg{Any}}" href="#Sunny.to_product_space-Tuple{Any, Any, Vararg{Any}}"><code>Sunny.to_product_space</code></a> — <span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">to_product_space(A, B, ...)</code></pre><p>Given lists of operators acting on local Hilbert spaces individually, return the corresponding operators that act on the tensor product space. In typical usage, the inputs will represent local physical observables and the outputs will be used to define quantum couplings.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/Operators/TensorOperators.jl#L86-L93">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.@mix_proposals-Tuple" href="#Sunny.@mix_proposals-Tuple"><code>Sunny.@mix_proposals</code></a> — <span class="docstring-category">Macro</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">@mix_proposals weight1 propose1 weight2 propose2 ...</code></pre><p>Macro to generate a proposal function that randomly selects among the provided functions according to the provided probability weights. For use with <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs"># A proposal function that proposes a spin flip 40% of the time, and a
+# Gaussian perturbation 60% of the time.
+@mix_proposals 0.4 propose_flip 0.6 propose_delta(0.2)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/src/MonteCarlo/Samplers.jl#L61-L74">source</a></section></article><h2 id="Optional-Makie-extensions"><a class="docs-heading-anchor" href="#Optional-Makie-extensions">Optional Makie extensions</a><a id="Optional-Makie-extensions-1"></a><a class="docs-heading-anchor-permalink" href="#Optional-Makie-extensions" title="Permalink"></a></h2><p>The following will be enabled through a package extension if either <code>GLMakie</code> or <code>WGLMakie</code> is loaded.</p><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.plot_spins" href="#Sunny.plot_spins"><code>Sunny.plot_spins</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">plot_spins(sys::System; arrowscale=1.0, color=:red, colorfn=nothing,
+           colormap=:viridis, colorrange=nothing, show_cell=true, orthographic=false,
+           ghost_radius=0, ndims=3, compass=true)</code></pre><p>Plot the spin configuration defined by <code>sys</code>. Optional parameters are:</p><ul><li><code>arrowscale</code>: Scale all arrows by dimensionless factor.</li><li><code>color</code>: Arrow colors. May be symbolic or numeric. If scalar, will be shared among all sites.</li><li><code>colorfn</code>: Function that dynamically maps from a site index to a numeric color value. Useful for animations.</li><li><code>colormap</code>, <code>colorrange</code>: Used to populate colors from numbers following Makie conventions.</li><li><code>show_cell</code>: Show original crystallographic unit cell.</li><li><code>orthographic</code>: Use orthographic camera perspective.</li><li><code>ghost_radius</code>: Show periodic images up to a given distance (length units).</li><li><code>ndims</code>: Spatial dimensions of system (1, 2, or 3).</li><li><code>compass</code>: If true, draw Cartesian axes in bottom left.</li></ul><p>Calling <code>notify</code> on the return value will animate the figure.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/ext/PlottingExt.jl#L833-L854">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.plot_spins!" href="#Sunny.plot_spins!"><code>Sunny.plot_spins!</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">plot_spins!(ax, sys::System; opts...)</code></pre><p>Mutating variant of <a href="library.html#Sunny.plot_spins"><code>plot_spins</code></a> that allows drawing into a single panel of a Makie figure.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">fig = Figure()
+plot_spins!(fig[1, 1], sys1)
+plot_spins!(fig[2, 1], sys2)
+display(fig)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/ext/PlottingExt.jl#L864-L878">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.plot_intensities" href="#Sunny.plot_intensities"><code>Sunny.plot_intensities</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">plot_intensities(res::BandIntensities; colormap=nothing, allpositive=true, saturation=0.9,
+                 sensitivity=0.0025, fwhm=nothing, ylims=nothing, units=nothing, into=nothing, 
+                 title=&quot;&quot;)
+
+plot_intensities(res::Intensities; colormap=nothing, colorrange=nothing, allpositive=true, 
+                 saturation=0.9, units=nothing, into=nothing, title=&quot;&quot;)
+
+plot_intensities(res::PowderIntensities; colormap=nothing, colorrange=nothing, allpositive=true, 
+                 saturation=0.9, units=nothing, into=nothing, title=&quot;&quot;)</code></pre><p>Keyword arguments:</p><ul><li><code>colormap</code> and <code>colorange</code>: Optionally override the default mapping from intensity values to colors. If specified, these parameters will be passed directly to <code>Makie.heatmap</code>.</li><li><code>allpositive</code>: Should intensities be all positive, apart from numerical error? If true, the default colors will clip below zero intensity. If false, the default colors will be symmetric about zero intensity.</li><li><code>saturation</code>: If <code>colorrange</code> is not explicitly set, this defines the saturation value as a quantile of intensities over all wavevectors.</li><li><code>sensitivity</code>: When plotting <code>BandIntensities</code>, this defines a lower bound on the visible intensities as a fraction of the saturated intensity value.</li><li><code>fwhm</code>: When plotting <code>BandIntensities</code>, this overrides the full-width at half-maximum value used for Gaussian broadening.</li><li><code>ylims</code>: Limits of the y-axis.</li><li><code>units</code>: A <a href="examples/01_LSWT_CoRh2O4.html#Units"><code>Units</code></a> instance for labeling axes and performing conversions.</li><li><code>into</code>: A symbol for conversion into a new base energy unit (e.g. <code>:meV</code>, <code>:K</code>, etc.)</li><li><code>title</code>: An optional title for the plot.</li></ul></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/ext/PlottingExt.jl#L1184-L1215">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.plot_intensities!" href="#Sunny.plot_intensities!"><code>Sunny.plot_intensities!</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">plot_intensities!(panel, res::AbstractIntensities; opts...)</code></pre><p>Mutating variant of <a href="library.html#Sunny.plot_intensities"><code>plot_intensities</code></a> that allows drawing into a single panel of a Makie figure.</p><p><strong>Example</strong></p><pre><code class="language-julia hljs">fig = Figure()
+plot_intensities!(fig[1, 1], res1; title=&quot;Panel 1&quot;)
+plot_intensities!(fig[2, 1], res2; title=&quot;Panel 2&quot;)
+display(fig)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/ext/PlottingExt.jl#L1024-L1038">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.view_crystal" href="#Sunny.view_crystal"><code>Sunny.view_crystal</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">view_crystal(crystal::Crystal; refbonds=10, orthographic=false, ghost_radius=nothing, ndims=3, compass=true)
+view_crystal(sys::System; ...)</code></pre><p>Launches a graphical user interface to visualize the <a href="library.html#Sunny.Crystal"><code>Crystal</code></a> unit cell. If a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> is provided, then the 3×3 exchange matrices for each bond will be depicted graphically.</p><ul><li><code>refbonds</code>: By default, calculate up to 10 reference bonds using the <code>reference_bonds</code> function. An explicit list of reference bonds may also be provided.</li><li><code>orthographic</code>: Use orthographic camera perspective.</li><li><code>ghost_radius</code>: Show periodic images up to a given distance. Defaults to the cell size.</li><li><code>ndims</code>: Spatial dimensions of system (1, 2, or 3).</li><li><code>compass</code>: If true, draw Cartesian axes in bottom left.</li></ul></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/ext/PlottingExt.jl#L661-L677">source</a></section></article><h2 id="Optional-WriteVTK-extensions"><a class="docs-heading-anchor" href="#Optional-WriteVTK-extensions">Optional WriteVTK extensions</a><a id="Optional-WriteVTK-extensions-1"></a><a class="docs-heading-anchor-permalink" href="#Optional-WriteVTK-extensions" title="Permalink"></a></h2><p>The following will be enabled through a package extension if <code>WriteVTK</code> is loaded.</p><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="Sunny.export_vtk" href="#Sunny.export_vtk"><code>Sunny.export_vtk</code></a> — <span class="docstring-category">Function</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">export_vtk(filename,params::BinningParameters,data)</code></pre><p>Export a VTK-compatible file to <code>filename</code> (do not include file extension when specifying the file name) which contains the <code>data</code> as VTK Cell Data on a grid parameterized by <code>params</code>.</p><p>At least one axis of the <a href="library.html#Sunny.BinningParameters"><code>BinningParameters</code></a> must be integrated over, since VTK does not support 4D data. See <code>integrate_axes!</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/SunnySuite/Sunny.jl/blob/28b25df24f2c55a54c915afd554ff921771fa34a/ext/ExportVTKExt.jl#L59-L68">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="renormalization.html">« Interaction Renormalization</a><a class="docs-footer-nextpage" href="versions.html">Version History »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Parallelizing Calculations · Sunny documentation</title><meta name="title" content="Parallelizing Calculations · Sunny documentation"/><meta property="og:title" content="Parallelizing Calculations · Sunny documentation"/><meta property="twitter:title" content="Parallelizing Calculations · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a></li><li class="is-active"><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a><ul class="internal"><li><a class="tocitem" href="#Review-of-the-serial-workflow"><span>Review of the serial workflow</span></a></li><li><a class="tocitem" href="#Multithreading-approach"><span>Multithreading approach</span></a></li><li><a class="tocitem" href="#Using-Distributed"><span>Using <code>Distributed</code></span></a></li></ul></li><li><a class="tocitem" href="renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="library.html">Library API</a></li><li><a class="tocitem" href="versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Guides</a></li><li class="is-active"><a href="parallelism.html">Parallelizing Calculations</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="parallelism.html">Parallelizing Calculations</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/parallelism.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Parallelizing-Calculations"><a class="docs-heading-anchor" href="#Parallelizing-Calculations">Parallelizing Calculations</a><a id="Parallelizing-Calculations-1"></a><a class="docs-heading-anchor-permalink" href="#Parallelizing-Calculations" title="Permalink"></a></h1><p>Calculating structure factors with classical dynamics is computationally expensive, and Sunny does not currently parallelize these calculations at a fine-grained level. However, Julia provides facilities that allow users to run multiple simulations in parallel with only a little extra effort. We will look at two approaches to doing this: <a href="https://docs.julialang.org/en/v1/manual/multi-threading/">multithreading</a> and Julia&#39;s <a href="https://docs.julialang.org/en/v1/manual/distributed-computing/"><code>Distributed</code></a> package. We&#39;ll present these approaches in a series of code snippets that can be copied and pasted into your preferred Julia development environment.</p><h2 id="Review-of-the-serial-workflow"><a class="docs-heading-anchor" href="#Review-of-the-serial-workflow">Review of the serial workflow</a><a id="Review-of-the-serial-workflow-1"></a><a class="docs-heading-anchor-permalink" href="#Review-of-the-serial-workflow" title="Permalink"></a></h2><p>The serial approach to calculating a structure factor, covered in the <a href="examples/04_GSD_FeI2.html#4.-Generalized-spin-dynamics-of-FeI-at-finite-*T*">FeI₂ tutorial</a>, involves thermalizing a spin <code>System</code> and then calling <a href="library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a>. <code>add_sample!</code> uses the state of the <code>System</code> as an initial condition for the calculation of a dynamical trajectory. The correlations of the trajectory are calculated and accumulated into a running average of the <span>$\mathcal{S}(𝐪,ω)$</span>. This sequence is repeated to generate additional samples.</p><p>To illustrate, we&#39;ll set up a a simple model: a spin-1 antiferromagnet on a BCC crystal. </p><pre><code class="language-julia hljs">using Sunny, GLMakie
+
+function make_system(; seed=nothing)
+    latvecs = lattice_vectors(1, 1, 1, 90, 90, 90)
+    positions = [[0, 0, 0]/2, [1, 1, 1]/2]
+    cryst = Crystal(latvecs, positions)
+    sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole; dims=(10, 10, 2), seed)
+    set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))
+    return sys
+end
+
+sys = make_system()</code></pre><p>A serial calculation of <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a> involving the <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> sampling method can now be performed as follows:</p><pre><code class="language-julia hljs"># Thermalize the system
+dt = 0.05
+integrator = Langevin(dt; damping=0.2, kT=0.5)
+for _ in 1:5000
+    step!(sys, integrator)
+end
+
+# Accumulator for S(q,ω) samples
+
+energies = range(0.0, 10.0, 100)
+measure = ssf_perp(sys)
+sc = SampledCorrelations(sys; dt=0.1, energies, measure)
+
+# Collect 10 samples
+for _ in 1:10
+    for _ in 1:1000
+        step!(sys, integrator)
+    end
+    add_sample!(sc, sys)
+end</code></pre><p>This will take a second or two on a modern workstation, resulting in a single <code>SampledCorrelations</code> that contains 10 samples.</p><h2 id="Multithreading-approach"><a class="docs-heading-anchor" href="#Multithreading-approach">Multithreading approach</a><a id="Multithreading-approach-1"></a><a class="docs-heading-anchor-permalink" href="#Multithreading-approach" title="Permalink"></a></h2><p>To use threads in Julia, you must launch your Julia environment appropriately.</p><ul><li>From the <strong>command line</strong>, launch Julia with <code>julia --threads=auto</code>. With this option, Julia will automatically use an optimal number of threads.</li><li><strong>Jupyter notebook</strong> users will need to to set up a multithreaded Julia kernel and restart into this kernel. The kernel can be created inside Julia with the command <code>IJulia.installkernel(&quot;Julia Multithreaded&quot;, env=Dict(&quot;JULIA_NUM_THREADS&quot; =&gt; &quot;auto&quot;))</code>.</li><li><strong>VSCode</strong> users should open their settings and search for <code>Julia: Additional Args</code>. There will be link called <code>Edit in settings.json</code>. Click on this, add <code>&quot;--threads=auto&quot;</code> to the list <code>julia.additionalArgs</code>, and start a new REPL.</li></ul><p>Before going further, make sure that <code>Threads.nthreads()</code> returns a number greater than 1.</p><p>We will use multithreading in a very simple way, essentially employing a distributed memory approach to avoid conflicts around memory access. First preallocate a number of systems and correlations.</p><pre><code class="language-julia hljs">npar = Threads.nthreads()
+systems = [make_system(; seed=id) for id in 1:npar]
+scs = [SampledCorrelations(sys; dt=0.1, energies, measure) for _ in 1:npar]</code></pre><div class="admonition is-warning"><header class="admonition-header">Dealing with memory constraints</header><div class="admonition-body"><p>If you have many threads available and are working with a large system, you may not have enough memory to store all these systems and correlations. In that case, simply reduce <code>npar</code> to a small enough value that you can make the necessary allocations.</p></div></div><p>When the <code>Threads.@threads</code> macro is applied before a <code>for</code> loop, the iterations of the loop will execute in parallel using the available threads. We will put the entire thermalization and sampling process inside the loop, with each thread acting on a unique <code>System</code> and <code>SampledCorrelations</code>.</p><pre><code class="language-julia hljs">Threads.@threads for id in 1:npar
+    integrator = Langevin(dt; damping=0.2, kT=0.5)
+    for _ in 1:5000
+        step!(systems[id], integrator)
+    end
+    for _ in 1:10
+        for _ in 1:1000
+            step!(systems[id], integrator)
+        end
+        add_sample!(scs[id], systems[id])
+    end
+end</code></pre><p>You may find this takes a little bit longer than the serial example, but, at the end of it, you will have generated <code>npar</code> correlation objects, each with 10 samples. We can merge these into a summary <code>SampledCorrelations</code> with <code>10*npar</code> samples with <a href="library.html#Sunny.merge_correlations-Tuple{Vector{SampledCorrelations}}"><code>merge_correlations</code></a>:</p><pre><code class="language-julia hljs">sc = merge_correlations(scs)</code></pre><h2 id="Using-Distributed"><a class="docs-heading-anchor" href="#Using-Distributed">Using <code>Distributed</code></a><a id="Using-Distributed-1"></a><a class="docs-heading-anchor-permalink" href="#Using-Distributed" title="Permalink"></a></h2><p>Julia also provides a distributed memory approach to parallelism through the standard library package <code>Distributed</code>. This works by launching independent Julia environments on different &quot;processes.&quot; An advantage of this approach is that it scales naturally to clusters since the processes are easily distributed across many different compute nodes. A disadvantage, especially when working on a single computer, is the increased memory overhead associated with launching all these environments.</p><p>We begin by importing the package,</p><pre><code class="language-julia hljs">using Distributed</code></pre><p>and launching some new processes. It is often sensible to create as many processes as there are cores.</p><pre><code class="language-julia hljs">ncores = length(Sys.cpu_info())
+addprocs(ncores)</code></pre><p>You can think of each process as a separate computer running a fresh Julia environment, so we&#39;ll need to import Sunny and define functions in each of these environments. This is easily achieved with the <code>@everywhere</code> macro.</p><pre><code class="language-julia hljs">@everywhere using Sunny
+
+@everywhere function make_system(; seed=nothing)
+    latvecs = lattice_vectors(1, 1, 1, 90, 90, 90)
+    positions = [[0, 0, 0]/2, [1, 1, 1]/2]
+    cryst = Crystal(latvecs, positions)
+    sys = System(cryst, [1 =&gt; Moment(s=1, g=2)], :dipole; seed)
+    sys = resize_supercell(sys, (10, 10, 2))
+    set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))
+    return sys
+end</code></pre><p>A simple way to perform work on these processes is to use the parallel map function, <code>pmap</code>. This will apply a function to each element of some iterable, such as a list of numbers, and return a list of the results. It is a <em>parallel</em> map because these function calls may occur at the same time on different Julia processes. The <code>pmap</code> function takes care of distributing the work among the different processes and retrieving the results.</p><p>In the example below, we give <code>pmap</code> a list of RNG seeds to iterate over, and we define the function that will be applied to each of these seeds in a <code>do</code> block. The contents of this block are essentially the same as what we put inside our parallel <code>for</code> loop in the multithreading example. The main difference is that the <code>System</code>s and <code>SampledCorrelations</code> are not created in advance of the parallelization but are instead created inside each Julia process. The <code>do</code> block returns a <code>SampledCorrelations</code>, and the output of all the parallel computations are collected into list of <code>SampledCorrelations</code> called <code>scs</code>.</p><pre><code class="language-julia hljs">scs = pmap(1:ncores) do id
+    sys = make_system(; seed=id)
+    sc = SampledCorrelations(sys; dt=0.1, energies, measure)
+    integrator = Langevin(0.05; damping=0.2, kT=0.5)
+
+    for _ in 1:5000
+        step!(sys, integrator)
+    end
+    for _ in 1:10
+        for _ in 1:1000 
+            step!(sys, integrator)
+        end
+        add_sample!(sc, sys)
+    end
+
+    return sc
+end</code></pre><p>Finally, merge the results into a summary <code>SampledCorrelations</code>.</p><pre><code class="language-julia hljs">sc = merge_correlations(scs)</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="structure-factor.html">« Structure Factor Conventions</a><a class="docs-footer-nextpage" href="renormalization.html">Interaction Renormalization »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Interaction Renormalization · Sunny documentation</title><meta name="title" content="Interaction Renormalization · Sunny documentation"/><meta property="og:title" content="Interaction Renormalization · Sunny documentation"/><meta property="twitter:title" content="Interaction Renormalization · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a></li><li class="is-active"><a class="tocitem" href="renormalization.html">Interaction Renormalization</a><ul class="internal"><li><a class="tocitem" href="#Local-operators"><span>Local operators</span></a></li><li><a class="tocitem" href="#Renormalization-procedure-for-:dipole-mode"><span>Renormalization procedure for <code>:dipole</code> mode</span></a></li><li><a class="tocitem" href="#Use-:dipole_large_s-mode-to-disable-renormalization"><span>Use <code>:dipole_large_s</code> mode to disable renormalization</span></a></li><li><a class="tocitem" href="#Definition-of-Stevens-operators"><span>Definition of Stevens operators</span></a></li></ul></li></ul></li><li><a class="tocitem" href="library.html">Library API</a></li><li><a class="tocitem" href="versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Guides</a></li><li class="is-active"><a href="renormalization.html">Interaction Renormalization</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="renormalization.html">Interaction Renormalization</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/renormalization.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Interaction-Renormalization"><a class="docs-heading-anchor" href="#Interaction-Renormalization">Interaction Renormalization</a><a id="Interaction-Renormalization-1"></a><a class="docs-heading-anchor-permalink" href="#Interaction-Renormalization" title="Permalink"></a></h1><p>A unique feature of Sunny is its support for building classical models where quantum spin is represented as an <span>$N$</span>-level system, rather than just an expected dipole. This generalization can be important when modeling quantum spin Hamiltonians that include, e.g., a single-ion anisotropy, or a biquadratic coupling between sites. Sunny also supports constraining quantum spin to the space of pure dipoles; in this case, Sunny will automatically perform an interaction strength renormalization that maximizes accuracy.</p><h2 id="Local-operators"><a class="docs-heading-anchor" href="#Local-operators">Local operators</a><a id="Local-operators-1"></a><a class="docs-heading-anchor-permalink" href="#Local-operators" title="Permalink"></a></h2><p>A quantum spin-<span>$s$</span> state has <span>$N = 2s + 1$</span> levels. Each local spin operator <span>$\hat{S}^{\{x,y,z\}}$</span> is faithfully represented as an <span>$N×N$</span> matrix. These matrices can be accessed using <a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a> for a given label <span>$s$</span>. For example, the Pauli matrices are associated with <span>$s = 1/2$</span>.</p><p>When <span>$s &gt; 1/2$</span>, it is possible to construct multipole moments beyond the spin-dipole. For example,</p><pre><code class="language-julia hljs">S = spin_matrices(3/2)
+@assert S[3] ≈ diagm([3/2, 1/2, -1/2, -3/2])
+@assert S[3]^2 ≈ diagm([9/4, 1/4, 1/4, 9/4])</code></pre><p>If the operator <code>-S[3]^2</code> is passed to <a href="library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a>, it would set an easy-axis anisotropy in the <span>$\hat{z}$</span> direction.</p><p>Any Hermitian operator can be expanded in the basis of Stevens operators <span>$\hat{\mathcal{O}}_{k,q}$</span> up to a constant shift. To see this expansion, use <a href="library.html#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}"><code>print_stevens_expansion</code></a>:</p><pre><code class="language-julia hljs">print_stevens_expansion((S[1]^2 + S[2]^2)) # Prints -(1/3)𝒪₂₀ + 5/2</code></pre><p>Alternatively, the same operator could have been constructed directly from <a href="library.html#Sunny.stevens_matrices-Tuple{Any}"><code>stevens_matrices</code></a>:</p><pre><code class="language-julia hljs">O = stevens_matrices(3/2)
+@assert S[1]^2 + S[2]^2 ≈ -O[2, 0]/3 + (5/2)*I</code></pre><p>See below for an explicit definition of Stevens operators as polynomials of the spin operators.</p><h2 id="Renormalization-procedure-for-:dipole-mode"><a class="docs-heading-anchor" href="#Renormalization-procedure-for-:dipole-mode">Renormalization procedure for <code>:dipole</code> mode</a><a id="Renormalization-procedure-for-:dipole-mode-1"></a><a class="docs-heading-anchor-permalink" href="#Renormalization-procedure-for-:dipole-mode" title="Permalink"></a></h2><p>Sunny will typically operate in one of two modes: <code>:SUN</code> or <code>:dipole</code>. The former faithfully represents quantum spin as an SU(<em>N</em>) coherent-state which, for our purposes, is an <span>$N$</span>-component complex vector. In contrast, <code>:dipole</code> mode constrains the coherent-state to the space of pure dipoles. Here, Sunny will automatically renormalize the magnitude of each Stevens operator to achieve maximal consistency with <code>:SUN</code> mode. This procedure was derived in <a href="https://arxiv.org/abs/2304.03874">D. Dahlbom et al., [arXiv:2304.03874]</a>.</p><p>By way of illustration, consider a quantum operator <span>$\hat{\mathcal{H}}_{\mathrm{local}}$</span> giving a single-ion anisotropy for one site. In Stevens operators,</p><p class="math-container">\[\hat{\mathcal H}_{\mathrm{local}} = \sum_{k, q} A_{k,q} \hat{\mathcal{O}}_{k,q},\]</p><p>for some coefficients <span>$A_{k,q}$</span>.</p><p>In <code>:SUN</code> mode, Sunny will faithfully represent <span>$\hat{\mathcal H}_{\mathrm{local}}$</span> as an <span>$N×N$</span> matrix. In <code>:dipole</code> mode, the expected energy <span>$\langle \hat{\mathcal H}_{\mathrm{local}} \rangle$</span> must somehow be approximated using the expected dipole data.</p><p>One approach is to formally take <span>$s \to \infty$</span>, and this yields the traditional classical limit of a spin system. In this limit spin operators commute and expectation values of polynomials become polynomials of expectation values. For example, <span>$\langle \hat{S}^\alpha \hat{S}^\beta\rangle \to \langle \hat{S}^\alpha \rangle \langle \hat{S}^\beta\rangle$</span>, because any corrections are damped by the factor <span>$s^{-1} \to 0$</span>. The expectation of a Stevens operator <span>$\langle \hat{\mathcal{O}}_{k,q} \rangle$</span> would then become a classical Stevens function <span>$\mathcal{O}_{k,q}(\langle\hat{\mathbf{S}}\rangle)$</span>, i.e., a polynomial of the same form, but now applied to the expected dipole. Classical Stevens functions are constructed as homogeneous polynomials of order <span>$k$</span>, because lower-order terms would vanish in the limit <span>$s \to \infty$</span>.</p><p>In a real magnetic compound, however, the spin magnitude <span>$s$</span> is not necessarily large. To obtain a better approximation, one should avoid the formal limit <span>$s \to \infty$</span>. Our approach is to start with the full dynamics of SU(<em>N</em>) coherent states, and then constrain it to the space of pure dipole states <span>$|\boldsymbol{\Omega}\rangle$</span>. The latter are defined as any states where the expected dipole 3-vector,</p><p class="math-container">\[\boldsymbol{\Omega} ≡ \langle \boldsymbol{\Omega}| \hat{\mathbf{S}} | \boldsymbol{\Omega}\rangle,\]</p><p>has maximal magnitude <span>$|\boldsymbol{\Omega}| = s$</span> and arbitrary direction.</p><p>For a pure dipole state, group theory dictates that expectations of the Stevens operators can be expressed as a renormalization of the classical Stevens functions,</p><p class="math-container">\[\langle \boldsymbol{\Omega}| \hat{\mathcal{O}}_{k,q} | \boldsymbol{\Omega}\rangle = c_k \mathcal{O}_{k,q}(\boldsymbol{\Omega}).\]</p><p>At fixed <span>$k$</span>, the two sides must be proportional because they are both spin-<span>$k$</span> irreducible representations of SO(3). The renormalization factors <a href="https://arxiv.org/abs/2304.03874">can be calculated explicitly</a>:</p><p class="math-container">\[\begin{align*}
+c_1 &amp;= 1 \\
+c_2 &amp;= 1-\frac{1}{2}s^{-1} \\
+c_3 &amp;= 1-\frac{3}{2}s^{-1}+\frac{1}{2}s^{-2} \\
+c_4 &amp;= 1-3s^{-1}+\frac{11}{4}s^{-2}-\frac{3}{4}s^{-3} \\
+c_5 &amp;= 1-5s^{-1}+\frac{35}{4}s^{-2}-\frac{25}{4}s^{-3}+\frac{3}{2}s^{-4} \\
+c_6 &amp;= 1-\frac{15}{2}s^{-1}+\frac{85}{4}s^{-2}-\frac{225}{8}s^{-3}+\frac{137}{8}s^{-4}-\frac{15}{4}s^{-5} \\
+&amp;\vdots
+\end{align*}\]</p><p>Constrained to the space of dipoles, the expected local energy becomes</p><p class="math-container">\[E_{\mathrm{local}}(\boldsymbol{\Omega}) = \langle \boldsymbol{\Omega}| \hat{\mathcal H}_{\mathrm{local}} | \boldsymbol{\Omega}\rangle = \sum_{k, q} c_k A_{k,q} \mathcal{O}_{k,q}(\boldsymbol{\Omega}).\]</p><p>It can be shown that SU(<em>N</em>) dynamics reduces to the usual Landau-Lifshitz dynamics of dipoles, but involving <span>$E_{\mathrm{local}}(\boldsymbol{\Omega})$</span> as the classical Hamiltonian. The renormalization factors <span>$c_k$</span> can therefore be interpreted as a correction to the traditional large-<span>$s$</span> classical limit.</p><p>Renormalization also applies to the coupling between different sites. In Sunny, couplings will often be expressed as a polynomial of spin operators using <a href="library.html#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N"><code>set_pair_coupling!</code></a>, but any such coupling can be decomposed as sum of tensor products of Stevens operators. Without loss of generality, consider a single coupling between two Stevens operators <span>$\hat{\mathcal{H}}_\mathrm{coupling} = \hat{\mathcal{O}}_{k,q} \otimes \hat{\mathcal{O}}_{k&#39;,q&#39;}$</span> along a bond connecting sites <span>$i$</span> and <span>$j$</span>. Upon constraining to pure dipole states <span>$|\boldsymbol{\Omega}_i\rangle$</span> and <span>$|\boldsymbol{\Omega}_j\rangle$</span>, the expected energy takes the form <span>$E_\mathrm{coupling} = c_k c_k&#39; \mathcal{O}_{k,q}(\boldsymbol{\Omega}_i) \mathcal{O}_{k&#39;,q&#39;}(\boldsymbol{\Omega}_j)$</span>, which now involves a product of renormalized Stevens functions. </p><h2 id="Use-:dipole_large_s-mode-to-disable-renormalization"><a class="docs-heading-anchor" href="#Use-:dipole_large_s-mode-to-disable-renormalization">Use <code>:dipole_large_s</code> mode to disable renormalization</a><a id="Use-:dipole_large_s-mode-to-disable-renormalization-1"></a><a class="docs-heading-anchor-permalink" href="#Use-:dipole_large_s-mode-to-disable-renormalization" title="Permalink"></a></h2><p>Although we generally recommend the above renormalization procedure, there are circumstances where it is not desirable. Examples include reproducing a model-system study, or describing a micromagnetic system for which the <span>$s\to\infty$</span> limit is a good approximation. To simulate dipoles without interaction strength renormalization, construct a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> using the mode <code>:dipole_large_s</code> instead of <code>:dipole</code>. Symbolic operators in the large-<span>$s$</span> limit can be constructed by passing <code>Inf</code> to either <a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a> or <a href="library.html#Sunny.stevens_matrices-Tuple{Any}"><code>stevens_matrices</code></a>.</p><h2 id="Definition-of-Stevens-operators"><a class="docs-heading-anchor" href="#Definition-of-Stevens-operators">Definition of Stevens operators</a><a id="Definition-of-Stevens-operators-1"></a><a class="docs-heading-anchor-permalink" href="#Definition-of-Stevens-operators" title="Permalink"></a></h2><p>The Stevens operators <span>$\hat{\mathcal{O}}_{k,q}$</span> are defined as polynomials of angular momentum operators <span>$\hat{S}_{\{x,y,z\}}$</span> in some spin-<span>$s$</span> representation.</p><p>Using</p><p class="math-container">\[\begin{align*}
+X &amp;= \mathbf{\hat{S}} \cdot \mathbf{\hat{S}} = s (s+1) \\
+\hat{S}_\pm &amp;= \hat{S}_x \pm i \hat{S}_y \\
+\phi_+ &amp;= \frac{1}{4},\quad \phi_- = \frac{1}{4 i},
+\end{align*}\]</p><p>the relevant Stevens operators are defined as,</p><p class="math-container">\[\begin{align*}
+\hat{\mathcal{O}}_{0,0} &amp; =1\\
+\\
+\hat{\mathcal{O}}_{1,\pm1} &amp; =\phi_{\pm}(\hat{S}_{+}\pm\hat{S}_{-})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{1,0} &amp; =\hat{S}_{z}\\
+\\
+\hat{\mathcal{O}}_{2,\pm2} &amp; =\phi_{\pm}(\hat{S}_{+}^{2}\pm\hat{S}_{-}^{2})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{2,\pm1} &amp; =\phi_{\pm}(\hat{S}_{+}\pm\hat{S}_{-})\hat{S}_{z}+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{2,0} &amp; =3\hat{S}_{z}^{2}-X\\
+\\
+\hat{\mathcal{O}}_{3,\pm3} &amp; =\phi_{\pm}(\hat{S}_{+}^{3}\pm\hat{S}_{-}^{3})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{3,\pm2} &amp; =\phi_{\pm}(\hat{S}_{+}^{2}\pm\hat{S}_{-}^{2})\hat{S}_{z}+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{3,\pm1} &amp; =\phi_{\pm}(\hat{S}_{+}\pm\hat{S}_{-})(5\hat{S}_{z}^{2}-X-1/2)+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{3,0} &amp; =5\hat{S}_{z}^{3}-(3X-1)\hat{S}_{z}\\
+\\
+\hat{\mathcal{O}}_{4,\pm4} &amp; =\phi_{\pm}(\hat{S}_{+}^{4}\pm\hat{S}_{-}^{4})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{4,\pm3} &amp; =\phi_{\pm}(\hat{S}_{+}^{3}\pm\hat{S}_{-}^{3})\hat{S}_{z}+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{4,\pm2} &amp; =\phi_{\pm}(\hat{S}_{+}^{2}\pm\hat{S}_{-}^{2})(7\hat{S}_{z}^{2}-(X+5))+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{4,\pm1} &amp; =\phi_{\pm}(\hat{S}_{+}\pm\hat{S}_{-})(7\hat{S}_{z}^{3}-(3X+1)\hat{S}_{z})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{4,0} &amp; =35\hat{S}_{z}^{4}-(30X-25)\hat{S}_{z}^{2}+(3X^{2}-6X)\\
+\\
+\hat{\mathcal{O}}_{5,\pm5} &amp; =\phi_{\pm}(\hat{S}_{+}^{5}\pm\hat{S}_{-}^{5})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{5,\pm4} &amp; =\phi_{\pm}(\hat{S}_{+}^{4}\pm\hat{S}_{-}^{4})\hat{S}_{z}+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{5,\pm3} &amp; =\phi_{\pm}(\hat{S}_{+}^{3}\pm\hat{S}_{-}^{3})(9\hat{S}_{z}^{2}-(X+33/2))+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{5,\pm2} &amp; =\phi_{\pm}(\hat{S}_{+}^{2}\pm\hat{S}_{-}^{2})(3\hat{S}_{z}^{3}-(X+6)\hat{S}_{z})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{5,\pm1} &amp; =\phi_{\pm}(\hat{S}_{+}\pm\hat{S}_{-})(21\hat{S}_{z}^{4}-14X\hat{S}_{z}^{2}+(X^{2}-X+3/2))+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{5,0} &amp; =63\hat{S}_{z}^{5}-(70X-105)\hat{S}_{z}^{3}+(15X^{2}-50X+12)\hat{S}_{z}\\
+\\
+\hat{\mathcal{O}}_{6,\pm6} &amp; =\phi_{\pm}(\hat{S}_{+}^{6}\pm\hat{S}_{-}^{6})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{6,\pm5} &amp; =\phi_{\pm}(\hat{S}_{+}^{5}\pm\hat{S}_{-}^{5})\hat{S}_{z}+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{6,\pm4} &amp; =\phi_{\pm}(\hat{S}_{+}^{4}\pm\hat{S}_{-}^{4})(11\hat{S}_{z}^{2}-X-38)+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{6,\pm3} &amp; =\phi_{\pm}(\hat{S}_{+}^{3}\pm\hat{S}_{-}^{3})(11\hat{S}_{z}^{3}-(3X+59)\hat{S}_{z})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{6,\pm2} &amp; =\phi_{\pm}(\hat{S}_{+}^{2}\pm\hat{S}_{-}^{2})(33\hat{S}_{z}^{4}-(18X+123)\hat{S}_{z}^{2}+X^{2}+10X+102)+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{6,\pm1} &amp; =\phi_{\pm}(\hat{S}_{+}\pm\hat{S}_{-})(33\hat{S}_{z}^{5}-(30X-15)\hat{S}_{z}^{3}+(5X^{2}-10X+12)\hat{S}_{z})+\mathrm{h.c.}\\
+\hat{\mathcal{O}}_{6,0} &amp; =231\hat{S}_{z}^{6}-(315X-735)\hat{S}_{z}^{4}+(105X^{2}-525X+294)\hat{S}_{z}^{2}-5X^{3}+40X^{2}-60X
+\end{align*}\]</p><p>Computer-generated tables of Stevens operators with <span>$k &gt; 6$</span> are available from <a href="https://doi.org/10.1088/0953-8984/16/32/018">C. Rudowicz and C. Y. Chung, J. Phys.: Condens. Matter 16, 5825 (2004)</a>, but these typically do not appear in magnetic simulations.</p><p>The case <span>$k=1$</span> gives the dipole operators,</p><p class="math-container">\[(\hat{\mathcal{O}}_{1,1}, \hat{\mathcal{O}}_{1,0}, \hat{\mathcal{O}}_{1,-1}) = (\hat{S}_{x}, \hat{S}_{z}, \hat{S}_{y}).\]</p><p>The case <span>$k=2$</span> gives the quadrupole operators,</p><p class="math-container">\[(\hat{\mathcal{O}}_{2,2}, \dots, \hat{\mathcal{O}}_{2,-2}) = \left(\hat{S}_x^2 - \hat{S}_y^2, \frac{\hat{S}_x \hat{S}_z + \hat{S}_z \hat{S}_x}{2}, 2\hat{S}_z^2-\hat{S}_x^2-\hat{S}_y^2, \frac{\hat{S}_y \hat{S}_z + \hat{S}_z \hat{S}_y}{2}, \hat{S}_x \hat{S}_y + \hat{S}_y \hat{S}_x\right).\]</p><p>For each <span>$k$</span> value, the set of operators <span>$\hat{\mathcal{O}}_{k,q&#39;}$</span> for <span>$q&#39; = -k, \dots, k$</span> form an irreducible representation of the group of rotations O(3). That is, rotation will transform <span>$\hat{\mathcal{O}}_{k,q}$</span> into a linear combination of <span>$\hat{\mathcal{O}}_{k,q&#39;}$</span> where <span>$q&#39;$</span> varies but <span>$k$</span> remains fixed. </p><p>In taking the large-<span>$s$</span> limit, each dipole operator is replaced by its expectation value <span>$\boldsymbol{\Omega} = \langle \hat{\mathbf{S}} \rangle$</span>, and only leading-order terms are retained. The operator <span>$\hat{\mathcal{O}}_{k,q}$</span> becomes a homogeneous polynomial <span>$O_{k,q}(\boldsymbol{\Omega})$</span> of order <span>$k$</span> in the spin components <span>$\Omega^\alpha$</span>. One can see these polynomials by constructing <a href="library.html#Sunny.stevens_matrices-Tuple{Any}"><code>stevens_matrices</code></a> with the argument <code>s = Inf</code>. Due to the normalization constraint, each dipole can be expressed in polar angles, <span>$(\theta, \phi)$</span>. Then the Stevens functions <span>$O_{k,q}(\boldsymbol{\Omega})$</span> correspond to the spherical harmonic functions <span>$Y_l^m(\theta, \phi)$</span> where <span>$l=k$</span> and <span>$m=q$</span>; this correspondence is valid up to <span>$k$</span> and <span>$q$</span>-dependent rescaling factors.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="parallelism.html">« Parallelizing Calculations</a><a class="docs-footer-nextpage" href="library.html">Library API »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR313/search_index.js b/previews/PR313/search_index.js
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--- /dev/null
+++ b/previews/PR313/search_index.js
@@ -0,0 +1,3 @@
+var documenterSearchIndex = {"docs":
+[{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"EditURL = \"../../../../examples/spinw_tutorials/SW13_LiNiPO4.jl\"","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html#SW13-LiNiPO","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"","category":"section"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"This is a Sunny port of SpinW Tutorial 13, originally authored by Sandor Toth. It calculates the spin wave spectrum of LiNiPO₄.","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Load packages","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Build an orthorhombic lattice and populate the Ni atoms according to spacegroup 62 (Pnma).","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"units = Units(:meV, :angstrom)\na = 10.02\nb = 5.86\nc = 4.68\nlatvecs = lattice_vectors(a, b, c, 90, 90, 90)\npositions = [[1/4, 1/4, 0]]\ntypes = [\"Ni\"]\ncryst = Crystal(latvecs, positions, 62, setting=\"\"; types)\nview_crystal(cryst)","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Create a system with exchange parameters taken from T. Jensen, et al., PRB 79, 092413 (2009). The corrected anisotropy values are taken from the thesis of T. Jensen. The mode :dipole_large_s avoids a classical-to-quantum rescaling factor of anisotropy strengths, as needed for consistency with the original fits.","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"S = 3/2\nsys = System(cryst, [1 => Moment(s=1, g=2)], :dipole_large_s)\nJbc =  1.036\nJb  =  0.6701\nJc  = -0.0469\nJac = -0.1121\nJab =  0.2977\nDa  =  0.1969\nDb  =  0.9097\nset_exchange!(sys, Jbc, Bond(2, 3, [0, 0, 0]))\nset_exchange!(sys, Jc, Bond(1, 1, [0, 0, -1]))\nset_exchange!(sys, Jb, Bond(1, 1, [0, 1, 0]))\nset_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))\nset_exchange!(sys, Jab, Bond(3, 4, [0, 0, 0]))\nset_exchange!(sys, Jac, Bond(3, 1, [0, 0, 0]))\nset_exchange!(sys, Jac, Bond(4, 2, [0, 0, 0]))\nset_onsite_coupling!(sys, S -> Da*S[1]^2 + Db*S[2]^2, 1)","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Energy minimization yields a co-linear order along the c axis.","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; color=[S[3] for S in sys.dipoles])","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Calculate the spectrum along path [ξ, 1, 0]","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[0, 1, 0], [2, 1, 0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nfig = Figure(size=(768, 300))\nplot_intensities!(fig[1, 1], res; units);\nnothing #hide","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"There are two physical bands with nonvanishing intensity. To extract these intensity curves, we must filter out the additional bands with zero intensity. One way is to sort the data along dimension 1 (the band index) with the comparison operator \"is intensity less than 10^-12\". Doing so moves the physical bands to the end of the array axis. Call the Makie lines! function to make a custom plot.","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"data_sorted = sort(res.data; dims=1, by= >(1e-12))\nax = Axis(fig[1, 2], xlabel=\"Momentum (r.l.u.)\", ylabel=\"Intensity\",\n          xticks=res.qpts.xticks, xticklabelrotation=π/6)\nlines!(ax, data_sorted[end, :]; label=\"Lower band\")\nlines!(ax, data_sorted[end-1, :]; label=\"Upper band\")\naxislegend(ax)\nfig","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"Make the same plots along path [0, 1, ξ]","category":"page"},{"location":"examples/spinw/SW13_LiNiPO4.html","page":"SW13 - LiNiPO₄","title":"SW13 - LiNiPO₄","text":"qs =  [[0, 1, 0], [0, 1, 2]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nfig = Figure(size=(768, 300))\nplot_intensities!(fig[1, 1], res; units)\n\ndata_sorted = sort(res.data; dims=1, by=x->abs(x)>1e-12)\nax = Axis(fig[1, 2], xlabel=\"Momentum (r.l.u.)\", ylabel=\"Intensity\",\n          xticks=res.qpts.xticks, xticklabelrotation=π/6)\nlines!(ax, data_sorted[end, :]; label=\"Lower band\")\nlines!(ax, data_sorted[end-1, :]; label=\"Upper band\")\naxislegend(ax)\nfig","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"EditURL = \"../../../examples/03_LSWT_SU3_FeI2.jl\"","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html#3.-Multi-flavor-spin-wave-simulations-of-FeI","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"","category":"section"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"This tutorial illustrates various advanced features such as symmetry analysis, energy minimization, and spin wave theory with multi-flavor bosons.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Our context will be FeI₂, an effective spin-1 material with strong single-ion anisotropy. Quadrupolar fluctuations give rise to a single-ion bound state that is observable in neutron scattering, and cannot be described by a dipole-only model. We will use the linear spin wave theory of SU(3) coherent states (i.e. 2-flavor bosons) to model the magnetic spectrum of FeI₂. The original study was performed in Bai et al., Nature Physics 17, 467–472 (2021).","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"<img src=\"https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/FeI2_crystal.jpg\" style=\"float: left;\" width=\"400\">","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The Fe atoms are arranged in stacked triangular layers. The effective spin Hamiltonian takes the form,","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"mathcalH=sum_(ij) 𝐒_i  J_ij 𝐒_j - Dsum_i left(S_i^zright)^2","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"where the exchange matrices J_ij between bonded sites (ij) include competing ferromagnetic and antiferromagnetic interactions. This model also includes a strong easy axis anisotropy, D  0.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Load packages.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Construct the chemical cell of FeI₂ by specifying the lattice vectors and the full set of atoms.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"units = Units(:meV, :angstrom)\na = b = 4.05012  # Lattice constants for triangular lattice (Å)\nc = 6.75214      # Spacing between layers (Å)\nlatvecs = lattice_vectors(a, b, c, 90, 90, 120)\npositions = [[0, 0, 0], [1/3, 2/3, 1/4], [2/3, 1/3, 3/4]]\ntypes = [\"Fe\", \"I\", \"I\"]\ncryst = Crystal(latvecs, positions; types)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Observe that the space group 'P -3 m 1' (164) has been inferred, as well as point group symmetries. Only the Fe atoms are magnetic, so we focus on them with subcrystal. Importantly, the new crystal retains the symmetry information for spacegroup 164.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"cryst = subcrystal(cryst, \"Fe\")\nview_crystal(cryst)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html#Symmetry-analysis","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"Symmetry analysis","text":"","category":"section"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The command print_symmetry_table provides a list of all the symmetry-allowed interactions out to 8 Å.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"print_symmetry_table(cryst, 8.0)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The allowed g-tensor is expressed as a 3×3 matrix in the free coefficients A, B, ... The allowed single-ion anisotropy is expressed as a linear combination of Stevens operators. The latter correspond to polynomials of the spin operators, as we will describe below.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The allowed exchange interactions are given as 3×3 matrices for representative bonds. The notation Bond(i, j, n) indicates a bond between atom indices i and j, with cell offset n. Note that the order of the pair (i j) is significant if the exchange tensor contains antisymmetric Dzyaloshinskii–Moriya (DM) interactions.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The bonds can be visualized in the view_crystal interface. By default, Bond(1, 1, [1,0,0]) is toggled on, to show the 6 nearest-neighbor Fe-Fe bonds on a triangular lattice layer. Toggling Bond(1, 1, [0,0,1]) shows the Fe-Fe bond between layers, etc.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html#Defining-the-spin-model","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"Defining the spin model","text":"","category":"section"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Construct a System with spin s=1 and g=2 for the Fe ions.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Recall that quantum spin-1 is, in reality, a linear combination of basis states m with well-defined angular momentum m = -1 0 1. FeI₂ has a strong easy-axis anisotropy, which stabilizes a single-ion bound state of zero angular momentum, m=0. Such a bound state is inaccessible to traditional spin wave theory, which works with dipole expectation values of fixed magnitude. This physics is, however, well captured with a theory of SU(N) coherent states, where N = 2S+1 = 3 is the number of levels. Activate this generalized theory by selecting :SUN mode instead of :dipole mode.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"An optional random number seed will make the calculations exactly reproducible.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :SUN, seed=2)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Set the exchange interactions for FeI₂ following the fits of Bai et al.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"J1pm   = -0.236 # (meV)\nJ1pmpm = -0.161\nJ1zpm  = -0.261\nJ2pm   = 0.026\nJ3pm   = 0.166\nJ′0pm  = 0.037\nJ′1pm  = 0.013\nJ′2apm = 0.068\n\nJ1zz   = -0.236\nJ2zz   = 0.113\nJ3zz   = 0.211\nJ′0zz  = -0.036\nJ′1zz  = 0.051\nJ′2azz = 0.073\n\nJ1xx = J1pm + J1pmpm\nJ1yy = J1pm - J1pmpm\nJ1yz = J1zpm\n\nset_exchange!(sys, [J1xx   0.0    0.0;\n                    0.0    J1yy   J1yz;\n                    0.0    J1yz   J1zz], Bond(1,1,[1,0,0]))\nset_exchange!(sys, [J2pm   0.0    0.0;\n                    0.0    J2pm   0.0;\n                    0.0    0.0    J2zz], Bond(1,1,[1,2,0]))\nset_exchange!(sys, [J3pm   0.0    0.0;\n                    0.0    J3pm   0.0;\n                    0.0    0.0    J3zz], Bond(1,1,[2,0,0]))\nset_exchange!(sys, [J′0pm  0.0    0.0;\n                    0.0    J′0pm  0.0;\n                    0.0    0.0    J′0zz], Bond(1,1,[0,0,1]))\nset_exchange!(sys, [J′1pm  0.0    0.0;\n                    0.0    J′1pm  0.0;\n                    0.0    0.0    J′1zz], Bond(1,1,[1,0,1]))\nset_exchange!(sys, [J′2apm 0.0    0.0;\n                    0.0    J′2apm 0.0;\n                    0.0    0.0    J′2azz], Bond(1,1,[1,2,1]))","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The function set_onsite_coupling! assigns a single-ion anisotropy. The argument can be constructed using spin_matrices or stevens_matrices. Here we use Julia's anonymous function syntax to assign an easy-axis anisotropy along the direction hatz.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"D = 2.165 # (meV)\nset_onsite_coupling!(sys, S -> -D*S[3]^2, 1)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html#Finding-the-ground-state","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"Finding the ground state","text":"","category":"section"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"This model has been fitted so that energy minimization yields the physically correct ground state. Knowing this, we could set the magnetic configuration manually by calling set_dipole! on each site in the system. Another approach, as we will demonstrate, is to search for the ground-state via minimize_energy!.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"To reduce bias in the search, use resize_supercell to create a relatively large system of 4×4×4 chemical cells. Randomize all spins (represented as SU(3) coherent states) and minimize the energy.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"sys = resize_supercell(sys, (4, 4, 4))\nrandomize_spins!(sys)\nminimize_energy!(sys)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"A positive number above indicates that the procedure has converged to a local energy minimum. The configuration, however, may still have defects. This can be checked by visualizing the expected spin dipoles, colored according to their z-components.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"plot_spins(sys; color=[S[3] for S in sys.dipoles])","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"To better understand the spin configuration, we could inspect the static structure factor mathcalS(𝐪) in the 3D space of momenta 𝐪. The general tool for this analysis is SampledCorrelationsStatic. For the present purposes, however, it is more convenient to use print_wrapped_intensities, which reports mathcalS(𝐪) with periodic wrapping of all commensurate 𝐪 wavevectors into the first Brillouin zone.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"print_wrapped_intensities(sys)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"The known zero-field energy-minimizing magnetic structure of FeI₂ is a two-up, two-down order. It can be described as a generalized spiral with a single propagation wavevector 𝐤. Rotational symmetry allows for three equivalent orientations: 𝐤 = 0 -14 14, 14 0 14, or -141414. Small systems can spontaneously break this symmetry, but for larger systems, defects and competing domains are to be expected. Nonetheless, print_wrapped_intensities shows large intensities consistent with a subset of the known ordering wavevectors.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Let's break the three-fold symmetry by hand. The function suggest_magnetic_supercell takes one or more 𝐤 modes, and suggests a magnetic cell shape that is commensurate.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"suggest_magnetic_supercell([[0, -1/4, 1/4]])","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Calling reshape_supercell yields a much smaller system, making it much easier to find the global energy minimum. Plot the system again, now including \"ghost\" spins out to 12Å, to verify that the magnetic order is consistent with FeI₂.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"sys_min = reshape_supercell(sys, [1 0 0; 0 2 1; 0 -2 1])\nrandomize_spins!(sys_min)\nminimize_energy!(sys_min);\nplot_spins(sys_min; color=[S[3] for S in sys_min.dipoles], ghost_radius=12)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html#Spin-wave-theory","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"Spin wave theory","text":"","category":"section"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Now that the system has been relaxed to an energy minimized ground state, we can calculate the spin wave spectrum. Because we are working with a system of SU(3) coherent states, this calculation will require a multi-flavor boson generalization of the usual spin wave theory.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"swt = SpinWaveTheory(sys_min; measure=ssf_perp(sys_min))","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Calculate and plot the spectrum along a momentum-space path that connects a sequence of high-symmetry 𝐪-points. This interface abstracts over the underlying calculator type.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"qs = [[0,0,0], [1,0,0], [0,1,0], [1/2,0,0], [0,1,0], [0,0,0]]\npath = q_space_path(cryst, qs, 500)\nres = intensities_bands(swt, path)\nplot_intensities(res; units, title=\"Single Crystal Bands\")","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"To make direct comparison with inelastic neutron scattering (INS) data, we must account for empirical broadening of the data. Model this using a lorentzian kernel, with a full-width at half-maximum of 0.3 meV.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"kernel = lorentzian(fwhm=0.3)\nenergies = range(0, 10, 300);  # 0 < ω < 10 (meV)\nnothing #hide","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"Also, a real FeI₂ sample will exhibit competing magnetic domains. We use domain_average to average over the three possible domain orientations. This involves 120° rotations about the axis hatz = 0 0 1 in global Cartesian coordinates.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"rotations = [([0,0,1], n*(2π/3)) for n in 0:2]\nweights = [1, 1, 1]\nres = domain_average(cryst, path; rotations, weights) do path_rotated\n    intensities(swt, path_rotated; energies, kernel)\nend\nplot_intensities(res; units, colormap=:viridis, title=\"Domain Averaged Intensities\")","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"This result can be directly compared to experimental neutron scattering data from Bai et al.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"<img src=\"https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/FeI2_intensity.jpg\">","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"(The publication figure used a non-standard coordinate system to label the wave vectors.)","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"To get this agreement, the theory of SU(3) coherent states is essential. The lower band has large quadrupolar character, and arises from the strong easy-axis anisotropy of FeI₂.","category":"page"},{"location":"examples/03_LSWT_SU3_FeI2.html","page":"3. Multi-flavor spin wave simulations of FeI₂","title":"3. Multi-flavor spin wave simulations of FeI₂","text":"An interesting exercise is to repeat the same study, but using :dipole mode instead of :SUN. That alternative choice would constrain the coherent state dynamics to the space of dipoles only, and the flat band of single-ion bound states would be missing.","category":"page"},{"location":"parallelism.html#Parallelizing-Calculations","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"","category":"section"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"Calculating structure factors with classical dynamics is computationally expensive, and Sunny does not currently parallelize these calculations at a fine-grained level. However, Julia provides facilities that allow users to run multiple simulations in parallel with only a little extra effort. We will look at two approaches to doing this: multithreading and Julia's Distributed package. We'll present these approaches in a series of code snippets that can be copied and pasted into your preferred Julia development environment.","category":"page"},{"location":"parallelism.html#Review-of-the-serial-workflow","page":"Parallelizing Calculations","title":"Review of the serial workflow","text":"","category":"section"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"The serial approach to calculating a structure factor, covered in the FeI₂ tutorial, involves thermalizing a spin System and then calling add_sample!. add_sample! uses the state of the System as an initial condition for the calculation of a dynamical trajectory. The correlations of the trajectory are calculated and accumulated into a running average of the mathcalS(𝐪ω). This sequence is repeated to generate additional samples.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"To illustrate, we'll set up a a simple model: a spin-1 antiferromagnet on a BCC crystal. ","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"using Sunny, GLMakie\n\nfunction make_system(; seed=nothing)\n    latvecs = lattice_vectors(1, 1, 1, 90, 90, 90)\n    positions = [[0, 0, 0]/2, [1, 1, 1]/2]\n    cryst = Crystal(latvecs, positions)\n    sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(10, 10, 2), seed)\n    set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))\n    return sys\nend\n\nsys = make_system()","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"A serial calculation of SampledCorrelations involving the Langevin sampling method can now be performed as follows:","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"# Thermalize the system\ndt = 0.05\nintegrator = Langevin(dt; damping=0.2, kT=0.5)\nfor _ in 1:5000\n    step!(sys, integrator)\nend\n\n# Accumulator for S(q,ω) samples\n\nenergies = range(0.0, 10.0, 100)\nmeasure = ssf_perp(sys)\nsc = SampledCorrelations(sys; dt=0.1, energies, measure)\n\n# Collect 10 samples\nfor _ in 1:10\n    for _ in 1:1000\n        step!(sys, integrator)\n    end\n    add_sample!(sc, sys)\nend","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"This will take a second or two on a modern workstation, resulting in a single SampledCorrelations that contains 10 samples.","category":"page"},{"location":"parallelism.html#Multithreading-approach","page":"Parallelizing Calculations","title":"Multithreading approach","text":"","category":"section"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"To use threads in Julia, you must launch your Julia environment appropriately.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"From the command line, launch Julia with julia --threads=auto. With this option, Julia will automatically use an optimal number of threads.\nJupyter notebook users will need to to set up a multithreaded Julia kernel and restart into this kernel. The kernel can be created inside Julia with the command IJulia.installkernel(\"Julia Multithreaded\", env=Dict(\"JULIA_NUM_THREADS\" => \"auto\")).\nVSCode users should open their settings and search for Julia: Additional Args. There will be link called Edit in settings.json. Click on this, add \"--threads=auto\" to the list julia.additionalArgs, and start a new REPL.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"Before going further, make sure that Threads.nthreads() returns a number greater than 1.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"We will use multithreading in a very simple way, essentially employing a distributed memory approach to avoid conflicts around memory access. First preallocate a number of systems and correlations.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"npar = Threads.nthreads()\nsystems = [make_system(; seed=id) for id in 1:npar]\nscs = [SampledCorrelations(sys; dt=0.1, energies, measure) for _ in 1:npar]","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"warning: Dealing with memory constraints\nIf you have many threads available and are working with a large system, you may not have enough memory to store all these systems and correlations. In that case, simply reduce npar to a small enough value that you can make the necessary allocations.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"When the Threads.@threads macro is applied before a for loop, the iterations of the loop will execute in parallel using the available threads. We will put the entire thermalization and sampling process inside the loop, with each thread acting on a unique System and SampledCorrelations.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"Threads.@threads for id in 1:npar\n    integrator = Langevin(dt; damping=0.2, kT=0.5)\n    for _ in 1:5000\n        step!(systems[id], integrator)\n    end\n    for _ in 1:10\n        for _ in 1:1000\n            step!(systems[id], integrator)\n        end\n        add_sample!(scs[id], systems[id])\n    end\nend","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"You may find this takes a little bit longer than the serial example, but, at the end of it, you will have generated npar correlation objects, each with 10 samples. We can merge these into a summary SampledCorrelations with 10*npar samples with merge_correlations:","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"sc = merge_correlations(scs)","category":"page"},{"location":"parallelism.html#Using-Distributed","page":"Parallelizing Calculations","title":"Using Distributed","text":"","category":"section"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"Julia also provides a distributed memory approach to parallelism through the standard library package Distributed. This works by launching independent Julia environments on different \"processes.\" An advantage of this approach is that it scales naturally to clusters since the processes are easily distributed across many different compute nodes. A disadvantage, especially when working on a single computer, is the increased memory overhead associated with launching all these environments.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"We begin by importing the package,","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"using Distributed","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"and launching some new processes. It is often sensible to create as many processes as there are cores.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"ncores = length(Sys.cpu_info())\naddprocs(ncores)","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"You can think of each process as a separate computer running a fresh Julia environment, so we'll need to import Sunny and define functions in each of these environments. This is easily achieved with the @everywhere macro.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"@everywhere using Sunny\n\n@everywhere function make_system(; seed=nothing)\n    latvecs = lattice_vectors(1, 1, 1, 90, 90, 90)\n    positions = [[0, 0, 0]/2, [1, 1, 1]/2]\n    cryst = Crystal(latvecs, positions)\n    sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; seed)\n    sys = resize_supercell(sys, (10, 10, 2))\n    set_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))\n    return sys\nend","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"A simple way to perform work on these processes is to use the parallel map function, pmap. This will apply a function to each element of some iterable, such as a list of numbers, and return a list of the results. It is a parallel map because these function calls may occur at the same time on different Julia processes. The pmap function takes care of distributing the work among the different processes and retrieving the results.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"In the example below, we give pmap a list of RNG seeds to iterate over, and we define the function that will be applied to each of these seeds in a do block. The contents of this block are essentially the same as what we put inside our parallel for loop in the multithreading example. The main difference is that the Systems and SampledCorrelations are not created in advance of the parallelization but are instead created inside each Julia process. The do block returns a SampledCorrelations, and the output of all the parallel computations are collected into list of SampledCorrelations called scs.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"scs = pmap(1:ncores) do id\n    sys = make_system(; seed=id)\n    sc = SampledCorrelations(sys; dt=0.1, energies, measure)\n    integrator = Langevin(0.05; damping=0.2, kT=0.5)\n\n    for _ in 1:5000\n        step!(sys, integrator)\n    end\n    for _ in 1:10\n        for _ in 1:1000 \n            step!(sys, integrator)\n        end\n        add_sample!(sc, sys)\n    end\n\n    return sc\nend","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"Finally, merge the results into a summary SampledCorrelations.","category":"page"},{"location":"parallelism.html","page":"Parallelizing Calculations","title":"Parallelizing Calculations","text":"sc = merge_correlations(scs)","category":"page"},{"location":"structure-factor.html#Structure-Factor-Conventions","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"","category":"section"},{"location":"structure-factor.html#Dynamical-correlations","page":"Structure Factor Conventions","title":"Dynamical correlations","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Dynamical correlations are a fundamental observable in condensed matter systems, and facilitate comparison between theory and experimental data.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Frequently, spin-spin correlations are of interest. More generally, one may consider correlations between arbitrary operator fields hatA and hatB. In the Heisenberg picture, operators evolve in time. Consider the dynamical correlation as an equilibrium expectation value,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC(𝐫 t) = int_V hatB^(𝐫₀ 0) hatA(𝐫₀ + 𝐫 t) d𝐫₀\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"where the integral runs over some macroscopic volume V  . By construction, C(𝐫 t) is an extensive quantity. Ignoring surface effects, the correlation becomes an ordinary product in momentum-space,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC(𝐪 t) = hatB_𝐪^(0) hatA_𝐪(t)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Our convention for the Fourier transform from position 𝐫 to momentum 𝐪 is,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhatA_𝐪  int_V e^+ i 𝐪𝐫 hatA(𝐫) d𝐫\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"For a Hermitian operator hatA^(𝐫) = hatA(𝐫), it follows that hatA_𝐪^  (hatA_𝐪)^ = hatA_-𝐪 in momentum space. ","category":"page"},{"location":"structure-factor.html#Lehmann-representation-in-frequency-space","page":"Structure Factor Conventions","title":"Lehmann representation in frequency space","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Dynamical correlations are most conveniently calculated in frequency space. We use the convention,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC(𝐪 ω)  frac12π int_-^ e^-iωt C(𝐪 t) dt\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"On the right-hand side, substitute the definition of Heisenberg time evolution,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhatA(t)  e^i t hatH hatA e^-i t hatH\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"and the definition of the thermal average,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhatO  frac1mathcalZmathrmtr e^-β hatH hatO quad mathcalZ  mathrmtr e^-β hatH\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Let ϵ_μ and μ denote the exact eigenvalues and eigenstates of the full Hamiltonian hatH. The eigenstates comprise a complete, orthonormal basis. The operator trace can be evaluated as a sum over eigenbasis states ν. Insert a resolution of the identity, μμ = 1, with implicit summation on the repeated μ index. Then, collecting results and applying,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nint_-^ e^-iωt dt = 2πδ(ω)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"the result is the Lehmann representation of dynamical correlations,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC(𝐪ω) = frac1mathcalZ e^-β ϵ_ν δ(ϵ_μ - ϵ_ν - ω) νhatB^_𝐪μμhatA_𝐪 ν\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"with implicit summation over eigenbasis indices μ and ν. This representation is the usual starting point for quantum calculations such as linear spin wave theory and its various generalizations.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Using the Lehmann representation, it can be shown that positive and negative frequencies are linked through a detailed balance condition,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC_BA^(𝐪-ω) = e^-β ω  C_B^A(𝐪 ω)^*\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"This subscript notation indicates that the left-hand side is a correlation of Hermitian-conjugated operators. Typically hatA and hatB will be Hermitian in real-space, and then detailed balance becomes C(-𝐪-ω) = e^-β ω C(𝐪 ω)^*.","category":"page"},{"location":"structure-factor.html#Discrete-sums-on-the-lattice","page":"Structure Factor Conventions","title":"Discrete sums on the lattice","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"A chemical (crystallographic) unit cell is associated with three lattice vectors 𝐚_123. Site positions are","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\n𝐫_𝐦j  m_1 𝐚_1 + m_2 𝐚_2 + m_3 𝐚_3 + δ𝐫_j\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"for integers 𝐦 = m_1 m_2 m_3. If the crystal is decorated, then δ𝐫_j denotes the relative displacement of the Bravais sublattice j. ","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Let hatA(𝐫) be decomposed into discrete contributions hatA_𝐦j δ(𝐫-𝐫_𝐦j) at each lattice point 𝐫_𝐦j. The Fourier transform becomes a discrete sum,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhatA_𝐪 = sum_j sum_𝐦 e^i 𝐪𝐫_𝐦j hatA_𝐦j  sum_j hatA_𝐪j\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The second equality above introduces hatA_𝐪j as the Fourier transform of hatA_𝐦j for single sublattice j. It can also be written,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhatA_𝐪j = e^i 𝐪δ𝐫_j sum_𝐦 e^i 2π tilde𝐪𝐦 hatA_𝐦j\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"where tilde𝐪 expresses momentum in dimensionless reciprocal lattice units (RLU),","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\n𝐪 = tildek_1 𝐛_1 + tildek_2 𝐛_2 + tildek_3 𝐛_3\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"and 𝐛_123 are the reciprocal lattice vectors. Equivalently, tildek_μ  𝐪  𝐚_μ  2π.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"It will be convenient to introduce a dynamical correlation for the operators on sublattices i and j only,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC_ij(𝐪t)  hatB^_𝐪i(0) hatA_𝐪j(t)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"By the linearity of expectation values,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC(𝐪 t) = sum_ij C_ij(𝐪t)\nendequation","category":"page"},{"location":"structure-factor.html#Quantum-sum-rule","page":"Structure Factor Conventions","title":"Quantum sum rule","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Integrating over all frequencies ω yields the instant correlation at real-time t = 0,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nint_-^ C(𝐪ω) dω = C(𝐪 t=0) = sum_ij C_ij(𝐪 t=0)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Here, we will investigate spin-spin correlations. For this, select hatB_𝐪i = hat𝐒_𝐪i and A_𝐪j = hat𝐒_𝐪j, such that the dynamical correlations become tensor valued,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nC_ij^αβ(𝐪 t=0) = hatS_𝐪i^α hatS_𝐪j^β\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"In the quantum spin-s representation, the spin dipole on one site satisfies","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhat𝐒^2 = hatS^α hatS^α = s(s+1)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"with implicit summation on the repeated α index.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Suppose that each site of sublattice j carries quantum spin of magnitude s_j. Then there is a quantum sum rule of the form,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nint_tildeV_mathrmBZ fracC_jj^αα(𝐪 t=0)N_mathrmcells dtilde𝐪 = s_j (s_j + 1)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"with summation on α, but not j, implied. The integral runs over the cubic volume in reciprocal lattice units tilde𝐪,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\ntildeV_mathrmBZ  01^3\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"This volume represents one unit cell on the reciprocal lattice, and has the shape of a parallelepiped in physical momentum units 𝐪. This volume is equivalent to the first Brillouin zone because of the reciprocal-space periodicity inherent to the Bravais sublattice. Note that the integral over tilde𝐪  tildeV_mathrmBZ could be converted to an integral over physical momentum 𝐪 by applying a Jacobian transformation factor, d tilde𝐪 = d𝐪 V_mathrmcell  (2π)^3, where V_mathrmcell = 𝐚_1  (𝐚_2  𝐚_3) is the volume of the chemical unit cell. The scaling factor","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nN_mathrmcells  V  V_mathrmcell\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"denotes the number of chemical unit cells in the macroscopic volume V.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The derivation of the sum rule proceeds as follows. Substitute twice the definition,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhatS^α_𝐪j  e^i 𝐪δ𝐫_j sum_𝐦 e^i 2π tilde𝐪𝐦 hatS^α_𝐦j\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Accounting for complex conjugation, the two phase factors e^i 𝐪δ𝐫_j cancel. The remaining 𝐪-dependence can be integrated to yield a Kronecker-δ,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nint_tildeV_mathrmBZ e^2πi tilde𝐪  (𝐦 - 𝐦)  dtilde𝐪 = δ_𝐦 𝐦\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Note that hatS_𝐦j^α hatS_𝐦j^α = s_j(s_j+1) is constant, independent of the cell 𝐦. This leaves a double sum over integers 𝐦, which evaluates to sum_𝐦 𝐦 δ_𝐦 𝐦 = N_mathrmcells. Combined, these results verify the above-stated quantum sum rule for the sublattice j.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"One can also derive a quantum sum rule on the full dynamical correlation C^α β(𝐪 ω). Contributions from distinct sublattices i  j introduce a phase factor e^- i 𝐪(δ𝐫_i - δ𝐫_j) that cancels when the momentum 𝐪 is averaged over a large number N_mathrmBZ   of Brillouin zones. The final result is a sum over contributions C_jj(𝐪 t=0) for each sublattice j,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nfrac1N_mathrmBZ int_N_mathrmBZ  tildeV_mathrmBZ int_-^ fracC^αα(𝐪 ω) N_mathrmcells dω dtilde𝐪 = sum_j s_j (s_j + 1)\nendequation","category":"page"},{"location":"structure-factor.html#Neutron-scattering-cross-section","page":"Structure Factor Conventions","title":"Neutron scattering cross section","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The magnetic moment of a neutron is hatboldsymbolμ_mathrmneutron = - 2 γ μ_N hat𝐒_mathrmneutron, where γ = 1913, μ_N is the nuclear magneton, and hat𝐒_mathrmneutron is spin-1/2 angular momentum. Neutrons interact with the magnetic moments of a material. These have the form hatboldsymbolμ = -μ_B g hat𝐒, where μ_B is the Bohr magneton and hat𝐒 is the effective angular momentum. For a single electron, g = 20023 is known to high precision. Within a crystal, however, the appropriate g_j for each sublattice j may be any 33 matrix consistent with point group symmetries.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Each idealized magnetic moment hatboldsymbolμ_𝐦j is, in reality, smoothly distributed around the site position 𝐫_𝐦 j. This can be modeled through convolution with a density function f_j(𝐫). Fourier transform the full magnetic density field 𝐌(𝐫) to obtain","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhat𝐌_𝐪  sum_j hat𝐌_𝐪j\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"where,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nhat𝐌_𝐪j  - μ_B e^i 𝐪δ𝐫_j g_j sum_𝐦 e^i 2π tilde𝐪𝐦 hat𝐒_𝐦j f_j(𝐪)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"In Fourier space, f_j(𝐪) is called the magnetic form factor. Frequently, it will be approximated as an isotropic function of q = 𝐪. Tabulated formula, for various magnetic ions and charge states, are available in Sunny via the FormFactor function. The idealized case f_j(𝐪) = 1 would describe completely localized magnetic moments.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Neutron scattering intensities are given by the total differential cross-section, d^2 σ(𝐪 ω)dωdΩ, where 𝐪 = 𝐪_i - 𝐪_f is the momentum transfer to the sample, ω is the energy transfer to the sample, and Ω is the solid angle. Experimental intensity data will typically be provided in units of q_f  q_i. Within the dipole approximation, the result for an unpolarized neutron beam is,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nfracd^2 σ(𝐪 ω)dω dΩ = fracq_fq_i left(fracγ r_02right)^2 sum_αβ left(δ_αβ - fracq^α q^βq^2right) fracmathcalS^αβ(𝐪 ω)μ_B^2\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The prefactor q_fq_i will be provided experimentally. Dimensions of area arise from the characteristic scattering length, γ r_0  2  26910^-5 mathrmÅ, where r_0 is the classical electron radius.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The structure factor is of central importance to neutron scattering,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\nmathcalS^αβ(𝐪 ω)  frac12π int_-^ e^-iωt hatM_𝐪^α(0) hatM_𝐪^β(t) dt\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"and describes dynamical correlations of magnetic moments. It will differ nontrivially from the spin-spin correlations if the g_j-tensor varies with sublattice j.","category":"page"},{"location":"structure-factor.html#Conventions-for-the-Sunny-calculated-structure-factor","page":"Structure Factor Conventions","title":"Conventions for the Sunny-calculated structure factor","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Calculating the structure factor involves several steps, with various possible settings. Sunny provides tools to facilitate this calculation and to extract information from the results. For details, please see our tutorials as well as the complete Library API.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Through ssf_custom and related functions, Sunny will calculate the spin structure factor as a 3×3 matrix in dimensionless units,","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"beginequation\n𝒮^αβ(𝐪 ω)  frac1N_mathrmcells μ_B^2 mathcalS^αβ(𝐪 ω)\nendequation","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"This is an intensive quantity because N_mathrmcells, the number of chemical cells in the macroscopic sample, is extensive. Note that the Sunny-calculated intensity will depend on the chemical cell convention: intensity scales linearly with chemical cell size.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Use ssf_perp to contract with δ_αβ - q^α q^βq^2, i.e., to project in the direction perpendicular to momentum transfer 𝐪.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Set apply_g = false to calculate the correlation C_𝐒𝐒(𝐪 ω)  N_mathrmcells between pure spin operators, rather than between magnetic moments. In this special case that g is a uniform scalar, this is equivalent to 𝒮(𝐪 ω)  g^2","category":"page"},{"location":"structure-factor.html#Calculations-with-spin-wave-theory","page":"Structure Factor Conventions","title":"Calculations with spin wave theory","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Calculating the dynamical structure factor with linear SpinWaveTheory is relatively direct. In the traditional approach, quantum spin operators are expressed with Holstein-Primakoff bosons, and dynamical correlations are calculated to leading order in inverse powers of the quantum spin-s. For systems constructed with mode = :SUN, Sunny automatically switches to a multi-flavor boson variant of spin wave theory, which captures more single-ion physics. Use SpinWaveTheorySpiral to study generalized spiral phases, which allow for an incommensurate propagation wavevector. The experimental module SpinWaveTheoryKPM implements spin wave calculations using the kernel polynomial method. In the KPM approach, the computational cost scales linearly in the magnetic cell size. It can be useful for studying systems with large magnetic cells include systems with long-wavelength structures, or systems with quenched chemical disorder.","category":"page"},{"location":"structure-factor.html#Calculations-with-classical-spin-dynamics","page":"Structure Factor Conventions","title":"Calculations with classical spin dynamics","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Finite temperature structure factor intensities can be estimated from the dynamical correlations of classical spin dynamics (e.g. Landau-Lifshitz, or its SU(N) generalization). This is fundamentally a Monte Carlo approach, as the trajectories must be initialized to a spin configuration that is sampled from the finite-temperature thermal equilibrium. Samples are accumulated into a SampledCorrelations, from which intensity information may be extracted.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Creating a SampledCorrelations requires specifying three keyword arguments. These will determine the dynamics used to calculate samples and, consequently, the ω information that will be available. ","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"energies: A uniform range of resolved energies.\ndt: The step size for dynamical time-integration. Larger may reduce simulation time, but the choice will be limited by the stability and accuracy requirements of the ImplicitMidpoint integration method. The function suggest_timestep can recommend a good value. The timestep may be adjusted downward so that the specified energies are sampled exactly.\nmeasure: Specification of the pair correlations. This will frequently be reduced from the spin structure factor using one of ssf_trace, ssf_perp, or ssf_custom_bm.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"A sample may be added by calling add_sample!. The input sys must be a spin configuration in good thermal equilibrium, e.g., using the continuous Langevin dynamics or using single spin flip trials with LocalSampler. The statistical quality of the 𝒮(𝐪ω) can be improved by repeatedly generating decorrelated spin configurations in sys and calling add_sample! on each configuration.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The outline of typical use case might look like this:","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"# Make a `SampledCorrelations`\nsc = SampledCorrelations(sys; dt=0.05, energies=range(0.0, 10.0, 100))\n\n# Add samples\nfor _ in 1:nsamples\n   decorrelate_system(sys) # Perform some type of Monte Carlo simulation\n   add_sample!(sc, sys)    # Use spins to calculate trajectory and accumulate new sample of 𝒮(𝐪,ω)\nend","category":"page"},{"location":"structure-factor.html#Extracting-intensities-sampled-correlation-data","page":"Structure Factor Conventions","title":"Extracting intensities sampled correlation data","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Like in spin wave theory, the basic function for extracting intensities information from a SampledCorrelations is intensities. It takes a SampledCorrelations, a collection of 𝐪-vectors, a collection of energies, and possible other options.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Since classical dynamics simulation take place on a finite lattice, the fundamental intensities measurements are only available at a discrete grid of wave vectors. In reciprocal lattice units, available grid points are 𝐪 = fracn_1L_1 fracn_2L_2 fracn_3L_3, where n_i runs from (frac-L_i2+1) to fracL_i2 and L_i is the linear dimension of the lattice used in the calculation. (An internal function Sunny.available_wave_vectors provides access to this grid.) By default intensities will adjust each wavevector 𝐪 to the nearest available grid point. ","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Similarly, the resolution in energies is controlled the dynamical trajectory length in real-time. Because the dynamical trajectory is not periodic in time, some blurring between neighboring energy bins is unavoidable. Sunny's algorithm for estimating the structure factor from real-time dynamics is specified here.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"The temperature parameter kT is required for SampledCorrelations calculations, and will be used to perform classical-to-quantum rescaling of intensities. If kT = nothing, then intensities will be provided according to the classical Boltzmann distribution.","category":"page"},{"location":"structure-factor.html#The-instantaneous-structure-factor","page":"Structure Factor Conventions","title":"The instantaneous structure factor","text":"","category":"section"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Use intensities_static to calculate mathcalS(𝐪), i.e.,  correlations that are \"instantaneous\" in real-time. Mathematically, mathcalS(𝐪) denotes an integral of the dynamical structure factor mathcalS(𝐪 ω) over all energies ω. In SpinWaveTheory, the energy integral becomes a discrete sum over bands. In SampledCorrelations, a classical-to-quantum correction factor will be applied within intensities prior to energy integration.","category":"page"},{"location":"structure-factor.html","page":"Structure Factor Conventions","title":"Structure Factor Conventions","text":"Sunny also supports a mechanism to calculate static correlations without any spin dynamics. To collect such statistics, construct a SampledCorrelationsStatic object. In this case, intensities_static will return static correlations sampled from the classical Boltzmann distribution. This dynamics-free approach is faster, but may miss important features that derive from the quantum mechanical excitation spectrum.","category":"page"},{"location":"writevtk.html#ParaView-Rendering","page":"ParaView Rendering","title":"ParaView Rendering","text":"","category":"section"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"The 4D correlation data produced by Sunny is too high-dimensional to visualize directly. This page describes how to export 3D slices of correlation data from Sunny to the Visual ToolKit (VTK) format, which is compatible with the ParaView visualization software. ParaView supports volumetric rendering:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"<img src=\"./assets/paraviewrender.jpg\" style=\"margin: 30px; \" width=\"400\">","category":"page"},{"location":"writevtk.html#Simulation-data","page":"ParaView Rendering","title":"Simulation data","text":"","category":"section"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"First, generate some correlation data in Sunny. We will use a 2D lattice, since the correlation data S(Q_xQ_yomega) is 3D and can be exported in its entirety. The following code sets up the system, thermalizes it, and records the correlation data in a SampledCorrelations called dsf.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"using Sunny\n\nlatvecs = lattice_vectors(8.,8.,12.,90,100,90)\npositions = [[0,0,0]]\ntypes = [\"Cu\"]\nformfactors = [FormFactor(\"Cu2\")]\nxtal = Crystal(latvecs, positions; types)\n\nsys = System(xtal, [1 => Moment(s=1/2, g=2)], :SUN; dims=(12, 12, 1), seed=1)\n\nJ = 10.\nset_exchange!(sys, J, Bond(1,1,[1,0,0]))\nset_exchange!(sys, J, Bond(1,1,[0,1,0]))\n\ndt = 0.01\nkT = 0.5\nlangevin = Langevin(dt; damping=0.5, kT)\nrandomize_spins!(sys)\nfor i in 1:10_000 # Long enough to reach equilibrium\n    step!(sys, langevin)\nend \n\nωmax=10.\ndsf = SampledCorrelations(sys; dt, energies=range(0, ωmax, 48))\n\nnsamples = 10\nfor _ in 1:nsamples\n    for _ in 1:1000 \n        step!(sys, langevin)\n    end\n    add_sample!(dsf, sys)\nend","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"The default histogram BinningParameters are already integrated over the z direction because the system is 2D:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"unit_resolution_binning_parameters(dsf)","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"⊡    12 bins from -0.042 to +0.958 along [+1.27 dx] (Δ = 0.065)\n⊡    12 bins from -0.042 to +0.958 along [+1.27 dy] (Δ = 0.065)\n∫ Integrated from +0.000 to +0.000 along [-0.33 dx +1.88 dz] (Δ = 0.524)\n⊡    48 bins from -0.107 to +10.134 along [+1.00 dE] (Δ = 0.213)","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"The histogram is very oblong; it's approximately 1x1x10. To make it a nicer shape, we will rescale the energy axis to be be fractions of ωmax:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"params = unit_resolution_binning_parameters(dsf)\nscale_factor = ωmax\nparams.binend[4] /= scale_factor\nparams.binstart[4] /= scale_factor\nparams.binwidth[4] /= scale_factor\nparams.covectors[4,:] ./= scale_factor","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"Doing this changes the last axis of the histogram to fit in [0,1]:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"⊡    49 bins from -0.011 to +1.013 along [+0.10 dE] (Δ = 0.213)","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"Now that our histogram is a cube, we compute the intensity in the histogram bins using the usual intensities_binned:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"formula = intensity_formula(dsf, :trace)\nsignal, counts = intensities_binned(dsf, params; formula)\nintensity = signal ./ counts","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"Now that we have our intensity data and the binning parameters, we can export to VTK format using export_vtk and move to ParaView for the visualization.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"# Importing WriteVTK enables Sunny's export-to-VTK functions\nimport WriteVTK\n\n# [1,2,4] specifies that the (x,y,z) axes in ParaView are (Qx,Qy,ω)\nexport_vtk(\"square_lattice\", params, intensity; dims_kept = [1,2,4])\n# Writes a file square_lattice.vti in the current directory","category":"page"},{"location":"writevtk.html#Loading-in-ParaView","page":"ParaView Rendering","title":"Loading in ParaView","text":"","category":"section"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"In ParaView, use File > Open to open square_lattice.vti. This will add the file to the Pipeline Browser with a closed eye icon, indicating that the data is ready to be loaded.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"In the Properties panel, both bin_centers and data will be selected for import by default. Uncheck bin_centers because we don't need that information for the visualization. Click the green Apply button to load the data.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"By default, only the outline of the data is shown in the 3D viewport. Since we adjusted the energy axis, the outline is a 1x1x1 cube. Optionally enable the axes grid under \"View\", and customize using the adjacent edit button.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"<img src=\"./assets/paraviewimport.png\" style=\"margin: 30px;\" width=\"200\">","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"To enable the volumetric render:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"Select \"Volume\" from the \"Representation\" drop-down menu under \"Display\".\nThe \"Coloring\" drop-down should automatically select data because it's the only data loaded.\nOpen the Color Map Editor to adjust the opacity of the fog, which may be too faint to see by default.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"<img src=\"./assets/paraviewvolume.png\" style=\"margin: 30px; \" width=\"400\">","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"Depending on your computer and your dataset size, the volumetric rendering may be slow, but our dataset is relatively small, so the render should be fast.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"If nothing shows up at first, don't despair. Often, there are Bragg-like peaks in the correlation data which outshine everything else. To see this, enable Display Data Histogram in the Color Map Editor panel. To zoom in on the lower-intensity data, click and drag the right side handle of the opacity transfer function box to the middle a few times.","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"<img src=\"./assets/paraviewcolormap.png\" style=\"margin: 30px; \" width=\"200\">","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"After suitable color mapping, the dispersion curve should become visible:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"<img src=\"./assets/paraviewrender.jpg\" style=\"margin: 30px; \" width=\"400\">","category":"page"},{"location":"writevtk.html#Experiment-data","page":"ParaView Rendering","title":"Experiment data","text":"","category":"section"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"Note that since only the data and binning parameters are required for exporting to VTK, experiment data can be exported in the same way. For example, to visualize S(Q_xQ_yQ_z), do this:","category":"page"},{"location":"writevtk.html","page":"ParaView Rendering","title":"ParaView Rendering","text":"# Load 4D histogram data from Mantid\nparams, signal = load_nxs(\"experiment_data.nxs\")\n\n# Integrate out the energy axis so we are 3D\nintegrate_axes!(params; axes = 4)\nsignal = sum(signal; dims = 4)\n\n# Export to ParaView\nexport_vtk(\"experiment_data_as_vtk\", params, signal)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"EditURL = \"../../../examples/01_LSWT_CoRh2O4.jl\"","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#1.-Spin-wave-simulations-of-CoRhO","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"This tutorial introduces Sunny through its features for performing conventional spin wave theory calculations. We consider the crystal CoRh₂O₄ and reproduce the calculations of Ge et al., Phys. Rev. B 96, 064413.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Get-Julia-and-Sunny","page":"1. Spin wave simulations of CoRh₂O₄","title":"Get Julia and Sunny","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Sunny is implemented in Julia, which allows for interactive development (like Python or Matlab) while also providing high numerical efficiency (like C++ or Fortran). New Julia users should begin with our Getting Started guide. Sunny requires Julia 1.10 or later.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"From the Julia prompt, load Sunny and also GLMakie for graphics.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"If these packages are not yet installed, Julia will offer to install them. If executing this tutorial gives an error, you may need to update Sunny and GLMakie from the built-in package manager.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Units","page":"1. Spin wave simulations of CoRh₂O₄","title":"Units","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"The Units object selects reference energy and length scales, and uses these to provide physical constants. For example, units.K returns one kelvin as 0.086 meV, where the Boltzmann constant is implicit.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"units = Units(:meV, :angstrom);\nnothing #hide","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Crystal-cell","page":"1. Spin wave simulations of CoRh₂O₄","title":"Crystal cell","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"A crystallographic cell may be loaded from a .cif file, or specified from atom positions and types.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Start by defining the shape of the conventional chemical cell. CoRh₂O₄ has cubic spacegroup 227 (Fd-3m). Its lattice constants are 8.5 Å, and the cell angles are 90°. With this information, lattice_vectors constructs a 3×3 matrix latvecs. Columns of latvecs define the lattice vectors (𝐚_1 𝐚_2 𝐚_3) in the global Cartesian coordinate system. Conversely, columns of inv(latvecs) define the global Cartesian axes (hatx haty hatz) in components of the lattice vectors.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"a = 8.5031 # (Å)\nlatvecs = lattice_vectors(a, a, a, 90, 90, 90)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Construct the Crystal cell from the spacegroup number 227 and one representative atom of each occupied Wyckoff. In the standard setting of spacegroup 227, position [0, 0, 0] belongs to Wyckoff 8a, which is the diamond cubic crystal.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"positions = [[0, 0, 0]]\ncryst = Crystal(latvecs, positions, 227; types=[\"Co\"], setting=\"1\")","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"view_crystal launches an interface for interactive inspection and symmetry analysis.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"view_crystal(cryst)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Spin-system","page":"1. Spin wave simulations of CoRh₂O₄","title":"Spin system","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"A System will define the spin model. Each cobalt atom carries quantum spin s = 32, with a g-factor of 2. Specify this Moment data for cobalt atom 1. By symmetry, the same moment data also applies to cobalt atoms 2, 3, ... 7. The option :dipole indicates a traditional model type, for which quantum spin is modeled as a dipole expectation value.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"sys = System(cryst, [1 => Moment(s=3/2, g=2)], :dipole)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Ge et al. demonstrated that inelastic neutron scattering data for CoRh₂O₄ is well modeled by antiferromagnetic nearest neighbor exchange, J = 0.63 meV. Call set_exchange! with the bond that connects atom 1 to atom 3, and has zero displacement between chemical cells. Consistent with the symmetries of spacegroup 227, this interaction will be propagated to all other nearest-neighbor bonds. Calling view_crystal with sys now shows the antiferromagnetic Heisenberg interactions as blue polkadot spheres.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"J = +0.63 # (meV)\nset_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))\nview_crystal(sys)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Optimizing-spins","page":"1. Spin wave simulations of CoRh₂O₄","title":"Optimizing spins","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"To search for the ground state, call randomize_spins! and minimize_energy! in sequence. For this problem, optimization converges rapidly to the expected Néel order. See this with plot_spins, where spins are colored according to their global z-component.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; color=[S[3] for S in sys.dipoles])","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"The diamond lattice is bipartite, allowing each spin to perfectly anti-align with its 4 nearest-neighbors. Each of these 4 bonds contribute -J s^2 to the total energy. Two sites participate in each bond, so the energy per site is -2 J s^2. Check this by calling energy_per_site.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"@assert energy_per_site(sys) ≈ -2J*(3/2)^2","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Reshaping-the-magnetic-cell","page":"1. Spin wave simulations of CoRh₂O₄","title":"Reshaping the magnetic cell","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"The most compact magnetic cell for this Néel order is a primitive unit cell. Reduce the magnetic cell size using reshape_supercell, where columns of the shape matrix are primitive lattice vectors as multiples of the conventional cubic lattice vectors (𝐚_1 𝐚_2 𝐚_3). One could alternatively use shape = cryst.latvecs \\ cryst.prim_latvecs. Verify that the energy per site is unchanged after the reshaping the supercell.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"shape = [0 1 1;\n         1 0 1;\n         1 1 0] / 2\nsys_prim = reshape_supercell(sys, shape)\n@assert energy_per_site(sys_prim) ≈ -2J*(3/2)^2","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Plotting sys_prim shows the two spins within the primitive cell, as well as the larger conventional cubic cell for context.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"plot_spins(sys_prim; color=[S[3] for S in sys_prim.dipoles])","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#Spin-wave-theory","page":"1. Spin wave simulations of CoRh₂O₄","title":"Spin wave theory","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"With this primitive cell, we will perform a SpinWaveTheory calculation of the structure factor mathcalS(𝐪ω). The measurement ssf_perp indicates projection of the spin structure factor mathcalS(𝐪ω) perpendicular to the direction of momentum transfer, as appropriate for unpolarized neutron scattering. The isotropic FormFactor for Co²⁺ dampens intensities at large 𝐪.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"formfactors = [1 => FormFactor(\"Co2\")]\nmeasure = ssf_perp(sys_prim; formfactors)\nswt = SpinWaveTheory(sys_prim; measure)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Select lorentzian broadening with a full-width at half-maximum (FWHM) of 0.8 meV.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"kernel = lorentzian(fwhm=0.8)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Define a q_space_path that connects high-symmetry points in reciprocal space. The 𝐪-points are given in reciprocal lattice units (RLU) for the original cubic cell. For example, [1/2, 1/2, 0] denotes the sum of the first two reciprocal lattice vectors, 𝐛_12 + 𝐛_22. A total of 500 𝐪-points will be sampled along the path.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"qs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]\npath = q_space_path(cryst, qs, 500)","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Calculate single-crystal scattering intensities along this path, for energies between 0 and 6 meV. Use plot_intensities to visualize the result.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"energies = range(0, 6, 300)\nres = intensities(swt, path; energies, kernel)\nplot_intensities(res; units, title=\"CoRh₂O₄ LSWT\")","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"Sometimes experimental data is only available as a powder average, i.e., as an average over all possible crystal orientations. Use powder_average to simulate these intensities. Each 𝐪-magnitude defines a spherical shell in reciprocal space. Consider 200 radii from 0 to 3 inverse angstroms, and collect 2000 random samples per spherical shell. As configured, this calculation completes in about two seconds. Had we used the conventional cubic cell, the calculation would be an order of magnitude slower.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"radii = range(0, 3, 200) # (1/Å)\nres = powder_average(cryst, radii, 2000) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units, saturation=1.0, title=\"CoRh₂O₄ Powder Average\")","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"This result can be compared to experimental neutron scattering data from Fig. 5 of Ge et al.","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"<img width=\"95%\" src=\"https://raw.githubusercontent.com/SunnySuite/Sunny.jl/main/docs/src/assets/CoRh2O4_intensity.jpg\">","category":"page"},{"location":"examples/01_LSWT_CoRh2O4.html#What's-next?","page":"1. Spin wave simulations of CoRh₂O₄","title":"What's next?","text":"","category":"section"},{"location":"examples/01_LSWT_CoRh2O4.html","page":"1. Spin wave simulations of CoRh₂O₄","title":"1. Spin wave simulations of CoRh₂O₄","text":"For more spin wave calculations of this type, browse the SpinW tutorials ported to Sunny.\nSpin wave theory neglects thermal fluctuations of the magnetic order. The next CoRh₂O₄ tutorial demonstrates how to sample spins in thermal equilibrium, and measure dynamical correlations from the classical spin dynamics.\nSunny also offers features that go beyond the dipole approximation of a quantum spin via the theory of SU(N) coherent states. This can be especially useful for systems with strong single-ion anisotropy, as demonstrated in the FeI₂ tutorial.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"EditURL = \"../../../examples/04_GSD_FeI2.jl\"","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/04_GSD_FeI2.html#4.-Generalized-spin-dynamics-of-FeI-at-finite-*T*","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"","category":"section"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"The previous FeI₂ tutorial used multi-flavor spin wave theory to calculate the dynamical spin structure factor. This tutorial performs an analogous calculation at finite temperature using the classical dynamics of SU(N) coherent states.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Compared to spin wave theory, classical spin dynamics in real-space is typically much slower, and is limited in 𝐪-space resolution. The approach, however, allows for thermal fluctuations, can be used to explore finite temperature phases, and enables the study of highly non-equilibrium processes.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"The structure of this tutorial largely follows the previous study of CoRh₂O₄ at finite T. The main difference is that CoRh₂O₄ can be well described with :dipole mode, whereas FeI₂ is best modeled using :SUN mode, owing to its strong easy-axis anisotropy.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Construct the FeI₂ system as previously described.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"using Sunny, GLMakie\n\nunits = Units(:meV, :angstrom)\na = b = 4.05012\nc = 6.75214\nlatvecs = lattice_vectors(a, b, c, 90, 90, 120)\ncryst = Crystal(latvecs, [[0,0,0]], 164; types=[\"Fe\"])\n\nsys = System(cryst, [1 => Moment(s=1, g=2)], :SUN)\nJ1pm   = -0.236\nJ1pmpm = -0.161\nJ1zpm  = -0.261\nJ2pm   = 0.026\nJ3pm   = 0.166\nJ′0pm  = 0.037\nJ′1pm  = 0.013\nJ′2apm = 0.068\nJ1zz   = -0.236\nJ2zz   = 0.113\nJ3zz   = 0.211\nJ′0zz  = -0.036\nJ′1zz  = 0.051\nJ′2azz = 0.073\nJ1xx = J1pm + J1pmpm\nJ1yy = J1pm - J1pmpm\nJ1yz = J1zpm\nset_exchange!(sys, [J1xx 0.0 0.0; 0.0 J1yy J1yz; 0.0 J1yz J1zz], Bond(1,1,[1,0,0]))\nset_exchange!(sys, [J2pm 0.0 0.0; 0.0 J2pm 0.0; 0.0 0.0 J2zz], Bond(1,1,[1,2,0]))\nset_exchange!(sys, [J3pm 0.0 0.0; 0.0 J3pm 0.0; 0.0 0.0 J3zz], Bond(1,1,[2,0,0]))\nset_exchange!(sys, [J′0pm 0.0 0.0; 0.0 J′0pm 0.0; 0.0 0.0 J′0zz], Bond(1,1,[0,0,1]))\nset_exchange!(sys, [J′1pm 0.0 0.0; 0.0 J′1pm 0.0; 0.0 0.0 J′1zz], Bond(1,1,[1,0,1]))\nset_exchange!(sys, [J′2apm 0.0 0.0; 0.0 J′2apm 0.0; 0.0 0.0 J′2azz], Bond(1,1,[1,2,1]))\nD = 2.165\nset_onsite_coupling!(sys, S -> -D*S[3]^2, 1)","category":"page"},{"location":"examples/04_GSD_FeI2.html#Thermalization","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"Thermalization","text":"","category":"section"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"To study thermal fluctuations in real-space, use a large system size with 16×16×4 copies of the chemical cell.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"sys = resize_supercell(sys, (16, 16, 4))","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Direct optimization via minimize_energy! is susceptible to trapping in a local minimum. An alternative approach is to simulate the system using Langevin spin dynamics. This requires a bit more set-up, but allows sampling from thermal equilibrium at any target temperature. Select the temperature 2.3 K ≈ 0.2 meV. This temperature is small enough to magnetically order, but large enough so that the dynamics can readily overcome local energy barriers and annihilate defects.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"langevin = Langevin(; damping=0.2, kT=2.3*units.K)","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Use suggest_timestep to select an integration timestep for the error tolerance tol=1e-2. Initializing sys to some low-energy configuration usually works well.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"randomize_spins!(sys)\nminimize_energy!(sys; maxiters=10)\nsuggest_timestep(sys, langevin; tol=1e-2)\nlangevin.dt = 0.03;\nnothing #hide","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Run a Langevin trajectory for 10,000 time-steps and plot the spins. The magnetic order is present, but may be difficult to see.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"for _ in 1:10_000\n    step!(sys, langevin)\nend\nplot_spins(sys; color=[S[3] for S in sys.dipoles])","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Verify the expected two-up, two-down spiral magnetic order by calling print_wrapped_intensities. A single propagation wavevector 𝐤 dominates the static intensity in mathcalS(𝐪), indicating the expected 2 up, 2 down magnetic spiral order. A smaller amount of intensity is spread among many other wavevectors due to thermal fluctuations.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"print_wrapped_intensities(sys)","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Thermalization has not substantially altered the suggested dt.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"suggest_timestep(sys, langevin; tol=1e-2)","category":"page"},{"location":"examples/04_GSD_FeI2.html#Structure-factor-in-the-paramagnetic-phase","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"Structure factor in the paramagnetic phase","text":"","category":"section"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"The remainder of this tutorial will focus on the paramagnetic phase. Re-thermalize the system to the temperature of 3.5 K ≈ 0.30 meV.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"langevin.kT = 3.5 * units.K\nfor _ in 1:10_000\n    step!(sys, langevin)\nend","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"The suggested timestep has increased slightly. Following this suggestion will make the simulations a bit faster.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"suggest_timestep(sys, langevin; tol=1e-2)\nlangevin.dt = 0.040;\nnothing #hide","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Collect dynamical spin structure factor data using SampledCorrelations. This procedure involves sampling spin configurations from thermal equilibrium and using the spin dynamics of SU(N) coherent states to estimate dynamical correlations. With proper classical-to-quantum corrections, the associated structure factor intensities S^αβ(qω) can be compared with finite-temperature inelastic neutron scattering data. Incorporate the FormFactor appropriate to Fe²⁺.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"dt = 2*langevin.dt\nenergies = range(0, 7.5, 120)\nformfactors = [1 => FormFactor(\"Fe2\"; g_lande=3/2)]\nsc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys; formfactors))","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"The function add_sample! will collect data by running a dynamical trajectory starting from the current system configuration.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"add_sample!(sc, sys)","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"To collect additional data, it is required to re-sample the spin configuration from the thermal distribution. Statistical error is reduced by fully decorrelating the spin configurations between calls to add_sample!.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"for _ in 1:2\n    for _ in 1:1000               # Enough steps to decorrelate spins\n        step!(sys, langevin)\n    end\n    add_sample!(sc, sys)\nend","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Perform an intensity calculation for two special 𝐪-points in reciprocal lattice units (RLU). A classical-to-quantum rescaling of normal mode occupations will be performed according to the temperature kT. The large statistical noise could be reduced by averaging over more thermal samples.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"res = intensities(sc, [[0, 0, 0], [0.5, 0.5, 0.5]]; energies, langevin.kT)\nfig = lines(res.energies, res.data[:, 1]; axis=(xlabel=\"meV\", ylabel=\"Intensity\"), label=\"(0,0,0)\")\nlines!(res.energies, res.data[:, 2]; label=\"(π,π,π)\")\naxislegend()\nfig","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"Next, we will measure intensities along a q_space_path that connects high symmetry points. Because this is a real-space calculation, data is only available for discrete 𝐪 modes, with resolution that scales inversely to linear system size. Intensities at ω = 0 dominate, so to enhance visibility, we restrict the color range empirically.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"qs = [[0,   0, 0],  # List of wave vectors that define a path\n      [1,   0, 0],\n      [0,   1, 0],\n      [1/2, 0, 0],\n      [0,   1, 0],\n      [0,   0, 0]]\nqpath = q_space_path(cryst, qs, 500)\nres = intensities(sc, qpath; energies, langevin.kT)\nplot_intensities(res; colorrange=(0.0, 1.0), title=\"Intensities at T = 2.3 K\")","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"One can also view the intensity along a q_space_grid for a fixed energy value. Alternatively, use intensities_static to integrate over all available energies.","category":"page"},{"location":"examples/04_GSD_FeI2.html","page":"4. Generalized spin dynamics of FeI₂ at finite T","title":"4. Generalized spin dynamics of FeI₂ at finite T","text":"grid = q_space_grid(cryst, [1, 0, 0], range(-1.5, 1.5, 300), [0, 1, 0], (-1.5, 1.5); orthogonalize=true)\nres = intensities(sc, grid; energies=[3.5], langevin.kT)\nplot_intensities(res; title=\"Intensity slice at ω = 3.5 meV\")","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"EditURL = \"../../../../examples/spinw_tutorials/SW08_sqrt3_kagome_AFM.jl\"","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html#SW08-33-kagome-antiferromagnet","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"","category":"section"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"This is a Sunny port of SpinW Tutorial 8, originally authored by Bjorn Fak and Sandor Toth. It calculates the linear spin wave theory spectrum for the sqrt3 times sqrt3 order of a kagome antiferromagnet.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(6, 6, 40, 90, 90, 120)\ncryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\nview_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Construct a spin system with nearest neighbor antiferromagnetic exchange.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\nJ = 1.0\nset_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Initialize to an energy minimizing magnetic structure, for which nearest-neighbor spins are at 120° angles.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"set_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 1))\nset_dipole!(sys, [cos(0), sin(0), 0], (1, 1, 1, 2))\nset_dipole!(sys, [cos(2π/3), sin(2π/3), 0], (1, 1, 1, 3))\nk = [-1/3, -1/3, 0]\naxis = [0, 0, 1]\nsys_enlarged = repeat_periodically_as_spiral(sys, (3, 3, 1); k, axis)\nplot_spins(sys_enlarged; ndims=2)","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Check energy per site. Each site participates in 4 bonds with energy Jcos(2π3). Factor of 1/2 avoids double counting. The two calculation methods agree.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"@assert energy_per_site(sys_enlarged) ≈ (4/2)*J*cos(2π/3)\n@assert spiral_energy_per_site(sys; k, axis) ≈ (4/2)*J*cos(2π/3)","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Calculate and plot intensities for a path through 𝐪-space using two calculation methods. The two methods agree in intensity, but the \"supercell method\" gives rise to ghost modes in the dispersion that have zero intensity.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"qs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\npath = q_space_path(cryst, qs, 400)\n\nfig = Figure(size=(768, 300))\nswt = SpinWaveTheory(sys_enlarged; measure=ssf_perp(sys_enlarged))\nres = intensities_bands(swt, path)\nplot_intensities!(fig[1, 1], res; units, saturation=0.5,title=\"Supercell method\")\nswt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)\nres = intensities_bands(swt, path)\nplot_intensities!(fig[1, 2], res; units, saturation=0.5, title=\"Spiral method\")\nfig","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"Calculate and plot the powder averaged spectrum. Continuing to use the \"spiral method\", this calculation executes in about two seconds. Because the intensities are dominated by a flat band at zero energy transfer, select an empirical colorrange that brings the lower-intensity features into focus.","category":"page"},{"location":"examples/spinw/SW08_sqrt3_kagome_AFM.html","page":"SW08 - √3×√3 kagome antiferromagnet","title":"SW08 - √3×√3 kagome antiferromagnet","text":"radii = range(0, 2.5, 200)\nenergies = range(0, 3, 200)\nkernel = gaussian(fwhm=0.05)\nres = powder_average(cryst, radii, 200) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units, colorrange=(0,20))","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"EditURL = \"../../../../examples/spinw_tutorials/SW10_Energy_cut.jl\"","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html#SW10-Energy-cut-on-square-lattice","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"","category":"section"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"This is a Sunny port of SpinW Tutorial 10, originally authored by Sandor Toth. It calculates the spin wave spectrum on a constant energy cut of the frustrated square lattice.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Define the chemical cell for the 2D square lattice.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(1.0, 1.0, 3.0, 90, 90, 90)\ncryst = Crystal(latvecs, [[0, 0, 0]])","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Construct a spin system with nearest-neighbor antiferomagnetic interactions of 1.0 meV. Energy minimization yields the expected Néel order on the 2×2 magnetic cell.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))\nset_exchange!(sys, 1.0, Bond(1, 1, [1, 0, 0]))\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Define a 2D slice through 𝐪-space with q_space_grid.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"grid = q_space_grid(cryst, [1, 0, 0], range(0, 2, 201), [0, 1, 0], range(0, 2, 201))","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Calculate and plot a constant energy cut at the precise value of 3.75 meV. Apply a line broadening with a full-width half-max of 0.2 meV to approximately capture intensities between 3.5 and 4.0 meV.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nres = intensities(swt, grid; energies=[3.75], kernel=gaussian(fwhm=0.2))\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"Integrate intensities between 3.5 and 4 meV using intensities_static with the bounds option.","category":"page"},{"location":"examples/spinw/SW10_Energy_cut.html","page":"SW10 - Energy cut on square lattice","title":"SW10 - Energy cut on square lattice","text":"res = intensities_static(swt, grid; bounds=(3.5, 4.01))\nplot_intensities(res; units)","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"EditURL = \"../../../examples/08_Momentum_Conventions.jl\"","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/08_Momentum_Conventions.html#8.-Momentum-transfer-conventions","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"","category":"section"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"This example illustrates Sunny's conventions for dynamical structure factor intensities, mathcalS(𝐪ω), as documented in the page Structure Factor Conventions. The variables 𝐪 and ω describe momentum and energy transfer to the sample.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"For systems without inversion-symmetry, the structure factor intensities at  𝐪 may be inequivalent. To highlight this, consider a simple 1D chain that includes only Dzyaloshinskii–Moriya interactions between neighboring sites. Coupling to an external field then breaks time-reversal symmetry, giving rise to an inequivalence of intensities mathcalS(𝐪ω)","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"Selecting the P1 spacegroup will effectively disable all symmetry analysis. This can be a convenient way to avoid symmetry-imposed constraints on the couplings. A disadvantage is that all bonds are treated as inequivalent, and Sunny will therefore not be able to propagate any couplings between bonds.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"latvecs = lattice_vectors(2, 2, 1, 90, 90, 90)\ncryst = Crystal(latvecs, [[0,0,0]], \"P1\")","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"Construct a 1D chain system that extends along the global Cartesian z axis. The Hamiltonian includes DM and Zeeman coupling terms, ℋ = _j D z  (𝐒_j  𝐒_j+1) - _j 𝐁  μ_j, where μ_j = - g 𝐒_j is the magnetic_moment and 𝐁  z.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(1, 1, 25))\nD = 0.1\nB = 5D\nset_exchange!(sys, dmvec([0, 0, D]), Bond(1, 1, [0, 0, 1]))\nset_field!(sys, [0, 0, B])","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"The large external field fully polarizes the system. Here, the DM coupling contributes nothing, leaving only Zeeman coupling.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"randomize_spins!(sys)\nminimize_energy!(sys)\n@assert energy_per_site(sys) ≈ -10D","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"Sample from the classical Boltzmann distribution at a low temperature.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"dt = 0.1\nkT = 0.02\ndamping = 0.1\nlangevin = Langevin(dt; kT, damping)\nsuggest_timestep(sys, langevin; tol=1e-2)\nfor _ in 1:10_000\n    step!(sys, langevin)\nend","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"The Zeeman coupling polarizes the magnetic moments in the 𝐁  z direction. The spin dipoles, however, are anti-aligned with the magnetic moments, and therefore point towards -z. This is shown below.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"plot_spins(sys)","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"Estimate the dynamical structure factor using classical dynamics.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"sc = SampledCorrelations(sys; dt, energies=range(0, 15D, 100), measure=ssf_trace(sys))\nadd_sample!(sc, sys)\nnsamples = 100\nfor _ in 1:nsamples\n    for _ in 1:1_000\n        step!(sys, langevin)\n    end\n    add_sample!(sc, sys)\nend\npath = q_space_path(cryst, [[0,0,-1/2], [0,0,+1/2]], 400)\nres1 = intensities(sc, path; energies=:available, kT)","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"Calculate the same quantity with linear spin wave theory at T = 0. Because the ground state is fully polarized, the required magnetic cell is a 111 grid of chemical unit cells.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"sys_small = resize_supercell(sys, (1,1,1))\nminimize_energy!(sys_small)\nswt = SpinWaveTheory(sys_small; measure=ssf_trace(sys_small))\nres2 = intensities_bands(swt, path)","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"This model system has a single magnon band with dispersion ϵ(𝐪) = 1 - DB sin(2πq₃) and uniform intensity. Both calculation methods reproduce this analytical solution. Observe that 𝐪 and -𝐪 are inequivalent. The structure factor calculated from classical dynamics additionally shows an elastic peak at 𝐪 = 000, reflecting the ferromagnetic ground state.","category":"page"},{"location":"examples/08_Momentum_Conventions.html","page":"8. Momentum transfer conventions","title":"8. Momentum transfer conventions","text":"fig = Figure(size=(768, 300))\nplot_intensities!(fig[1, 1], res1; title=\"Classical dynamics\")\nplot_intensities!(fig[1, 2], res2; title=\"Spin wave theory\")\nfig","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"EditURL = \"../../../examples/06_CP2_Skyrmions.jl\"","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html#6.-Dynamical-quench-into-CP-skyrmion-liquid","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"","category":"section"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"This example demonstrates a non-equilibrium study of SU(3) spin dynamics leading to the formation of a CP² skyrmion liquid. As proposed in Zhang et al., Nature Communications 14, 3626 (2023), CP² skyrmions are topological defects that involve both the dipolar and quadrupolar parts of quantum spin-1, and can be studied using the formalism SU(3) coherent states.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"This study uses the SU(N) generalization of Landau-Lifshitz spin dynamics, with Langevin coupling to a thermal bath, as described in Dahlbom et al., Phys. Rev. B 106, 235154 (2022). Beginning from an initial high-temperature state, the dynamics following a rapid quench in temperature gives rise a disordered liquid of CP² skyrmions.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Begin with a Crystal cell for the triangular lattice.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"lat_vecs = lattice_vectors(1, 1, 10, 90, 90, 120)\npositions = [[0, 0, 0]]\ncryst = Crystal(lat_vecs, positions)","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Create a spin System containing LL cells. Following previous worse, select g=-1 so that the Zeeman coupling has the form -𝐁𝐬.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"L = 40\nsys = System(cryst, [1 => Moment(s=1, g=-1)], :SUN; dims=(L, L, 1))","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"The Hamiltonian,","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"mathcalH = sum_langle ij rangle J_ij( hatS_i^x hatS_j^x + hatS_i^y hatS_j^y + DeltahatS_i^z hatS_j^z) - hsum_ihatS_i^z + Dsum_i(hatS_i^z)^2","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"contains competing ferromagnetic first-neighbor and antiferromagnetic second-neighbor exchange terms on a triangular lattice. Both exchange matrices include anisotropy in the hatz direction. Additionally, there is an external magnetic field h and an easy-plane single-ion anisotropy D. Select parameters for a point in the Zhang et al. phase diagram where the CP² skyrmions are stable.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"J1 = -1           # Nearest-neighbor ferromagnetic\nJ2 = (2.0/(1+√5)) # Tune competing exchange to set skyrmion scale length\nΔ = 2.6           # Exchange anisotropy\n\nex1 = J1 * [1 0 0;\n            0 1 0;\n            0 0 Δ]\nex2 = J2 * [1 0 0;\n            0 1 0;\n            0 0 Δ]\nset_exchange!(sys, ex1, Bond(1, 1, [1, 0, 0]))\nset_exchange!(sys, ex2, Bond(1, 1, [1, 2, 0]))\n\nh = 15.5         # External field in energy units\nfield = set_field!(sys, [0, 0, h])\n\nD = 19.0         # Easy-plane anisotropy\nset_onsite_coupling!(sys, S -> D*S[3]^2, 1)","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Initialize system to an infinite temperature (fully randomized) initial condition.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"We will study a temperature quench process using a generalized Langevin spin dynamics. In this SU(3) treatment of quantum spin-1, the dynamics include coupled dipoles and quadrupoles. Select a relatively small damping magnitude to overcome local minima, and disable thermal fluctuations.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"damping = 0.05\nkT = 0;\nnothing #hide","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"The first step is to estimate a reasonable integration timestep dt. In this case, a random spin configuration gives a tighter bound than does an energy-minimized configuration. A relatively large error tolerance is OK for this phenomenological study.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"randomize_spins!(sys)\nintegrator = Langevin(; damping, kT)\nsuggest_timestep(sys, integrator; tol=0.05)","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Apply the suggested timestep.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"integrator.dt = 0.01;\nnothing #hide","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Now run the dynamical quench starting from a randomized configuration. The field frames stores the system spin configuration, as SU(3) coherent states, at three different times during the quenching process.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"randomize_spins!(sys)\nτs = [4, 16, 256]   # Times to record snapshots\nframes = []         # Empty array to store snapshots\nfor i in eachindex(τs)\n    dur = i == 1 ? τs[1] : τs[i] - τs[i-1] # Determine the length of time to simulate\n    numsteps = round(Int, dur/integrator.dt)\n    for _ in 1:numsteps                    # Perform the integration\n        step!(sys, integrator)\n    end\n    push!(frames, copy(sys.coherents))     # Save a snapshot spin configuration\nend","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"Visualize the state of the system contained in each snapshot by plotting the SU(3) Berry phase curvature over triangular plaquettes. This is a measure of CP² skyrmion density. The function plot_triangular_plaquettes is not part of the core Sunny package, but rather something you could define yourself using Makie. Find this helper function at examples/extra/Plotting/.","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"include(pkgdir(Sunny, \"examples\", \"extra\", \"Plotting\", \"plotting2d.jl\"))\n\nfunction sun_berry_curvature(z₁, z₂, z₃)\n    z₁, z₂, z₃ = normalize.((z₁, z₂, z₃))\n    n₁ = z₁ ⋅ z₂\n    n₂ = z₂ ⋅ z₃\n    n₃ = z₃ ⋅ z₁\n    return angle(n₁ * n₂ * n₃)\nend\n\nplot_triangular_plaquettes(sun_berry_curvature, frames; size=(600, 200),\n    offset_spacing=10, texts=[\"\\tt = \"*string(τ) for τ in τs], text_offset=(0, 6)\n)","category":"page"},{"location":"examples/06_CP2_Skyrmions.html","page":"6. Dynamical quench into CP² skyrmion liquid","title":"6. Dynamical quench into CP² skyrmion liquid","text":"The times are given in hbarJ_1. The white background corresponds to a quantum paramagnetic state, where the local spin exhibits a strong quadrupole moment and little or no dipole moment. At late times, there are well-formed skyrmions of positive (red) and negative (blue) charge, and various metastable spin configurations. A full-sized version of this figure is available in Dahlbom et al..","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"EditURL = \"../../../../examples/spinw_tutorials/SW02_AFM_Heisenberg_chain.jl\"","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html#SW02-AFM-Heisenberg-chain","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"","category":"section"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"This is a Sunny port of SpinW Tutorial 2, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the antiferromagnetic Heisenberg nearest-neighbor spin chain.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Define the chemical cell for a 1D chain following the previous tutorial.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(3, 8, 8, 90, 90, 90)\ncryst = Crystal(latvecs, [[0, 0, 0]])\nview_crystal(cryst; ndims=2, ghost_radius=8)","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Unlike in the previous tutorial, here the magnetic cell should include 2×1×1 chemical cells to support antiferromagnetic (Néel) order along the chain.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 1, 1))","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Set a nearest neighbor interaction of J = +1 meV along the chain, and find the energy-minimizing Néel order. As before, a global rotation in spin-space is arbitrary.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"J = 1\nset_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2, ghost_radius=8)","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Perform a SpinWaveTheory calculation for a path between 000 and 100 in RLU.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[0,0,0], [1,0,0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"This system includes two bands that are fully degenerate in their dispersion.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"isapprox(res.disp[1, :], res.disp[2, :])","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"Plot the intensities summed over the two degenerate bands using the Makie lines function.","category":"page"},{"location":"examples/spinw/SW02_AFM_Heisenberg_chain.html","page":"SW02 - AFM Heisenberg chain","title":"SW02 - AFM Heisenberg chain","text":"xs = [q[1] for q in path.qs]\nys = log10.(res.data[1, :] + res.data[2, :])\nlines(xs, ys; axis=(; xlabel=\"[H, 0, 0]\", ylabel=\"Log intensity (dimensionless)\"))","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"EditURL = \"../../../../examples/spinw_tutorials/SW11_La2CuO4.jl\"","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html#SW11-LaCuO","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"","category":"section"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"This is a Sunny port of SpinW Tutorial 11, originally authored by Sandor Toth. It calculates the spin wave spectrum of La₂CuO₄.","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Load packages","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Build a square lattice for the the Cu²⁺ atoms. The lattice constant 1 Å is selected arbitrarily.","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(1, 1, 10, 90, 90, 90)\npositions = [[0, 0, 0]]\ntypes = [\"Cu\"]\ncryst = Crystal(latvecs, positions; types)\nview_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Build a spin system using the exchange parameters from R. Coldea, Phys. Rev. Lett. 86, 5377 (2001).","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"sys = System(cryst, [1 => Moment(s=1/2, g=2)], :dipole; dims=(2, 2, 1))\nJ   = 138.3\nJp  = 2\nJpp = 2\nJc  = 38\nset_exchange!(sys, J-Jc/2, Bond(1, 1, [1, 0, 0]))\nset_exchange!(sys, Jp-Jc/4, Bond(1, 1, [1, 1, 0]))\nset_exchange!(sys, Jpp, Bond(1, 1, [2, 0, 0]))","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Energy minimization yields the expected Néel order","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Plot the spin wave spectrum for a path through 𝐪-space. Apply a manual \"quantum correction\" that adjusts energy scale by the factor 1.18.","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"qs = [[3/4,1/4,0], [1/2, 1/2, 0], [1/2, 0, 0], [3/4, 1/4, 0], [1,0,0], [1/2 0 0]]\nlabels = [\"P\", \"M\", \"X\", \"P\", \"Γ\", \"X\"]\npath = q_space_path(cryst, qs, 400; labels)\nenergies = range(0, 320, 400)\nswt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nres = intensities(swt, path; energies, kernel=gaussian(fwhm=35))\nres.energies .*= 1.18\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"Plot instantaneous itensities, integrated over ω.","category":"page"},{"location":"examples/spinw/SW11_La2CuO4.html","page":"SW11 - La₂CuO₄","title":"SW11 - La₂CuO₄","text":"res = intensities_static(swt, path)\nplot_intensities(res; colorrange=(0,20), units)","category":"page"},{"location":"library.html#Library-API","page":"Library API","title":"Library API","text":"","category":"section"},{"location":"library.html","page":"Library API","title":"Library API","text":"This page describes the public types and functions exported by Sunny. This documentation can be also be accessed using the Julia help system (enter ? at the Julia command prompt).","category":"page"},{"location":"library.html","page":"Library API","title":"Library API","text":"","category":"page"},{"location":"library.html","page":"Library API","title":"Library API","text":"Modules = [Sunny]\nPrivate = false","category":"page"},{"location":"library.html#Sunny.Site","page":"Library API","title":"Sunny.Site","text":"(cell1, cell2, cell3, i) :: Site\n\nFour indices identifying a single site in a System. The first three indices select the unit cell and the last index selects the sublattice, i.e., the ith atom within the unit cell.\n\nThis object can be used to index dipoles and coherents fields of a System. A Site is also required to specify inhomogeneous interactions via functions such as set_field_at! or set_exchange_at!.\n\nNote that the definition of a cell may change when a system is reshaped. In this case, it is convenient to construct the Site using position_to_site, which always takes a position in fractional coordinates of the original lattice vectors.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.BinningParameters","page":"Library API","title":"Sunny.BinningParameters","text":"BinningParameters(binstart,binend,binwidth;covectors = I(4))\nBinningParameters(binstart,binend;numbins,covectors = I(4))\n\nDescribes a 4D parallelepided histogram in a format compatible with experimental Inelasitic Neutron Scattering data. See generate_mantid_script_from_binning_parameters to convert BinningParameters to a format understandable by the Mantid software, or load_nxs to load BinningParameters from a Mantid .nxs file.\n\nThe coordinates of the histogram axes are specified by multiplication of (q,ω) with each row of the covectors matrix, with q given in [R.L.U.]. Since the default covectors matrix is the identity matrix, the default axes are (qx,qy,qz,ω) in absolute units.\n\nThe convention for the binning scheme is that:\n\nThe left edge of the first bin starts at binstart\nThe bin width is binwidth\nThe last bin contains binend\nThere are no \"partial bins;\" the last bin may contain values greater than binend.\n\nA value can be binned by computing its bin index:\n\ncoords = covectors * value\nbin_ix = 1 .+ floor.(Int64,(coords .- binstart) ./ binwidth)\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.Bond","page":"Library API","title":"Sunny.Bond","text":"Bond(i, j, n)\n\nRepresents a bond between atom indices i and j. n is a vector of three integers specifying unit cell displacement in terms of lattice vectors.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.Crystal","page":"Library API","title":"Sunny.Crystal","text":"An object describing a crystallographic unit cell and its space group symmetry. Constructors are as follows:\n\nCrystal(filename; override_symmetry=false, symprec=nothing)\n\nReads the crystal from a .cif file located at the path filename. If override_symmetry=true, the spacegroup will be inferred based on atom positions and the returned unit cell may be reduced in size. For an mCIF file, the return value is the magnetic supercell, unless override_symmetry=true. If a precision for spacegroup symmetries cannot be inferred from the CIF file, it must be specified with symprec. The latvecs field of the returned Crystal will be in units of angstrom.\n\nCrystal(latvecs, positions; types=nothing, symprec=1e-5)\n\nConstructs a crystal from the complete list of atom positions positions, with coordinates (between 0 and 1) in units of lattice vectors latvecs. Spacegroup symmetry information is automatically inferred. The optional parameter types is a list of strings, one for each atom, and can be used to break symmetry-equivalence between atoms.\n\nCrystal(latvecs, positions, spacegroup_number; types=nothing, setting=nothing, symprec=1e-5)\n\nBuilds a crystal by applying symmetry operators for a given international spacegroup number. For certain spacegroups, there are multiple possible unit cell settings; in this case, a warning message will be printed, and a list of crystals will be returned, one for every possible setting. Alternatively, the optional setting string will disambiguate between unit cell conventions.\n\nCurrently, crystals built using only the spacegroup number will be missing some symmetry information. It is generally preferred to build a crystal from a .cif file or from the full specification of the unit cell.\n\nExamples\n\n# Read a Crystal from a .cif file\nCrystal(\"filename.cif\")\n\n# Build a BCC crystal in the conventional cubic unit cell by specifying both\n# atoms. The spacegroup 229 is inferred.\nlatvecs = lattice_vectors(1, 1, 1, 90, 90, 90)\npositions = [[0, 0, 0], [1/2, 1/2, 1/2]]\nCrystal(latvecs, positions)\n\n# Build a CsCl crystal (two simple cubic sublattices). Because of the distinct\n# atom types, the spacegroup number 221 is now inferred.\ntypes = [\"Na\", \"Cl\"]\ncryst = Crystal(latvecs, positions; types)\n\n# Build a diamond cubic crystal from its spacegroup number 227 and a single\n# atom position. This spacegroup has two possible settings (\"1\" or \"2\"), which\n# determine an overall unit cell translation.\npositions = [[1/4, 1/4, 1/4]]\ncryst = Crystal(latvecs, positions, 227; setting=\"1\")\n\nSee also lattice_vectors.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.FormFactor-Tuple{String}","page":"Library API","title":"Sunny.FormFactor","text":"FormFactor(ion::String; g_lande=2)\n\nThe magnetic form factor for a given magnetic ion and charge state. When passed to intensities, it rescales structure factor intensities based on the magnitude of the scattering vector, 𝐪.\n\nThe parameter ion must be one of the following strings:\n\nAm2, Am3, Am4, Am5, Am6, Am7, Au1, Au2, Au3, Au4, Au5, Ce2, Co0, Co1, Co2, Co3,\nCo4, Cr0, Cr1, Cr2, Cr3, Cr4, Cu0, Cu1, Cu2, Cu3, Cu4, Dy2, Dy3, Er2, Er3, Eu2,\nEu3, Fe0, Fe1, Fe2, Fe3, Fe4, Gd2, Gd3, Hf2, Hf3, Ho2, Ho3, Ir0a, Ir0b, Ir0c,\nIr1a, Ir1b, Ir2, Ir3, Ir4, Ir5, Ir6, Mn0, Mn1, Mn2, Mn3, Mn4, Mn5, Mo0, Mo1, Nb0,\nNb1, Nd2, Nd3, Ni0, Ni1, Ni2, Ni3, Ni4, Np3, Np4, Np5, Np6, Os0a, Os0b, Os0c,\nOs1a, Os1b, Os2, Os3, Os4, Os5, Os6, Os7, Pd0, Pd1, Pr3, Pt1, Pt2, Pt3, Pt4,\nPt5, Pt6, Pu3, Pu4, Pu5, Pu6, Re0a, Re0b, Re0c, Re1a, Re1b, Re2, Re3, Re4, Re5,\nRe6, Rh0, Rh1, Ru0, Ru1, Sc0, Sc1, Sc2, Sm2, Sm3, Ta2, Ta3, Ta4, Tb2, Tb3, Tc0,\nTc1, Ti0, Ti1, Ti2, Ti3, Tm2, Tm3, U3, U4, U5, V0, V1, V2, V3, V4, W0a, W0b,\nW0c, W1a, W1b, W2c, W3, W4, W5, Y0, Yb2, Yb3, Zr0, Zr1\n\nThe trailing number denotes ionization state. For example, \"Fe0\" denotes a neutral iron atom, while \"Fe2\" denotes Fe²⁺. If multiple electronic configurations are possible, they will be distinguished by a trailing letter (a, b, ...). Omitting this letter will print an informative error,\n\nFormFactor(\"Ir0\")\n\nERROR: Disambiguate form factor according to electronic configuration:\n    \"Ir0a\" -- 6s⁰5d⁹\n    \"Ir0b\" -- 6s¹5d⁸\n    \"Ir0c\" -- 6s²5d⁷\n\nIn the dipolar approximation (small 𝐪) the form factor is\n\nF(s) = j_0(s) + (2-g)g j_2(s),\n\ninvolving s = 𝐪4π and the Landé g-factor. The j_l(s) are radial averages of the lth spherical Bessel function of the magnetic dipole. More details are provided in Ref. [1].\n\nThe standard approximation tables involve expansion in Gaussians,\n\nj_0(s) = A e^-as^2 + B e^-bs^2 + C e^-cs^2 + D e^-ds^2 + E\n\nand\n\nj_2(s) = (A e^-as^2 + B e^-bs^2 + C e^-cs^2 + D e^-ds^2 + E) s^2\n\nFor 3d, 4d, rare earth, and actinide ions, Sunny uses the revised tables of P. J. Brown, as documented in the McPhase package [2]. For 5d ions, Sunny uses the tables of Kobayashi, Nagao, Ito [3].\n\nTwo special, 𝐪-independent form factor values are available: one(FormFactor) and zero(FormFactor). The first idealizes the magnetic ion as a perfect point particle, while the second zeros all contributions from the magnetic ion.\n\nReferences:\n\nP. J. Brown, The Neutron Data Booklet, 2nd ed., Sec. 2.5 Magnetic Form Factors (2003)\nCoefficient tables in McPhase documentation\nK. Kobayashi, T. Nagao, M. Ito, Acta Cryst. A, 67 pp 473–480 (2011)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.ImplicitMidpoint","page":"Library API","title":"Sunny.ImplicitMidpoint","text":"ImplicitMidpoint(dt::Float64; atol=1e-12) where N\n\nThe implicit midpoint method for integrating the Landau-Lifshitz spin dynamics or its generalization to SU(N) coherent states [1]. One call to the step! function will advance a System by dt units of time. This integration scheme is exactly symplectic and eliminates energy drift over arbitrarily long simulation trajectories.\n\nReferences:\n\nH. Zhang and C. D. Batista, Phys. Rev. B 104, 104409 (2021).\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.Langevin","page":"Library API","title":"Sunny.Langevin","text":"Langevin(dt::Float64; damping::Float64, kT::Float64)\n\nAn integrator for Langevin spin dynamics using the explicit Heun method. The damping parameter controls the coupling to an implicit thermal bath. One call to the step! function will advance a System by dt units of time. Can be used to sample from the Boltzmann distribution at temperature kT. An alternative approach to sampling states from thermal equilibrium is LocalSampler, which proposes local Monte Carlo moves. For example, use LocalSampler instead of Langevin to sample Ising-like spins.\n\nSetting damping = 0 disables coupling to the thermal bath, yielding an energy-conserving spin dynamics. The Langevin integrator uses an explicit numerical integrator which cannot prevent energy drift. Alternatively, the ImplicitMidpoint method can be used, which is more expensive but prevents energy drift through exact conservation of the symplectic 2-form.\n\nIf the System has mode = :dipole, then the dynamics is the stochastic Landau-Lifshitz equation,\n\n    d𝐬dt = -𝐬  (ξ - 𝐁 + λ 𝐬  𝐁)\n\nwhere 𝐁 = -dEd𝐬 is the effective field felt by the expected spin dipole 𝐬. The components of ξ are Gaussian white noise, with magnitude (2 k_B T λ) set by a fluctuation-dissipation theorem. The parameter damping sets the phenomenological coupling λ to the thermal bath. \n\nIf the System has mode = :SUN, then this dynamics generalizes [1] to a stochastic nonlinear Schrödinger equation for SU(N) coherent states 𝐙,\n\n    d𝐙dt = -i P ζ + (1 - i λ) ℋ 𝐙\n\nHere, P projects onto the space orthogonal to 𝐙, and ζ denotes complex Gaussian white noise with magnitude (2 k_B T λ). The local-Hamiltonian ℋ embeds the energy gradient into the 𝔰𝔲(N) Lie algebra, and generates evolution of spin dipoles, quadrupoles, etc. The parameter damping here sets λ, which is analogous to λ above.\n\nWhen applied to SU(2) coherent states, the generalized spin dynamics reduces exactly to the stochastic Landau-Lifshitz equation. The mapping is as follows. Normalized coherent states 𝐙 map to dipole expectation values 𝐬 = 𝐙^ S 𝐙, where spin operators S are a spin-𝐬 representation of SU(2). The local effective Hamiltonian ℋ = -𝐁  S generates rotation of the dipole in analogy to the vector cross product S  𝐁. The coupling to the thermal bath maps as λ = 𝐬 λ. Note, therefore, that the scaling of the damping parameter varies subtly between :dipole and :SUN modes.\n\nReferences:\n\nD. Dahlbom et al., Phys. Rev. B 106, 235154 (2022).\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.LocalSampler","page":"Library API","title":"Sunny.LocalSampler","text":"LocalSampler(; kT, nsweeps=1.0, propose=propose_uniform)\n\nMonte Carlo simulation involving Metropolis updates to individual spins. One call to the step! function will perform nsweeps of MCMC sampling for a provided System. The default value of 1.0 means that step! performs, on average, one trial update per spin.\n\nAssuming ergodicity, the LocalSampler will sample from thermal equilibrium for the target temperature kT. \n\nThe trial spin updates are sampled using the propose function. Options include propose_uniform, propose_flip, and propose_delta. Multiple proposals can be mixed with the macro @mix_proposals.\n\nThe returned object stores fields ΔE and Δs, which represent the cumulative change to the net energy and dipole, respectively.\n\n!!! warning \"Efficiency considerations\n\nA [`Langevin`](@ref) sampler is frequently much more efficient than a\n`LocalSampler` for simulating Heisenberg-like spins that vary continuously. A\n`LocalSampler` is appropriate in the special case that the spin states are\neffectively discrete. E.g., [`propose_flip`](@ref) is very helpful simulating\nIsing-like spins that arise due to a strong easy-axis anisotropy.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.Moment","page":"Library API","title":"Sunny.Moment","text":"Moment(; s, g)\n\nCharacterizes a effective spin magnetic moment on an atom. Quantum spin-s is a multiple of 1/2 in units of ħ. The g-factor or tensor defines the magnetic_moment μ = - g 𝐒 in units of the Bohr magneton.\n\nExample\n\nMoment(s=3/2, g=2)\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.SampledCorrelations-Tuple{System}","page":"Library API","title":"Sunny.SampledCorrelations","text":"SampledCorrelations(sys::System; measure, energies, dt)\n\nAn object to accumulate samples of dynamical pair correlations. The measure argument specifies a pair correlation type, e.g. ssf_perp. The energies must be evenly-spaced and starting from 0, e.g. energies = range(0, 3, 100). Select the integration time-step dt according to accuracy and speed considerations. suggest_timestep can help in selecting an appropriate value.\n\nDynamical correlations will be accumulated through calls to add_sample!, which expects a spin configuration in thermal equilibrium. A classical spin dynamics trajectory will be simulated of sufficient length to achieve the target energy resolution. The resulting data can can then be extracted as pair-correlation intensities with appropriate classical-to-quantum correction factors. See also intensities_static, which integrates over energy.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.SampledCorrelationsStatic","page":"Library API","title":"Sunny.SampledCorrelationsStatic","text":"SampledCorrelationsStatic(sys::System; measure)\n\nAn object to accumulate samples of static pair correlations. It is similar to SampledCorrelations, but no time-integration will be performed on calls to add_sample!. The resulting object can be used with intensities_static to calculate statistics from the classical Boltzmann distribution. Dynamical intensities data, however, will be unavailable. Similarly, classical-to-quantum corrections that rely on the excitation spectrum cannot be performed.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.SpinWaveTheory","page":"Library API","title":"Sunny.SpinWaveTheory","text":"SpinWaveTheory(sys::System; measure, regularization=1e-8)\n\nConstructs an object to perform linear spin wave theory. The system must be in an energy minimizing configuration. Enables calculation of dispersion bands. If pair correlations are specified with correspec, one can also calculate intensities_bands and broadened intensities.\n\nThe spins in system must be energy-minimized, otherwise the Cholesky step of the Bogoliubov diagonalization procedure will fail. The parameter regularization adds a small positive shift to the diagonal of the dynamical matrix to avoid numerical issues with quasi-particle modes of vanishing energy. Physically, this shift can be interpreted as application of an inhomogeneous field aligned with the magnetic ordering.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.SpinWaveTheoryKPM","page":"Library API","title":"Sunny.SpinWaveTheoryKPM","text":"SpinWaveTheoryKPM(sys::System; measure, resolution, regularization=1e-8)\n\nExperimental\n\nAn alternative to SpinWaveTheory that uses the kernel polynomial method (KPM) to perform intensities calculations. In traditional spin wave theory calculations, one would explicitly diagonalize the dynamical matrix, with a cost that scales like 𝒪(V^3) in the volume V of the magnetic cell. KPM instead approximates intensities using polynomial expansion of the dynamical matrix. The computational cost of KPM scales like 𝒪(V P) in the polynomial order P, and is favorable to direct diagonalization for sufficiently large magnetic cells.\n\nThe polynomial order P scales like the spectral bandwidth of the dynamical matrix divided by the target energy resolution. If the specified resolution is too small (relative to the line broadening kernel), the calculated intensities will exhibit artificial oscillations in energy.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.SpinWaveTheorySpiral","page":"Library API","title":"Sunny.SpinWaveTheorySpiral","text":"SpinWaveTheorySpiral(sys::System; k, axis, measure, regularization=1e-8)\n\nAnalogous to SpinWaveTheory, but interprets the provided system as having a generalized spiral order. This order is described by a single propagation wavevector k, which may be incommensurate. The axis vector defines the polarization plane via its surface normal. Typically the spin configuration in sys and the propagation wavevector k will be optimized using minimize_spiral_energy!. In contrast, axis will typically be determined from symmetry considerations.\n\nThe resulting object can be used to calculate the spin wave dispersion, or the structure factor via intensities_bands and intensities.\n\nThe algorithm for this calculation was developed in Toth and Lake, J. Phys.: Condens. Matter 27, 166002 (2015) and implemented in the SpinW code.\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}","page":"Library API","title":"Sunny.System","text":"System(crystal::Crystal, moments, mode; dims=(1, 1, 1), seed=nothing)\n\nA spin system is constructed from the Crystal unit cell, a specification of the spin moments symmetry-distinct sites, and a calculation mode. Interactions can be added to the system using, e.g., set_exchange!. The default supercell dimensions are 1×1×1 chemical cells, but this can be changed with dims.\n\nSpin moments comprise a list of pairs, [i1 => Moment(...), i2 => ...], where i1, i2, ... are a complete set of symmetry-distinct atoms. Each Moment contains spin and g-factor information.\n\nThe two primary options for mode are :SUN and :dipole. In the former, each spin-s degree of freedom is described as an SU(N) coherent state, i.e. a quantum superposition of N = 2s + 1 levels. This formalism can be useful to capture multipolar spin fluctuations or local entanglement effects. \n\nMode :dipole projects the SU(N) dynamics onto the restricted space of pure dipoles. In practice this means that Sunny will simulate Landau-Lifshitz dynamics, but single-ion anisotropy and biquadratic exchange interactions will be renormalized to improve accuracy. To disable this renormalization, use the mode :dipole_large_s which applies the s   classical limit. For details, see the documentation page: Interaction Renormalization.\n\nAn integer seed for the random number generator can optionally be specified to enable reproducible calculations.\n\nAll spins are initially polarized in the global z-direction.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.Units","page":"Library API","title":"Sunny.Units","text":"Units(energy, length)\n\nPhysical constants in units of reference energy and length scales. Possible lengths are [:angstrom, :nm]. For atomic scale modeling, it is preferable to work in units of length=:angstrom, which follows the CIF file standard. Possible energy units are [:meV, :K, :THz, :inverse_cm, :T]. Kelvin is converted to energy via the Boltzmann constant k_B. Similarly, hertz is converted via the Planck constant h, inverse cm via the speed of light c, and tesla (field strength) via the Bohr magneton μ_B. For a given Units system, one can access any of the length and energy scale symbols listed above.\n\nExamples\n\n# Unit system with [energy] = meV and [length] = Å\nunits = Units(:meV, :angstrom)\n\n# Use the Boltzmann constant kB to convert 1 kelvin into meV\n@assert units.K ≈ 0.0861733326\n\n# Use the Planck constant h to convert 1 THz into meV\n@assert units.THz ≈ 4.135667696\n\n# Use the constant h c to convert 1 cm⁻¹ into meV\n@assert units.inverse_cm ≈ 0.1239841984\n\n# Use the Bohr magneton μB to convert 1 tesla into meV\n@assert units.T ≈ 0.05788381806\n\n# The physical constant μ0 μB² in units of ų meV.\n@assert u.vacuum_permeability ≈ 0.6745817653\n\n\n\n\n\n","category":"type"},{"location":"library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}","page":"Library API","title":"Sunny.add_sample!","text":"add_sample!(sc::SampledCorrelations, sys::System)\nadd_sample!(sc::SampledCorrelationsStatic, sys::System)\n\nMeasure pair correlation data for the spin configuration in sys, and accumulate these statistics into sc. For a dynamical SampledCorrelations, this involves time-integration of the provided spin trajectory, recording correlations in both space and time. Conversely, SampledCorrelationsStatic, will record only spatial correlations for the single spin configuration that is provided.\n\nTime-integration will update the spin configuration of sys in-place. To avoid this mutation, consider calling clone_system prior to add_sample!.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.clone_correlations-Tuple{SampledCorrelations}","page":"Library API","title":"Sunny.clone_correlations","text":"clone_correlations(sc::SampledCorrelations)\n\nCreate a copy of a SampledCorrelations.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.clone_system-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.clone_system","text":"clone_system(sys::System)\n\nCreates a full clone of the system, such that mutable updates to one copy will not affect the other, and thread safety is guaranteed.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.dispersion-Tuple{SpinWaveTheory, Any}","page":"Library API","title":"Sunny.dispersion","text":"dispersion(swt::SpinWaveTheory, qpts)\n\nGiven a list of wavevectors qpts in reciprocal lattice units (RLU), returns excitation energies for each band. The return value ret is 2D array, and should be indexed as ret[band_index, q_index].\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.dmvec-Tuple{Any}","page":"Library API","title":"Sunny.dmvec","text":"dmvec(D)\n\nAntisymmetric matrix representation of the Dzyaloshinskii-Moriya pseudo-vector,\n\n  [  0    D[3] -D[2]\n   -D[3]   0    D[1]\n    D[2] -D[1]   0  ]\n\nBy construction, Si'*dmvec(D)*Sj ≈ D⋅(Si×Sj) for any dipoles Si and Sj. This helper function is intended for use with set_exchange!.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.domain_average-Tuple{Any, Any, Any}","page":"Library API","title":"Sunny.domain_average","text":"domain_average(f, cryst, qpts; rotations, weights)\n\nCalculate an average intensity for the reciprocal-space points qpts under a discrete set of rotations. Rotations, in global coordinates, may be given either as an axis-angle pair or as a 3×3 rotation matrix. Each rotation is weighted according to the elements in weights. The function f should accept a list of rotated q-points and return an intensities calculation.\n\nExample\n\n# 0, 120, and 240 degree rotations about the global z-axis\nrotations = [([0,0,1], n*(2π/3)) for n in 0:2]\nweights = [1, 1, 1]\nres = domain_average(cryst, path; rotations, weights) do path_rotated\n    intensities(swt, path_rotated; energies, kernel)\nend\nplot_intensities(res)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.eachsite-Tuple{System}","page":"Library API","title":"Sunny.eachsite","text":"eachsite(sys::System)\n\nAn iterator over all Sites in the system. \n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N","page":"Library API","title":"Sunny.enable_dipole_dipole!","text":"enable_dipole_dipole!(sys::System, μ0_μB²)\n\nEnables long-range interactions between magnetic dipole moments,\n\n    -(μ_04π) _ij  3 (μ_i𝐫_ij)(μ_j𝐫_ij) - μ_iμ_j  r_ij^3\n\nwhere the sum is over all pairs of spins (singly counted), including periodic images, regularized using the Ewald summation convention. The magnetic_moment is defined as μ = -g μ_B 𝐒, where 𝐒 is the spin angular momentum dipole. The parameter μ0_μB² specifies the physical constant μ_0 μ_B^2, which has dimensions of length³-energy. Obtain this constant for a given system of Units via its vacuum_permeability property.\n\nExample\n\nunits = Units(:meV, :angstrom)\nenable_dipole_dipole!(sys, units.vacuum_permeability)\n\nSee also modify_exchange_with_truncated_dipole_dipole!.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.energy-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.energy","text":"energy(sys::System)\n\nThe total system energy. See also energy_per_site.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.energy_per_site","text":"energy_per_site(sys::System)\n\nThe total system energy divided by the number of sites.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.excitations!-Tuple{Any, Any, SpinWaveTheory, Any}","page":"Library API","title":"Sunny.excitations!","text":"excitations!(T, tmp, swt::SpinWaveTheory, q)\n\nGiven a wavevector q, solves for the matrix T representing quasi-particle excitations, and returns a list of quasi-particle energies. Both T and tmp must be supplied as 2L2L complex matrices, where L is the number of bands for a single 𝐪 value.\n\nThe columns of T are understood to be contracted with the Holstein-Primakoff bosons 𝐛_𝐪 𝐛_-𝐪^. The first L columns provide the eigenvectors of the quadratic Hamiltonian for the wavevector 𝐪. The next L columns of T describe eigenvectors for -𝐪. The return value is a vector with similar grouping: the first L values are energies for 𝐪, and the next L values are the negation of energies for -𝐪.\n\nexcitations!(T, tmp, swt::SpinWaveTheorySpiral, q; branch)\n\nCalculations on a SpinWaveTheorySpiral additionally require a branch index. The possible branches (1 2 3) correspond to scattering processes 𝐪 - 𝐤 𝐪 𝐪 + 𝐤 respectively, where 𝐤 is the ordering wavevector. Each branch will contribute L excitations, where L is the number of spins in the magnetic cell. This yields a total of 3L excitations for a given momentum transfer 𝐪.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.excitations-Tuple{SpinWaveTheory, Any}","page":"Library API","title":"Sunny.excitations","text":"excitations(swt::SpinWaveTheory, q)\nexcitations(swt::SpinWaveTheorySpiral, q; branch)\n\nReturns a pair (energies, T) providing the excitation energies and eigenvectors. Prefer excitations! for performance, which avoids matrix allocations. See the documentation of excitations! for more details.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.gaussian-Tuple{}","page":"Library API","title":"Sunny.gaussian","text":"gaussian(; {fwhm, σ})\n\nReturns the function exp(-x^2/2σ^2) / √(2π*σ^2). Either fwhm or σ must be specified, where fwhm = (2.355...) * σ is the full width at half maximum.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.generate_mantid_script_from_binning_parameters-Tuple{Any}","page":"Library API","title":"Sunny.generate_mantid_script_from_binning_parameters","text":"generate_mantid_script_from_binning_parameters(params::BinningParameters)\n\nGenerate a Mantid script which bins data according to the given BinningParameters.\n\nwarning: Units\nTake care to ensure the units are correct (R.L.U. or absolute). You may want to call Sunny.bin_rlu_as_absolute_units! or Sunny.bin_absolute_units_as_rlu! first.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.global_position-Tuple{System, Any}","page":"Library API","title":"Sunny.global_position","text":"global_position(sys::System, site::Site)\n\nPosition of a Site in global coordinates.\n\nTo precompute a full list of positions, one can use eachsite as below:\n\npos = [global_position(sys, site) for site in eachsite(sys)]\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}","page":"Library API","title":"Sunny.intensities","text":"intensities(swt::SpinWaveTheory, qpts; energies, kernel, kT=0)\nintensities(swt::SampledCorrelations, qpts; energies, kernel=nothing, kT)\n\nCalculates pair correlation intensities for a set of 𝐪-points in reciprocal space.\n\nTraditional spin wave theory calculations are performed with an instance of SpinWaveTheory. One can alternatively use SpinWaveTheorySpiral to study generalized spiral orders with a single, incommensurate-𝐤 ordering wavevector. Another alternative is SpinWaveTheoryKPM, which may be faster than SpinWaveTheory for calculations on large magnetic cells (e.g., to study systems with disorder). In spin wave theory, a nonzero temperature kT will scale intensities by the quantum thermal occupation factor 1 + n_B(ω) where ``n_B(ω) = 1 / (exp(βω)\n\n1)`` is the Bose function.\n\nIntensities can also be calculated for SampledCorrelations associated with classical spin dynamics. In this case, thermal broadening will already be present, and the line-broadening kernel becomes an optional argument. Conversely, the parameter kT becomes required. If positive, it will introduce an intensity correction factor βω 1 + n_B(ω) that undoes the occupation factor for the classical Boltzmann distribution, and applies the quantum thermal occupation factor. The special choice kT = nothing will suppress the classical-to-quantum correction factor, and yield statistics consistent with the classical Boltzmann distribution.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}","page":"Library API","title":"Sunny.intensities_bands","text":"intensities_bands(swt::SpinWaveTheory, qpts; kT=0)\n\nCalculate spin wave excitation bands for a set of q-points in reciprocal space. This calculation is analogous to intensities, but does not perform line broadening of the bands.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}","page":"Library API","title":"Sunny.intensities_static","text":"intensities_static(sc::SpinWaveTheory, qpts; bounds=(-Inf, Inf), kT=0)\nintensities_static(sc::SampledCorrelations, qpts; bounds=(-Inf, Inf), kT)\nintensities_static(sc::SampledCorrelationsStatic, qpts)\n\nLike intensities, but integrates the dynamical correlations mathcalS(𝐪 ω) over a range of energies ω. By default, the integration bounds are (- ), yielding the instantaneous (equal-time) correlations.\n\nIn SpinWaveTheory the integral will be realized as a sum over discrete bands. A SampledCorrelations object will have a finite grid of available energies, which will constrain the domain of integration. A SampledCorrelationsStatic object stores no dynamical data; here, the return value represents instantaneous correlations for the classical Boltzmann distribution.\n\nThe parameter kT can be used to account for the quantum thermal occupation of excitations at finite temperature. For details, see the documentation in intensities.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.lattice_params-Tuple{Any}","page":"Library API","title":"Sunny.lattice_params","text":"lattice_params(latvecs)\n\nCompute the lattice parameters (a b c α β γ) for the three lattice vectors provided as columns of latvecs. The inverse mapping is lattice_vectors.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.lattice_vectors-NTuple{6, Any}","page":"Library API","title":"Sunny.lattice_vectors","text":"lattice_vectors(a, b, c, α, β, γ)\n\nReturn the lattice vectors, as columns of the 33 output matrix, that define the shape of a crystallographic cell in global Cartesian coordinates. Conversely, one can view the output matrix as defining the global Cartesian coordinate system with respect to the lattice system.\n\nThe lattice constants (a b c) have units of length, and the angles (α β γ) are in degrees. The inverse mapping is lattice_params.\n\nExample\n\nlatvecs = lattice_vectors(1, 1, 2, 90, 90, 120)\na1, a2, a3 = eachcol(latvecs)\n@assert a1 ≈ [1, 0, 0]       # a1 always aligned with global x\n@assert a2 ≈ [-1/2, √3/2, 0] # a2 always in global (x,y) plane\n@assert a3 ≈ [0, 0, 2]       # a3 may generally be a combination of (x,y,z)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.load_nxs-Tuple{Any}","page":"Library API","title":"Sunny.load_nxs","text":"params, signal = load_nxs(filename; field=\"signal\")\n\nGiven the name of a Mantid-exported MDHistoWorkspace file, load the BinningParameters and the signal from that file.\n\nTo load another field instead of the signal, specify e.g. field=\"errors_squared\". Typical fields include errors_squared, mask, num_events, and signal.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.lorentzian-Tuple{}","page":"Library API","title":"Sunny.lorentzian","text":"lorentzian(; fwhm)\n\nReturns the function (Γ/2) / (π*(x^2+(Γ/2)^2)) where fwhm = Γ is the full width at half maximum.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.magnetic_moment-Tuple{System, Any}","page":"Library API","title":"Sunny.magnetic_moment","text":"magnetic_moment(sys::System, site::Site)\n\nReturns - g 𝐒, the local magnetic moment in units of the Bohr magneton. The spin dipole 𝐒 and g-tensor may both be Site dependent.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.merge_correlations-Tuple{Vector{SampledCorrelations}}","page":"Library API","title":"Sunny.merge_correlations","text":"merge_correlations(scs::Vector{SampledCorrelations)\n\nAccumulate a list of SampledCorrelations into a single, summary SampledCorrelations. Useful for reducing the results of parallel computations.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.minimize_energy!","text":"minimize_energy!(sys::System{N}; maxiters=1000, method=Optim.ConjugateGradient(),\n                 g_tol=1e-10, kwargs...) where N\n\nOptimizes the spin configuration in sys to minimize energy. A total of maxiters iterations will be attempted. Convergence is reached when the root mean squared energy gradient goes below g_tol. The remaining kwargs will be forwarded to the optimize method of the Optim.jl package.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.minimize_spiral_energy!-Tuple{Any, Any}","page":"Library API","title":"Sunny.minimize_spiral_energy!","text":"minimize_spiral_energy!(sys, axis; maxiters=10_000, k_guess=randn(sys.rng, 3))\n\nFinds a generalized spiral order that minimizes the spiral_energy. This involves optimization of the spin configuration in sys, and the propagation wavevector 𝐤, which will be returned in reciprocal lattice units (RLU). The axis vector normal to the polarization plane should be provided in global Cartesian coordinates, and will usually be determined by symmetry configurations. The initial k_guess will be random, unless otherwise provided.\n\nSee also suggest_magnetic_supercell to find a system shape that is approximately commensurate with the returned propagation wavevector 𝐤.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.modify_exchange_with_truncated_dipole_dipole!-Union{Tuple{N}, Tuple{System{N}, Any}, Tuple{System{N}, Any, Any}} where N","page":"Library API","title":"Sunny.modify_exchange_with_truncated_dipole_dipole!","text":"modify_exchange_with_truncated_dipole_dipole!(sys::System, cutoff, μ0_μB²)\n\nLike enable_dipole_dipole!, the purpose of this function is to introduce long-range dipole-dipole interactions between magnetic moments. Whereas enable_dipole_dipole! employs Ewald summation, this function instead employs real-space pair couplings with truncation at the specified cutoff distance. If the cutoff is relatively small, then this function may be faster than enable_dipole_dipole!.\n\nwarning: Mutation of existing couplings\nThis function will modify existing bilinear couplings between spins by adding dipole-dipole interactions. It must therefore be called after all other pair couplings have been specified. Conversely, any calls to set_exchange!, set_pair_coupling!, etc. will irreversibly delete the dipole-dipole interactions that have been introduced by this function.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.polarize_spins!-Union{Tuple{N}, Tuple{System{N}, Any}} where N","page":"Library API","title":"Sunny.polarize_spins!","text":"polarize_spins!(sys::System, dir)\n\nPolarize all spins in the system along the direction dir.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.position_to_site-Tuple{System, Any}","page":"Library API","title":"Sunny.position_to_site","text":"position_to_site(sys::System, r)\n\nConverts a position r to four indices of a Site. The coordinates of r are given in units of the lattice vectors for the original crystal. This function can be useful for working with systems that have been reshaped using reshape_supercell.\n\nExample\n\n# Find the `site` at the center of a unit cell which is displaced by four\n# multiples of the first lattice vector\nsite = position_to_site(sys, [4.5, 0.5, 0.5])\n\n# Print the dipole at this site\nprintln(sys.dipoles[site])\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.powder_average-Tuple{Any, Any, Any, Int64}","page":"Library API","title":"Sunny.powder_average","text":"powder_average(f, cryst, radii, n; seed=0)\n\nCalculate a powder-average over structure factor intensities. The radii, with units of inverse length, define spherical shells in reciprocal space. The Fibonacci lattice yields n points on the sphere, with quasi-uniformity. Sample points on different shells are decorrelated through random rotations. A consistent random number seed will yield reproducible results. The function f should accept a list of q-points and call intensities.\n\nExample\n\nradii = range(0.0, 3.0, 200)\nres = powder_average(cryst, radii, 500) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.primitive_cell_shape-Tuple{Crystal}","page":"Library API","title":"Sunny.primitive_cell_shape","text":"primitive_cell_shape(cryst::Crystal)\n\nReturns the shape of the primitive cell as a 3×3 matrix, in fractional coordinates of the conventional lattice vectors. May be useful for constructing inputs to reshape_supercell.\n\nExamples\n\n# Valid if `cryst` has not been reshaped\n@assert cryst.prim_latvecs ≈ cryst.latvecs * primitive_cell_shape(cryst)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.print_bond-Tuple{Crystal, Bond}","page":"Library API","title":"Sunny.print_bond","text":"print_bond(cryst::Crystal, bond::Bond; b_ref::Bond)\n\nPrints symmetry information for bond bond. A symmetry-equivalent reference bond b_ref can optionally be provided to fix the meaning of the coefficients A, B, ...\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.print_site-Tuple{Any, Any}","page":"Library API","title":"Sunny.print_site","text":"print_site(cryst, i; R=I)\n\nPrint symmetry information for the site i, including allowed g-tensor and allowed anisotropy operator. An optional rotation matrix R can be provided to define the reference frame for expression of the anisotropy.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}","page":"Library API","title":"Sunny.print_stevens_expansion","text":"function print_stevens_expansion(op)\n\nPrints a local Hermitian operator as a linear combination of Stevens operators. The operator op may be a finite-dimensional matrix or an abstract spin polynomial in the large-s limit.\n\nExamples\n\nS = spin_matrices(2)\nprint_stevens_expansion(S[1]^4 + S[2]^4 + S[3]^4)\n# Prints: (1/20)𝒪₄₀ + (1/4)𝒪₄₄ + 102/5\n\nS = spin_matrices(Inf)\nprint_stevens_expansion(S[1]^4 + S[2]^4 + S[3]^4)\n# Prints: (1/20)𝒪₄₀ + (1/4)𝒪₄₄ + (3/5)𝒮⁴\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.print_suggested_frame-Tuple{Crystal, Int64}","page":"Library API","title":"Sunny.print_suggested_frame","text":"print_suggested_frame(cryst, i; digits=4)\n\nPrint a suggested reference frame, as a rotation matrix R, that can be used as input to print_site(). The purpose is to simplify the description of allowed anisotropies.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.print_symmetry_table-Tuple{Crystal, Any}","page":"Library API","title":"Sunny.print_symmetry_table","text":"print_symmetry_table(cryst::Crystal, max_dist)\n\nPrint symmetry information for all equivalence classes of sites and bonds, up to a maximum bond distance of max_dist. Equivalent to calling print_bond(cryst, b) for every bond b in reference_bonds(cryst, max_dist), where Bond(i, i, [0,0,0]) refers to a single site i.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.print_wrapped_intensities","text":"print_wrapped_intensities(sys::System; nmax=10)\n\nFor Bravais lattices: Prints up to nmax wavevectors according to their instantaneous (static) structure factor intensities, listed in descending order. For non-Bravais lattices: Performs the same analysis for each spin sublattice independently; the output weights are naïvely averaged over sublattices, without incorporating phase shift information. This procedure therefore wraps all wavevectors into the first Brillouin zone. Each wavevector coordinate is given between -12 and 12 in reciprocal lattice units (RLU).  The output from this function will typically be used as input to suggest_magnetic_supercell.\n\nBecause this function does not incorporate phase information in its averaging over sublattices, the printed weights are not directly comparable with experiment. For that purpose, use SampledCorrelationsStatic instead.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.propose_delta-Tuple{Any}","page":"Library API","title":"Sunny.propose_delta","text":"propose_delta(magnitude)\n\nGenerate a proposal function that adds a Gaussian perturbation to the existing spin state. In :dipole mode, the procedure is to first introduce a random three-vector perturbation 𝐬 = 𝐬 + 𝐬 ξ and then return the properly normalized spin 𝐬 (𝐬𝐬). Each component of the random vector ξ is Gaussian distributed with a standard deviation of magnitude; the latter is dimensionless and typically smaller than one. \n\nIn :SUN mode, the procedure is analogous, but now involving Gaussian perturbations to each of the N complex components of an SU(N) coherent state.\n\nIn the limit of very large magnitude, this function coincides with propose_uniform.\n\nConsider also Langevin sampling, which is rejection free.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.propose_flip-Union{Tuple{N}, Tuple{System{N}, Any}} where N","page":"Library API","title":"Sunny.propose_flip","text":"propose_flip\n\nFunction to propose pure spin flip updates in the context of a LocalSampler. Dipoles are flipped as 𝐬  -𝐬. SU(N) coherent states are flipped using the time-reversal operator.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.propose_uniform","page":"Library API","title":"Sunny.propose_uniform","text":"propose_uniform\n\nFunction to propose a uniformly random spin update in the context of a LocalSampler. In :dipole mode, the result is a random three-vector with appropriate normalization. In :SUN mode, the result is a random SU(N) coherent state with appropriate normalization.\n\nFor low-temperature Monte Carlo simulations, uniform spin proposals can be very inefficient due to a high probability of rejection in the Metropolis accept/reject step. Consider also Langevin sampling, which is rejection free.\n\n\n\n\n\n","category":"function"},{"location":"library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}","page":"Library API","title":"Sunny.q_space_grid","text":"q_space_grid(cryst::Crystal, axis1, range1, axis2, range2; offset=[0,0,0], orthogonalize=false)\nq_space_grid(cryst::Crystal, axis1, range1, axis2, range2, axis3, range3; orthogonalize=false)\n\nReturns a 2D or 3D grid of q-points with uniform spacing. The volume shape is defined by (axis1, axis2, ...) in reciprocal lattice units (RLU). Elements of (range1, range2, ...) provide coefficients c_i used to define grid positions,\n\n    offset + c1 * axis1 + c2 * axis2 + ...\n\nA nonzero offset is allowed only in the 2D case. \n\nThe first range parameter, range1, must be a regularly spaced list of coefficients, e.g., range1 = range(lo1, hi1, n). Subsequent range parameters may be a pair of bounds, without grid spacing information. For example, by selecting range2 = (lo2, hi2), an appropriate step-size will be inferred to provide an approximately uniform sampling density in global Cartesian coordinates.\n\nThe axes may be non-orthogonal. To extend to an orthohombic volume in global Cartesian coordinates, set orthogonalize=true.\n\nFor a 1D grid, use q_space_path instead.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.q_space_path-Tuple{Crystal, Any, Any}","page":"Library API","title":"Sunny.q_space_path","text":"q_space_path(cryst::Crystal, qs, n; labels=nothing)\n\nReturns a 1D path consisting of n wavevectors sampled piecewise-linearly between the qs. Although the qs are provided in reciprocal lattice units (RLU), consecutive samples are spaced uniformly in the global (inverse-length) coordinate system. Optional labels can be associated with each special q-point, and will be used in plotting functions.\n\nSee also q_space_grid.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.randomize_spins!-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.randomize_spins!","text":"randomize_spins!(sys::System)\n\nRandomizes all spins under appropriate the uniform distribution.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.reference_bonds-Tuple{Crystal, Float64}","page":"Library API","title":"Sunny.reference_bonds","text":"reference_bonds(cryst::Crystal, max_dist)\n\nReturns a full list of bonds, one for each symmetry equivalence class, up to distance max_dist. The reference bond b for each equivalence class is selected according to a scoring system that prioritizes simplification of the elements in basis_for_symmetry_allowed_couplings(cryst, b).\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.remove_periodicity!-Union{Tuple{N}, Tuple{System{N}, Any}} where N","page":"Library API","title":"Sunny.remove_periodicity!","text":"remove_periodicity!(sys::System, flags)\n\nRemove periodic interactions along each dimension d if flags[d] is true. The system must support inhomogeneous interactions via to_inhomogeneous.\n\nExample\n\n# Remove periodic boundaries along the 1st and 3rd dimensions\nremove_periodicity!(sys::System, (true, false, true))\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}","page":"Library API","title":"Sunny.repeat_periodically","text":"repeat_periodically(sys::System, counts::NTuple{3, Int})\n\nCreates a System identical to sys but repeated a given number of times along each system axis according to the specified counts. This is a special case of the more general reshape_supercell.\n\nSee also repeat_periodically_as_spiral, which rotates the spins between periodic copies.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}","page":"Library API","title":"Sunny.repeat_periodically_as_spiral","text":"repeat_periodically_as_spiral(sys::System, counts::NTuple{3, Int}; k, axis)\n\nRepeats the magnetic cell of System a number of times along each system axis according to the specified counts. Spins in each system image will be rotated according to the propagation wavevector k (in RLU) and the rotation axis (in global Cartesian coordinates). Coincides with repeat_periodically in the special case of k = [0, 0, 0]\n\nSee also minimize_spiral_energy! to find an energy-minimizing wavevector k and spin dipole configuration.\n\nExample\n\nk = minimize_spiral_energy!(sys, axis; k_guess=randn(3))\nrepeat_periodically_as_spiral(sys, counts; k, axis)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.reshape_supercell-Tuple{System, Any}","page":"Library API","title":"Sunny.reshape_supercell","text":"reshape_supercell(sys::System, shape)\n\nMaps an existing System to a new one that has the shape and periodicity of a requested supercell. The columns of the 33 integer matrix shape represent the supercell lattice vectors measured in units of the original crystal lattice vectors. Interactions, spins, and other settings will be inherited from sys.\n\nIn the special case that shape is a diagonal matrix, this function coincides with resize_supercell.\n\nSee also repeat_periodically.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}","page":"Library API","title":"Sunny.resize_supercell","text":"resize_supercell(sys::System, dims::NTuple{3, Int})\n\nCreates a System with a given number of conventional unit cells in each lattice vector direction. Interactions, spins, and other settings will be inherited from sys.\n\nEquivalent to:\n\nreshape_supercell(sys, [dims[1] 0 0; 0 dims[2] 0; 0 0 dims[3]])\n\nSee also reshape_supercell and repeat_periodically.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.rotate_operator-Tuple{LinearAlgebra.Hermitian{ComplexF64, Matrix{ComplexF64}}, Any}","page":"Library API","title":"Sunny.rotate_operator","text":"rotate_operator(A, R)\n\nRotates the local quantum operator A according to the 33 rotation matrix R.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_coherent!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N","page":"Library API","title":"Sunny.set_coherent!","text":"set_coherent!(sys::System, Z, site::Site)\n\nSet a coherent spin state at a Site using the N complex amplitudes in Z.\n\nFor a single quantum spin-s, these amplitudes will be interpreted in the eigenbasis of S^z. That is, Z[1] represents the amplitude for the basis state fully polarized along the z-direction, and subsequent components represent states with decreasing angular momentum along this axis (m = s s-1  -s).\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_dipole!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N","page":"Library API","title":"Sunny.set_dipole!","text":"set_dipole!(sys::System, dir, site::Site)\n\nPolarize the spin at a Site along the direction dir.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_dipoles_from_mcif!-Tuple{System, AbstractString}","page":"Library API","title":"Sunny.set_dipoles_from_mcif!","text":"set_dipoles_from_mcif!(sys::System, filename::AbstractString)\n\nLoad the magnetic supercell according to an mCIF file. System sys must already be resized to the correct supercell dimensions.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N","page":"Library API","title":"Sunny.set_exchange!","text":"set_exchange!(sys::System, J, bond::Bond; biquad=0)\n\nSets an exchange interaction 𝐒_iJ 𝐒_j along the specified bond. This interaction will be propagated to equivalent bonds in consistency with crystal symmetry. Any previous interactions on these bonds will be overwritten. The parameter bond has the form Bond(i, j, offset), where i and j are atom indices within the unit cell, and offset is a displacement in unit cells.\n\nAs a convenience, scalar J can be used to specify a Heisenberg interaction. Also, the function dmvec(D) can be used to construct the antisymmetric part of the exchange, where D is the Dzyaloshinskii-Moriya pseudo-vector. The resulting interaction will be 𝐃(𝐒_i𝐒_j).\n\nThe optional numeric parameter biquad multiplies a scalar biquadratic interaction, (𝐒_i𝐒_j)^2, with appropriate Interaction Renormalization. For more general interactions, use set_pair_coupling! instead.\n\nExamples\n\nusing LinearAlgebra\n\n# Set a Heisenberg and DM interaction: 2Si⋅Sj + D⋅(Si×Sj)\nD = [0, 0, 3]\nset_exchange!(sys, 2I + dmvec(D), bond)\n\n# The same interaction as an explicit exchange matrix\nJ = [2 3 0;\n    -3 2 0;\n     0 0 2]\nset_exchange!(sys, J, bond)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N","page":"Library API","title":"Sunny.set_exchange_at!","text":"set_exchange_at!(sys::System, J, site1::Site, site2::Site; biquad=0, offset=nothing)\n\nSets an exchange interaction `𝐒_i⋅J 𝐒_j along the single bond connecting two Sites, ignoring crystal symmetry. Any previous coupling on this bond will be overwritten. The system must support inhomogeneous interactions via to_inhomogeneous.\n\nUse symmetry_equivalent_bonds to find (site1, site2, offset) values that are symmetry equivalent to a given Bond in the original system. For systems that are relatively small, the offset vector (in multiples of unit cells) will resolve ambiguities in the periodic wrapping.\n\nSee also set_exchange! for more details on specifying J and biquad. For more general couplings, use set_pair_coupling_at! instead.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_field!-Tuple{System, Any}","page":"Library API","title":"Sunny.set_field!","text":"set_field!(sys::System, B_μB)\n\nSets the external magnetic field 𝐁 scaled by the Bohr magneton μ_B. This scaled field has units of energy and couples directly to the dimensionless magnetic_moment. At every site, the Zeeman coupling contributes an energy + (𝐁 μ_B)  (g 𝐒), involving the local g-tensor and spin angular momentum 𝐒. Commonly, g  +2 such that 𝐒 is favored to anti-align with the applied field 𝐁. Note that a given system of Units will implicitly use the Bohr magneton to convert between field and energy dimensions.\n\nExample\n\n# In units of meV, apply a 2 tesla field in the z-direction\nunits = Units(:meV, :angstrom)\nset_field!(sys, [0, 0, 2] * units.T)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_field_at!-Tuple{System, Any, Any}","page":"Library API","title":"Sunny.set_field_at!","text":"set_field_at!(sys::System, B_μB, site::Site)\n\nSets the external magnetic field 𝐁 scaled by the Bohr magneton μ_B for a single Site. This scaled field has units of energy and couples directly to the dimensionless magnetic_moment. Note that a given system of Units will implicitly use the Bohr magneton to convert between field and energy dimensions.\n\nSee the documentation of set_field! for more information.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}","page":"Library API","title":"Sunny.set_onsite_coupling!","text":"set_onsite_coupling!(sys::System, op, i::Int)\n\nSet the single-ion anisotropy for the ith atom of every unit cell, as well as all symmetry-equivalent atoms. The operator op may be provided as an abstract function of the local spin operators, as a polynomial of spin_matrices, or as a linear combination of stevens_matrices.\n\nExamples\n\n# An easy axis anisotropy in the z-direction\nset_onsite_coupling!(sys, S -> -D*S[3]^3, i)\n\n# The unique quartic single-ion anisotropy for a site with cubic point group\n# symmetry\nset_onsite_coupling!(sys, S -> 20*(S[1]^4 + S[2]^4 + S[3]^4), i)\n\n# An equivalent expression of this quartic anisotropy, up to a constant shift\nO = stevens_matrices(spin_label(sys, i))\nset_onsite_coupling!(sys, O[4,0] + 5*O[4,4], i)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_onsite_coupling_at!-Tuple{System, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}}","page":"Library API","title":"Sunny.set_onsite_coupling_at!","text":"set_onsite_coupling_at!(sys::System, op, site::Site)\n\nSets the single-ion anisotropy operator op for a single Site, ignoring crystal symmetry.  The system must support inhomogeneous interactions via to_inhomogeneous.\n\nSee also set_onsite_coupling!.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N","page":"Library API","title":"Sunny.set_pair_coupling!","text":"set_pair_coupling!(sys::System, op, bond)\n\nSets an arbitrary coupling op along bond. This coupling will be propagated to equivalent bonds in consistency with crystal symmetry. Any previous interactions on these bonds will be overwritten. The parameter bond has the form Bond(i, j, offset), where i and j are atom indices within the unit cell, and offset is a displacement in unit cells. The operator op may be provided as an anonymous function that accepts two spin dipole operators, or as a matrix that acts in the tensor product space of the two sites.\n\nExamples\n\n# Bilinear+biquadratic exchange involving 3×3 matrices J1 and J2\nset_pair_coupling!(sys, (Si, Sj) -> Si'*J1*Sj + (Si'*J2*Sj)^2, bond)\n\n# Equivalent expression using an appropriate fixed matrix representation\nS = spin_matrices(1/2)\nSi, Sj = to_product_space(S, S)\nset_pair_coupling!(sys, Si'*J1*Sj + (Si'*J2*Sj)^2, bond)\n\nSee also spin_matrices, to_product_space.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N","page":"Library API","title":"Sunny.set_pair_coupling_at!","text":"set_pair_coupling_at!(sys::System, op, bond)\n\nSets an arbitrary coupling along the single bond connecting two Sites, ignoring crystal symmetry. Any previous coupling on this bond will be overwritten. The system must support inhomogeneous interactions via to_inhomogeneous.\n\nUse symmetry_equivalent_bonds to find (site1, site2, offset) values that are symmetry equivalent to a given Bond in the original system. For systems that are relatively small, the offset vector (in multiples of unit cells) will resolve ambiguities in the periodic wrapping.\n\nThe operator op may be provided as an anonymous function that accepts two spin dipole operators, or as a matrix that acts in the tensor product space of the two sites. The documentation for set_pair_coupling! provides examples constructing op.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_spin_rescaling!-Tuple{System{0}, Any}","page":"Library API","title":"Sunny.set_spin_rescaling!","text":"set_spin_rescaling!(sys, α)\n\nIn dipole mode, rescale all spin magnitudes S  α S. In SU(N) mode, rescale all SU(N) coherent states Z  α Z such that every expectation value rescales like A  α A.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.set_vacancy_at!-Union{Tuple{N}, Tuple{System{N}, Any}} where N","page":"Library API","title":"Sunny.set_vacancy_at!","text":"set_vacancy_at!(sys::System, site::Site)\n\nMake a single site nonmagnetic. Site includes a unit cell and a sublattice index.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.spin_label-Tuple{System, Int64}","page":"Library API","title":"Sunny.spin_label","text":"spin_label(sys::System, i::Int)\n\nIf atom i carries a single spin-s moment, then returns the half-integer label s. Otherwise, throws an error.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.spin_matrices-Tuple{Any}","page":"Library API","title":"Sunny.spin_matrices","text":"spin_matrices(s)\n\nReturns a triple of NN spin matrices, where N = 2s+1. These are the generators of SU(2) in the spin-s representation.\n\nIf s == Inf, then the return values are abstract symbols denoting infinite-dimensional matrices that commute. These can be useful for repeating historical studies, or modeling micromagnetic systems. A technical discussion appears in the Sunny documentation page: Interaction Renormalization.\n\nExample\n\nS = spin_matrices(3/2)\n@assert S'*S ≈ (3/2)*(3/2+1)*I\n@assert S[1]*S[2] - S[2]*S[1] ≈ im*S[3]\n\nS = spin_matrices(Inf)\n@assert S[1]*S[2] - S[2]*S[1] == 0\n\nSee also print_stevens_expansion.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.spiral_energy-Tuple{System{0}}","page":"Library API","title":"Sunny.spiral_energy","text":"spiral_energy(sys::System; k, axis)\n\nReturns the energy of a generalized spiral phase associated with the propagation wavevector k (in reciprocal lattice units, RLU) and an axis vector that is normal to the polarization plane (in global Cartesian coordinates).\n\nWhen 𝐤 is incommensurate, this calculation can be viewed as creating an infinite number of periodic copies of sys. The spins on each periodic copy are rotated about the axis vector, with the angle θ = 2π 𝐤𝐫, where 𝐫 denotes the displacement vector between periodic copies of sys in multiples of the lattice vectors of the chemical cell.\n\nThe return value is the energy associated with one periodic copy of sys. The special case 𝐤 = 0 yields result is identical to energy.\n\nSee also minimize_spiral_energy! and repeat_periodically_as_spiral.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.spiral_energy_per_site-Tuple{System{0}}","page":"Library API","title":"Sunny.spiral_energy_per_site","text":"spiral_energy_per_site(sys::System; k, axis)\n\nThe spiral_energy divided by the number of sites in sys. The special case 𝐤 = 0 yields a result identical to energy_per_site.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.ssf_custom-Tuple{Any, System}","page":"Library API","title":"Sunny.ssf_custom","text":"ssf_custom(f, sys::System; apply_g=true, formfactors=nothing)\n\nSpecify measurement of the spin structure factor with a custom contraction function f. This function accepts a wavevector 𝐪 in global Cartesian coordinates, and a 3×3 matrix with structure factor intensity components mathcalS^αβ(𝐪ω). Indices (α β) denote dipole components in global coordinates. The return value of f can be any number or isbits type. With specific choices of f, one can obtain measurements such as defined in ssf_perp and ssf_trace.\n\nBy default, the g-factor or tensor is applied at each site, such that the structure factor components are correlations between the magnetic moment operators. Set apply_g = false to measure correlations between the bare spin operators.\n\nThe optional formfactors comprise a list of pairs [i1 => FormFactor(...), i2 => ...], where i1, i2, ... are a complete set of symmetry-distinct atoms, and each FormFactor implements 𝐪-space attenuation for the given atom.\n\nIntended for use with SpinWaveTheory and instances of SampledCorrelations.\n\nExamples\n\n# Measure all 3×3 structure factor components Sᵅᵝ\nmeasure = ssf_custom((q, ssf) -> ssf, sys)\n\n# Measure the structure factor trace Sᵅᵅ\nmeasure = ssf_custom((q, ssf) -> real(sum(ssf)), sys)\n\nSee also the Sunny documentation on Structure Factor Conventions.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.ssf_custom_bm-Tuple{Any, System}","page":"Library API","title":"Sunny.ssf_custom_bm","text":"ssf_custom_bm(f, sys::System; u, v, apply_g=true, formfactors=nothing)\n\nSpecify measurement of the spin structure factor with a custom contraction function f. The interface is identical to ssf_custom except that f here receives momentum 𝐪 and the 3×3 structure factor data mathcalS^αβ(𝐪 ω) in the basis of the Blume-Maleev axis system. The wavevectors u and v, provided in reciprocal lattice units, will be used to define the scattering plane. In global Cartesian coordinates, the three orthonormal BM axes (e1, e2, e3) are defined as follows:\n\ne3 = normalize(u × v)  # normal to the scattering plane (u, v)\ne1 = normalize(q)      # momentum transfer q within scattering plane\ne2 = normalize(e3 × q) # perpendicular to q and in the scattering plane\n\nExample\n\n# Measure imaginary part of S²³ - S³² in the Blume-Maleev axis system for\n# the scattering plane [0, K, L].\nmeasure = ssf_custom_bm(sys; u=[0, 1, 0], v=[0, 0, 1]) do q, ssf\n    imag(ssf[2,3] - ssf[3,2])\nend\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.ssf_perp-Tuple{System}","page":"Library API","title":"Sunny.ssf_perp","text":"ssf_perp(sys::System; apply_g=true, formfactors=nothing)\n\nSpecify measurement of the spin structure factor with contraction by (I-𝐪𝐪q^2). The contracted value provides an estimate of unpolarized scattering intensity. In the singular limit 𝐪  0, the contraction matrix is replaced by its rotational average, (23) I.\n\nThis function is a special case of ssf_custom.\n\nExample\n\n# Select Co²⁺ form factor for atom 1 and its symmetry equivalents\nformfactors = [1 => FormFactor(\"Co2\")]\nssf_perp(sys; formfactors)\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.ssf_trace-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.ssf_trace","text":"ssf_trace(sys::System; apply_g=true, formfactors=nothing)\n\nSpecify measurement of the spin structure factor, with trace over spin components. This quantity can be useful for checking quantum sum rules.\n\nThis function is a special case of ssf_custom.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.standardize-Tuple{Crystal}","page":"Library API","title":"Sunny.standardize","text":"standardize(cryst::Crystal; idealize=true)\n\nReturn the symmetry-inferred standardized crystal unit cell. If idealize=true, then the lattice vectors and site positions will be adapted. See \"definitions and conventions\" of the spglib documentation for more information.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.step!","page":"Library API","title":"Sunny.step!","text":"step!(sys::System, dynamics)\n\nAdvance the spin configuration one dynamical time-step. The dynamics object may be a continuous spin dynamics, such as Langevin or ImplicitMidpoint, or it may be a discrete Monte Carlo sampling scheme such as LocalSampler.\n\n\n\n\n\n","category":"function"},{"location":"library.html#Sunny.stevens_matrices-Tuple{Any}","page":"Library API","title":"Sunny.stevens_matrices","text":"stevens_matrices(s)\n\nReturns a generator of Stevens operators in the spin-s representation. The return value O can be indexed as O[k,q], where 0  k  6 labels an irrep of SO(3) and -k  q  k. This will produce an NN matrix where ``N = 2s\n\n1``. Linear combinations of Stevens operators can be used as a \"physical\n\nbasis\" for decomposing local observables. To see this decomposition, use print_stevens_expansion.\n\nIf s == Inf, then symbolic operators will be returned. In this infinite dimensional limit, the Stevens operators become homogeneous polynomials of commuting spin operators.\n\nExample\n\nO = stevens_matrices(2)\nS = spin_matrices(2)\n\nA = (1/20)O[4,0] + (1/4)O[4,4] + (102/5)I\nB = S[1]^4 + S[2]^4 + S[3]^4\n@assert A ≈ B\n\nSee also spin_matrices and Interaction Renormalization.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.subcrystal-Union{Tuple{N}, Tuple{Crystal, Vararg{String, N}}} where N","page":"Library API","title":"Sunny.subcrystal","text":"subcrystal(cryst, types) :: Crystal\n\nFilters sublattices of a Crystal by atom types, keeping the space group unchanged.\n\nsubcrystal(cryst, classes) :: Crystal\n\nFilters sublattices of Crystal by equivalence classes, keeping the space group unchanged.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.suggest_magnetic_supercell-Tuple{Any}","page":"Library API","title":"Sunny.suggest_magnetic_supercell","text":"suggest_magnetic_supercell(ks; tol=1e-12, maxsize=100)\n\nSuggests a magnetic supercell, in units of the crystal lattice vectors, that is consistent with periodicity of the wavevectors ks in RLU. If the wavevectors are incommensurate (with respect to the maximum supercell size maxsize), one can select a larger error tolerance tol to find a supercell that is almost commensurate.\n\nPrints a 33 matrix of integers that is suitable for use in reshape_supercell.\n\nExamples\n\n# A magnetic supercell for a single-Q structure. Will print\nk1 = [0, -1/4, 1/4]\nsuggest_magnetic_supercell([k1])       # [1 0 0; 0 2 1; 0 -2 1]\n\n# A larger magnetic supercell for a double-Q structure\nk2 = [1/4, 0, 1/4]\nsuggest_magnetic_supercell([k1, k2])   # [1 2 2; -1 2 -2; -1 2 2]\n\n# If given incommensurate wavevectors, find an approximate supercell that\n# is exactly commensurate for nearby wavevectors.\nsuggest_magnetic_supercell([[0, 0, 1/√5], [0, 0, 1/√7]]; tol=1e-2)\n\n# This prints [1 0 0; 0 1 0; 0 0 16], which becomes commensurate under the\n# approximations `1/√5 ≈ 7/16` and `1/√7 ≈ 3/8`.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N","page":"Library API","title":"Sunny.suggest_timestep","text":"suggest_timestep(sys, integrator; tol)\n\nSuggests a timestep for the numerical integration of spin dynamics according to a given error tolerance tol. The integrator should be Langevin or ImplicitMidpoint. The suggested dt will be inversely proportional to the magnitude of the effective field dEd𝐬 arising from the current spin configuration in sys. The recommended timestep dt scales like √tol, which assumes second-order accuracy of the integrator.\n\nThe system sys should be initialized to an equilibrium spin configuration for the target temperature. Alternatively, a reasonably timestep estimate can be obtained from any low-energy spin configuration. For this, one can use randomize_spins! and then minimize_energy!.\n\nLarge damping magnitude or target temperature kT will tighten the timestep bound. If damping exceeds 1, it will rescale the suggested timestep by an approximate the factor 1damping. If kT is the largest energy scale, then the suggested timestep will scale like 1/(damping*kT). Quantification of numerical error for stochastic dynamics is subtle. The stochastic Heun integration scheme is weakly convergent of order-1, such that errors in the estimates of averaged observables may scale like dt. This implies that the tol argument may actually scale like the square of the true numerical error, and should be selected with this in mind.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.symmetry_equivalent_bonds-Tuple{System, Bond}","page":"Library API","title":"Sunny.symmetry_equivalent_bonds","text":"symmetry_equivalent_bonds(sys::System, bond::Bond)\n\nGiven a Bond for the original (unreshaped) crystal, return all symmetry equivalent bonds in the System. Each returned bond is represented as a pair of Sites, which may be used as input to set_exchange_at! or set_pair_coupling_at!. Reverse bonds are not included in the iterator (no double counting).\n\nExample\n\nfor (site1, site2, offset) in symmetry_equivalent_bonds(sys, bond)\n    @assert site1 < site2\n    set_exchange_at!(sys, J, site1, site2; offset)\nend\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N","page":"Library API","title":"Sunny.to_inhomogeneous","text":"to_inhomogeneous(sys::System)\n\nReturns a copy of the system that allows for inhomogeneous interactions, which can be set using set_onsite_coupling_at!, set_exchange_at!, and set_vacancy_at!.\n\nInhomogeneous systems do not support symmetry-propagation of interactions or system reshaping.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.to_product_space-Tuple{Any, Any, Vararg{Any}}","page":"Library API","title":"Sunny.to_product_space","text":"to_product_space(A, B, ...)\n\nGiven lists of operators acting on local Hilbert spaces individually, return the corresponding operators that act on the tensor product space. In typical usage, the inputs will represent local physical observables and the outputs will be used to define quantum couplings.\n\n\n\n\n\n","category":"method"},{"location":"library.html#Sunny.@mix_proposals-Tuple","page":"Library API","title":"Sunny.@mix_proposals","text":"@mix_proposals weight1 propose1 weight2 propose2 ...\n\nMacro to generate a proposal function that randomly selects among the provided functions according to the provided probability weights. For use with LocalSampler.\n\nExample\n\n# A proposal function that proposes a spin flip 40% of the time, and a\n# Gaussian perturbation 60% of the time.\n@mix_proposals 0.4 propose_flip 0.6 propose_delta(0.2)\n\n\n\n\n\n","category":"macro"},{"location":"library.html#Optional-Makie-extensions","page":"Library API","title":"Optional Makie extensions","text":"","category":"section"},{"location":"library.html","page":"Library API","title":"Library API","text":"The following will be enabled through a package extension if either GLMakie or WGLMakie is loaded.","category":"page"},{"location":"library.html","page":"Library API","title":"Library API","text":"plot_spins\nplot_spins!\nplot_intensities\nplot_intensities!\nview_crystal","category":"page"},{"location":"library.html#Sunny.plot_spins","page":"Library API","title":"Sunny.plot_spins","text":"plot_spins(sys::System; arrowscale=1.0, color=:red, colorfn=nothing,\n           colormap=:viridis, colorrange=nothing, show_cell=true, orthographic=false,\n           ghost_radius=0, ndims=3, compass=true)\n\nPlot the spin configuration defined by sys. Optional parameters are:\n\narrowscale: Scale all arrows by dimensionless factor.\ncolor: Arrow colors. May be symbolic or numeric. If scalar, will be shared among all sites.\ncolorfn: Function that dynamically maps from a site index to a numeric color value. Useful for animations.\ncolormap, colorrange: Used to populate colors from numbers following Makie conventions.\nshow_cell: Show original crystallographic unit cell.\northographic: Use orthographic camera perspective.\nghost_radius: Show periodic images up to a given distance (length units).\nndims: Spatial dimensions of system (1, 2, or 3).\ncompass: If true, draw Cartesian axes in bottom left.\n\nCalling notify on the return value will animate the figure.\n\n\n\n\n\n","category":"function"},{"location":"library.html#Sunny.plot_spins!","page":"Library API","title":"Sunny.plot_spins!","text":"plot_spins!(ax, sys::System; opts...)\n\nMutating variant of plot_spins that allows drawing into a single panel of a Makie figure.\n\nExample\n\nfig = Figure()\nplot_spins!(fig[1, 1], sys1)\nplot_spins!(fig[2, 1], sys2)\ndisplay(fig)\n\n\n\n\n\n","category":"function"},{"location":"library.html#Sunny.plot_intensities","page":"Library API","title":"Sunny.plot_intensities","text":"plot_intensities(res::BandIntensities; colormap=nothing, allpositive=true, saturation=0.9,\n                 sensitivity=0.0025, fwhm=nothing, ylims=nothing, units=nothing, into=nothing, \n                 title=\"\")\n\nplot_intensities(res::Intensities; colormap=nothing, colorrange=nothing, allpositive=true, \n                 saturation=0.9, units=nothing, into=nothing, title=\"\")\n\nplot_intensities(res::PowderIntensities; colormap=nothing, colorrange=nothing, allpositive=true, \n                 saturation=0.9, units=nothing, into=nothing, title=\"\")\n\nKeyword arguments:\n\ncolormap and colorange: Optionally override the default mapping from intensity values to colors. If specified, these parameters will be passed directly to Makie.heatmap.\nallpositive: Should intensities be all positive, apart from numerical error? If true, the default colors will clip below zero intensity. If false, the default colors will be symmetric about zero intensity.\nsaturation: If colorrange is not explicitly set, this defines the saturation value as a quantile of intensities over all wavevectors.\nsensitivity: When plotting BandIntensities, this defines a lower bound on the visible intensities as a fraction of the saturated intensity value.\nfwhm: When plotting BandIntensities, this overrides the full-width at half-maximum value used for Gaussian broadening.\nylims: Limits of the y-axis.\nunits: A Units instance for labeling axes and performing conversions.\ninto: A symbol for conversion into a new base energy unit (e.g. :meV, :K, etc.)\ntitle: An optional title for the plot.\n\n\n\n\n\n","category":"function"},{"location":"library.html#Sunny.plot_intensities!","page":"Library API","title":"Sunny.plot_intensities!","text":"plot_intensities!(panel, res::AbstractIntensities; opts...)\n\nMutating variant of plot_intensities that allows drawing into a single panel of a Makie figure.\n\nExample\n\nfig = Figure()\nplot_intensities!(fig[1, 1], res1; title=\"Panel 1\")\nplot_intensities!(fig[2, 1], res2; title=\"Panel 2\")\ndisplay(fig)\n\n\n\n\n\n","category":"function"},{"location":"library.html#Sunny.view_crystal","page":"Library API","title":"Sunny.view_crystal","text":"view_crystal(crystal::Crystal; refbonds=10, orthographic=false, ghost_radius=nothing, ndims=3, compass=true)\nview_crystal(sys::System; ...)\n\nLaunches a graphical user interface to visualize the Crystal unit cell. If a System is provided, then the 3×3 exchange matrices for each bond will be depicted graphically.\n\nrefbonds: By default, calculate up to 10 reference bonds using the reference_bonds function. An explicit list of reference bonds may also be provided.\northographic: Use orthographic camera perspective.\nghost_radius: Show periodic images up to a given distance. Defaults to the cell size.\nndims: Spatial dimensions of system (1, 2, or 3).\ncompass: If true, draw Cartesian axes in bottom left.\n\n\n\n\n\n","category":"function"},{"location":"library.html#Optional-WriteVTK-extensions","page":"Library API","title":"Optional WriteVTK extensions","text":"","category":"section"},{"location":"library.html","page":"Library API","title":"Library API","text":"The following will be enabled through a package extension if WriteVTK is loaded.","category":"page"},{"location":"library.html","page":"Library API","title":"Library API","text":"export_vtk","category":"page"},{"location":"library.html#Sunny.export_vtk","page":"Library API","title":"Sunny.export_vtk","text":"export_vtk(filename,params::BinningParameters,data)\n\nExport a VTK-compatible file to filename (do not include file extension when specifying the file name) which contains the data as VTK Cell Data on a grid parameterized by params.\n\nAt least one axis of the BinningParameters must be integrated over, since VTK does not support 4D data. See integrate_axes!.\n\n\n\n\n\n","category":"function"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"EditURL = \"../../../examples/05_MC_Ising.jl\"","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/05_MC_Ising.html#5.-Monte-Carlo-sampling-of-the-Ising-model","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"","category":"section"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"This tutorial illustrates simulation of the classical 2D Ising model.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"To model the 2D square lattice, create an elongated tetragonal cell with one atom.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"latvecs = lattice_vectors(1, 1, 10, 90, 90, 90)\ncrystal = Crystal(latvecs, [[0, 0, 0]])","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"Create a System of spin dipoles. Following the Ising convention, we will restrict the dipoles to 1 along the global hatz-axis. Select g=-1 so that the Zeeman coupling between external field 𝐁 and spin dipole 𝐬 is -𝐁𝐬. The system size is 128×128.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"L = 128\nsys = System(crystal, [1 => Moment(s=1, g=-1)], :dipole; dims=(L, L, 1), seed=0)\npolarize_spins!(sys, (0, 0, 1))","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"Use set_exchange! to include a ferromagnetic Heisenberg interaction along nearest-neighbor bonds. The Bond below connects two spins displaced by the lattice vector 𝐚₁. This interaction will be propagated to all nearest-neighbors bonds in the system, consistent with the symmetries of the square lattice.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"set_exchange!(sys, -1.0, Bond(1, 1, (1, 0, 0)))","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"If an external field is desired, it can be set using set_field!.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"B = 0\nset_field!(sys, (0, 0, B))","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"The critical temperature for the Ising model is known analytically.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"Tc = 2/log(1+√2)","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"Use a LocalSampler to perform nsweeps Monte Carlo sweeps. A sweep consists of, on average, one trial update per spin in the system. Each proposed update is accepted or rejected according to the Metropolis acceptance probability. As its name suggests, the propose_flip function will only propose pure spin flips, 𝐬 rightarrow -𝐬.","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"nsweeps = 4000\nsampler = LocalSampler(kT=Tc, propose=propose_flip)\nfor i in 1:nsweeps\n    step!(sys, sampler)\nend","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"Plot the Ising spins by extracting the z-component of the dipoles","category":"page"},{"location":"examples/05_MC_Ising.html","page":"5. Monte Carlo sampling of the Ising model","title":"5. Monte Carlo sampling of the Ising model","text":"heatmap(reshape([S[3] for S in sys.dipoles], (L, L)))","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#MgCr2O4-at-Finite-Temperature","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Author: Martin Mourigal","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Date: September 9, 2022 (Updated August 29, 2024 using Sunny 0.7.0)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"In this tutorial, we will walk through an example in Sunny and calculate the spin dynamical properties of the Heisenberg pyrochlore antiferromagnet and apply this knowledge to MgCr2O4 and ZnCr2O4, which are known to approximate this model. Relevant publications include:","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"[1] P. H. Conlon and J. T. Chalker, Phys. Rev. Lett. 102, 237206 (2009)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"[2] P. H. Conlon and J. T. Chalker, Phys. Rev. B 81, 224413 (2010)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"[3] X. Bai, J. A. M. Paddison, et al. Phys. Rev. Lett. 122, 097201 (2019)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Setting-up-Julia","page":"MgCr2O4 at Finite Temperature","title":"Setting up Julia","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"To run the examples in the tutorial, you will need a working installation of the Julia programming language and the Sunny package. Some useful references for getting started are:","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Getting started with Julia for Sunny\nSunny Docs","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We will begin by loading the relevant packages.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"using Sunny # The main package\nusing GLMakie # Plotting package","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Setting-up-the-crystal-structure","page":"MgCr2O4 at Finite Temperature","title":"Setting up the crystal structure","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Before specifying the interactions of our system, we first must set up the crystal. We will begin by specifying the pyrochlore lattice (illustrated below) in the manner that is typical of theorists.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Picture Credits: Theory of Quantum Matter Unit, OIST","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#\"Theorist\"-Method","page":"MgCr2O4 at Finite Temperature","title":"\"Theorist\" Method","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"In this approach, we directly define the lattice vectors and specify the position of each atom in fractional coordinates.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"latvecs = lattice_vectors(8.3342, 8.3342, 8.3342, 90, 90, 90)\npositions = [[0.875, 0.625, 0.375],\n             [0.625, 0.125, 0.625],\n             [0.875, 0.875, 0.125],\n             [0.625, 0.875, 0.375],\n             [0.875, 0.125, 0.875],\n             [0.625, 0.625, 0.125],\n             [0.875, 0.375, 0.625],\n             [0.625, 0.375, 0.875],\n             [0.375, 0.625, 0.875],\n             [0.125, 0.125, 0.125],\n             [0.375, 0.875, 0.625],\n             [0.125, 0.875, 0.875],\n             [0.375, 0.125, 0.375],\n             [0.125, 0.625, 0.625],\n             [0.375, 0.375, 0.125],\n             [0.125, 0.375, 0.375]];\ntypes = [\"B\" for _ in positions]\nxtal_pyro   = Crystal(latvecs, positions; types) # We will call this crystal the Theoretical Pyrochlore","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Crystal\nSpacegroup 'F d -3 m' (227)\nLattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°\nCell volume 578.9\nType 'B', Wyckoff 16c (point group '.-3m'):\n   1. [7/8, 5/8, 3/8]\n   2. [5/8, 1/8, 5/8]\n   3. [7/8, 7/8, 1/8]\n   4. [5/8, 7/8, 3/8]\n   5. [7/8, 1/8, 7/8]\n   6. [5/8, 5/8, 1/8]\n   7. [7/8, 3/8, 5/8]\n   8. [5/8, 3/8, 7/8]\n   9. [3/8, 5/8, 7/8]\n   10. [1/8, 1/8, 1/8]\n   11. [3/8, 7/8, 5/8]\n   12. [1/8, 7/8, 7/8]\n   13. [3/8, 1/8, 3/8]\n   14. [1/8, 5/8, 5/8]\n   15. [3/8, 3/8, 1/8]\n   16. [1/8, 3/8, 3/8]\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"To examine the result interactively, we can call view_crystal.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"view_crystal(xtal_pyro, 3.2)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#\"Experimentalist\"-Method-#1-(Incorrect)","page":"MgCr2O4 at Finite Temperature","title":"\"Experimentalist\" Method #1 (Incorrect)","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"A real crystal is more complicated than this, however, and we will now construct the system using the actual CIF file of MgCr2O4 from ICSD. This can be done by copying over the data from a CIF file by hand, but this can be dangerous, as shown below.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"latvecs   = lattice_vectors(8.3342, 8.3342, 8.3342, 90, 90, 90)\npositions = [[0.1250, 0.1250, 0.1250],\n             [0.5000, 0.5000, 0.5000],\n             [0.2607, 0.2607, 0.2607]]\ntypes = [\"Mg\",\"Cr\",\"O\"]\nxtal_mgcro_1 = Crystal(latvecs, positions; types)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Crystal\nSpacegroup 'R 3 m' (160)\nLattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°\nCell volume 578.9\nType 'Mg', Wyckoff 3a (point group '3m'):\n   1. [1/8, 1/8, 1/8]\nType 'Cr', Wyckoff 3a (point group '3m'):\n   2. [1/2, 1/2, 1/2]\nType 'O', Wyckoff 3a (point group '3m'):\n   3. [0.2607, 0.2607, 0.2607]\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Sunny returned a valid crystal, but it did get right space group for MgCr2O4. This can be fixed by modifying the input to include the space group and the setting.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#\"Experimentalist\"-Method-#2-(Correct)","page":"MgCr2O4 at Finite Temperature","title":"\"Experimentalist\" Method #2 (Correct)","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"As above, we will define the crystal structure of MgCr2O4 by copying the info from a CIF file, but we will also specify the space group and setting explicitly.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"latvecs    = lattice_vectors(8.3342, 8.3342, 8.3342, 90, 90, 90)\npositions  = [[0.1250, 0.1250, 0.1250],\n              [0.5000, 0.5000, 0.5000],\n              [0.2607, 0.2607, 0.2607]]\ntypes      = [\"Mg\",\"Cr\",\"O\"]\nspacegroup = 227 # Space Group Number\nsetting    = \"2\" # Space Group setting\nxtal_mgcro_2 = Crystal(latvecs, positions, spacegroup; types, setting)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Crystal\nSpacegroup 'F d -3 m' (227)\nLattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°\nCell volume 578.9\nType 'Mg', Wyckoff 8b (point group '-43m'):\n   1. [1/8, 1/8, 1/8]\n   2. [5/8, 5/8, 1/8]\n   3. [7/8, 3/8, 3/8]\n   4. [3/8, 7/8, 3/8]\n   5. [5/8, 1/8, 5/8]\n   6. [1/8, 5/8, 5/8]\n   7. [3/8, 3/8, 7/8]\n   8. [7/8, 7/8, 7/8]\nType 'Cr', Wyckoff 16c (point group '.-3m'):\n   9. [1/2, 0, 0]\n   10. [3/4, 1/4, 0]\n   11. [0, 1/2, 0]\n   12. [1/4, 3/4, 0]\n   13. [3/4, 0, 1/4]\n   14. [1/2, 1/4, 1/4]\n   15. [1/4, 1/2, 1/4]\n   16. [0, 3/4, 1/4]\n   17. [0, 0, 1/2]\n   18. [1/4, 1/4, 1/2]\n   19. [1/2, 1/2, 1/2]\n   20. [3/4, 3/4, 1/2]\n   21. [1/4, 0, 3/4]\n   22. [0, 1/4, 3/4]\n   23. [3/4, 1/2, 3/4]\n   24. [1/2, 3/4, 3/4]\nType 'O', Wyckoff 32e (point group '.3m'):\n   25. [0.7393, 0.0107, 0.0107]\n   26. [0.5107, 0.2393, 0.0107]\n   27. [0.2393, 0.5107, 0.0107]\n   28. [0.0107, 0.7393, 0.0107]\n   29. [0.5107, 0.0107, 0.2393]\n   30. [0.7393, 0.2393, 0.2393]\n   31. [0.0107, 0.5107, 0.2393]\n   32. [0.2393, 0.7393, 0.2393]\n   33. [0.2607, 0.2607, 0.2607]\n   34. [0.4893, 0.4893, 0.2607]\n   35. [0.7607, 0.7607, 0.2607]\n   36. [0.9893, 0.9893, 0.2607]\n   37. [0.4893, 0.2607, 0.4893]\n   38. [0.2607, 0.4893, 0.4893]\n   39. [0.9893, 0.7607, 0.4893]\n   40. [0.7607, 0.9893, 0.4893]\n   41. [0.2393, 0.0107, 0.5107]\n   42. [0.0107, 0.2393, 0.5107]\n   43. [0.7393, 0.5107, 0.5107]\n   44. [0.5107, 0.7393, 0.5107]\n   45. [0.0107, 0.0107, 0.7393]\n   46. [0.2393, 0.2393, 0.7393]\n   47. [0.5107, 0.5107, 0.7393]\n   48. [0.7393, 0.7393, 0.7393]\n   49. [0.7607, 0.2607, 0.7607]\n   50. [0.9893, 0.4893, 0.7607]\n   51. [0.2607, 0.7607, 0.7607]\n   52. [0.4893, 0.9893, 0.7607]\n   53. [0.9893, 0.2607, 0.9893]\n   54. [0.7607, 0.4893, 0.9893]\n   55. [0.4893, 0.7607, 0.9893]\n   56. [0.2607, 0.9893, 0.9893]\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"This result is correct, but at this point we might as well import the CIF file directly, which we now proceed to do.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#\"Experimentalist\"-Method-#3-(Correct-–-if-your-CIF-file-is)","page":"MgCr2O4 at Finite Temperature","title":"\"Experimentalist\" Method #3 (Correct – if your CIF file is)","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"To import a CIF file, simply give the path to Crystal. One may optionally specify a precision parameter to apply to the symmetry analysis.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"cif = joinpath(@__DIR__, \"MgCr2O4_160953_2009.cif\")\nxtal_mgcro_3 = Crystal(cif; symprec=0.001)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Crystal\nSpacegroup 'F d -3 m' (227)\nLattice params a=8.333, b=8.333, c=8.333, α=90°, β=90°, γ=90°\nCell volume 578.6\nType 'Mg1', Wyckoff 8b (point group '-43m'):\n   1. [1/8, 1/8, 1/8]\n   2. [5/8, 5/8, 1/8]\n   3. [7/8, 3/8, 3/8]\n   4. [3/8, 7/8, 3/8]\n   5. [5/8, 1/8, 5/8]\n   6. [1/8, 5/8, 5/8]\n   7. [3/8, 3/8, 7/8]\n   8. [7/8, 7/8, 7/8]\nType 'Cr1', Wyckoff 16c (point group '.-3m'):\n   9. [1/2, 0, 0]\n   10. [3/4, 1/4, 0]\n   11. [0, 1/2, 0]\n   12. [1/4, 3/4, 0]\n   13. [3/4, 0, 1/4]\n   14. [1/2, 1/4, 1/4]\n   15. [1/4, 1/2, 1/4]\n   16. [0, 3/4, 1/4]\n   17. [0, 0, 1/2]\n   18. [1/4, 1/4, 1/2]\n   19. [1/2, 1/2, 1/2]\n   20. [3/4, 3/4, 1/2]\n   21. [1/4, 0, 3/4]\n   22. [0, 1/4, 3/4]\n   23. [3/4, 1/2, 3/4]\n   24. [1/2, 3/4, 3/4]\nType 'O1', Wyckoff 32e (point group '.3m'):\n   25. [0.7388, 0.0112, 0.0112]\n   26. [0.5112, 0.2388, 0.0112]\n   27. [0.2388, 0.5112, 0.0112]\n   28. [0.0112, 0.7388, 0.0112]\n   29. [0.5112, 0.0112, 0.2388]\n   30. [0.7388, 0.2388, 0.2388]\n   31. [0.0112, 0.5112, 0.2388]\n   32. [0.2388, 0.7388, 0.2388]\n   33. [0.2612, 0.2612, 0.2612]\n   34. [0.4888, 0.4888, 0.2612]\n   35. [0.7612, 0.7612, 0.2612]\n   36. [0.9888, 0.9888, 0.2612]\n   37. [0.4888, 0.2612, 0.4888]\n   38. [0.2612, 0.4888, 0.4888]\n   39. [0.9888, 0.7612, 0.4888]\n   40. [0.7612, 0.9888, 0.4888]\n   41. [0.2388, 0.0112, 0.5112]\n   42. [0.0112, 0.2388, 0.5112]\n   43. [0.7388, 0.5112, 0.5112]\n   44. [0.5112, 0.7388, 0.5112]\n   45. [0.0112, 0.0112, 0.7388]\n   46. [0.2388, 0.2388, 0.7388]\n   47. [0.5112, 0.5112, 0.7388]\n   48. [0.7388, 0.7388, 0.7388]\n   49. [0.7612, 0.2612, 0.7612]\n   50. [0.9888, 0.4888, 0.7612]\n   51. [0.2612, 0.7612, 0.7612]\n   52. [0.4888, 0.9888, 0.7612]\n   53. [0.9888, 0.2612, 0.9888]\n   54. [0.7612, 0.4888, 0.9888]\n   55. [0.4888, 0.7612, 0.9888]\n   56. [0.2612, 0.9888, 0.9888]\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Finally, we wish to restrict attention to the magnetic atoms in the unit cell while maintaining symmetry information for the full crystal, which is required to determine the correct exchange and g-factor anisotropies. This can be achieved with the subcrystal function.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"xtal_mgcro = subcrystal(xtal_mgcro_2, \"Cr\")","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Crystal\nSpacegroup 'F d -3 m' (227)\nLattice params a=8.334, b=8.334, c=8.334, α=90°, β=90°, γ=90°\nCell volume 578.9\nType 'Cr', Wyckoff 16c (point group '.-3m'):\n   1. [1/2, 0, 0]\n   2. [3/4, 1/4, 0]\n   3. [0, 1/2, 0]\n   4. [1/4, 3/4, 0]\n   5. [3/4, 0, 1/4]\n   6. [1/2, 1/4, 1/4]\n   7. [1/4, 1/2, 1/4]\n   8. [0, 3/4, 1/4]\n   9. [0, 0, 1/2]\n   10. [1/4, 1/4, 1/2]\n   11. [1/2, 1/2, 1/2]\n   12. [3/4, 3/4, 1/2]\n   13. [1/4, 0, 3/4]\n   14. [0, 1/4, 3/4]\n   15. [3/4, 1/2, 3/4]\n   16. [1/2, 3/4, 3/4]\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Making-a-System-and-assigning-interactions","page":"MgCr2O4 at Finite Temperature","title":"Making a System and assigning interactions","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Making-a-System","page":"MgCr2O4 at Finite Temperature","title":"Making a System","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Before assigning any interactions, we first have to set up a System using our Crystal.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"dims = (6, 6, 6)  # Supercell dimensions\nmomentinfo = [1 => Moment(s=3/2, g=2)]  # Specify local moment information, note that all sites are symmetry equivalent\nsys_pyro = System(xtal_pyro, momentinfo, :dipole; dims)    # Make a system in dipole (Landau-Lifshitz) mode on pyrochlore lattice\nsys_mgcro = System(xtal_mgcro, momentinfo, :dipole; dims); # Same on MgCr2O4 crystal","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"To understand what interactions we may assign to this system, we have to understand the the symmetry properties of the crystal, which we turn to next.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Symmetry-analysis-for-exchange-and-single-ion-anisotropies","page":"MgCr2O4 at Finite Temperature","title":"Symmetry analysis for exchange and single-ion anisotropies","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"print_symmetry_table reports all the exchange interactions, single-site anisotropies, and g-factors allowed on our crystal. It takes a Cyrstal and a distance. We'll look at both the \"theorist's\" pyrochlore lattice,","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"print_symmetry_table(xtal_pyro, 5.9)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Atom 1\nType 'B', position [7/8, 5/8, 3/8], multiplicity 16\nAllowed g-tensor: [ A B -B\n                    B A  B\n                   -B B  A]\nAllowed anisotropy in Stevens operators:\n    c₁*(𝒪[2,-2]+2𝒪[2,-1]-2𝒪[2,1]) +\n    c₂*(7𝒪[4,-3]+2𝒪[4,-2]-𝒪[4,-1]+𝒪[4,1]+7𝒪[4,3]) + c₃*(𝒪[4,0]+5𝒪[4,4]) +\n    c₄*(-11𝒪[6,-6]-8𝒪[6,-3]+𝒪[6,-2]-8𝒪[6,-1]+8𝒪[6,1]-8𝒪[6,3]) + c₅*(𝒪[6,0]-21𝒪[6,4]) + c₆*((9/5)𝒪[6,-6]+(24/5)𝒪[6,-5]+𝒪[6,-2]+(8/5)𝒪[6,-1]-(8/5)𝒪[6,1]-(24/5)𝒪[6,5])\n\nBond(1, 3, [0, 0, 0])\nDistance 2.9465846678825, coordination 6\nConnects 'B' at [7/8, 5/8, 3/8] to 'B' at [7/8, 7/8, 1/8]\nAllowed exchange matrix: [ A -D D\n                           D  B C\n                          -D  C B]\nAllowed DM vector: [0 -D -D]\n\nBond(1, 2, [0, 0, 0])\nDistance 5.1036343535759, coordination 12\nConnects 'B' at [7/8, 5/8, 3/8] to 'B' at [5/8, 1/8, 5/8]\nAllowed exchange matrix: [  A  C-E  D-F\n                          C+E    B -C+E\n                          D+F -C-E    A]\nAllowed DM vector: [E F -E]\n\nBond(2, 6, [0, 0, 0])\nDistance 5.8931693357649, coordination 6\nConnects 'B' at [5/8, 1/8, 5/8] to 'B' at [5/8, 5/8, 1/8]\nAllowed exchange matrix: [A D D\n                          D B C\n                          D C B]\n\nBond(1, 5, [0, 0, 0])\nDistance 5.8931693357649, coordination 6\nConnects 'B' at [7/8, 5/8, 3/8] to 'B' at [7/8, 1/8, 7/8]\nAllowed exchange matrix: [ A D -D\n                           D B  C\n                          -D C  B]\n\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"and for the the MgCrO4 crystal,","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"print_symmetry_table(xtal_mgcro, 6.0)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Atom 1\nType 'Cr', position [1/2, 0, 0], multiplicity 16\nAllowed g-tensor: [A B B\n                   B A B\n                   B B A]\nAllowed anisotropy in Stevens operators:\n    c₁*(𝒪[2,-2]+2𝒪[2,-1]+2𝒪[2,1]) +\n    c₂*(-7𝒪[4,-3]-2𝒪[4,-2]+𝒪[4,-1]+𝒪[4,1]+7𝒪[4,3]) + c₃*(𝒪[4,0]+5𝒪[4,4]) +\n    c₄*(-11𝒪[6,-6]-8𝒪[6,-3]+𝒪[6,-2]-8𝒪[6,-1]-8𝒪[6,1]+8𝒪[6,3]) + c₅*(𝒪[6,0]-21𝒪[6,4]) + c₆*((9/5)𝒪[6,-6]+(24/5)𝒪[6,-5]+𝒪[6,-2]+(8/5)𝒪[6,-1]+(8/5)𝒪[6,1]+(24/5)𝒪[6,5])\n\nBond(1, 2, [0, 0, 0])\nDistance 2.9465846678825, coordination 6\nConnects 'Cr' at [1/2, 0, 0] to 'Cr' at [3/4, 1/4, 0]\nAllowed exchange matrix: [A C -D\n                          C A -D\n                          D D  B]\nAllowed DM vector: [-D D 0]\n\nBond(1, 7, [0, 0, 0])\nDistance 5.1036343535759, coordination 12\nConnects 'Cr' at [1/2, 0, 0] to 'Cr' at [1/4, 1/2, 1/4]\nAllowed exchange matrix: [  A  C-E  D-F\n                          C+E    B -C+E\n                          D+F -C-E    A]\nAllowed DM vector: [E F -E]\n\nBond(1, 3, [0, 0, 0])\nDistance 5.8931693357649, coordination 6\nConnects 'Cr' at [1/2, 0, 0] to 'Cr' at [0, 1/2, 0]\nAllowed exchange matrix: [A D C\n                          D A C\n                          C C B]\n\nBond(1, 3, [1, 0, 0])\nDistance 5.8931693357649, coordination 6\nConnects 'Cr' at [1/2, 0, 0] to 'Cr' at [1, 1/2, 0]\nAllowed exchange matrix: [A D C\n                          D A C\n                          C C B]\n\n","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Note that the exchange anisotropies allowed on the the pyrochlore lattice are slightly different from those on the MgCr2O4 cyrstal due to the role of Mg and O in the bonds. Also note that Sunny has correctly identified the two inequivalent bonds 3a and 3b having the same length. A question may arises to know which bond is J3a and which is J3b, let's plot the structure.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"view_crystal(xtal_mgcro, 5.9)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"The crystal viewer shows that the second interaction – cyan color with distance of 5.89Å – is in fact the one hopping through a chromium site, meaning it is J3a! We will need to be careful with that later.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Building-the-exchange-interactions-for-our-system","page":"MgCr2O4 at Finite Temperature","title":"Building the exchange interactions for our system","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We begin by setting the scale of our exchange interactions on each bond.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"J1      = 3.27  # value of J1 in meV from Bai's PRL paper\nJ_pyro  = [1.00,0.000,0.000,0.000]*J1    # pure nearest neighbor pyrochlore\nJ_mgcro = [1.00,0.0815,0.1050,0.085]*J1; # further neighbor pyrochlore relevant for MgCr2O4\n# val_J_mgcro = [1.00,0.000,0.025,0.025]*val_J1; # this is a funny setting from Conlon-Chalker","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"These values are then assigned to their corresponding bonds with set_exchange!.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"# === Assign exchange interactions to pyrochlore system ===\nset_exchange!(sys_pyro, J_pyro[1], Bond(1, 3, [0,0,0])) # J1\nset_exchange!(sys_pyro, J_pyro[2], Bond(1, 2, [0,0,0])) # J2\nset_exchange!(sys_pyro, J_pyro[3], Bond(2, 6, [0,0,0])) # J3a\nset_exchange!(sys_pyro, J_pyro[4], Bond(1, 5, [0,0,0])) # J3b\n\n# === Assign exchange interactions to MgCr2O4 system ===\nset_exchange!(sys_mgcro, J_mgcro[1], Bond(1, 2, [0,0,0]))  # J1\nset_exchange!(sys_mgcro, J_mgcro[2], Bond(1, 7, [0,0,0]))  # J2\nset_exchange!(sys_mgcro, J_mgcro[3], Bond(1, 3, [0,0,0]))  # J3a -- Careful here!\nset_exchange!(sys_mgcro, J_mgcro[4], Bond(1, 3, [1,0,0])); # J3b -- And here!","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We will not be assigning any single-ion anisotropies, so we have finished specifying our models. For good measure, we will set both systems to a random (infinite temperature) initial condition.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"randomize_spins!(sys_pyro)\nrandomize_spins!(sys_mgcro);","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Cooling-our-System-amd-calculating-the-instantaneous-and-dynamic-structure-factors-at-the-final-temperature","page":"MgCr2O4 at Finite Temperature","title":"Cooling our System amd calculating the instantaneous and dynamic structure factors at the final temperature","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We begin by thermalizing our system at a particular temperature. We will accomplish this by running Langevin dynamics. To do this, we must set up a Langevin integrator.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"dt = 0.01  # Integration time step in meV^-1\ndamping  = 0.1   # Phenomenological damping parameter\nkT = 1.8   # Desired temperature in meV\nlangevin = Langevin(dt; damping, kT); # Construct integrator","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We can now thermalize our systems by running the integrator.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"for _ in 1:5000\n    step!(sys_pyro, langevin)\n    step!(sys_mgcro, langevin)\nend","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"As a sanity check, we'll plot the real-space spin configurations of both systems after themalization. First the pyrochlore,","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"plot_spins(sys_pyro)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"and then the MgCr2O4,","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"plot_spins(sys_mgcro)","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Instantaneous-Structure-Factor","page":"MgCr2O4 at Finite Temperature","title":"Instantaneous Structure Factor","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Next we can examine the instantaneous structure factor.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"isf_pyro  = SampledCorrelationsStatic(sys_pyro; measure=ssf_perp(sys_pyro))\nisf_mgcro = SampledCorrelationsStatic(sys_mgcro; measure=ssf_perp(sys_mgcro));","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"These are currently empty. Let's add spin-spin correlation data from 10 sampled spin configurations at kT = 1.8 meV.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"for _ in 1:10\n    # Run dynamics to decorrelate\n    for _ in 1:500\n        step!(sys_pyro, langevin)\n        step!(sys_mgcro, langevin)\n    end\n    # Add samples\n    add_sample!(isf_pyro, sys_pyro)\n    add_sample!(isf_mgcro, sys_mgcro)\nend","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"To retrieve the intensities, we call intensities_static on an array of wave vectors, which we can generate with q_space_grid.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"qpts_pyro = q_space_grid(xtal_pyro, [1, 0, 0], range(-4.0, 4.0, 200), [0, 1, 0], (-4, 4))\nqpts_mgcro = q_space_grid(xtal_mgcro, [1, 0, 0], range(-4.0, 4.0, 200), [0, 1, 0], (-4, 4))\n\nSq_pyro  = intensities_static(isf_pyro, qpts_pyro)\nSq_mgcro = intensities_static(isf_mgcro, qpts_mgcro);","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Finally, plot the results.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"fig = Figure(; size=(1200,500))\nplot_intensities!(fig[1,1], Sq_pyro)\nplot_intensities!(fig[1,2], Sq_mgcro)\nfig","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Dynamical-Structure-Factor","page":"MgCr2O4 at Finite Temperature","title":"Dynamical Structure Factor","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We can also estimate the dynamical structure factor.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"energies = range(0, 10, 100)\nsc_pyro  = SampledCorrelations(sys_pyro; dt, energies, measure=ssf_perp(sys_pyro))\nsc_mgcro = SampledCorrelations(sys_mgcro; dt, energies, measure=ssf_perp(sys_mgcro));","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Next we sample trajectories and calculate the spin-spin correlations of these. Unlike SampledCorrelationsStatic, these samples now include time (energy) information – and take significantly longer to calculate.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"for _ in 1:3\n    # Run dynamics to decorrelate\n    for _ in 1:500\n        step!(sys_pyro, langevin)\n        step!(sys_mgcro, langevin)\n    end\n    # Add samples\n    add_sample!(sc_pyro, sys_pyro)\n    add_sample!(sc_mgcro, sys_mgcro)\nend","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We can now examine the structure factor intensities along a path in momentum space. First examine the pyrochlore model.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"fig = Figure(; size=(1200,900))\nqbs = 0.0:0.5:1.5 # Determine q_b for each slice\nfor (i, qb) in enumerate(qbs)\n    qpts_pyro = q_space_path(xtal_pyro, [[-4, qb, 0], [4, qb, 0]], 200)\n    Sqw_pyro = intensities(sc_pyro, qpts_pyro; energies=:available, kT)\n    plot_intensities!(fig[fldmod1(i, 2)...], Sqw_pyro; title=\"q_b = $qb\")\nend\nfig","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Next generate the results along the same path for MgCr2O4.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"fig = Figure(; size=(1200,900))\nfor (i, qb) in enumerate(qbs)\n    qpts_mgcro = q_space_path(xtal_mgcro, [[-4, qb, 0], [4, qb, 0]], 200)\n    Sqw_mgcro = intensities(sc_mgcro, qpts_mgcro; energies=:available, kT)\n    plot_intensities!(fig[fldmod1(i, 2)...], Sqw_mgcro; title =\"q_b = $qb\")\nend\nfig","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html#Instantaneous-structure-factor-from-a-dynamical-structure-factor","page":"MgCr2O4 at Finite Temperature","title":"Instantaneous structure factor from a dynamical structure factor","text":"","category":"section"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"Finally, we note that the instant structure factor (what we generated with SampledCorrelationsStatic) can be calculated from the dynamical structure factor (generated with a SampledCorrelations). We simply call instant_static rather than intensities on the SampledCorrelations. This will calculate the instantaneous structure factor from from 𝒮(𝐪ω) by integrating out ω . An advantage of doing this (as opposed to using a SampledCorrelationsStatic) is that Sunny is able to apply a temperature- and energy-dependent intensity rescaling before integrating out the dynamical information. The results of this approach are more suitable for comparison with experimental data.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"qpts_pyro = q_space_grid(xtal_pyro, [1, 0, 0], range(-4, 4, 200), [0, 1, 0], (-4, 4))\nqpts_mgcro = q_space_grid(xtal_mgcro, [1, 0, 0], range(-4, 4, 200), [0, 1, 0], (-4, 4))\n\nSq_pyro  = intensities_static(sc_pyro, qpts_pyro; kT)\nSq_mgcro = intensities_static(sc_mgcro, qpts_mgcro; kT);","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"We can plot the results below. It is useful to compare these to the plot above generated with an SampledCorrelationsStatic.","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"fig = Figure(; size=(1200,500))\nax = plot_intensities!(fig[1,1], Sq_pyro; title=\"Pyrochlore\")\nax = plot_intensities!(fig[1,2], Sq_mgcro; title=\"MgCr₂O₄\")\nfig","category":"page"},{"location":"examples/contributed/MgCr2O4-tutorial.html","page":"MgCr2O4 at Finite Temperature","title":"MgCr2O4 at Finite Temperature","text":"(Image: )","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"EditURL = \"../../../../examples/spinw_tutorials/SW18_Distorted_kagome.jl\"","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html#SW18-Distorted-kagome","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"","category":"section"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"This is a Sunny port of SpinW Tutorial 18, originally authored by Goran Nilsen and Sandor Toth. This tutorial illustrates spin wave calculations for KCu₃As₂O₇(OD)₃. The Cu ions are arranged in a distorted kagome lattice, and exhibit an incommensurate helical magnetic order, as described in G. J. Nilsen, et al., Phys. Rev. B 89, 140412 (2014). The model follows Toth and Lake, J. Phys.: Condens. Matter 27, 166002 (2015).","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Build the distorted kagome crystal, with spacegroup 12.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(10.2, 5.94, 7.81, 90, 117.7, 90)\npositions = [[0, 0, 0], [1/4, 1/4, 0]]\ntypes = [\"Cu1\", \"Cu2\"]\ncryst = Crystal(latvecs, positions, 12; types, setting=\"b1\")\nview_crystal(cryst)","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Define the interactions.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"moments = [1 => Moment(s=1/2, g=2), 3 => Moment(s=1/2, g=2)]\nsys = System(cryst, moments, :dipole, seed=0)\nJ   = -2\nJp  = -1\nJab = 0.75\nJa  = -J/.66 - Jab\nJip = 0.01\nset_exchange!(sys, J, Bond(1, 3, [0, 0, 0]))\nset_exchange!(sys, Jp, Bond(3, 5, [0, 0, 0]))\nset_exchange!(sys, Ja, Bond(3, 4, [0, 0, 0]))\nset_exchange!(sys, Jab, Bond(1, 2, [0, 0, 0]))\nset_exchange!(sys, Jip, Bond(3, 4, [0, 0, 1]))","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Use minimize_spiral_energy! to optimize the generalized spiral order. This determines the propagation wavevector k, and fits the spin values within the unit cell. One must provide a fixed axis perpendicular to the polarization plane. For this system, all interactions are rotationally invariant, and the axis vector is arbitrary. In other cases, a good axis will frequently be determined from symmetry considerations.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"axis = [0, 0, 1]\nrandomize_spins!(sys)\nk = minimize_spiral_energy!(sys, axis; k_guess=randn(3))\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"If successful, the optimization process will find one two propagation wavevectors, ±k_ref, with opposite chiralities. In this system, the spiral_energy_per_site is independent of chirality.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"k_ref = [0.785902495, 0.0, 0.107048756]\nk_ref_alt = [1, 0, 1] - k_ref\n@assert isapprox(k, k_ref; atol=1e-6) || isapprox(k, k_ref_alt; atol=1e-6)\n@assert spiral_energy_per_site(sys; k, axis) ≈ -0.78338383838","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Check the energy with a real-space calculation using a large magnetic cell. First, we must determine a lattice size for which k becomes approximately commensurate.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"suggest_magnetic_supercell([k_ref]; tol=1e-3)","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Resize the system as suggested, and perform a real-space calculation. Working with a commensurate wavevector increases the energy slightly. The precise value might vary from run-to-run due to trapping in a local energy minimum.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"new_shape = [14 0 1; 0 1 0; 0 0 2]\nsys2 = reshape_supercell(sys, new_shape)\nrandomize_spins!(sys2)\nminimize_energy!(sys2)\nenergy_per_site(sys2)","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Return to the original system (with a single chemical cell) and construct SpinWaveTheorySpiral for calculations on the incommensurate spiral phase.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"measure = ssf_perp(sys; apply_g=false)\nswt = SpinWaveTheorySpiral(sys; measure, k, axis)","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Plot intensities for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"qs = [[0,0,0], [1,0,0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"Plot the powder-averaged intensities","category":"page"},{"location":"examples/spinw/SW18_Distorted_kagome.html","page":"SW18 - Distorted kagome","title":"SW18 - Distorted kagome","text":"radii = range(0, 2, 100) # (1/Å)\nenergies = range(0, 6, 200)\nkernel = gaussian(fwhm=0.05)\nres = powder_average(cryst, radii, 400) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html#Enforcing-the-quantum-sum-rule-with-moment-renormalization","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"","category":"section"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"AUTHOR: David Dahlbom (dahlbomda@ornl.gov), DATE: August 29, 2024 (Sunny 0.7.0)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"One goal of the Sunny project is to extend classical techniques to incorporate a greater number of quantum effects. The generalization of the Landau-Lifshitz (LL) equations from SU(2) to SU(N) coherent states is the cornerstone of this approach [1], but Sunny includes a number of other \"classical-to-quantum\" corrections. For example, in the zero-temperature limit, there is a well-known correspondence between Linear Spin Wave Theory (LSWT) and the quantization of the normal modes of the linearized LL equations. This allows the dynamical spin structure factor (DSSF) that would be calculated with LSWT, mathcalS_mathrmQ(mathbfq omega), to be recovered from a DSSF that has been calculated classically, mathcalS_mathrmcl(mathbfq omega). This is achieved by applying a classical-to-quantum correspondence factor to mathcalS_mathrmcl(mathbfq omega):","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"mathcalS_mathrmQ(mathbfq omega)=frachbaromegak_mathrmB T left1+ n_mathrmB(omegaT) right mathcalS_mathrmcl(mathbfq omega)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Sunny automatically applies this correction when you call intensity_static on a SampledCorrelations and provide a temperature. This will be demonstrated in the code example below.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"The quantum structure factor satisfies a familiar \"zeroth-moment\" sum rule,","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"intint dmathbfqdomegamathcalS_mathrmQ(mathbfq omega) = N_S S(S+1)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"where N_S is the number of sites. An immediate consequence of the correspondence is that the \"corrected\" classical structure factor satisfies the same sum rule:","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"intint dmathbfqdomega frachbaromegak_mathrmB T left1+ n_mathrmB(omegaT) right mathcalS_mathrmcl(mathbfq omega) = N_S S(S+1)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Note, however, that this correspondence depends on a harmonic oscillator approximation and only applies near T=0. This is reflected in the fact that the correction factor,","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"frachbaromegak_mathrmB T left1+ n_mathrmB(omegaT) right","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"approaches unity for all omega whenever T grows large. In particular, this means that the corrected classical mathcalS_mathrmcl(mathbfq omega) will no longer satisfy the quantum sum rule at elevated temperatures. It will instead approach the \"classical sum rule\":","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"lim_Trightarrowinftyintint dmathbfqdomega frachbaromegak_mathrmB T left1+ n_mathrmB(omegaT) right mathcalS_mathrmcl(mathbfq omega) = N_S S^2\n","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"A simple approach to maintaining a classical-to-quantum correspondence at elevated temperatures is to renormalize the classical magnetic moments so that the quantum sum rule is satisfied. The renormalization factor can be determinied analytically in the infinite temperature limit [2]. For an arbitrary temperature, however, it must be determined empirically [3]. While determining an appropriate rescaling factor can be computationally expensive, Sunny makes it straightforward to evaluate spectral sums and apply moment renormalization, as shown below. One approach to determining the rescaling factors themselves is demonstrated in the sample code here.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html#Evaluating-spectral-sums-in-Sunny","page":"Enforcing the quantum sum rule with moment renormalization","title":"Evaluating spectral sums in Sunny","text":"","category":"section"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"We'll begin by building a spin system representing the effective Spin-1 compound FeI₂. The functions for doing this are imported from kappa_supplementals.jl, available for download here.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"using Sunny, LinearAlgebra\ninclude(joinpath(@__DIR__, \"kappa_supplementals.jl\"))\n\ndims = (8, 8, 4)\nseed = 102\nunits = Units(:meV, :angstrom)\nsys, cryst = FeI2_sys_and_cryst(dims; seed);","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"We will next estimate mathcalS_mathrmcl(mathbfq omega) using classical dynamics. (For more details on setting up such a calculation, see the tutorials in the official Sunny documentation.)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"# Parameters for generating equilbrium samples.\ndt_therm = 0.004                            # Step size for Langevin integrator\ndur_therm = 10.0                            # Safe thermalization time\ndamping = 0.1                               # Phenomenological coupling to thermal bath\nkT = 0.3 * units.K\nlangevin = Langevin(dt_therm; damping, kT)  # Langevin integrator\n\n# Parameters for sampling correlations.\ndt = 0.025                     # Integrator step size for dissipationless trajectories\nnsamples = 3                   # Number of dynamical trajectories to collect for estimating S(𝐪,ω)\nenergies = range(0, 10, 200);  # Energies to resolve, in meV, when calculating the dynamics","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Since FeI₂ is a Spin-1 material, we will use the SU(2S+1=3) formalism and require a set of N^2-1=8 observables to calculate the total spectral weight.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Sx, Sy, Sz = spin_matrices(1)  # Spin-1 representation of spin operators\nobservables = [\n\n    # Dipoles\n    Sx,\n    Sy,\n    Sz,\n\n    # Quadrupoles\n    -(Sx*Sz + Sz*Sx),\n    -(Sy*Sz + Sz*Sy),\n    Sx^2 - Sy^2,\n    Sx*Sy + Sy*Sx,\n    √3 * Sz^2 - I*2/√3,\n];","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"At the moment, Sunny does not expose a high-level interface for working with custom observables such as these. As a workaround, we will write low-level code that accesses the internal Sunny datastructure Sunny.MeasureSpec. The notation Sunny.* indicates that this functionality is not part of the public interface and is subject to change in future Sunny versions.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Building a Sunny.MeasureSpec requires the following:","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"An array containing a set of N observables for each site of the system.\nA vector of tuples (n m), with 1 = n m = N. Each tuple specifies a pair of observables. Together these determine which correlations will be calculated.\nA function for reducing these correlation pairs into a final intensity.\nA list of form factors.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"The Sunny.MeasureSpec below sums over the autocorrelations of each observable and disables form factor corrections.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"observable_field = fill(Hermitian(zeros(ComplexF64, 3, 3)), length(observables), size(sys.coherents)...);\nfor site in Sunny.eachsite(sys), μ in axes(observables, 1)\n    observable_field[μ, site] = Hermitian(observables[μ])\nend\ncorr_pairs = [(i, i) for i in 1:length(observables)]\ncombiner(_, data) = real(sum(data))\nmeasure = Sunny.MeasureSpec(observable_field, corr_pairs, combiner, [one(FormFactor)]);","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Finally, we can construct a SampledCorrelations and perform the calculations.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"sc = SampledCorrelations(sys; dt, energies, measure)\n\n# Thermalize and add several samples\nfor _ in 1:5_000\n    step!(sys, langevin)\nend\n\nfor _ in 1:nsamples\n    # Decorrelate sample\n    for _ in 1:2_000\n        step!(sys, langevin)\n    end\n    add_sample!(sc, sys)\nend","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"sc now contains an estimate of mathcalS_mathrmcl(mathbfq omega). We next wish to evaluate the total spectral weight. We are working on a finite lattice and using discretized dynamics, so the integral will reduce to a sum. Since we'll be evaluating this sum repeatedly, we'll define a function to do this. (Note that this function only works on Bravais lattices – To evaluate spectral sums on a decorated lattice, the sum rule needs to be evaluated on each sublattice individually!)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"function total_spectral_weight(sc::SampledCorrelations; kT = nothing)\n    # Retrieve all available discrete wave vectors in the equivalent of\n    # one Brillouin zone.\n    qs = Sunny.available_wave_vectors(sc)[:]\n\n    # Calculate the intensities. Note that we must include negative energies to\n    # evaluate the total spectral weight.\n    is = intensities(sc, qs; energies=:available_with_negative, kT)\n\n    return sum(is.data * sc.Δω)\nend;","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Now evaluate the total spectral weight without temperature corrections.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"total_spectral_weight(sc) / (prod(sys.dims))","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"1.333333333333334","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"The result is 4/3, which is the expected \"classical\" sum rule. This reference can be established by evaluating sum_alphalangle Zvert T^alpha vert Z rangle^2 for any SU(3) coherent state Z, with T^alpha a complete set of generators of SU(3) – for example, the observables above. However, the quantum sum rule is in fact 16/3, as can be determined by directly calculating sum_alpha(T^alpha)^2.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Now let's try again, this time applying the classical-to-quantum correspondence factor by providing the simulation temperature.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"total_spectral_weight(sc; kT) / prod(sys.dims)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"5.450820794092413","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"This is relatively close to 16/3. So, at low temperatures, application of the classical-to-quantum correspondence factor yields results that (approximately) satisfy the quantum sum rule.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"This will no longer hold at higher temperatures. Let's repeat the above experiment with a simulation temperature above T_N=305.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"sys, cryst = FeI2_sys_and_cryst(dims; seed)\nkT = 3.5 * units.K\nlangevin = Langevin(dt_therm; damping, kT)\nsc = SampledCorrelations(sys; dt, energies, measure)\n\n# Thermalize\nfor _ in 1:5_000\n    step!(sys, langevin)\nend\n\nfor _ in 1:nsamples\n    # Decorrelate sample\n    for _ in 1:2_000\n        step!(sys, langevin)\n    end\n    add_sample!(sc, sys)\nend","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Evaluating the sum without the classical-to-quantum correction factor will again give 4/3, as you can easily verify. Let's examine the result with the correction:","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"total_spectral_weight(sc; kT) / prod(sys.dims)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"2.9374993339227875","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"While this is larger than the classical value of 4/3, it is still substantially short of the quantum value of 16/3.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html#Implementing-moment-renormalization","page":"Enforcing the quantum sum rule with moment renormalization","title":"Implementing moment renormalization","text":"","category":"section"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"One way to enforce the quantum sum rule is by simply renormalizing the magnetic moments. In Sunny, this can be achieved by calling set_spin_rescaling!(sys, κ), where κ is the desired renormalization. Let's repeat the calculation above at the same temperature, this time setting κ=125.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"sys, cryst = FeI2_sys_and_cryst(dims; seed)\nsc = SampledCorrelations(sys; dt, energies, measure)\nκ = 1.25\n\n# Thermalize\nfor _ in 1:5_000\n    step!(sys, langevin)\nend\n\nfor _ in 1:nsamples\n    # Generate new equilibrium sample.\n    for _ in 1:2_000\n        step!(sys, langevin)\n    end\n\n    # Renormalize magnetic moments before collecting a time-evolved sample.\n    set_spin_rescaling!(sys, κ)\n\n    # Generate a trajectory and calculate correlations.\n    add_sample!(sc, sys)\n\n    # Turn off κ renormalization before generating a new equilibrium sample.\n    set_spin_rescaling!(sys, 1.0)\nend","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Finally, we evaluate the sum.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"total_spectral_weight(sc; kT) / prod(sys.dims)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"5.142433967821603","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"The result is something slightly greater than 5, substantially closer to the expected quantum sum rule. We can now adjust kappa and iterate until we reach a value sufficiently close to 16/3.  In general, this should be done while collecting substantially more statistics.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"Note that kappa (T) needs to be determined empirically for each model. A detailed example, demonstrating the calculations used in [3], is available here.","category":"page"},{"location":"examples/contributed/kappa_tutorial.html#References","page":"Enforcing the quantum sum rule with moment renormalization","title":"References","text":"","category":"section"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"[1] - H. Zhang, C. D. Batista, \"Classical spin dynamics based on SU(N) coherent states,\" PRB (2021)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"[2] - T. Huberman, D. A. Tennant, R. A. Cowley, R. Coldea and C. D. Frost, \"A study of the quantum classical crossover in the spin dynamics of the 2D S = 5/2 antiferromagnet Rb2MnF4: neutron scattering, computer simulations and analytic theories\" (2008)","category":"page"},{"location":"examples/contributed/kappa_tutorial.html","page":"Enforcing the quantum sum rule with moment renormalization","title":"Enforcing the quantum sum rule with moment renormalization","text":"[3] - D. Dahlbom, D. Brooks, M. S. Wilson, S. Chi, A. I. Kolesnikov, M. B. Stone, H. Cao, Y.-W. Li, K. Barros, M. Mourigal, C. D. Batista, X. Bai, \"Quantum to classical crossover in generalized spin systems,\" arXiv:2310.19905 (2023)","category":"page"},{"location":"renormalization.html#Interaction-Renormalization","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"","category":"section"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"A unique feature of Sunny is its support for building classical models where quantum spin is represented as an N-level system, rather than just an expected dipole. This generalization can be important when modeling quantum spin Hamiltonians that include, e.g., a single-ion anisotropy, or a biquadratic coupling between sites. Sunny also supports constraining quantum spin to the space of pure dipoles; in this case, Sunny will automatically perform an interaction strength renormalization that maximizes accuracy.","category":"page"},{"location":"renormalization.html#Local-operators","page":"Interaction Renormalization","title":"Local operators","text":"","category":"section"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"A quantum spin-s state has N = 2s + 1 levels. Each local spin operator hatS^xyz is faithfully represented as an NN matrix. These matrices can be accessed using spin_matrices for a given label s. For example, the Pauli matrices are associated with s = 12.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"When s  12, it is possible to construct multipole moments beyond the spin-dipole. For example,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"S = spin_matrices(3/2)\n@assert S[3] ≈ diagm([3/2, 1/2, -1/2, -3/2])\n@assert S[3]^2 ≈ diagm([9/4, 1/4, 1/4, 9/4])","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"If the operator -S[3]^2 is passed to set_onsite_coupling!, it would set an easy-axis anisotropy in the hatz direction.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Any Hermitian operator can be expanded in the basis of Stevens operators hatmathcalO_kq up to a constant shift. To see this expansion, use print_stevens_expansion:","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"print_stevens_expansion((S[1]^2 + S[2]^2)) # Prints -(1/3)𝒪₂₀ + 5/2","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Alternatively, the same operator could have been constructed directly from stevens_matrices:","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"O = stevens_matrices(3/2)\n@assert S[1]^2 + S[2]^2 ≈ -O[2, 0]/3 + (5/2)*I","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"See below for an explicit definition of Stevens operators as polynomials of the spin operators.","category":"page"},{"location":"renormalization.html#Renormalization-procedure-for-:dipole-mode","page":"Interaction Renormalization","title":"Renormalization procedure for :dipole mode","text":"","category":"section"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Sunny will typically operate in one of two modes: :SUN or :dipole. The former faithfully represents quantum spin as an SU(N) coherent-state which, for our purposes, is an N-component complex vector. In contrast, :dipole mode constrains the coherent-state to the space of pure dipoles. Here, Sunny will automatically renormalize the magnitude of each Stevens operator to achieve maximal consistency with :SUN mode. This procedure was derived in D. Dahlbom et al., [arXiv:2304.03874].","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"By way of illustration, consider a quantum operator hatmathcalH_mathrmlocal giving a single-ion anisotropy for one site. In Stevens operators,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"hatmathcal H_mathrmlocal = sum_k q A_kq hatmathcalO_kq","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"for some coefficients A_kq.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"In :SUN mode, Sunny will faithfully represent hatmathcal H_mathrmlocal as an NN matrix. In :dipole mode, the expected energy langle hatmathcal H_mathrmlocal rangle must somehow be approximated using the expected dipole data.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"One approach is to formally take s to infty, and this yields the traditional classical limit of a spin system. In this limit spin operators commute and expectation values of polynomials become polynomials of expectation values. For example, langle hatS^alpha hatS^betarangle to langle hatS^alpha rangle langle hatS^betarangle, because any corrections are damped by the factor s^-1 to 0. The expectation of a Stevens operator langle hatmathcalO_kq rangle would then become a classical Stevens function mathcalO_kq(langlehatmathbfSrangle), i.e., a polynomial of the same form, but now applied to the expected dipole. Classical Stevens functions are constructed as homogeneous polynomials of order k, because lower-order terms would vanish in the limit s to infty.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"In a real magnetic compound, however, the spin magnitude s is not necessarily large. To obtain a better approximation, one should avoid the formal limit s to infty. Our approach is to start with the full dynamics of SU(N) coherent states, and then constrain it to the space of pure dipole states boldsymbolOmegarangle. The latter are defined as any states where the expected dipole 3-vector,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"boldsymbolOmega  langle boldsymbolOmega hatmathbfS  boldsymbolOmegarangle","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"has maximal magnitude boldsymbolOmega = s and arbitrary direction.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"For a pure dipole state, group theory dictates that expectations of the Stevens operators can be expressed as a renormalization of the classical Stevens functions,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"langle boldsymbolOmega hatmathcalO_kq  boldsymbolOmegarangle = c_k mathcalO_kq(boldsymbolOmega)","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"At fixed k, the two sides must be proportional because they are both spin-k irreducible representations of SO(3). The renormalization factors can be calculated explicitly:","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"beginalign*\nc_1 = 1 \nc_2 = 1-frac12s^-1 \nc_3 = 1-frac32s^-1+frac12s^-2 \nc_4 = 1-3s^-1+frac114s^-2-frac34s^-3 \nc_5 = 1-5s^-1+frac354s^-2-frac254s^-3+frac32s^-4 \nc_6 = 1-frac152s^-1+frac854s^-2-frac2258s^-3+frac1378s^-4-frac154s^-5 \nvdots\nendalign*","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Constrained to the space of dipoles, the expected local energy becomes","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"E_mathrmlocal(boldsymbolOmega) = langle boldsymbolOmega hatmathcal H_mathrmlocal  boldsymbolOmegarangle = sum_k q c_k A_kq mathcalO_kq(boldsymbolOmega)","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"It can be shown that SU(N) dynamics reduces to the usual Landau-Lifshitz dynamics of dipoles, but involving E_mathrmlocal(boldsymbolOmega) as the classical Hamiltonian. The renormalization factors c_k can therefore be interpreted as a correction to the traditional large-s classical limit.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Renormalization also applies to the coupling between different sites. In Sunny, couplings will often be expressed as a polynomial of spin operators using set_pair_coupling!, but any such coupling can be decomposed as sum of tensor products of Stevens operators. Without loss of generality, consider a single coupling between two Stevens operators hatmathcalH_mathrmcoupling = hatmathcalO_kq otimes hatmathcalO_kq along a bond connecting sites i and j. Upon constraining to pure dipole states boldsymbolOmega_irangle and boldsymbolOmega_jrangle, the expected energy takes the form E_mathrmcoupling = c_k c_k mathcalO_kq(boldsymbolOmega_i) mathcalO_kq(boldsymbolOmega_j), which now involves a product of renormalized Stevens functions. ","category":"page"},{"location":"renormalization.html#Use-:dipole_large_s-mode-to-disable-renormalization","page":"Interaction Renormalization","title":"Use :dipole_large_s mode to disable renormalization","text":"","category":"section"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Although we generally recommend the above renormalization procedure, there are circumstances where it is not desirable. Examples include reproducing a model-system study, or describing a micromagnetic system for which the stoinfty limit is a good approximation. To simulate dipoles without interaction strength renormalization, construct a System using the mode :dipole_large_s instead of :dipole. Symbolic operators in the large-s limit can be constructed by passing Inf to either spin_matrices or stevens_matrices.","category":"page"},{"location":"renormalization.html#Definition-of-Stevens-operators","page":"Interaction Renormalization","title":"Definition of Stevens operators","text":"","category":"section"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"The Stevens operators hatmathcalO_kq are defined as polynomials of angular momentum operators hatS_xyz in some spin-s representation.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Using","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"beginalign*\nX = mathbfhatS cdot mathbfhatS = s (s+1) \nhatS_pm = hatS_x pm i hatS_y \nphi_+ = frac14quad phi_- = frac14 i\nendalign*","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"the relevant Stevens operators are defined as,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"beginalign*\nhatmathcalO_00  =1\n\nhatmathcalO_1pm1  =phi_pm(hatS_+pmhatS_-)+mathrmhc\nhatmathcalO_10  =hatS_z\n\nhatmathcalO_2pm2  =phi_pm(hatS_+^2pmhatS_-^2)+mathrmhc\nhatmathcalO_2pm1  =phi_pm(hatS_+pmhatS_-)hatS_z+mathrmhc\nhatmathcalO_20  =3hatS_z^2-X\n\nhatmathcalO_3pm3  =phi_pm(hatS_+^3pmhatS_-^3)+mathrmhc\nhatmathcalO_3pm2  =phi_pm(hatS_+^2pmhatS_-^2)hatS_z+mathrmhc\nhatmathcalO_3pm1  =phi_pm(hatS_+pmhatS_-)(5hatS_z^2-X-12)+mathrmhc\nhatmathcalO_30  =5hatS_z^3-(3X-1)hatS_z\n\nhatmathcalO_4pm4  =phi_pm(hatS_+^4pmhatS_-^4)+mathrmhc\nhatmathcalO_4pm3  =phi_pm(hatS_+^3pmhatS_-^3)hatS_z+mathrmhc\nhatmathcalO_4pm2  =phi_pm(hatS_+^2pmhatS_-^2)(7hatS_z^2-(X+5))+mathrmhc\nhatmathcalO_4pm1  =phi_pm(hatS_+pmhatS_-)(7hatS_z^3-(3X+1)hatS_z)+mathrmhc\nhatmathcalO_40  =35hatS_z^4-(30X-25)hatS_z^2+(3X^2-6X)\n\nhatmathcalO_5pm5  =phi_pm(hatS_+^5pmhatS_-^5)+mathrmhc\nhatmathcalO_5pm4  =phi_pm(hatS_+^4pmhatS_-^4)hatS_z+mathrmhc\nhatmathcalO_5pm3  =phi_pm(hatS_+^3pmhatS_-^3)(9hatS_z^2-(X+332))+mathrmhc\nhatmathcalO_5pm2  =phi_pm(hatS_+^2pmhatS_-^2)(3hatS_z^3-(X+6)hatS_z)+mathrmhc\nhatmathcalO_5pm1  =phi_pm(hatS_+pmhatS_-)(21hatS_z^4-14XhatS_z^2+(X^2-X+32))+mathrmhc\nhatmathcalO_50  =63hatS_z^5-(70X-105)hatS_z^3+(15X^2-50X+12)hatS_z\n\nhatmathcalO_6pm6  =phi_pm(hatS_+^6pmhatS_-^6)+mathrmhc\nhatmathcalO_6pm5  =phi_pm(hatS_+^5pmhatS_-^5)hatS_z+mathrmhc\nhatmathcalO_6pm4  =phi_pm(hatS_+^4pmhatS_-^4)(11hatS_z^2-X-38)+mathrmhc\nhatmathcalO_6pm3  =phi_pm(hatS_+^3pmhatS_-^3)(11hatS_z^3-(3X+59)hatS_z)+mathrmhc\nhatmathcalO_6pm2  =phi_pm(hatS_+^2pmhatS_-^2)(33hatS_z^4-(18X+123)hatS_z^2+X^2+10X+102)+mathrmhc\nhatmathcalO_6pm1  =phi_pm(hatS_+pmhatS_-)(33hatS_z^5-(30X-15)hatS_z^3+(5X^2-10X+12)hatS_z)+mathrmhc\nhatmathcalO_60  =231hatS_z^6-(315X-735)hatS_z^4+(105X^2-525X+294)hatS_z^2-5X^3+40X^2-60X\nendalign*","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"Computer-generated tables of Stevens operators with k  6 are available from C. Rudowicz and C. Y. Chung, J. Phys.: Condens. Matter 16, 5825 (2004), but these typically do not appear in magnetic simulations.","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"The case k=1 gives the dipole operators,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"(hatmathcalO_11 hatmathcalO_10 hatmathcalO_1-1) = (hatS_x hatS_z hatS_y)","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"The case k=2 gives the quadrupole operators,","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"(hatmathcalO_22 dots hatmathcalO_2-2) = left(hatS_x^2 - hatS_y^2 frachatS_x hatS_z + hatS_z hatS_x2 2hatS_z^2-hatS_x^2-hatS_y^2 frachatS_y hatS_z + hatS_z hatS_y2 hatS_x hatS_y + hatS_y hatS_xright)","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"For each k value, the set of operators hatmathcalO_kq for q = -k dots k form an irreducible representation of the group of rotations O(3). That is, rotation will transform hatmathcalO_kq into a linear combination of hatmathcalO_kq where q varies but k remains fixed. ","category":"page"},{"location":"renormalization.html","page":"Interaction Renormalization","title":"Interaction Renormalization","text":"In taking the large-s limit, each dipole operator is replaced by its expectation value boldsymbolOmega = langle hatmathbfS rangle, and only leading-order terms are retained. The operator hatmathcalO_kq becomes a homogeneous polynomial O_kq(boldsymbolOmega) of order k in the spin components Omega^alpha. One can see these polynomials by constructing stevens_matrices with the argument s = Inf. Due to the normalization constraint, each dipole can be expressed in polar angles, (theta phi). Then the Stevens functions O_kq(boldsymbolOmega) correspond to the spherical harmonic functions Y_l^m(theta phi) where l=k and m=q; this correspondence is valid up to k and q-dependent rescaling factors.","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"EditURL = \"../../../../examples/spinw_tutorials/SW07_k0_kagome_AFM.jl\"","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html#SW07-k0-kagome-antiferromagnet","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"","category":"section"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"This is a Sunny port of SpinW Tutorial 7, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with antiferromagnetic interactions, with ordering wavevector of 𝐤 = 0, and relative rotation 120° between sublattices","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(6, 6, 8, 90, 90, 120)\ncryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\nview_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"Construct a spin system with nearest and next-nearest neighbor antiferromagnetic interactions. Energy minimization determines a 𝐤 = 0 magnetic order with 120° rotation between the three sublattices. The overall global rotation in spin-space is arbitrary.","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\nJ1 = 1.0\nJ2 = 0.11\nset_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))\nset_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"Calculate and plot intensities for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"Calculate and plot the powder averaged spectrum","category":"page"},{"location":"examples/spinw/SW07_k0_kagome_AFM.html","page":"SW07 - k=0 kagome antiferromagnet","title":"SW07 - k=0 kagome antiferromagnet","text":"radii = range(0, 2.5, 200)\nenergies = range(0, 2.5, 200)\nkernel = gaussian(fwhm=0.02)\nres = powder_average(cryst, radii, 1000) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"EditURL = \"../../../../examples/spinw_tutorials/SW05_Simple_kagome_FM.jl\"","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html#SW05-Simple-kagome-ferromagnet","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"","category":"section"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"This is a Sunny port of SpinW Tutorial 5, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with a nearest-neighbor ferromagnetic coupling.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Define the chemical cell. By specifying spacegroup 147 (P-3), Sunny will propagate the position [1/2, 0, 0] to the three symmetry-equivalent sites of the kagome unit cell.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(6, 6, 5, 90, 90, 120)\npositions = [[1/2, 0, 0]]\ncryst = Crystal(latvecs, positions, 147)","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Another way to construct the kagome lattice is to provide all three site positions of the chemical cell, and allow Sunny to infer the largest possible group of symmetry operations. In this case, Sunny infers spacegroup 191 (P6/mmm). Because 191 has more symmetry operations than 147, it will impose more constraints on the allowed 3×3 exchange matrices. Isotropic Heisenberg exchange, however, is always allowed.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"positions = [[1/2, 0, 0], [0, 1/2, 0], [1/2, 1/2, 0]]\ncryst2 = Crystal(latvecs, positions)","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"View the kagome lattice","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"view_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Construct a spin system with nearest-neighbor ferromagnetic interactions.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\nJ = -1.0\nset_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Energy minimization yields the expected ferromagnetic order. Each site participates in 4 bonds, which contributes energy 4J/2.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nenergy_per_site(sys)\n@assert energy_per_site(sys) ≈ 4J/2\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Calculate and plot intensities for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[-1/2, 0, 0], [0, 0, 0], [1/2, 1/2, 0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"Calculate and plot the powder average with two different magnitudes of Gaussian line-broadening. Pick an explicit intensity colorrange (as a density in meV) so that the two color scales are consistent.","category":"page"},{"location":"examples/spinw/SW05_Simple_kagome_FM.html","page":"SW05 - Simple kagome ferromagnet","title":"SW05 - Simple kagome ferromagnet","text":"radii = range(0, 2.5, 200)\nenergies = range(0, 6.5, 200)\nres1 = powder_average(cryst, radii, 1000) do qs\n    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.02))\nend\nres2 = powder_average(cryst, radii, 1000) do qs\n    intensities(swt, qs; energies, kernel=gaussian(fwhm=0.25))\nend\n\nfig = Figure(size=(768, 800))\nplot_intensities!(fig[1, 1], res1; units, colorrange=(0,10), title=\"FWHM 0.02 meV\")\nplot_intensities!(fig[2, 1], res2; units, colorrange=(0,10), title=\"FWHM 0.25 meV\")\nfig","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"EditURL = \"../../../../examples/spinw_tutorials/SW09_k0_kagome_AFM_DM.jl\"","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html#SW09-k0-kagome-AFM-and-DM","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"","category":"section"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"This is a Sunny port of SpinW Tutorial 9, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with antiferromagnetic and DM interactions, with ordering wavevector of 𝐤 = 0, and relative rotation 120° between sublattices","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"using Sunny, GLMakie, LinearAlgebra","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(6, 6, 8, 90, 90, 120)\ncryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\nview_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"Construct a spin system with antiferromagnetic exchange and a Dzyaloshinskii-Moriya interaction along the first neighbor bond. The symbol I comes from Julia's LinearAlgebra package, and is used to promote the scalar exchange strength 1 meV to a 3×3 exchange matrix. The function dmvec promotes the DM interaction vector 0 0 -008 meV to a 3×3 antisymmetric matrix with nonzero (xy) components, defined with respect to the global Cartesian coordinate system.","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\nJ = 1.0*I + dmvec([0, 0, -0.08])","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"As in in Tutorial 7, energy minimization determines a 𝐤 = 0 magnetic order with 120° rotation between the three sublattices.","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"set_exchange!(sys, J, Bond(2, 3, [0, 0, 0]))\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"Calculate and plot intensities for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"Calculate and plot the powder averaged spectrum.  Because the intensities are dominated by a flat band at about 0.97 meV, select an empirical colorrange that brings the lower-intensity features into focus.","category":"page"},{"location":"examples/spinw/SW09_k0_kagome_AFM_DM.html","page":"SW09 - k=0 kagome AFM and DM","title":"SW09 - k=0 kagome AFM and DM","text":"radii = range(0, 2.5, 200)\nenergies = range(0, 2.5, 200)\nkernel = gaussian(fwhm=0.02)\nres = powder_average(cryst, radii, 1000) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units, colorrange=(0,20))","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"EditURL = \"../../../../examples/spinw_tutorials/SW15_Ba3NbFe3Si2O14.jl\"","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html#SW15-BaNbFeSiO","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"","category":"section"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"This is a Sunny port of SpinW Tutorial 15, originally authored by Sandor Toth. It calculates the linear spin wave theory spectrum of Ba₃NbFe₃Si₂O₁₄.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"Load packages","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"Build a Crystal for Ba₃NbFe₃Si₂O₁₄ using the crystal structure from Marty et al., Phys. Rev. Lett. 101, 247201 (2008).","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"units = Units(:meV, :angstrom)\na = b = 8.539 # (Å)\nc = 5.2414\nlatvecs = lattice_vectors(a, b, c, 90, 90, 120)\ntypes = [\"Fe\", \"Nb\", \"Ba\", \"Si\", \"O\", \"O\", \"O\"]\npositions = [[0.24964,0,0.5], [0,0,0], [0.56598,0,0], [2/3,1/3,0.5220],\n             [2/3,1/3,0.2162], [0.5259,0.7024,0.3536], [0.7840,0.9002,0.7760]]\nlangasite = Crystal(latvecs, positions, 150; types)\ncryst = subcrystal(langasite, \"Fe\")\nview_crystal(cryst)","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"Create a System and set Ba₃NbFe₃Si₂O₁₄ exchange interactions as parametrized in Loire et al., Phys. Rev. Lett. 106, 207201 (2011).","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"sys = System(cryst, [1 => Moment(s=5/2, g=2)], :dipole; seed=0)\nJ₁ = 0.85\nJ₂ = 0.24\nJ₃ = 0.053\nJ₄ = 0.017\nJ₅ = 0.24\nset_exchange!(sys, J₁, Bond(3, 2, [1,1,0]))\nset_exchange!(sys, J₄, Bond(1, 1, [0,0,1]))\nset_exchange!(sys, J₂, Bond(1, 3, [0,0,0]))","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"The final two exchanges are setting according to the desired chirality ϵ_T of the magnetic structure.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"ϵT = -1\nif ϵT == -1\n    set_exchange!(sys, J₃, Bond(2, 3, [-1,-1,1]))\n    set_exchange!(sys, J₅, Bond(3, 2, [1,1,1]))\nelseif ϵT == 1\n    set_exchange!(sys, J₅, Bond(2, 3, [-1,-1,1]))\n    set_exchange!(sys, J₃, Bond(3, 2, [1,1,1]))\nelse\n    error(\"Chirality must be ±1\")\nend","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"This compound is known to have a spiral order with approximate propagation wavevector 𝐤  0 0 17. Search for this magnetic order with minimize_spiral_energy!. Due to reflection symmetry, one of two possible propagation wavevectors may appear, 𝐤 =  0 0 01426. Note that k_z = 01426 is very close to 17 = 01428.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"axis = [0, 0, 1]\nrandomize_spins!(sys)\nk = minimize_spiral_energy!(sys, axis)","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"We can visualize the full magnetic cell using repeat_periodically_as_spiral, which includes 7 rotated copies of the chemical cell.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"sys_enlarged = repeat_periodically_as_spiral(sys, (1, 1, 7); k, axis)\nplot_spins(sys_enlarged; color=[S[1] for S in sys_enlarged.dipoles])","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"One could perform a spin wave calculation using either SpinWaveTheory on sys_enlarged, or SpinWaveTheorySpiral on the original sys. The latter has some restrictions on the interactions, but allows for our slightly incommensurate wavevector 𝐤.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"measure = ssf_perp(sys)\nswt = SpinWaveTheorySpiral(sys; measure, k, axis)","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"Calculate broadened intensities for a path 0 1 L through reciprocal space","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"qs = [[0, 1, -1], [0, 1, -1+1], [0, 1, -1+2], [0, 1, -1+3]]\npath = q_space_path(cryst, qs, 400)\nenergies = range(0, 6, 400)\nres = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))\nplot_intensities(res; units, saturation=0.7, colormap=:jet, title=\"Scattering intensities\")","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"Use ssf_custom_bm to calculate the imaginary part of mathcalS^2 3(𝐪 ω) - mathcalS^3 2(𝐪 ω). In polarized neutron scattering, it is conventional to express the 3×3 structure factor matrix mathcalS^α β(𝐪 ω) in the Blume-Maleev polarization axis system. Specify the scattering plane 0 K L via the spanning vectors 𝐮 = 0 1 0 and 𝐯 = 0 0 1.","category":"page"},{"location":"examples/spinw/SW15_Ba3NbFe3Si2O14.html","page":"SW15 - Ba₃NbFe₃Si₂O₁₄","title":"SW15 - Ba₃NbFe₃Si₂O₁₄","text":"measure = ssf_custom_bm(sys; u=[0, 1, 0], v=[0, 0, 1]) do q, ssf\n    imag(ssf[2,3] - ssf[3,2])\nend\nswt = SpinWaveTheorySpiral(sys; measure, k, axis)\nres = intensities(swt, path; energies, kernel=gaussian(fwhm=0.25))\nplot_intensities(res; units, saturation=0.8, allpositive=false, title=\"Im[S²³(q, ω) - S³²(q, ω)]\")","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"EditURL = \"../../../../examples/spinw_tutorials/SW06_Complex_kagome_FM.jl\"","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html#SW06-Complex-kagome-ferromagnet","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"","category":"section"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"This is a Sunny port of SpinW Tutorial 6, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the kagome lattice with multiple competing interactions.","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Define the chemical cell of a kagome lattice with spacegroup 147 (P-3).","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(6, 6, 8, 90, 90, 120)\ncryst = Crystal(latvecs, [[1/2, 0, 0]], 147)\nview_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Construct a spin system with strongly ferromagnetic nearest-neighbor interactions, and two additional interactions. There are two symmetry-inequivalent exchange types at distance 6 Å (3rd nearest neighbor). The first type, associated with J3a, is a bond from atom 2 to atom 2 that passes over atom 3. The second type, associated with J3b, is a bond from atom 1 to atom 1 that passes through the center of an \"empty\" hexagon of the kagome lattice.","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\nJ1 = -1.0\nJ2 = 0.1\nJ3a = 0.00\nJ3b = 0.17\nset_exchange!(sys, J1, Bond(2, 3, [0, 0, 0]))\nset_exchange!(sys, J2, Bond(2, 1, [0, 0, 0]))\nset_exchange!(sys, J3a, Bond(2, 2, [1, 0, 0]))\nset_exchange!(sys, J3b, Bond(1, 1, [1, 0, 0]))","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Interactively visualize the specified interactions. Red (blue) color indicates FM (AFM).","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"view_crystal(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Energy minimization favors ferromagnetic order.","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Calculate and plot intensities for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[-1/2,0,0], [0,0,0], [1/2,1/2,0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"Calculate and plot the powder averaged spectrum. Select an empirical colorrange that brings the lower-intensity features into focus.","category":"page"},{"location":"examples/spinw/SW06_Complex_kagome_FM.html","page":"SW06 - Complex kagome ferromagnet","title":"SW06 - Complex kagome ferromagnet","text":"radii = range(0, 2.5, 200)\nenergies = range(0, 6.5, 200)\nkernel = gaussian(fwhm=0.02)\nres = powder_average(cryst, radii, 1000) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units, colorrange=(0,10))","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"EditURL = \"../../../examples/02_LLD_CoRh2O4.jl\"","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html#2.-Landau-Lifshitz-dynamics-of-CoRhO-at-finite-*T*","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"","category":"section"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"In the previous tutorial, we used spin wave theory to calculate the dynamical spin structure factor of CoRh₂O₄. Here, we perform a similar calculation using equilibrium samples from the Boltzmann distribution at finite T. For each sampled spin configuration, we will simulate the classical Landau-Lifshitz spin dynamics and extract dynamical spin-spin correlations. After applying a classical-to-quantum correction factor, the resulting intensities can be compared to inelastic neutron scattering data.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Construct the system as in the previous tutorial. For this antiferromagnetic model on the diamond cubic lattice, the ground state is unfrustrated Néel order.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"using Sunny, GLMakie\n\nunits = Units(:meV, :angstrom)\na = 8.5031 # (Å)\nlatvecs = lattice_vectors(a, a, a, 90, 90, 90)\ncryst = Crystal(latvecs, [[0,0,0]], 227, setting=\"1\")\n\nsys = System(cryst, [1 => Moment(s=3/2, g=2)], :dipole)\nJ = 0.63 # (meV)\nset_exchange!(sys, J, Bond(1, 3, [0,0,0]))\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; color=[S[3] for S in sys.dipoles])","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Use repeat_periodically to extend the system to 10×10×10 chemical unit cells. The ground state Néel order is retained. Increasing the system size further would reduce finite-size artifacts and increase momentum-space resolution, but would also make the simulations slower.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"sys = repeat_periodically(sys, (10, 10, 10))\nplot_spins(sys; color=[S[3] for S in sys.dipoles])","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html#Langevin-dynamics-for-sampling","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"Langevin dynamics for sampling","text":"","category":"section"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"We will be using a Langevin spin dynamics to thermalize the system. This dynamics is a variant of the Landau-Lifshitz equation that incorporates noise and dissipation terms, which are linked by a fluctuation-dissipation theorem. The temperature 6 K ≈ 1.38 meV is slightly above ordering for this model. The dimensionless damping magnitude sets a timescale for coupling to the implicit thermal bath; 0.2 is usually a good choice.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"langevin = Langevin(; damping=0.2, kT=16*units.K)","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Use suggest_timestep to select an integration timestep. A dimensionless error tolerance of 1e-2 is usually a good choice. The suggested timestep will vary according to the magnetic configuration. It is reasonable to start from an energy-minimized configuration.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"suggest_timestep(sys, langevin; tol=1e-2)\nlangevin.dt = 0.025;\nnothing #hide","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Now run a Langevin trajectory to sample spin configurations. Keep track of the energy per site at each time step.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"energies = [energy_per_site(sys)]\nfor _ in 1:1000\n    step!(sys, langevin)\n    push!(energies, energy_per_site(sys))\nend","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"From the relaxed spin configuration, we can learn that dt was a little smaller than necessary; increasing it will make the remaining simulations faster.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"suggest_timestep(sys, langevin; tol=1e-2)\nlangevin.dt = 0.042;\nnothing #hide","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Plot energy versus time using the Makie lines function. The plateau suggests that the system has reached thermal equilibrium.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"lines(energies, color=:blue, figure=(size=(600,300),), axis=(xlabel=\"Timesteps\", ylabel=\"Energy (meV)\"))","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Plot the spins colored by their alignment with a reference spin at the origin. The field sys.dipoles is a 4D array storing the spin dipole data. The first three indices of label the chemical cell, while the fourth index labels an atom within the cell. Note that Julia arrays use 1-based indexing. Thermal fluctuations are apparent in the plot.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"S0 = sys.dipoles[1,1,1,1]\nplot_spins(sys; color=[S'*S0 for S in sys.dipoles])","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html#Static-structure-factor","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"Static structure factor","text":"","category":"section"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Use SampledCorrelationsStatic to estimate spatial correlations for configurations in classical thermal equilibrium. Each call to add_sample! will accumulate data for the current spin snapshot.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"formfactors = [1 => FormFactor(\"Co2\")]\nmeasure = ssf_perp(sys; formfactors)\nsc = SampledCorrelationsStatic(sys; measure)\nadd_sample!(sc, sys)    # Accumulate the newly sampled structure factor into `sf`","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Collect 20 additional samples. Perform 100 Langevin time-steps between measurements to approximately decorrelate the sample in thermal equilibrium.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"for _ in 1:20\n    for _ in 1:100\n        step!(sys, langevin)\n    end\n    add_sample!(sc, sys)\nend","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Use q_space_grid to define a slice of momentum space H K 0, where H and K each range from -10 to 10 in RLU. This command produces a 200×200 grid of sample points.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"grid = q_space_grid(cryst, [1, 0, 0], range(-10, 10, 200), [0, 1, 0], (-10, 10))","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Calculate and plot the instantaneous structure factor on the slice by integrating over all energy values ω. We employ the appropriate FormFactor for Co2⁺. Selecting saturation = 1.0 sets the color saturation point to the maximum intensity value. This is reasonable because we are above the ordering temperature, and do not have sharp Bragg peaks.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"res = intensities_static(sc, grid)\nplot_intensities(res; saturation=1.0, title=\"Static Intensities at T = 16 K\")","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html#Dynamical-structure-factor","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"Dynamical structure factor","text":"","category":"section"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"To collect statistics for the dynamical structure factor intensities mathcalS(𝐪ω) at finite temperature, use SampledCorrelations. It requires a range of energies to resolve, which will be associated with frequencies of the classical spin dynamics. The integration timestep dt can be somewhat larger than that used by the Langevin dynamics.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"dt = 2*langevin.dt\nenergies = range(0, 6, 50)\nsc = SampledCorrelations(sys; dt, energies, measure=ssf_perp(sys))","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Like before, use Langevin dynamics to sample spin configurations from thermal equilibrium. Now, however, each call to add_sample! will run a classical spin dynamics trajectory and measure dynamical correlations. To make the tutorial run quickly, we average over just 5 trajectories. To make a publication quality figure, this number should be significantly increased for better statistics.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"for _ in 1:5\n    for _ in 1:100\n        step!(sys, langevin)\n    end\n    add_sample!(sc, sys)\nend","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Select points that define a piecewise-linear path through reciprocal space, and a sampling density.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"qs = [[3/4, 3/4,   0],\n      [  0,   0,   0],\n      [  0, 1/2, 1/2],\n      [1/2,   1,   0],\n      [  0,   1,   0],\n      [1/4,   1, 1/4],\n      [  0,   1,   0],\n      [  0,  -4,   0]]\npath = q_space_path(cryst, qs, 500)","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Calculate and plot the intensities along this path.","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"res = intensities(sc, path; energies, langevin.kT)\nplot_intensities(res; units, title=\"Intensities at 16 K\")","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html#Powder-averaged-intensity","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"Powder averaged intensity","text":"","category":"section"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"Define spherical shells in reciprocal space via their radii, in absolute units of 1/Å. For each shell, calculate and average the intensities at 350 𝐪-points","category":"page"},{"location":"examples/02_LLD_CoRh2O4.html","page":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","title":"2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite T","text":"radii = range(0, 3.5, 200) # (1/Å)\nres = powder_average(cryst, radii, 350) do qs\n    intensities(sc, qs; energies, langevin.kT)\nend\nplot_intensities(res; units, title=\"Powder Average at 16 K\")","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"EditURL = \"../../../../examples/spinw_tutorials/SW19_Different_Ions.jl\"","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html#SW19-Different-magnetic-ions","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"","category":"section"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"This is a Sunny port of SpinW Tutorial 19, originally authored by Bjorn Fak and Sandor Toth. This tutorial illustrates how to eliminate magnetic contributions from a subset of ions via the special value zero(FormFactor).","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Build a crystal with Cu²⁺ and Fe²⁺ ions.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"units = Units(:meV, :angstrom)\na = 3.0\nb = 8.0\nc = 4.0\nlatvecs = lattice_vectors(a, b, c, 90, 90, 90)\npositions = [[0, 0, 0], [0, 1/2, 0]]\ntypes = [\"Cu2\", \"Fe2\"]\ncryst = Crystal(latvecs, positions, 1; types)\nview_crystal(cryst)","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Set exchange interactions.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"J_Cu_Cu = 1.0\nJ_Fe_Fe = 1.0\nJ_Cu_Fe = -0.1\nmoments = [1 => Moment(s=1/2, g=2), 2 => Moment(s=2, g=2)]\nsys = System(cryst, moments, :dipole; dims=(2, 1, 1), seed=0)\nset_exchange!(sys, J_Cu_Cu, Bond(1, 1, [-1, 0, 0]))\nset_exchange!(sys, J_Fe_Fe, Bond(2, 2, [-1, 0, 0]))\nset_exchange!(sys, J_Cu_Fe, Bond(2, 1, [0, 1, 0]))\nset_exchange!(sys, J_Cu_Fe, Bond(1, 2, [0, 0, 0]))","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Find and plot a minimum energy configuration.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys)","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Define a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"qs = [[0,0,0], [1,0,0]]\npath = q_space_path(cryst, qs, 400)","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Plot different pair correlation intensities by varying the FormFactor on different atom types. Indices 1 and 2 refer to atoms in the original chemical, and are propagated by symmetry. The special \"zero\" form factor effectively removes the spin moment from the calculation.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"fig = Figure(size=(768,600))\n\nformfactors = [1 => FormFactor(\"Cu2\"), 2 => FormFactor(\"Fe2\")]\nswt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))\nres = intensities_bands(swt, path)\nplot_intensities!(fig[1, 1], res; units, title=\"All correlations\")\n\nformfactors = [1 => FormFactor(\"Cu2\"), 2 => zero(FormFactor)]\nswt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))\nres = intensities_bands(swt, path)\nplot_intensities!(fig[1, 2], res; units, title=\"Cu-Cu correlations\")\n\nformfactors = [1 => zero(FormFactor), 2 => FormFactor(\"Fe2\")]\nswt = SpinWaveTheory(sys; measure=ssf_perp(sys; formfactors))\nres = intensities_bands(swt, path)\nplot_intensities!(fig[2, 2], res; units, title=\"Fe-Fe correlations\")\n\nfig","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Calculate quantum corrections δS to spin magnitude, which arise from the zero-point energy of the spin waves. The outputs are ordered following the Site indexing scheme for the system sys: (cell1, cell2, cell3, sublattice), with left-most indices fastest. The two corrections δS  -0137 and δS  -0578 apply to the Cu and Fe ions, respectively. The larger correction on Fe is due to the relatively weak interchain coupling.","category":"page"},{"location":"examples/spinw/SW19_Different_Ions.html","page":"SW19 - Different magnetic ions","title":"SW19 - Different magnetic ions","text":"Sunny.magnetization_lswt_correction_dipole(swt; atol=1e-4)","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"EditURL = \"../../../examples/07_Dipole_Dipole.jl\"","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/07_Dipole_Dipole.html#7.-Long-range-dipole-interactions","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"","category":"section"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"This example shows how long-range dipole-dipole interactions can affect a spin wave calculation. These interactions can be included two ways: Ewald summation or in real-space with a distance cutoff. The study follows Del Maestro and Gingras, J. Phys.: Cond. Matter, 16, 3339 (2004).","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"Create a pyrochlore crystal from spacegroup 227.","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"units = Units(:K, :angstrom)\nlatvecs = lattice_vectors(10.19, 10.19, 10.19, 90, 90, 90)\npositions = [[1/8, 1/8, 1/8]]\ncryst = Crystal(latvecs, positions, 227, setting=\"1\")\nview_crystal(cryst)","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"Create a system with antiferromagnetic nearest neighbor exchange.","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"sys = System(cryst, [1 => Moment(s=7/2, g=2)], :dipole)\nJ1 = 0.304 # (K)\nset_exchange!(sys, J1, Bond(1, 2, [0,0,0]))","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"Reshape to the primitive cell, which contains four atoms. To facilitate indexing, the function position_to_site accepts positions with respect to the original (cubic) cell.","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"shape = [1/2 1/2 0; 0 1/2 1/2; 1/2 0 1/2]\nsys_prim = reshape_supercell(sys, shape)\n\nset_dipole!(sys_prim, [+1, -1, 0], position_to_site(sys_prim, [1/8, 1/8, 1/8]))\nset_dipole!(sys_prim, [-1, +1, 0], position_to_site(sys_prim, [3/8, 3/8, 1/8]))\nset_dipole!(sys_prim, [+1, +1, 0], position_to_site(sys_prim, [3/8, 1/8, 3/8]))\nset_dipole!(sys_prim, [-1, -1, 0], position_to_site(sys_prim, [1/8, 3/8, 3/8]))\n\nplot_spins(sys_prim; ghost_radius=8, color=[:red, :blue, :yellow, :purple])","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"Calculate dispersions with and without long-range dipole interactions. The high-symmetry 𝐪-points are specified with respect to the conventional cubic cell.","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"qs = [[0,0,0], [0,1,0], [1,1/2,0], [1/2,1/2,1/2], [3/4,3/4,0], [0,0,0]]\nlabels = [\"Γ\", \"X\", \"W\", \"L\", \"K\", \"Γ\"]\npath = q_space_path(cryst, qs, 500; labels)\n\nmeasure = ssf_trace(sys_prim)\nswt = SpinWaveTheory(sys_prim; measure)\nres1 = intensities_bands(swt, path)\n\nsys_prim_dd = clone_system(sys_prim)\nenable_dipole_dipole!(sys_prim_dd, units.vacuum_permeability)\nswt = SpinWaveTheory(sys_prim_dd; measure)\nres2 = intensities_bands(swt, path)\n\nsys_prim_tdd = clone_system(sys_prim)\nmodify_exchange_with_truncated_dipole_dipole!(sys_prim_tdd, 5.0, units.vacuum_permeability)\nswt = SpinWaveTheory(sys_prim_tdd; measure)\nres3 = intensities_bands(swt, path)","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"Create a panel that qualitatively reproduces Fig. 2 of Del Maestro and Gingras. That previous work had two errors: Its energy scale is too small by a factor of 2 and, in addition, slight corrections are needed for the third dispersion band.","category":"page"},{"location":"examples/07_Dipole_Dipole.html","page":"7. Long-range dipole interactions","title":"7. Long-range dipole interactions","text":"fig = Figure(size=(768, 300))\nplot_intensities!(fig[1, 1], res1; units, title=\"Without long-range dipole\")\nax = plot_intensities!(fig[1, 2], res2; units, title=\"With long-range dipole\")\nfor c in eachrow(res3.disp)\n    lines!(ax, eachindex(c), c; linestyle=:dash, color=:black)\nend\nfig","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"EditURL = \"../../../../examples/spinw_tutorials/SW03_Frustrated_chain.jl\"","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html#SW03-Frustrated-J1-J2-chain","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"","category":"section"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"This is a Sunny port of SpinW Tutorial 3, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the frustrated J1-J2 chain.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"Define the chemical cell for a 1D chain following the SW01 tutorial.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(3, 8, 8, 90, 90, 90)\ncryst = Crystal(latvecs, [[0, 0, 0]])\nview_crystal(cryst; ndims=2, ghost_radius=8)","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"Construct a spin system with competing nearest-neighbor (FM) and next-nearest-neighbor (AFM) interactions.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)\nJ1 = -1\nJ2 = +2 * abs(J1)\nset_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))\nset_exchange!(sys, J2, Bond(1, 1, [2, 0, 0]))","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"Assuming a spiral order, optimize the propagation wavevector 𝐤 starting from a random initial guess. Because all interactions are isotropic in spin space, the polarization axis is arbitrary.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"axis = [0, 0, 1]\nrandomize_spins!(sys)\nk = minimize_spiral_energy!(sys, axis; k_guess=randn(3))","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"The first component of the order wavevector 𝐤 has a unique value up to reflection symmetry, 𝐤  -𝐤. The second and third components of 𝐤 are arbitrary for this 1D chain system. In all cases, the minimized energy has a precise value of -33/16 in units of J₁.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"@assert k[1] ≈ 0.2300534561 || k[1] ≈ 1 - 0.2300534561\n@assert spiral_energy_per_site(sys; k, axis) ≈ -33/16 * abs(J1)","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"To view part of the incommensurate spiral spin structure, one can construct an enlarged system with repeat_periodically_as_spiral.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"sys_enlarged = repeat_periodically_as_spiral(sys, (8, 1, 1); k, axis)\nplot_spins(sys_enlarged; ndims=2)","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"Use SpinWaveTheorySpiral on the original sys to calculate the dispersion and intensities for the incommensurate ordering wavevector.","category":"page"},{"location":"examples/spinw/SW03_Frustrated_chain.html","page":"SW03 - Frustrated J1-J2 chain","title":"SW03 - Frustrated J1-J2 chain","text":"swt = SpinWaveTheorySpiral(sys; measure=ssf_perp(sys), k, axis)\nqs = [[0,0,0], [1,0,0]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"EditURL = \"../../../../examples/spinw_tutorials/SW01_FM_Heseinberg_chain.jl\"","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html#SW01-FM-Heisenberg-chain","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"","category":"section"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"This is a Sunny port of SpinW Tutorial 1, originally authored by Goran Nilsen and Sandor Toth. It calculates the spin wave spectrum of the ferromagnetic Heisenberg nearest-neighbor spin chain.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Define a chemical cell for the spin chain lattice.  It is tetrahedral, with a short dimension of 3 Å and two long dimensions of 8 Å. Observe that Sunny infers the spacegroup 'P 4/m m m' (123).","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"units = Units(:meV, :angstrom)\na = 3.0\nb = 8.0\nc = 8.0\nlatvecs = lattice_vectors(a, b, c, 90, 90, 90)\npositions = [[0, 0, 0]]\ncryst = Crystal(latvecs, positions)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"View the crystal in 2D. The nearest neighbor bond along the chain is visible, and labeled Bond(1, 1, [1, 0, 0]). The first two atom indices must be 1, because there is only a single atom in the chemical cell. The vector [1, 0, 0] indicates that the bond includes a displacement of 1 𝐚_1 + 0 𝐚_2 + 0 𝐚_3 between chemical cells.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"view_crystal(cryst; ndims=2, ghost_radius=8)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Sunny will always perform symmetry analysis based on the provided crystallographic information. For example, one can see that there are three different symmetry-equivalent classes of bonds up to a distance of 8 Å, and the symmetry-allowed exchange matrices are strongly constrained.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"print_symmetry_table(cryst, 8)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Use the chemical cell to create a spin System with spin s = 1 and a magnetic form factor for Cu¹⁺. In this case, it is only necessary to simulate a single chemical cell. The option :dipole indicates that, following traditional spin wave theory, we are modeling quantum spins using only their expected dipole moments.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Set a nearest neighbor exchange interaction of J = -1 meV between neighboring atoms. That is, the total energy along each bond is J S_i S_i+1. The exchange interaction will be propagated to all symmetry equivalent bonds in the system.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"J = -1\nset_exchange!(sys, J, Bond(1, 1, [1, 0, 0]))","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Find the energy minimum, which is ferromagnetic. The energy per site is -J for this unfrustrated FM order.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nenergy_per_site(sys)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Because the interaction is Heisenberg (isotropic), the minimization procedure selects an arbitrary direction in spin-space.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"plot_spins(sys; ndims=2, ghost_radius=8)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Build a SpinWaveTheory object to measure the dynamical spin-spin structure factor (SSF). Select ssf_perp to project intensities onto the space perpendicular to the momentum transfer 𝐪, which is appropriate for an unpolarized neutron beam.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Define a path from 000 to 100 in reciprocal lattice units (RLU) containing 400 sampled 𝐪-points.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"qs = [[0,0,0], [1,0,0]]\npath = q_space_path(cryst, qs, 400)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Calculate and plot the intensities along this path.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"res = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"Perform a powder average over the intensities for 200 radii between 0 and 2.5 inverse Å. Each radial distance defines a spherical shell in recripocal space, which will be sampled approximately uniformly, involving 1000 sample points. Measure intensities for 200 energy values between 0 and 5 meV. Gaussian line-broadening is applied with a full-width at half-maximum (FWHM) of 0.1 meV. With the above parameters, this calculation takes about a second on a modern laptop. To decrease stochastic error, one can increase the number of sample points on each spherical shell.","category":"page"},{"location":"examples/spinw/SW01_FM_Heseinberg_chain.html","page":"SW01 - FM Heisenberg chain","title":"SW01 - FM Heisenberg chain","text":"radii = range(0, 2.5, 200) # 1/Å\nenergies = range(0, 5, 200) # meV\nkernel = gaussian(fwhm=0.1)\nres = powder_average(cryst, radii, 1000) do qs\n    intensities(swt, qs; energies, kernel)\nend\nplot_intensities(res; units)","category":"page"},{"location":"versions.html#Version-History","page":"Version History","title":"Version History","text":"","category":"section"},{"location":"versions.html#v0.7.1","page":"Version History","title":"v0.7.1","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(In development)","category":"page"},{"location":"versions.html#v0.7.0","page":"Version History","title":"v0.7.0","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Aug 30, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"This major release introduces breaking interface changes.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The interface for calculating intensities has been revised to unify functionality across backends. The functions intensities_bands, intensities, and intensities_static no longer expect a \"formula\", and instead take keyword arguments directly. Pair correlations are now specified using ssf_perp and related functions. The constructors SampledCorrelations and SampledCorrelationsStatic replace dynamic_correlations and static_correlations, respectively.\nNew function plot_intensities enables convenient plotting for many types of intensities plots. Mutating variant plot_intensities! enables multi-panel plots.\nOne should now specify a range of 𝐪-points with q_space_path or q_space_grid.\nSpinWaveTheorySpiral is available to perform calculations on generalized spiral structures, which may be incommensurate.\nrepeat_periodically_as_spiral replaces set_spiral_order_on_sublattice! and set_spiral_order!.\nNew convenience functions powder_average and domain_average, which wrap intensities.\nSystem now expects supercell dimensions as a dims keyword argument. Moment replaces SpinInfo. Lower-case s now labels quantum spin. For example, use :dipole_large_s instead of :dipole_large_S.\nIn view_crystal and plot_spins use ndims instead of dims for the number of spatial dimensions.\nBinning features have been removed. Some functionality may be added back in a future release.\nExperimental SpinWaveTheoryKPM feature implements a new algorithm to enable intensities calculations at a computational cost that scales linearly in system size.","category":"page"},{"location":"versions.html#v0.6.1","page":"Version History","title":"v0.6.1","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(August 2, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Breaking changes: magnetic_moment is now reported in units of the Bohr magneton, μ_B. For model systems where the Zeeman coupling aligns spin dipole with field (e.g., the Ising model convention), create a SpinInfo with g=-1. (PR 284).\nMore flexible Units system. set_external_field! is deprecated in favor of set_field!, which now expects a field in energy units. enable_dipole_dipole! now expects a scale parameter μ_0 μ_B^2 that can be obtained from units.vacuum_permeability.","category":"page"},{"location":"versions.html#v0.6.0","page":"Version History","title":"v0.6.0","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(June 18, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Various correctness fixes. The magnetic moment is now anti-aligned with the spin dipole (Issue 190), and the wavevector 𝐪 in structure factor intensities mathcalS(𝐪ω) now consistently represents momentum transfer to the sample (Issue 270). The new Example 8 demonstrates a model system where momentum transfers 𝐪 are inequivalent.\nDynamical structure factor intensities now have a precisely defined scale, independent of the calculator (Issue 264). Consequently, color ranges in plots may need to be rescaled.\nCrystal can now infer a chemical unit cell from an mCIF file. System now supports set_dipoles_from_mcif!. Through spglib, one can now standardize any Crystal, with an option to idealize site positions.","category":"page"},{"location":"versions.html#v0.5.11","page":"Version History","title":"v0.5.11","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(June 2, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Fixes for Makie 0.21.","category":"page"},{"location":"versions.html#v0.5.10","page":"Version History","title":"v0.5.10","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(May 27, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"view_crystal called on a System now shows interactions, and optionally the spin or magnetic dipoles.\nInteractions for enable_dipole_dipole! are now supported in linear spin wave theory, with proper Ewald summation. For a faster alternative, the experimental function modify_exchange_with_truncated_dipole_dipole! will accept a real-space cutoff.\nIntensities calculated with dynamic_correlations now avoid \"bleeding artifacts\" at low-energy (long-timescale) modes. See PR 246 for details. This eliminates the need for process_trajectory=:symmetrize.\nWhen passed to intensity_formula, the special value zero(FormFactor) can now be used to disable contributions from a given site. For an example, see the ported SpinW tutorial 19.\nBroadening kernels gaussian and lorentzian now expect a full width at half maximum (fwhm) keyword argument.\nExperimental support for calculations on generalized spiral phases. For an example, see the ported SpinW tutorial 18.\nCorrectness fix for the case where spin-S varies between sites in dipole-mode. In SU(N) mode, however, there is still no support for varying the Hilbert space dimension N between sites.\nCorrectness fix in long-range dipole-dipole interactions for systems with multiple cells.\nCorrectness fix in general biquadratic interactions (beyond scalar) for spin wave theory in dipole-mode.\nCorrectness fix for reading Mantid .nxs files.","category":"page"},{"location":"versions.html#v0.5.9","page":"Version History","title":"v0.5.9","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Mar 25, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Correctness fixes: Structure factor conventions are now uniform across modes and precisely specified. The g-tensor is applied by default (disable with apply_g = false). The intensity is additive with increasing number of magnetic ions in the chemical cell, consistent with SpinW. Issue #235.\nEnhancements to view_crystal. If a bond allows a DM interaction, its orientation will be shown visually. If a System argument is supplied, its exchange interactions will be shown..\nNew function suggest_timestep to assist in performing accurate and efficient simulation of classical spin dynamics. Issue #149.\nScalar biquadratic interactions can again be set in :dipole_large_S mode via the keyword argument biquad of set_exchange!.\nSignificantly speed up dynamic_correlations for crystals with many atoms in the unit cell. Issue #204.\nRenamings: dt replaces Δt and damping replaces λ. This affects Langevin, [ImplicitMidpoint], and dynamic_correlations functions.","category":"page"},{"location":"versions.html#v0.5.8","page":"Version History","title":"v0.5.8","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Jan 4, 2024)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Many bugs in the WGLMakie backend have become apparent, and are being tracked at Issue #211. Emit a warning if WGLMakie is detected, suggesting that GLMakie is preferred.\nVarious improvements to view_crystal. A distance parameter is no longer expected. Cartesian axes now appear as \"compass\" in bottom-left. Custom list of reference bonds can be passed. Toggle to view non-magnetic atoms in root crystal. Atoms now colored using CPK/JMol conventions.","category":"page"},{"location":"versions.html#v0.5.7","page":"Version History","title":"v0.5.7","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Nov 26, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Update form factor coefficients, which now include Mn5.\nFix merge_correlations and the Parallelizing Calculations tutorial.\nRemove internal functions *_primitive_crystal. Instead, it is recommended to use the conventional unit cell, and later call reshape_supercell.\nRequire Makie 0.20. An important new feature is resolution-independent scaling of font sizes. New figures expect size instead of resolution, and no longer accept rescale.","category":"page"},{"location":"versions.html#v0.5.6","page":"Version History","title":"v0.5.6","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Nov 8, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"This release initiates some major enhancements to the user interface in support of generalized SU(N) spin models. See this documentation page for an illustration of the new features. Most existing Sunny 0.5 models will continue to work with deprecation warnings, but these will become hard errors Sunny v0.6.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"General pair couplings are now supported in set_pair_coupling! and set_pair_coupling_at!. :SUN mode supports interactions of any order, but :dipole mode is limited to bilinear and biquadratic coupling of the spin.\nTo perform a calculation with dipoles in the large-S limit, use the new mode :dipole_large_S when constructing a System.\nDeprecate the option biquad to set_exchange!. Use instead set_pair_coupling!, which generalizes beyond the scalar biquadratic.\nDeprecate spin_operators, stevens_operators, large_S_spin_operators and large_S_stevens_operators. Use instead spin_matrices and stevens_matrices, which require a specific spin-S label. To infer this, one can use spin_label.\nRemove unused option energy_tol in SpinWaveTheory.\nAnimated spin dynamics is now possible. Call notify on the result of plot_spins to trigger redrawing of the frame. The argument colorfn to plot_spins supports animation of colors. See example usage for a Heisenberg ferromagnetic.\nAdd set_spin_rescaling! feature, which supports improved spectral measurements at finite-T. This follows the method proposed in Dahlbom et al., [arXiv:2310.19905].","category":"page"},{"location":"versions.html#v0.5.5","page":"Version History","title":"v0.5.5","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Sept 29, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"reshape_supercell now allows reshaping to multiples of the primitive unit cell, which can speed up certain calculations. This is illustrated in the CoRh₂O₄ powder averaging tutorial.\nresize_supercell now allows all resizings.\nAdded energy_per_site.\nset_spiral_order_on_sublattice! cannot work on reshaped systems.\nVarious bug fixes. In particular, an intensity_formula with :full will now uniformly calculate a 3x3 matrix of complex numbers.","category":"page"},{"location":"versions.html#v0.5.4","page":"Version History","title":"v0.5.4","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Sept 11, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Various enhancements to view_crystal. Atoms are now labeled by index, and bonds support interactive inspection (GLMakie only). Font sizes work correctly on Makie v0.20-beta. If using Makie v0.19 on a high-resolution display, pass rescale=1.5 to enlarge font sizes.\nThe function suggest_magnetic_supercell now requires only a list of wavevectors, and will return a 33 matrix that can be programmatically passed to reshape_supercell. The new tolerance parameter tol allows suggest_magnetic_supercell to approximate incommensurate wavevectors with nearby commensurate ones.\nNew functions set_spiral_order! and set_spiral_order_on_sublattice! can be used to initialize a spiral, single-Q order.\nSunny now retains all constant energy shifts that have been introduced by anisotropy operators.\nFix export_vtk functionality.","category":"page"},{"location":"versions.html#v0.5.3","page":"Version History","title":"v0.5.3","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Sept 8, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Add large_S_spin_operators and large_S_stevens_operators to support single-ion anisotropies in dipole mode without renormalization. Set large_S=true in set_exchange! to avoid renormalization of biquadratics.\nview_crystal has been rewritten in Makie.\nplot_spins now expects ghost_radius in physical length units.\nSpinWaveTheory will (currently) error if provided a system with enable_dipole_dipole!.","category":"page"},{"location":"versions.html#v0.5.2","page":"Version History","title":"v0.5.2","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Aug 30, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Form factors for 5d transition ions.\nDownload links for notebooks and scripts on each doc example\nVarious bug fixes.","category":"page"},{"location":"versions.html#v0.5.1","page":"Version History","title":"v0.5.1","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Aug 23, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Fix binning edge cases.\nplot_spins accepts resolution argument.","category":"page"},{"location":"versions.html#v0.5.0","page":"Version History","title":"v0.5.0","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Aug 21, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"New features.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Support for Linear Spin Wave Theory in :dipole and :SUN modes. (Thanks Hao Zhang!)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"New function minimize_energy! to efficiently find an optimal configuration of spin dipoles or SU(N) coherent states.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Major refactors and enhancements to intensity calculations. This new interface allows unification between LSWT and classical spin dynamics calculations. This interface allows: Custom observables as local quantum operators, better support for linebroadening, and automatic binning to facilitate comparison with experimental data. See intensity_formula for documentation. Use load_nxs to load experimental neutron scattering data.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Breaking changes.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Require Julia 1.9.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Replace set_anisotropy! with a new function set_onsite_coupling! (and similarly set_onsite_coupling_at!). The latter expects an explicit matrix representation for the local Hamiltonian. This can be constructed, e.g., as a linear combination of stevens_operators, or as a polynomial of spin_operators. To understand the mapping between these two, the new function print_stevens_expansion acts on an arbitrary local operator.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Remove set_biquadratic!. Instead, use an optional keyword argument biquad to set_exchange!.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename DynamicStructureFactor to dynamic_correlations. Similarly, replace InstantStructureFactor with instant_correlations. The return type has been renamed SampledCorrelations to emphasize that the object may be holding thermodynamic samples, which are collected using add_sample!. Upon construction, the SampledCorrelations object will be empty (no initial sample).","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Remove intensities function. Instead, use one of intensities_interpolated or intensities_binned. These will require an intensity_formula, which defines a calculator (e.g., LSWT).","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename connected_path to reciprocal_space_path, which now returns an xticks object that can be used in plotting. Replace spherical_shell with reciprocal_space_shell that functions similarly.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename polarize_spin! to set_dipole! for consistency with set_coherent!. The behavior of the former function is unchanged: the spin at a given site will still be polarized along the provided direction.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename all_sites to eachsite consistent with Julia convention for iterators.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename reshape_geometry to reshape_supercell, which is the fundamental reshaping function. Rename resize_periodically to resize_supercell.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The constructor SpinInfo now requires a g-factor or tensor as a named argument.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The constructor FormFactor no longer accepts an atom index. Instead, the form factors are associated with site-symmetry classes in order of appearance.","category":"page"},{"location":"versions.html#v0.4.3","page":"Version History","title":"v0.4.3","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Jun 23, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Experimental support for linear SpinWaveTheory, implemented in SU(N) mode. This module may evolve rapidly.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Implement renormalization of single-ion anisotropy and biquadratic interactions when in :dipole mode. This makes the model more faithful to the quantum mechanical Hamiltonian, but is also a breaking change.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Various improvements and bugfixes for to_inhomogeneous. Setting inhomogeneous interactions via set_exchange_at! should now infer the correct bond offset direction, or will report an ambiguity error. Ambiguities can be resolved by passing an explicit offset.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The function remove_periodicity! disables periodicity along specified dimensions.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename StaticStructureFactor to InstantStructureFactor.","category":"page"},{"location":"versions.html#v0.4.2","page":"Version History","title":"v0.4.2","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Feb 27, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Introduce LocalSampler, a framework for MCMC sampling with local spin updates.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename print_dominant_wavevectors to print_wrapped_intensities to reduce confusion with the physical instantaneous intensities.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The function spherical_shell now takes a radius in physical units of inverse Å.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"New exported functions global_position, magnetic_moment, all_sites.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Remove all uses of Base.deepcopy which resolves crashes.","category":"page"},{"location":"versions.html#v0.4.1","page":"Version History","title":"v0.4.1","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Feb 13, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The function to_inhomogeneous creates a system that supports inhomogeneous interactions, which can be set using set_exchange_at!, etc.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"set_biquadratic! replaces set_exchange_with_biquadratic!.","category":"page"},{"location":"versions.html#v0.4.0","page":"Version History","title":"v0.4.0","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"(Feb 10, 2023)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"This update includes many breaking changes, and is missing some features of 0.3.0.","category":"page"},{"location":"versions.html#Creating-a-spin-System","page":"Version History","title":"Creating a spin System","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Rename SpinSystem to System. Its constructor now has the form,","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"System(crystal, dims, infos, mode)","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The parameter infos is now a list of SpinInfo objects. Each defines spin angular momentum S = frac12 1 frac32 , and an optional g-factor or tensor.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The parameter mode is one of :SUN or :dipole.","category":"page"},{"location":"versions.html#Setting-interactions","page":"Version History","title":"Setting interactions","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Interactions are now added mutably to an existing System using the following functions: set_external_field!, set_exchange!, set_onsite_coupling!, enable_dipole_dipole!.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"As a convenience, one can use dmvec(D) to convert a DM vector to a 33 antisymmetric exchange matrix.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Fully general single-ion anisotropy is now possible. The function set_onsite_coupling! expects the single ion anisotropy to be expressed as a polynomial in symbolic spin operators 𝒮, or as a linear combination of symbolic Stevens operators 𝒪. For example, an easy axis anisotropy in the direction n may be written D*(𝒮⋅n)^2.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Stevens operators 𝒪[k,q] admit polynomial expression in spin operators 𝒮[α]. Conversely, a polynomial of spin operators can be expressed as a linear combination of Stevens operators. To see this expansion use print_anisotropy_as_stevens.","category":"page"},{"location":"versions.html#Inhomogeneous-field","page":"Version History","title":"Inhomogeneous field","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"An external field can be applied to a single site with set_external_field_at!. ","category":"page"},{"location":"versions.html#Structure-factor-rewrite","page":"Version History","title":"Structure factor rewrite","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The calculation of structure factors has been completely rewritten. For the new interface see the documentation tutorials.","category":"page"},{"location":"versions.html#Various","page":"Version History","title":"Various","text":"","category":"section"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The \"Sampler\" interface is in flux. Langevin replaces both LangevinHeunP and LangevinSampler. Local spin-flip Monte Carlo sampling methods are temporarily broken.\nrepeat_periodically replaces extend_periodically.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"Additional related functions include resize_periodically and reshape_geometry, the latter being fundamental.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"print_symmetry_table replaces print_bond_table().","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"The new function includes the list of symmetry-allowed single ion anisotropies in addition to exchange interactions.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"When reading CIF files, the field _atom_site_label is now used in place of the field _atom_site_type_symbol.","category":"page"},{"location":"versions.html","page":"Version History","title":"Version History","text":"This is required for correctness. The field _atom_site_label is guaranteed to be present, and is guaranteed to be a distinct label for each symmetry-inequivalent site. Code that explicitly referred to site labels (e.g. in calls to subcrystal) will need to be updated to use the new label.","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"EditURL = \"../../../../examples/spinw_tutorials/SW14_YVO3.jl\"","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW14_YVO3.html#SW14-YVO","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"","category":"section"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"This is a Sunny port of SpinW Tutorial 14, originally authored by Sandor Toth. It calculates the spin wave spectrum of YVO₃.","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"Load packages","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"Build an orthorhombic lattice and populate the V atoms according to the pseudocubic unit cell, doubled along the c-axis. The listed spacegroup of the YVO₃ chemical cell is international number 62. It has been observed, however, that the exchange interactions break this symmetry. For this reason, disable all symmetry analysis by selecting spacegroup 1 (P1).","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"units = Units(:meV, :angstrom)\na = 5.2821 / sqrt(2)\nb = 5.6144 / sqrt(2)\nc = 7.5283\nlatvecs = lattice_vectors(a, b, c, 90, 90, 90)\npositions = [[0, 0, 0], [0, 0, 1/2]]\ntypes = [\"V\", \"V\"]\ncryst = Crystal(latvecs, positions, 1; types)","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"Create a system following the model of C. Ulrich, et al. PRL 91, 257202 (2003). The mode :dipole_large_s avoids a classical-to-quantum rescaling factor of anisotropy strengths, as needed for consistency with the original fits.","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"sys = System(cryst, [1 => Moment(s=1/2, g=2), 2 => Moment(s=1/2, g=2)], :dipole_large_s; dims=(2,2,1))\nJab = 2.6\nJc  = 3.1\nδ   = 0.35\nK1  = 0.90\nK2  = 0.97\nd   = 1.15\nJc1 = [-Jc*(1+δ)+K2 0 -d; 0 -Jc*(1+δ) 0; +d 0 -Jc*(1+δ)]\nJc2 = [-Jc*(1-δ)+K2 0 +d; 0 -Jc*(1-δ) 0; -d 0 -Jc*(1-δ)]\nset_exchange!(sys, Jab, Bond(1, 1, [1, 0, 0]))\nset_exchange!(sys, Jab, Bond(2, 2, [1, 0, 0]))\nset_exchange!(sys, Jc1, Bond(1, 2, [0, 0, 0]))\nset_exchange!(sys, Jc2, Bond(2, 1, [0, 0, 1]))\nset_exchange!(sys, Jab, Bond(1, 1, [0, 1, 0]))\nset_exchange!(sys, Jab, Bond(2, 2, [0, 1, 0]))\nset_onsite_coupling!(sys, S -> -K1*S[1]^2, 1)\nset_onsite_coupling!(sys, S -> -K1*S[1]^2, 2)","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"When using spacegroup P1, there is no symmetry-propagation of interactions because all bonds are considered inequivalent. One can visualize the interactions in the system by clicking the toggles in the view_crystal GUI.","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"view_crystal(sys)","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"Energy minimization yields a Néel order with canting","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"randomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys)","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"Plot the spin wave spectrum along a path","category":"page"},{"location":"examples/spinw/SW14_YVO3.html","page":"SW14 - YVO₃","title":"SW14 - YVO₃","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[0.75, 0.75, 0], [0.5, 0.5, 0], [0.5, 0.5, 1]]\npath = q_space_path(cryst, qs, 400)\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"},{"location":"index.html#Overview","page":"Overview","title":"Overview","text":"","category":"section"},{"location":"index.html","page":"Overview","title":"Overview","text":"Sunny is a Julia package for modeling atomic-scale magnetism. It provides powerful tools to study equilibrium and non-equilibrium magnetic phenomena. In particular, it allows estimation of dynamical structure factor intensities, mathcalS(𝐪ω), to support quantitative modeling of experimental scattering data.","category":"page"},{"location":"index.html","page":"Overview","title":"Overview","text":"Features include:","category":"page"},{"location":"index.html","page":"Overview","title":"Overview","text":"Generalized spin dynamics using SU(N) coherent states.\nAbility to specify a crystal from a .cif file or its spacegroup symmetry. Magnetic structures can be read from .mcif files.\nInteractive visualizations of the 3D crystals and magnetic ordering.\nSymmetry analysis to classify allowed interaction terms, and to propagate them by symmetry.\nSingle-ion anisotropy at arbitrary order, which can be specified using Stevens operators or as a polynomial of spin operators.\nMonte Carlo sampling of spin configurations in thermal equilibrium, and optimization tools.\nMeasurements of dynamical correlations. At low temperature, one can use linear spin wave theory and its multi-boson generalization. This generalizes to finite temperatures using the classical dynamics, which allows for strongly nonlinear effects.\nLong-range dipole-dipole interactions accelerated with the fast Fourier transform (FFT).\nSupport for comparison with experimental data: form factor, dipole factor, temperature-dependent classical-to-quantum factors, etc.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"EditURL = \"../../../../examples/spinw_tutorials/SW12_Triangular_easy_plane.jl\"","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html#SW12-Triangular-lattice-with-easy-plane","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"","category":"section"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"This is a Sunny port of SpinW Tutorial 12, originally authored by Sandor Toth. It calculates the spin wave dispersion of a triangular lattice model with antiferromagnetic interactions and easy-plane single-ion anisotropy.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"Load packages","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"Build a triangular lattice with arbitrary lattice constant of 3 Å.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"latvecs = lattice_vectors(3, 3, 4, 90, 90, 120)\ncryst = Crystal(latvecs, [[0, 0, 0]])","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"Build a system with exchange +1 meV along nearest neighbor bonds. Set the lattice size in anticipation of a magnetic ordering with 3×3 cells.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"s = 3/2\nJ1 = +1.0\nsys = System(cryst, [1 => Moment(; s, g=2)], :dipole; dims=(3, 3, 1))\nset_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"Set an easy-axis anisotropy operator +D S_z^2 using set_onsite_coupling!. Important note: When introducing a single-ion anisotropy in :dipole mode, Sunny will automatically include a classical-to-quantum correction factor, as described in the document Interaction Renormalization. For an anisotropy operator that is quadratic in the spin operators, Sunny will automatically renormalize the interaction strength as D  (1 - 12s) D. We must \"undo\" Sunny's classical-to-quantum rescaling factor to reproduce the SpinW calculation. Alternatively, renormalization can be disabled by selecting the system mode :dipole_large_s instead of :dipole.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"undo_classical_to_quantum_rescaling = 1 / (1 - 1/2s)\nD = 0.2 * undo_classical_to_quantum_rescaling\nset_onsite_coupling!(sys, S -> D*S[3]^2, 1)\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys; ndims=2)","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"Plot the spin wave spectrum for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"qs = [[0, 0, 0], [1, 1, 0]]\npath = q_space_path(cryst, qs, 400)\nswt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nres = intensities_bands(swt, path)\nplot_intensities(res)","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"To select a specific linear combination of spin structure factor (SSF) components in global Cartesian coordinates, one can use ssf_custom. Here we calculate and plot the real part of mathcalS^zz(𝐪 ω).","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"measure = ssf_custom(sys) do q, ssf\n    return real(ssf[3, 3])\nend\nswt = SpinWaveTheory(sys; measure)\nres = intensities_bands(swt, path)\nplot_intensities(res)","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"It's also possible to get data for the full 3×3 SSF. For example, this is the SSF for the 7th energy band, at the 10th 𝐪-point along the path.","category":"page"},{"location":"examples/spinw/SW12_Triangular_easy_plane.html","page":"SW12 - Triangular lattice with easy plane","title":"SW12 - Triangular lattice with easy plane","text":"measure = ssf_custom((q, ssf) -> ssf, sys)\nswt = SpinWaveTheory(sys; measure)\nres = intensities_bands(swt, path)\nres.data[7, 10]","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"EditURL = \"../../../../examples/spinw_tutorials/SW04_Frustrated_square.jl\"","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"Download this example as Julia file or Jupyter notebook.","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html#SW04-Frustrated-square-lattice","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"","category":"section"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"This is a Sunny port of SpinW Tutorial 4, originally authored by Bjorn Fak and Sandor Toth. It calculates the spin wave spectrum of the frustrated square lattice.","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"Load Sunny and the GLMakie plotting package","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"using Sunny, GLMakie","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"To model the 2D square lattice, create an elongated tetragonal cell with one atom.","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"units = Units(:meV, :angstrom)\nlatvecs = lattice_vectors(3.0, 3.0, 6.0, 90, 90, 90)\ncryst = Crystal(latvecs, [[0, 0, 0]])\nview_crystal(cryst; ndims=2)","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"Construct a spin system with competing nearest-neighbor (AFM) and next-nearest-neighbor (FM) interactions. The Néel magnetic order requires a supercell of 2×2 chemical cells.","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"sys = System(cryst, [1 => Moment(s=1, g=2)], :dipole; dims=(2, 2, 1))\nJ1 = 1.0\nJ2 = -0.1\nset_exchange!(sys, J1, Bond(1, 1, [1, 0, 0]))\nset_exchange!(sys, J2, Bond(1, 1, [1, 1, 0]))\nrandomize_spins!(sys)\nminimize_energy!(sys)\nplot_spins(sys)","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"Calculate and plot intensities for a path through 𝐪-space.","category":"page"},{"location":"examples/spinw/SW04_Frustrated_square.html","page":"SW04 - Frustrated square lattice","title":"SW04 - Frustrated square lattice","text":"swt = SpinWaveTheory(sys; measure=ssf_perp(sys))\nqs = [[0, 0, 0], [1/2, 0, 0], [1/2, 1/2, 0], [0, 0, 0]]\npath = q_space_path(cryst, qs, 400);\nres = intensities_bands(swt, path)\nplot_intensities(res; units)","category":"page"}]
+}
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--- /dev/null
+++ b/previews/PR313/siteinfo.js
@@ -0,0 +1 @@
+var DOCUMENTER_CURRENT_VERSION = "previews/PR313";
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Structure Factor Conventions · Sunny documentation</title><meta name="title" content="Structure Factor Conventions · Sunny documentation"/><meta property="og:title" content="Structure Factor Conventions · Sunny documentation"/><meta property="twitter:title" content="Structure Factor Conventions · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li class="is-active"><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a><ul class="internal"><li><a class="tocitem" href="#Dynamical-correlations"><span>Dynamical correlations</span></a></li><li><a class="tocitem" href="#Lehmann-representation-in-frequency-space"><span>Lehmann representation in frequency space</span></a></li><li><a class="tocitem" href="#Discrete-sums-on-the-lattice"><span>Discrete sums on the lattice</span></a></li><li><a class="tocitem" href="#Quantum-sum-rule"><span>Quantum sum rule</span></a></li><li><a class="tocitem" href="#Neutron-scattering-cross-section"><span>Neutron scattering cross section</span></a></li><li><a class="tocitem" href="#Conventions-for-the-Sunny-calculated-structure-factor"><span>Conventions for the Sunny-calculated structure factor</span></a></li><li><a class="tocitem" href="#Calculations-with-spin-wave-theory"><span>Calculations with spin wave theory</span></a></li><li><a class="tocitem" href="#Calculations-with-classical-spin-dynamics"><span>Calculations with classical spin dynamics</span></a></li></ul></li><li><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="library.html">Library API</a></li><li><a class="tocitem" href="versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Guides</a></li><li class="is-active"><a href="structure-factor.html">Structure Factor Conventions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="structure-factor.html">Structure Factor Conventions</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/structure-factor.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Structure-Factor-Conventions"><a class="docs-heading-anchor" href="#Structure-Factor-Conventions">Structure Factor Conventions</a><a id="Structure-Factor-Conventions-1"></a><a class="docs-heading-anchor-permalink" href="#Structure-Factor-Conventions" title="Permalink"></a></h1><h2 id="Dynamical-correlations"><a class="docs-heading-anchor" href="#Dynamical-correlations">Dynamical correlations</a><a id="Dynamical-correlations-1"></a><a class="docs-heading-anchor-permalink" href="#Dynamical-correlations" title="Permalink"></a></h2><p>Dynamical correlations are a fundamental observable in condensed matter systems, and facilitate comparison between theory and experimental data.</p><p>Frequently, spin-spin correlations are of interest. More generally, one may consider correlations between arbitrary operator fields <span>$\hat{A}$</span> and <span>$\hat{B}$</span>. In the Heisenberg picture, operators evolve in time. Consider the dynamical correlation as an equilibrium expectation value,</p><p class="math-container">\[\begin{equation}
+C(𝐫, t) = \int_V ⟨\hat{B}^†(𝐫₀, 0) \hat{A}(𝐫₀ + 𝐫, t)⟩ d𝐫₀,
+\end{equation}\]</p><p>where the integral runs over some macroscopic volume <span>$V → ∞$</span>. By construction, <span>$C(𝐫, t)$</span> is an extensive quantity. Ignoring surface effects, the correlation becomes an ordinary product in momentum-space,</p><p class="math-container">\[\begin{equation}
+C(𝐪, t) = ⟨\hat{B}_𝐪^†(0) \hat{A}_𝐪(t)⟩.
+\end{equation}\]</p><p>Our convention for the Fourier transform from position <span>$𝐫$</span> to momentum <span>$𝐪$</span> is,</p><p class="math-container">\[\begin{equation}
+\hat{A}_𝐪 ≡ \int_V e^{+ i 𝐪⋅𝐫} \hat{A}(𝐫) d𝐫.
+\end{equation}\]</p><p>For a Hermitian operator <span>$\hat{A}^†(𝐫) = \hat{A}(𝐫)$</span>, it follows that <span>$\hat{A}_𝐪^† ≡ (\hat{A}_𝐪)^† = \hat{A}_{-𝐪}$</span> in momentum space. </p><h2 id="Lehmann-representation-in-frequency-space"><a class="docs-heading-anchor" href="#Lehmann-representation-in-frequency-space">Lehmann representation in frequency space</a><a id="Lehmann-representation-in-frequency-space-1"></a><a class="docs-heading-anchor-permalink" href="#Lehmann-representation-in-frequency-space" title="Permalink"></a></h2><p>Dynamical correlations are most conveniently calculated in frequency space. We use the convention,</p><p class="math-container">\[\begin{equation}
+C(𝐪, ω) ≡ \frac{1}{2π} \int_{-∞}^{∞} e^{-iωt} C(𝐪, t) dt.
+\end{equation}\]</p><p>On the right-hand side, substitute the definition of Heisenberg time evolution,</p><p class="math-container">\[\begin{equation}
+\hat{A}(t) ≡ e^{i t \hat{H}} \hat{A} e^{-i t \hat{H}},
+\end{equation}\]</p><p>and the definition of the thermal average,</p><p class="math-container">\[\begin{equation}
+⟨\hat{O}⟩ ≡ \frac{1}{\mathcal{Z}}\mathrm{tr}\, e^{-β \hat{H}} \hat{O}, \quad \mathcal{Z} ≡ \mathrm{tr}\, e^{-β \hat{H}}.
+\end{equation}\]</p><p>Let <span>$ϵ_μ$</span> and <span>$|μ⟩$</span> denote the exact eigenvalues and eigenstates of the full Hamiltonian <span>$\hat{H}$</span>. The eigenstates comprise a complete, orthonormal basis. The operator trace can be evaluated as a sum over eigenbasis states <span>$|ν⟩$</span>. Insert a resolution of the identity, <span>$|μ⟩⟨μ| = 1$</span>, with implicit summation on the repeated <span>$μ$</span> index. Then, collecting results and applying,</p><p class="math-container">\[\begin{equation}
+\int_{-∞}^{∞} e^{-iωt} dt = 2πδ(ω),
+\end{equation}\]</p><p>the result is the Lehmann representation of dynamical correlations,</p><p class="math-container">\[\begin{equation}
+C(𝐪,ω) = \frac{1}{\mathcal{Z}} e^{-β ϵ_ν} δ(ϵ_μ - ϵ_ν - ω) ⟨ν|\hat{B}^†_𝐪|μ⟩⟨μ|\hat{A}_𝐪 |ν⟩,
+\end{equation}\]</p><p>with implicit summation over eigenbasis indices <span>$μ$</span> and <span>$ν$</span>. This representation is the usual starting point for quantum calculations such as linear spin wave theory and its various generalizations.</p><p>Using the Lehmann representation, it can be shown that positive and negative frequencies are linked through a detailed balance condition,</p><p class="math-container">\[\begin{equation}
+C_{⟨BA^†⟩}(𝐪,-ω) = e^{-β ω}  C_{⟨B^†A⟩}(𝐪, ω)^*.
+\end{equation}\]</p><p>This subscript notation indicates that the left-hand side is a correlation of Hermitian-conjugated operators. Typically <span>$\hat{A}$</span> and <span>$\hat{B}$</span> will be Hermitian in real-space, and then detailed balance becomes <span>$C(-𝐪,-ω) = e^{-β ω} C(𝐪, ω)^*$</span>.</p><h2 id="Discrete-sums-on-the-lattice"><a class="docs-heading-anchor" href="#Discrete-sums-on-the-lattice">Discrete sums on the lattice</a><a id="Discrete-sums-on-the-lattice-1"></a><a class="docs-heading-anchor-permalink" href="#Discrete-sums-on-the-lattice" title="Permalink"></a></h2><p>A chemical (crystallographic) unit cell is associated with three lattice vectors <span>$𝐚_{\{1,2,3\}}$</span>. Site positions are</p><p class="math-container">\[\begin{equation}
+𝐫_{𝐦,j} ≡ m_1 𝐚_1 + m_2 𝐚_2 + m_3 𝐚_3 + δ𝐫_j,
+\end{equation}\]</p><p>for integers <span>$𝐦 = \{m_1, m_2, m_3\}$</span>. If the crystal is decorated, then <span>$δ𝐫_j$</span> denotes the relative displacement of the Bravais sublattice <span>$j$</span>. </p><p>Let <span>$\hat{A}(𝐫)$</span> be decomposed into discrete contributions <span>$\hat{A}_{𝐦,j} δ(𝐫-𝐫_{𝐦,j})$</span> at each lattice point <span>$𝐫_{𝐦,j}$</span>. The Fourier transform becomes a discrete sum,</p><p class="math-container">\[\begin{equation}
+\hat{A}_𝐪 = \sum_j \sum_𝐦 e^{i 𝐪⋅𝐫_{𝐦,j}} \hat{A}_{𝐦,j} ≡ \sum_j \hat{A}_{𝐪,j}.
+\end{equation}\]</p><p>The second equality above introduces <span>$\hat{A}_{𝐪,j}$</span> as the Fourier transform of <span>$\hat{A}_{𝐦,j}$</span> for <em>single</em> sublattice <span>$j$</span>. It can also be written,</p><p class="math-container">\[\begin{equation}
+\hat{A}_{𝐪,j} = e^{i 𝐪⋅δ𝐫_j} \sum_𝐦 e^{i 2π \tilde{𝐪}⋅𝐦} \hat{A}_{𝐦,j},
+\end{equation}\]</p><p>where <span>$\tilde{𝐪}$</span> expresses momentum in dimensionless reciprocal lattice units (RLU),</p><p class="math-container">\[\begin{equation}
+𝐪 = \tilde{k}_1 𝐛_1 + \tilde{k}_2 𝐛_2 + \tilde{k}_3 𝐛_3,
+\end{equation}\]</p><p>and <span>$𝐛_{\{1,2,3\}}$</span> are the reciprocal lattice vectors. Equivalently, <span>$\tilde{k}_μ ≡ 𝐪 ⋅ 𝐚_μ / 2π$</span>.</p><p>It will be convenient to introduce a dynamical correlation for the operators on sublattices <span>$i$</span> and <span>$j$</span> only,</p><p class="math-container">\[\begin{equation}
+C_{ij}(𝐪,t) ≡ ⟨\hat{B}^†_{𝐪,i}(0) \hat{A}_{𝐪,j}(t)⟩.
+\end{equation}\]</p><p>By the linearity of expectation values,</p><p class="math-container">\[\begin{equation}
+C(𝐪, t) = \sum_{ij} C_{ij}(𝐪,t).
+\end{equation}\]</p><h2 id="Quantum-sum-rule"><a class="docs-heading-anchor" href="#Quantum-sum-rule">Quantum sum rule</a><a id="Quantum-sum-rule-1"></a><a class="docs-heading-anchor-permalink" href="#Quantum-sum-rule" title="Permalink"></a></h2><p>Integrating over all frequencies <span>$ω$</span> yields the instant correlation at real-time <span>$t = 0$</span>,</p><p class="math-container">\[\begin{equation}
+\int_{-∞}^∞ C(𝐪,ω) dω = C(𝐪, t=0) = \sum_{ij} C_{ij}(𝐪, t=0).
+\end{equation}\]</p><p>Here, we will investigate spin-spin correlations. For this, select <span>$\hat{B}_{𝐪,i} = \hat{𝐒}_{𝐪,i}$</span> and <span>$A_{𝐪,j} = \hat{𝐒}_{𝐪,j}$</span>, such that the dynamical correlations become tensor valued,</p><p class="math-container">\[\begin{equation}
+C_{ij}^{αβ}(𝐪, t=0) = ⟨\hat{S}_{𝐪,i}^{α†} \hat{S}_{𝐪,j}^{β}⟩.
+\end{equation}\]</p><p>In the quantum spin-<span>$s$</span> representation, the spin dipole on one site satisfies</p><p class="math-container">\[\begin{equation}
+|\hat{𝐒}|^2 = \hat{S}^α \hat{S}^α = s(s+1),
+\end{equation}\]</p><p>with implicit summation on the repeated <span>$α$</span> index.</p><p>Suppose that each site of sublattice <span>$j$</span> carries quantum spin of magnitude <span>$s_j$</span>. Then there is a quantum sum rule of the form,</p><p class="math-container">\[\begin{equation}
+\int_{\tilde{V}_\mathrm{BZ}} \frac{C_{jj}^{αα}(𝐪, t=0)}{N_\mathrm{cells}} d\tilde{𝐪} = s_j (s_j + 1),
+\end{equation}\]</p><p>with summation on <span>$α$</span>, but not <span>$j$</span>, implied. The integral runs over the cubic volume in reciprocal lattice units <span>$\tilde{𝐪}$</span>,</p><p class="math-container">\[\begin{equation}
+\tilde{V}_\mathrm{BZ} ≡ [0,1]^3.
+\end{equation}\]</p><p>This volume represents one unit cell on the reciprocal lattice, and has the shape of a parallelepiped in physical momentum units <span>$𝐪$</span>. This volume is equivalent to the first Brillouin zone because of the reciprocal-space periodicity inherent to the Bravais sublattice. Note that the integral over <span>$\tilde{𝐪} ∈ \tilde{V}_\mathrm{BZ}$</span> could be converted to an integral over physical momentum <span>$𝐪$</span> by applying a Jacobian transformation factor, <span>$d \tilde{𝐪} = d𝐪 V_\mathrm{cell} / (2π)^3$</span>, where <span>$V_\mathrm{cell} = |𝐚_1 ⋅ (𝐚_2 × 𝐚_3)|$</span> is the volume of the chemical unit cell. The scaling factor</p><p class="math-container">\[\begin{equation}
+N_\mathrm{cells} ≡ V / V_\mathrm{cell}
+\end{equation}\]</p><p>denotes the number of chemical unit cells in the macroscopic volume <span>$V$</span>.</p><p>The derivation of the sum rule proceeds as follows. Substitute twice the definition,</p><p class="math-container">\[\begin{equation}
+\hat{S}^α_{𝐪,j} ≡ e^{i 𝐪⋅δ𝐫_j} \sum_𝐦 e^{i 2π \tilde{𝐪}⋅𝐦} \hat{S}^α_{𝐦,j}.
+\end{equation}\]</p><p>Accounting for complex conjugation, the two phase factors <span>$e^{i 𝐪⋅δ𝐫_j}$</span> cancel. The remaining <span>$𝐪$</span>-dependence can be integrated to yield a Kronecker-<span>$δ$</span>,</p><p class="math-container">\[\begin{equation}
+\int_{\tilde{V}_\mathrm{BZ}} e^{2πi \tilde{𝐪} ⋅ (𝐦 - 𝐦&#39;) } d\tilde{𝐪} = δ_{𝐦, 𝐦&#39;}.
+\end{equation}\]</p><p>Note that <span>$⟨\hat{S}_{𝐦,j}^α \hat{S}_{𝐦,j}^α⟩ = s_j(s_j+1)$</span> is constant, independent of the cell <span>$𝐦$</span>. This leaves a double sum over integers <span>$𝐦$</span>, which evaluates to <span>$\sum_{𝐦, 𝐦&#39;} δ_{𝐦, 𝐦&#39;} = N_\mathrm{cells}$</span>. Combined, these results verify the above-stated quantum sum rule for the sublattice <span>$j$</span>.</p><p>One can also derive a quantum sum rule on the full dynamical correlation <span>$C^{α, β}(𝐪, ω)$</span>. Contributions from distinct sublattices <span>$i ≠ j$</span> introduce a phase factor <span>$e^{- i 𝐪⋅(δ𝐫_i - δ𝐫_j)}$</span> that cancels when the momentum <span>$𝐪$</span> is averaged over a large number <span>$N_\mathrm{BZ} → ∞$</span> of Brillouin zones. The final result is a sum over contributions <span>$C_{jj}(𝐪, t=0)$</span> for each sublattice <span>$j$</span>,</p><p class="math-container">\[\begin{equation}
+\frac{1}{N_\mathrm{BZ}} \int_{N_\mathrm{BZ} × \tilde{V}_\mathrm{BZ}} \int_{-∞}^∞ \frac{C^{αα}(𝐪, ω)}{ N_\mathrm{cells}} dω d\tilde{𝐪} = \sum_j s_j (s_j + 1).
+\end{equation}\]</p><h2 id="Neutron-scattering-cross-section"><a class="docs-heading-anchor" href="#Neutron-scattering-cross-section">Neutron scattering cross section</a><a id="Neutron-scattering-cross-section-1"></a><a class="docs-heading-anchor-permalink" href="#Neutron-scattering-cross-section" title="Permalink"></a></h2><p>The magnetic moment of a neutron is <span>$\hat{\boldsymbol{μ}}_\mathrm{neutron} = - 2 γ μ_N \hat{𝐒}_\mathrm{neutron}$</span>, where <span>$γ = 1.913…$</span>, <span>$μ_N$</span> is the nuclear magneton, and <span>$\hat{𝐒}_\mathrm{neutron}$</span> is spin-1/2 angular momentum. Neutrons interact with the magnetic moments of a material. These have the form <span>$\hat{\boldsymbol{μ}} = -μ_B g \hat{𝐒}$</span>, where <span>$μ_B$</span> is the Bohr magneton and <span>$\hat{𝐒}$</span> is the effective angular momentum. For a single electron, <span>$g = 2.0023…$</span> is known to high precision. Within a crystal, however, the appropriate <span>$g_j$</span> for each sublattice <span>$j$</span> may be any <span>$3×3$</span> matrix consistent with point group symmetries.</p><p>Each idealized magnetic moment <span>$\hat{\boldsymbol{μ}}_{𝐦,j}$</span> is, in reality, smoothly distributed around the site position <span>$𝐫_{𝐦, j}$</span>. This can be modeled through convolution with a density function <span>$f_j(𝐫)$</span>. Fourier transform the full magnetic density field <span>$𝐌(𝐫)$</span> to obtain</p><p class="math-container">\[\begin{equation}
+\hat{𝐌}_𝐪 ≡ \sum_j \hat{𝐌}_{𝐪,j},
+\end{equation}\]</p><p>where,</p><p class="math-container">\[\begin{equation}
+\hat{𝐌}_{𝐪,j} ≡ - μ_B e^{i 𝐪⋅δ𝐫_j} g_j \sum_𝐦 e^{i 2π \tilde{𝐪}⋅𝐦} \hat{𝐒}_{𝐦,j} f_j(𝐪).
+\end{equation}\]</p><p>In Fourier space, <span>$f_j(𝐪)$</span> is called the <em>magnetic form factor</em>. Frequently, it will be approximated as an isotropic function of <span>$q = |𝐪|$</span>. Tabulated formula, for various magnetic ions and charge states, are available in Sunny via the <a href="library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> function. The idealized case <span>$f_j(𝐪) = 1$</span> would describe completely localized magnetic moments.</p><p>Neutron scattering intensities are given by the total differential cross-section, <span>$d^2 σ(𝐪, ω)/dωdΩ$</span>, where <span>$𝐪 = 𝐪_i - 𝐪_f$</span> is the momentum transfer to the sample, <span>$ω$</span> is the energy transfer to the sample, and <span>$Ω$</span> is the solid angle. Experimental intensity data will typically be provided in units of <span>$q_f / q_i$</span>. Within the dipole approximation, the result for an unpolarized neutron beam is,</p><p class="math-container">\[\begin{equation}
+\frac{d^2 σ(𝐪, ω)}{dω dΩ} = \frac{q_f}{q_i} \left(\frac{γ r_0}{2}\right)^2 \sum_{α,β} \left(δ_{α,β} - \frac{q^α q^β}{q^2}\right) \frac{\mathcal{S}^{αβ}(𝐪, ω)}{μ_B^2}.
+\end{equation}\]</p><p>The prefactor <span>$q_f/q_i$</span> will be provided experimentally. Dimensions of area arise from the characteristic scattering length, <span>$γ r_0 / 2 ≈ 2.69×10^{-5} \mathrm{Å}$</span>, where <span>$r_0$</span> is the classical electron radius.</p><p>The structure factor is of central importance to neutron scattering,</p><p class="math-container">\[\begin{equation}
+\mathcal{S}^{αβ}(𝐪, ω) ≡ \frac{1}{2π} \int_{-∞}^{∞} e^{-iωt} ⟨\hat{M}_𝐪^{α†}(0) \hat{M}_𝐪^β(t)⟩ dt,
+\end{equation}\]</p><p>and describes dynamical correlations of magnetic moments. It will differ nontrivially from the spin-spin correlations if the <span>$g_j$</span>-tensor varies with sublattice <span>$j$</span>.</p><h2 id="Conventions-for-the-Sunny-calculated-structure-factor"><a class="docs-heading-anchor" href="#Conventions-for-the-Sunny-calculated-structure-factor">Conventions for the Sunny-calculated structure factor</a><a id="Conventions-for-the-Sunny-calculated-structure-factor-1"></a><a class="docs-heading-anchor-permalink" href="#Conventions-for-the-Sunny-calculated-structure-factor" title="Permalink"></a></h2><p>Calculating the structure factor involves several steps, with various possible settings. Sunny provides tools to facilitate this calculation and to extract information from the results. For details, please see our <a href="examples/01_LSWT_CoRh2O4.html#1.-Spin-wave-simulations-of-CoRhO">tutorials</a> as well as the complete <a href="library.html#Library-API">Library API</a>.</p><p>Through <a href="library.html#Sunny.ssf_custom-Tuple{Any, System}"><code>ssf_custom</code></a> and related functions, Sunny will calculate the spin structure factor as a 3×3 matrix in dimensionless units,</p><p class="math-container">\[\begin{equation}
+𝒮^{αβ}(𝐪, ω) ≡ \frac{1}{N_\mathrm{cells} μ_B^2} \mathcal{S}^{αβ}(𝐪, ω),
+\end{equation}\]</p><p>This is an intensive quantity because <span>$N_\mathrm{cells}$</span>, the number of chemical cells in the macroscopic sample, is extensive. Note that the Sunny-calculated intensity will depend on the chemical cell convention: intensity scales linearly with chemical cell size.</p><p>Use <a href="library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a> to contract with <span>$δ_{α,β} - q^α q^β/q^2$</span>, i.e., to project in the direction perpendicular to momentum transfer <span>$𝐪$</span>.</p><p>Set <code>apply_g = false</code> to calculate the correlation <span>$C_{⟨𝐒𝐒⟩}(𝐪, ω) / N_\mathrm{cells}$</span> between pure spin operators, rather than between magnetic moments. In this special case that <span>$g$</span> is a uniform scalar, this is equivalent to <span>$𝒮(𝐪, ω) / g^2$</span></p><h2 id="Calculations-with-spin-wave-theory"><a class="docs-heading-anchor" href="#Calculations-with-spin-wave-theory">Calculations with spin wave theory</a><a id="Calculations-with-spin-wave-theory-1"></a><a class="docs-heading-anchor-permalink" href="#Calculations-with-spin-wave-theory" title="Permalink"></a></h2><p>Calculating the dynamical structure factor with linear <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> is relatively direct. In the traditional approach, quantum spin operators are expressed with Holstein-Primakoff bosons, and dynamical correlations are calculated to leading order in inverse powers of the quantum spin-<span>$s$</span>. For systems constructed with <code>mode = :SUN</code>, Sunny automatically switches to a multi-flavor boson variant of spin wave theory, which captures more single-ion physics. Use <a href="library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> to study generalized spiral phases, which allow for an incommensurate propagation wavevector. The experimental module <a href="library.html#Sunny.SpinWaveTheoryKPM"><code>SpinWaveTheoryKPM</code></a> implements <a href="https://arxiv.org/abs/2312.0834">spin wave calculations using the kernel polynomial method</a>. In the KPM approach, the computational cost scales linearly in the magnetic cell size. It can be useful for studying systems with large magnetic cells include systems with long-wavelength structures, or systems with quenched chemical disorder.</p><h2 id="Calculations-with-classical-spin-dynamics"><a class="docs-heading-anchor" href="#Calculations-with-classical-spin-dynamics">Calculations with classical spin dynamics</a><a id="Calculations-with-classical-spin-dynamics-1"></a><a class="docs-heading-anchor-permalink" href="#Calculations-with-classical-spin-dynamics" title="Permalink"></a></h2><p>Finite temperature structure factor intensities can be estimated from the dynamical correlations of classical spin dynamics (e.g. Landau-Lifshitz, or its SU(<span>$N$</span>) generalization). This is fundamentally a Monte Carlo approach, as the trajectories must be initialized to a spin configuration that is sampled from the finite-temperature thermal equilibrium. Samples are accumulated into a <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>, from which intensity information may be extracted.</p><p>Creating a <code>SampledCorrelations</code> requires specifying three keyword arguments. These will determine the dynamics used to calculate samples and, consequently, the <span>$ω$</span> information that will be available. </p><ol><li><code>energies</code>: A uniform range of resolved energies.</li><li><code>dt</code>: The step size for dynamical time-integration. Larger may reduce simulation time, but the choice will be limited by the stability and accuracy requirements of the <a href="library.html#Sunny.ImplicitMidpoint"><code>ImplicitMidpoint</code></a> integration method. The function <a href="library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>suggest_timestep</code></a> can recommend a good value. The timestep may be adjusted downward so that the specified <code>energies</code> are sampled exactly.</li><li><code>measure</code>: Specification of the pair correlations. This will frequently be reduced from the spin structure factor using one of <a href="library.html#Sunny.ssf_trace-Union{Tuple{System{N}}, Tuple{N}} where N"><code>ssf_trace</code></a>, <a href="library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a>, or <a href="library.html#Sunny.ssf_custom_bm-Tuple{Any, System}"><code>ssf_custom_bm</code></a>.</li></ol><p>A sample may be added by calling <a href="library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a>. The input <code>sys</code> must be a spin configuration in good thermal equilibrium, e.g., using the continuous <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> dynamics or using single spin flip trials with <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>. The statistical quality of the <span>$𝒮(𝐪,ω)$</span> can be improved by repeatedly generating decorrelated spin configurations in <code>sys</code> and calling <code>add_sample!</code> on each configuration.</p><p>The outline of typical use case might look like this:</p><pre><code class="nohighlight hljs"># Make a `SampledCorrelations`
+sc = SampledCorrelations(sys; dt=0.05, energies=range(0.0, 10.0, 100))
+
+# Add samples
+for _ in 1:nsamples
+   decorrelate_system(sys) # Perform some type of Monte Carlo simulation
+   add_sample!(sc, sys)    # Use spins to calculate trajectory and accumulate new sample of 𝒮(𝐪,ω)
+end</code></pre><h3 id="Extracting-intensities-sampled-correlation-data"><a class="docs-heading-anchor" href="#Extracting-intensities-sampled-correlation-data">Extracting intensities sampled correlation data</a><a id="Extracting-intensities-sampled-correlation-data-1"></a><a class="docs-heading-anchor-permalink" href="#Extracting-intensities-sampled-correlation-data" title="Permalink"></a></h3><p>Like in spin wave theory, the basic function for extracting intensities information from a <code>SampledCorrelations</code> is <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>. It takes a <code>SampledCorrelations</code>, a collection of <span>$𝐪$</span>-vectors, a collection of <code>energies</code>, and possible other options.</p><p>Since classical dynamics simulation take place on a finite lattice, the fundamental intensities measurements are only available at a discrete grid of wave vectors. In reciprocal lattice units, available grid points are <span>$𝐪 = [\frac{n_1}{L_1}, \frac{n_2}{L_2}, \frac{n_3}{L_3}]$</span>, where <span>$n_i$</span> runs from <span>$(\frac{-L_i}{2}+1)$</span> to <span>$\frac{L_i}{2}$</span> and <span>$L_i$</span> is the linear dimension of the lattice used in the calculation. (An internal function <code>Sunny.available_wave_vectors</code> provides access to this grid.) By default <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> will adjust each wavevector <span>$𝐪$</span> to the nearest available grid point. </p><p>Similarly, the resolution in <code>energies</code> is controlled the dynamical trajectory length in real-time. Because the dynamical trajectory is not periodic in time, some blurring between neighboring energy bins is unavoidable. Sunny&#39;s algorithm for estimating the structure factor from real-time dynamics is <a href="https://github.com/SunnySuite/Sunny.jl/pull/246#issuecomment-2119294846">specified here</a>.</p><p>The temperature parameter <code>kT</code> is required for <code>SampledCorrelations</code> calculations, and will be used to perform classical-to-quantum rescaling of intensities. If <code>kT = nothing</code>, then intensities will be provided according to the classical Boltzmann distribution.</p><h3 id="The-instantaneous-structure-factor"><a class="docs-heading-anchor" href="#The-instantaneous-structure-factor">The instantaneous structure factor</a><a id="The-instantaneous-structure-factor-1"></a><a class="docs-heading-anchor-permalink" href="#The-instantaneous-structure-factor" title="Permalink"></a></h3><p>Use <a href="library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities_static</code></a> to calculate <span>$\mathcal{S}(𝐪)$</span>, i.e.,  correlations that are &quot;instantaneous&quot; in real-time. Mathematically, <span>$\mathcal{S}(𝐪)$</span> denotes an integral of the dynamical structure factor <span>$\mathcal{S}(𝐪, ω)$</span> over all energies <span>$ω$</span>. In <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a>, the energy integral becomes a discrete sum over bands. In <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a>, a classical-to-quantum correction factor will be applied within <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a> prior to energy integration.</p><p>Sunny also supports a mechanism to calculate static correlations without any spin dynamics. To collect such statistics, construct a <code>SampledCorrelationsStatic</code> object. In this case, <code>intensities_static</code> will return static correlations sampled from the classical Boltzmann distribution. This dynamics-free approach is faster, but may miss important features that derive from the quantum mechanical excitation spectrum.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="examples/contributed/kappa_tutorial.html">« Enforcing the quantum sum rule with moment renormalization</a><a class="docs-footer-nextpage" href="parallelism.html">Parallelizing Calculations »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Version History · Sunny documentation</title><meta name="title" content="Version History · Sunny documentation"/><meta property="og:title" content="Version History · Sunny documentation"/><meta property="twitter:title" content="Version History · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="library.html">Library API</a></li><li class="is-active"><a class="tocitem" href="versions.html">Version History</a><ul class="internal"><li><a class="tocitem" href="#v0.7.1"><span>v0.7.1</span></a></li><li><a class="tocitem" href="#v0.7.0"><span>v0.7.0</span></a></li><li><a class="tocitem" href="#v0.6.1"><span>v0.6.1</span></a></li><li><a class="tocitem" href="#v0.6.0"><span>v0.6.0</span></a></li><li><a class="tocitem" href="#v0.5.11"><span>v0.5.11</span></a></li><li><a class="tocitem" href="#v0.5.10"><span>v0.5.10</span></a></li><li><a class="tocitem" href="#v0.5.9"><span>v0.5.9</span></a></li><li><a class="tocitem" href="#v0.5.8"><span>v0.5.8</span></a></li><li><a class="tocitem" href="#v0.5.7"><span>v0.5.7</span></a></li><li><a class="tocitem" href="#v0.5.6"><span>v0.5.6</span></a></li><li><a class="tocitem" href="#v0.5.5"><span>v0.5.5</span></a></li><li><a class="tocitem" href="#v0.5.4"><span>v0.5.4</span></a></li><li><a class="tocitem" href="#v0.5.3"><span>v0.5.3</span></a></li><li><a class="tocitem" href="#v0.5.2"><span>v0.5.2</span></a></li><li><a class="tocitem" href="#v0.5.1"><span>v0.5.1</span></a></li><li><a class="tocitem" href="#v0.5.0"><span>v0.5.0</span></a></li><li><a class="tocitem" href="#v0.4.3"><span>v0.4.3</span></a></li><li><a class="tocitem" href="#v0.4.2"><span>v0.4.2</span></a></li><li><a class="tocitem" href="#v0.4.1"><span>v0.4.1</span></a></li><li><a class="tocitem" href="#v0.4.0"><span>v0.4.0</span></a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href="versions.html">Version History</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="versions.html">Version History</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/versions.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Version-History"><a class="docs-heading-anchor" href="#Version-History">Version History</a><a id="Version-History-1"></a><a class="docs-heading-anchor-permalink" href="#Version-History" title="Permalink"></a></h1><h2 id="v0.7.1"><a class="docs-heading-anchor" href="#v0.7.1">v0.7.1</a><a id="v0.7.1-1"></a><a class="docs-heading-anchor-permalink" href="#v0.7.1" title="Permalink"></a></h2><p>(In development)</p><h2 id="v0.7.0"><a class="docs-heading-anchor" href="#v0.7.0">v0.7.0</a><a id="v0.7.0-1"></a><a class="docs-heading-anchor-permalink" href="#v0.7.0" title="Permalink"></a></h2><p>(Aug 30, 2024)</p><p>This <strong>major release</strong> introduces breaking interface changes.</p><ul><li>The interface for calculating intensities has been revised to unify functionality across backends. The functions <a href="library.html#Sunny.intensities_bands-Tuple{SpinWaveTheory, Any}"><code>intensities_bands</code></a>, <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>, and <a href="library.html#Sunny.intensities_static-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities_static</code></a> no longer expect a &quot;formula&quot;, and instead take keyword arguments directly. Pair correlations are now specified using <a href="library.html#Sunny.ssf_perp-Tuple{System}"><code>ssf_perp</code></a> and related functions. The constructors <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a> and <a href="library.html#Sunny.SampledCorrelationsStatic"><code>SampledCorrelationsStatic</code></a> replace <code>dynamic_correlations</code> and <code>static_correlations</code>, respectively.</li><li>New function <a href="library.html#Sunny.plot_intensities"><code>plot_intensities</code></a> enables convenient plotting for many types of intensities plots. Mutating variant <a href="library.html#Sunny.plot_intensities!"><code>plot_intensities!</code></a> enables multi-panel plots.</li><li>One should now specify a range of <span>$𝐪$</span>-points with <a href="library.html#Sunny.q_space_path-Tuple{Crystal, Any, Any}"><code>q_space_path</code></a> or <a href="library.html#Sunny.q_space_grid-Tuple{Crystal, Vararg{Any, 4}}"><code>q_space_grid</code></a>.</li><li><a href="library.html#Sunny.SpinWaveTheorySpiral"><code>SpinWaveTheorySpiral</code></a> is available to perform calculations on generalized spiral structures, which may be incommensurate.</li><li><a href="library.html#Sunny.repeat_periodically_as_spiral-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically_as_spiral</code></a> replaces <code>set_spiral_order_on_sublattice!</code> and <code>set_spiral_order!</code>.</li><li>New convenience functions <a href="library.html#Sunny.powder_average-Tuple{Any, Any, Any, Int64}"><code>powder_average</code></a> and <a href="library.html#Sunny.domain_average-Tuple{Any, Any, Any}"><code>domain_average</code></a>, which wrap <a href="library.html#Sunny.intensities-Tuple{Sunny.AbstractSpinWaveTheory, Any}"><code>intensities</code></a>.</li><li><a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> now expects supercell dimensions as a <code>dims</code> keyword argument. <a href="library.html#Sunny.Moment"><code>Moment</code></a> replaces <code>SpinInfo</code>. Lower-case <code>s</code> now labels quantum spin. For example, use <code>:dipole_large_s</code> instead of <code>:dipole_large_S</code>.</li><li>In <a href="library.html#Sunny.view_crystal"><code>view_crystal</code></a> and <a href="library.html#Sunny.plot_spins"><code>plot_spins</code></a> use <code>ndims</code> instead of <code>dims</code> for the number of spatial dimensions.</li><li>Binning features have been removed. Some functionality may be added back in a future release.</li><li>Experimental <code>SpinWaveTheoryKPM</code> feature implements a <a href="https://arxiv.org/abs/2312.08349">new algorithm</a> to enable intensities calculations at a computational cost that scales linearly in system size.</li></ul><h2 id="v0.6.1"><a class="docs-heading-anchor" href="#v0.6.1">v0.6.1</a><a id="v0.6.1-1"></a><a class="docs-heading-anchor-permalink" href="#v0.6.1" title="Permalink"></a></h2><p>(August 2, 2024)</p><ul><li><strong>Breaking changes</strong>: <a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a> is now reported in units of the Bohr magneton, <span>$μ_B$</span>. For model systems where the Zeeman coupling aligns spin dipole with field (e.g., the Ising model convention), create a <code>SpinInfo</code> with <code>g=-1</code>. (<a href="https://github.com/SunnySuite/Sunny.jl/pull/284">PR 284</a>).</li><li>More flexible <a href="examples/01_LSWT_CoRh2O4.html#Units"><code>Units</code></a> system. <code>set_external_field!</code> is deprecated in favor of <a href="library.html#Sunny.set_field!-Tuple{System, Any}"><code>set_field!</code></a>, which now expects a field in energy units. <a href="library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>enable_dipole_dipole!</code></a> now expects a scale parameter <span>$μ_0 μ_B^2$</span> that can be obtained from <code>units.vacuum_permeability</code>.</li></ul><h2 id="v0.6.0"><a class="docs-heading-anchor" href="#v0.6.0">v0.6.0</a><a id="v0.6.0-1"></a><a class="docs-heading-anchor-permalink" href="#v0.6.0" title="Permalink"></a></h2><p>(June 18, 2024)</p><ul><li>Various correctness fixes. The magnetic moment is now anti-aligned with the spin dipole (<a href="https://github.com/SunnySuite/Sunny.jl/issues/190">Issue 190</a>), and the wavevector <span>$𝐪$</span> in structure factor intensities <span>$\mathcal{S}(𝐪,ω)$</span> now consistently represents momentum transfer <em>to</em> the sample (<a href="https://github.com/SunnySuite/Sunny.jl/issues/270">Issue 270</a>). The new <a href="examples/08_Momentum_Conventions.html#8.-Momentum-transfer-conventions">Example 8</a> demonstrates a model system where momentum transfers <span>$±𝐪$</span> are inequivalent.</li><li>Dynamical structure factor intensities now have a <a href="structure-factor.html#Conventions-for-the-Sunny-calculated-structure-factor">precisely defined scale</a>, independent of the calculator (<a href="https://github.com/SunnySuite/Sunny.jl/issues/264">Issue 264</a>). Consequently, color ranges in plots may need to be rescaled.</li><li><a href="library.html#Sunny.Crystal"><code>Crystal</code></a> can now infer a chemical unit cell from an mCIF file. <code>System</code> now supports <a href="library.html#Sunny.set_dipoles_from_mcif!-Tuple{System, AbstractString}"><code>set_dipoles_from_mcif!</code></a>. Through spglib, one can now <a href="library.html#Sunny.standardize-Tuple{Crystal}"><code>standardize</code></a> any <code>Crystal</code>, with an option to idealize site positions.</li></ul><h2 id="v0.5.11"><a class="docs-heading-anchor" href="#v0.5.11">v0.5.11</a><a id="v0.5.11-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.11" title="Permalink"></a></h2><p>(June 2, 2024)</p><ul><li>Fixes for Makie 0.21.</li></ul><h2 id="v0.5.10"><a class="docs-heading-anchor" href="#v0.5.10">v0.5.10</a><a id="v0.5.10-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.10" title="Permalink"></a></h2><p>(May 27, 2024)</p><ul><li><a href="library.html#Sunny.view_crystal"><code>view_crystal</code></a> called on a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> now shows interactions, and optionally the spin or magnetic dipoles.</li><li>Interactions for <a href="library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>enable_dipole_dipole!</code></a> are now supported in linear spin wave theory, with proper Ewald summation. For a faster alternative, the experimental function <a href="library.html#Sunny.modify_exchange_with_truncated_dipole_dipole!-Union{Tuple{N}, Tuple{System{N}, Any}, Tuple{System{N}, Any, Any}} where N"><code>modify_exchange_with_truncated_dipole_dipole!</code></a> will accept a real-space cutoff.</li><li>Intensities calculated with <code>dynamic_correlations</code> now avoid &quot;bleeding artifacts&quot; at low-energy (long-timescale) modes. See <a href="https://github.com/SunnySuite/Sunny.jl/pull/246">PR 246</a> for details. This eliminates the need for <code>process_trajectory=:symmetrize</code>.</li><li>When passed to <code>intensity_formula</code>, the special value <code>zero(FormFactor)</code> can now be used to disable contributions from a given site. For an example, see the ported <a href="examples/spinw/SW19_Different_Ions.html#SW19-Different-magnetic-ions">SpinW tutorial 19</a>.</li><li>Broadening kernels <a href="library.html#Sunny.gaussian-Tuple{}"><code>gaussian</code></a> and <a href="library.html#Sunny.lorentzian-Tuple{}"><code>lorentzian</code></a> now expect a full width at half maximum (<code>fwhm</code>) keyword argument.</li><li>Experimental support for calculations on generalized spiral phases. For an example, see the ported <a href="examples/spinw/SW18_Distorted_kagome.html#SW18-Distorted-kagome">SpinW tutorial 18</a>.</li><li>Correctness fix for the case where spin-<span>$S$</span> varies between sites in dipole-mode. In SU(<span>$N$</span>) mode, however, there is still no support for varying the Hilbert space dimension <span>$N$</span> between sites.</li><li>Correctness fix in long-range dipole-dipole interactions for systems with multiple cells.</li><li>Correctness fix in general biquadratic interactions (beyond scalar) for spin wave theory in dipole-mode.</li><li>Correctness fix for reading Mantid <code>.nxs</code> files.</li></ul><h2 id="v0.5.9"><a class="docs-heading-anchor" href="#v0.5.9">v0.5.9</a><a id="v0.5.9-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.9" title="Permalink"></a></h2><p>(Mar 25, 2024)</p><ul><li><strong>Correctness fixes</strong>: Structure factor conventions are now uniform across modes and <a href="structure-factor.html#Structure-Factor-Conventions">precisely specified</a>. The g-tensor is applied by default (disable with <code>apply_g = false</code>). The intensity is additive with increasing number of magnetic ions in the chemical cell, consistent with SpinW. <a href="https://github.com/SunnySuite/Sunny.jl/issues/235">Issue #235</a>.</li><li>Enhancements to <a href="library.html#Sunny.view_crystal"><code>view_crystal</code></a>. If a bond allows a DM interaction, its orientation will be shown visually. If a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a> argument is supplied, its exchange interactions will be shown..</li><li>New function <a href="library.html#Sunny.suggest_timestep-Union{Tuple{N}, Tuple{System{N}, Union{ImplicitMidpoint, Langevin}}} where N"><code>suggest_timestep</code></a> to assist in performing accurate and efficient simulation of classical spin dynamics. <a href="https://github.com/SunnySuite/Sunny.jl/issues/149">Issue #149</a>.</li><li>Scalar biquadratic interactions can again be set in <code>:dipole_large_S</code> mode via the keyword argument <code>biquad</code> of <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a>.</li><li>Significantly speed up <code>dynamic_correlations</code> for crystals with many atoms in the unit cell. <a href="https://github.com/SunnySuite/Sunny.jl/issues/204">Issue #204</a>.</li><li>Renamings: <code>dt</code> replaces <code>Δt</code> and <code>damping</code> replaces <code>λ</code>. This affects <a href="library.html#Sunny.Langevin"><code>Langevin</code></a>, [<code>ImplicitMidpoint</code>], and <code>dynamic_correlations</code> functions.</li></ul><h2 id="v0.5.8"><a class="docs-heading-anchor" href="#v0.5.8">v0.5.8</a><a id="v0.5.8-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.8" title="Permalink"></a></h2><p>(Jan 4, 2024)</p><ul><li>Many bugs in the WGLMakie backend have become apparent, and are being tracked at <a href="https://github.com/SunnySuite/Sunny.jl/issues/211">Issue #211</a>. Emit a warning if WGLMakie is detected, suggesting that GLMakie is preferred.</li><li>Various improvements to <a href="library.html#Sunny.view_crystal"><code>view_crystal</code></a>. A distance parameter is no longer expected. Cartesian axes now appear as &quot;compass&quot; in bottom-left. Custom list of reference bonds can be passed. Toggle to view non-magnetic atoms in root crystal. Atoms now colored using <a href="https://en.wikipedia.org/wiki/CPK_coloring">CPK/JMol conventions</a>.</li></ul><h2 id="v0.5.7"><a class="docs-heading-anchor" href="#v0.5.7">v0.5.7</a><a id="v0.5.7-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.7" title="Permalink"></a></h2><p>(Nov 26, 2023)</p><ul><li>Update form factor coefficients, which now include <code>Mn5</code>.</li><li>Fix <a href="library.html#Sunny.merge_correlations-Tuple{Vector{SampledCorrelations}}"><code>merge_correlations</code></a> and the <a href="parallelism.html#Parallelizing-Calculations">Parallelizing Calculations</a> tutorial.</li><li>Remove internal functions <code>*_primitive_crystal</code>. Instead, it is recommended to use the conventional unit cell, and later call <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>.</li><li>Require Makie 0.20. An important new feature is resolution-independent scaling of font sizes. New figures expect <code>size</code> instead of <code>resolution</code>, and no longer accept <code>rescale</code>.</li></ul><h2 id="v0.5.6"><a class="docs-heading-anchor" href="#v0.5.6">v0.5.6</a><a id="v0.5.6-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.6" title="Permalink"></a></h2><p>(Nov 8, 2023)</p><p>This release initiates some <strong>major enhancements</strong> to the user interface in support of generalized SU(<em>N</em>) spin models. See <a href="https://sunnysuite.github.io/Sunny.jl/dev/renormalization.html">this documentation page</a> for an illustration of the new features. Most existing Sunny 0.5 models will continue to work with deprecation warnings, but these will become hard errors Sunny v0.6.</p><ul><li>General pair couplings are now supported in <a href="library.html#Sunny.set_pair_coupling!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Any}} where N"><code>set_pair_coupling!</code></a> and <a href="library.html#Sunny.set_pair_coupling_at!-Union{Tuple{N}, Tuple{System{N}, AbstractMatrix, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_pair_coupling_at!</code></a>. <code>:SUN</code> mode supports interactions of any order, but <code>:dipole</code> mode is limited to bilinear and biquadratic coupling of the spin.</li><li>To perform a calculation with dipoles in the large-<span>$S$</span> limit, use the new mode <code>:dipole_large_S</code> when constructing a <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a>.</li><li>Deprecate the option <code>biquad</code> to <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a>. Use instead <code>set_pair_coupling!</code>, which generalizes beyond the scalar biquadratic.</li><li>Deprecate <code>spin_operators</code>, <code>stevens_operators</code>, <code>large_S_spin_operators</code> and <code>large_S_stevens_operators</code>. Use instead <a href="library.html#Sunny.spin_matrices-Tuple{Any}"><code>spin_matrices</code></a> and <a href="library.html#Sunny.stevens_matrices-Tuple{Any}"><code>stevens_matrices</code></a>, which require a specific spin-<span>$S$</span> label. To infer this, one can use <a href="library.html#Sunny.spin_label-Tuple{System, Int64}"><code>spin_label</code></a>.</li><li>Remove unused option <code>energy_tol</code> in <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a>.</li><li>Animated spin dynamics is now possible. Call <code>notify</code> on the result of <a href="library.html#Sunny.plot_spins"><code>plot_spins</code></a> to trigger redrawing of the frame. The argument <code>colorfn</code> to <code>plot_spins</code> supports animation of colors. See <a href="https://github.com/SunnySuite/Sunny.jl/blob/main/examples/extra/heisenberg_animation.jl">example usage for a Heisenberg ferromagnetic.</a></li><li>Add <a href="library.html#Sunny.set_spin_rescaling!-Tuple{System{0}, Any}"><code>set_spin_rescaling!</code></a> feature, which supports improved spectral measurements at finite-<span>$T$</span>. This follows the method proposed in <a href="https://arxiv.org/abs/2310.19905">Dahlbom et al., [arXiv:2310.19905]</a>.</li></ul><h2 id="v0.5.5"><a class="docs-heading-anchor" href="#v0.5.5">v0.5.5</a><a id="v0.5.5-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.5" title="Permalink"></a></h2><p>(Sept 29, 2023)</p><ul><li><a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a> now allows reshaping to multiples of the primitive unit cell, which can speed up certain calculations. This is illustrated in the CoRh₂O₄ powder averaging tutorial.</li><li><a href="library.html#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>resize_supercell</code></a> now allows all resizings.</li><li>Added <a href="library.html#Sunny.energy_per_site-Union{Tuple{System{N}}, Tuple{N}} where N"><code>energy_per_site</code></a>.</li><li><code>set_spiral_order_on_sublattice!</code> cannot work on reshaped systems.</li><li>Various bug fixes. In particular, an <code>intensity_formula</code> with <code>:full</code> will now uniformly calculate a <code>3x3</code> matrix of complex numbers.</li></ul><h2 id="v0.5.4"><a class="docs-heading-anchor" href="#v0.5.4">v0.5.4</a><a id="v0.5.4-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.4" title="Permalink"></a></h2><p>(Sept 11, 2023)</p><ul><li>Various enhancements to <a href="library.html#Sunny.view_crystal"><code>view_crystal</code></a>. Atoms are now labeled by index, and bonds support interactive inspection (GLMakie only). Font sizes work correctly on Makie v0.20-beta. If using Makie v0.19 on a high-resolution display, pass <code>rescale=1.5</code> to enlarge font sizes.</li><li>The function <a href="library.html#Sunny.suggest_magnetic_supercell-Tuple{Any}"><code>suggest_magnetic_supercell</code></a> now requires only a list of wavevectors, and will return a <span>$3×3$</span> matrix that can be programmatically passed to <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>. The new tolerance parameter <code>tol</code> allows <code>suggest_magnetic_supercell</code> to approximate incommensurate wavevectors with nearby commensurate ones.</li><li>New functions <code>set_spiral_order!</code> and <code>set_spiral_order_on_sublattice!</code> can be used to initialize a spiral, single-<span>$Q$</span> order.</li><li>Sunny now retains all constant energy shifts that have been introduced by anisotropy operators.</li><li>Fix <a href="library.html#Sunny.export_vtk"><code>export_vtk</code></a> functionality.</li></ul><h2 id="v0.5.3"><a class="docs-heading-anchor" href="#v0.5.3">v0.5.3</a><a id="v0.5.3-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.3" title="Permalink"></a></h2><p>(Sept 8, 2023)</p><ul><li>Add <code>large_S_spin_operators</code> and <code>large_S_stevens_operators</code> to support single-ion anisotropies in dipole mode without renormalization. Set <code>large_S=true</code> in <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a> to avoid renormalization of biquadratics.</li><li><a href="library.html#Sunny.view_crystal"><code>view_crystal</code></a> has been rewritten in Makie.</li><li><a href="library.html#Sunny.plot_spins"><code>plot_spins</code></a> now expects <code>ghost_radius</code> in physical length units.</li><li><a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a> will (currently) error if provided a system with <a href="library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>enable_dipole_dipole!</code></a>.</li></ul><h2 id="v0.5.2"><a class="docs-heading-anchor" href="#v0.5.2">v0.5.2</a><a id="v0.5.2-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.2" title="Permalink"></a></h2><p>(Aug 30, 2023)</p><ul><li>Form factors for 5d transition ions.</li><li>Download links for notebooks and scripts on each doc example</li><li>Various bug fixes.</li></ul><h2 id="v0.5.1"><a class="docs-heading-anchor" href="#v0.5.1">v0.5.1</a><a id="v0.5.1-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.1" title="Permalink"></a></h2><p>(Aug 23, 2023)</p><ul><li>Fix binning edge cases.</li><li><a href="library.html#Sunny.plot_spins"><code>plot_spins</code></a> accepts resolution argument.</li></ul><h2 id="v0.5.0"><a class="docs-heading-anchor" href="#v0.5.0">v0.5.0</a><a id="v0.5.0-1"></a><a class="docs-heading-anchor-permalink" href="#v0.5.0" title="Permalink"></a></h2><p>(Aug 21, 2023)</p><p><strong>New features</strong>.</p><p>Support for Linear Spin Wave Theory in <code>:dipole</code> and <code>:SUN</code> modes. (Thanks Hao Zhang!)</p><p>New function <a href="library.html#Sunny.minimize_energy!-Union{Tuple{System{N}}, Tuple{N}} where N"><code>minimize_energy!</code></a> to efficiently find an optimal configuration of spin dipoles or SU(<em>N</em>) coherent states.</p><p>Major refactors and enhancements to intensity calculations. This new interface allows unification between LSWT and classical spin dynamics calculations. This interface allows: Custom observables as local quantum operators, better support for linebroadening, and automatic binning to facilitate comparison with experimental data. See <code>intensity_formula</code> for documentation. Use <a href="library.html#Sunny.load_nxs-Tuple{Any}"><code>load_nxs</code></a> to load experimental neutron scattering data.</p><p><strong>Breaking changes</strong>.</p><p>Require Julia 1.9.</p><p>Replace <code>set_anisotropy!</code> with a new function <a href="library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a> (and similarly <a href="library.html#Sunny.set_onsite_coupling_at!-Tuple{System, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}}"><code>set_onsite_coupling_at!</code></a>). The latter expects an explicit matrix representation for the local Hamiltonian. This can be constructed, e.g., as a linear combination of <code>stevens_operators</code>, or as a polynomial of <code>spin_operators</code>. To understand the mapping between these two, the new function <a href="library.html#Sunny.print_stevens_expansion-Tuple{AbstractMatrix}"><code>print_stevens_expansion</code></a> acts on an arbitrary local operator.</p><p>Remove <code>set_biquadratic!</code>. Instead, use an optional keyword argument <code>biquad</code> to <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a>.</p><p>Rename <code>DynamicStructureFactor</code> to <code>dynamic_correlations</code>. Similarly, replace <code>InstantStructureFactor</code> with <code>instant_correlations</code>. The return type has been renamed <a href="library.html#Sunny.SampledCorrelations-Tuple{System}"><code>SampledCorrelations</code></a> to emphasize that the object may be holding thermodynamic samples, which are collected using <a href="library.html#Sunny.add_sample!-Tuple{SampledCorrelations, System}"><code>add_sample!</code></a>. Upon construction, the <code>SampledCorrelations</code> object will be empty (no initial sample).</p><p>Remove <code>intensities</code> function. Instead, use one of <code>intensities_interpolated</code> or <code>intensities_binned</code>. These will require an <code>intensity_formula</code>, which defines a calculator (e.g., LSWT).</p><p>Rename <code>connected_path</code> to <code>reciprocal_space_path</code>, which now returns an <code>xticks</code> object that can be used in plotting. Replace <code>spherical_shell</code> with <code>reciprocal_space_shell</code> that functions similarly.</p><p>Rename <code>polarize_spin!</code> to <a href="library.html#Sunny.set_dipole!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>set_dipole!</code></a> for consistency with <a href="library.html#Sunny.set_coherent!-Union{Tuple{N}, Tuple{System{N}, Any, Any}} where N"><code>set_coherent!</code></a>. The behavior of the former function is unchanged: the spin at a given site will still be polarized along the provided direction.</p><p>Rename <code>all_sites</code> to <code>eachsite</code> consistent with Julia convention for iterators.</p><p>Rename <code>reshape_geometry</code> to <a href="library.html#Sunny.reshape_supercell-Tuple{System, Any}"><code>reshape_supercell</code></a>, which is the fundamental reshaping function. Rename <code>resize_periodically</code> to <a href="library.html#Sunny.resize_supercell-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>resize_supercell</code></a>.</p><p>The constructor <code>SpinInfo</code> now requires a <span>$g$</span>-factor or tensor as a named argument.</p><p>The constructor <a href="library.html#Sunny.FormFactor-Tuple{String}"><code>FormFactor</code></a> no longer accepts an atom index. Instead, the form factors are associated with site-symmetry classes in order of appearance.</p><h2 id="v0.4.3"><a class="docs-heading-anchor" href="#v0.4.3">v0.4.3</a><a id="v0.4.3-1"></a><a class="docs-heading-anchor-permalink" href="#v0.4.3" title="Permalink"></a></h2><p>(Jun 23, 2023)</p><p><strong>Experimental</strong> support for linear <a href="library.html#Sunny.SpinWaveTheory"><code>SpinWaveTheory</code></a>, implemented in SU(<em>N</em>) mode. This module may evolve rapidly.</p><p>Implement renormalization of single-ion anisotropy and biquadratic interactions when in <code>:dipole</code> mode. This makes the model more faithful to the quantum mechanical Hamiltonian, but is also a <strong>breaking change</strong>.</p><p>Various improvements and bugfixes for <a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>to_inhomogeneous</code></a>. Setting inhomogeneous interactions via <a href="library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_exchange_at!</code></a> should now infer the correct bond offset direction, or will report an ambiguity error. Ambiguities can be resolved by passing an explicit <code>offset</code>.</p><p>The function <a href="library.html#Sunny.remove_periodicity!-Union{Tuple{N}, Tuple{System{N}, Any}} where N"><code>remove_periodicity!</code></a> disables periodicity along specified dimensions.</p><p>Rename <code>StaticStructureFactor</code> to <code>InstantStructureFactor</code>.</p><h2 id="v0.4.2"><a class="docs-heading-anchor" href="#v0.4.2">v0.4.2</a><a id="v0.4.2-1"></a><a class="docs-heading-anchor-permalink" href="#v0.4.2" title="Permalink"></a></h2><p>(Feb 27, 2023)</p><p>Introduce <a href="library.html#Sunny.LocalSampler"><code>LocalSampler</code></a>, a framework for MCMC sampling with local spin updates.</p><p>Rename <code>print_dominant_wavevectors</code> to <a href="library.html#Sunny.print_wrapped_intensities-Union{Tuple{System{N}}, Tuple{N}} where N"><code>print_wrapped_intensities</code></a> to reduce confusion with the physical instantaneous intensities.</p><p>The function <code>spherical_shell</code> now takes a radius in physical units of inverse Å.</p><p>New exported functions <a href="library.html#Sunny.global_position-Tuple{System, Any}"><code>global_position</code></a>, <a href="library.html#Sunny.magnetic_moment-Tuple{System, Any}"><code>magnetic_moment</code></a>, <code>all_sites</code>.</p><p>Remove all uses of <a href="https://docs.julialang.org/en/v1/base/base/#Base.deepcopy"><code>Base.deepcopy</code></a> which <a href="https://github.com/SunnySuite/Sunny.jl/issues/65">resolves crashes</a>.</p><h2 id="v0.4.1"><a class="docs-heading-anchor" href="#v0.4.1">v0.4.1</a><a id="v0.4.1-1"></a><a class="docs-heading-anchor-permalink" href="#v0.4.1" title="Permalink"></a></h2><p>(Feb 13, 2023)</p><p>The function <a href="library.html#Sunny.to_inhomogeneous-Union{Tuple{System{N}}, Tuple{N}} where N"><code>to_inhomogeneous</code></a> creates a system that supports inhomogeneous interactions, which can be set using <a href="library.html#Sunny.set_exchange_at!-Union{Tuple{N}, Tuple{System{N}, Any, Union{NTuple{4, Int64}, CartesianIndex{4}}, Union{NTuple{4, Int64}, CartesianIndex{4}}}} where N"><code>set_exchange_at!</code></a>, etc.</p><p><code>set_biquadratic!</code> replaces <code>set_exchange_with_biquadratic!</code>.</p><h2 id="v0.4.0"><a class="docs-heading-anchor" href="#v0.4.0">v0.4.0</a><a id="v0.4.0-1"></a><a class="docs-heading-anchor-permalink" href="#v0.4.0" title="Permalink"></a></h2><p>(Feb 10, 2023)</p><p>This update includes many breaking changes, and is missing some features of 0.3.0.</p><h3 id="Creating-a-spin-System"><a class="docs-heading-anchor" href="#Creating-a-spin-System">Creating a spin <code>System</code></a><a id="Creating-a-spin-System-1"></a><a class="docs-heading-anchor-permalink" href="#Creating-a-spin-System" title="Permalink"></a></h3><p>Rename <code>SpinSystem</code> to <a href="library.html#Sunny.System-Tuple{Crystal, Vector{Pair{Int64, Moment}}, Symbol}"><code>System</code></a>. Its constructor now has the form,</p><pre><code class="language-julia hljs">System(crystal, dims, infos, mode)</code></pre><p>The parameter <code>infos</code> is now a list of <code>SpinInfo</code> objects. Each defines spin angular momentum <span>$S = \frac{1}{2}, 1, \frac{3}{2}, …$</span>, and an optional <span>$g$</span>-factor or tensor.</p><p>The parameter <code>mode</code> is one of <code>:SUN</code> or <code>:dipole</code>.</p><h3 id="Setting-interactions"><a class="docs-heading-anchor" href="#Setting-interactions">Setting interactions</a><a id="Setting-interactions-1"></a><a class="docs-heading-anchor-permalink" href="#Setting-interactions" title="Permalink"></a></h3><p>Interactions are now added mutably to an existing <code>System</code> using the following functions: <code>set_external_field!</code>, <a href="library.html#Sunny.set_exchange!-Union{Tuple{N}, Tuple{System{N}, Any, Bond}} where N"><code>set_exchange!</code></a>, <a href="library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a>, <a href="library.html#Sunny.enable_dipole_dipole!-Union{Tuple{System{N}}, Tuple{N}, Tuple{System{N}, Any}} where N"><code>enable_dipole_dipole!</code></a>.</p><p>As a convenience, one can use <a href="library.html#Sunny.dmvec-Tuple{Any}"><code>dmvec(D)</code></a> to convert a DM vector to a <span>$3×3$</span> antisymmetric exchange matrix.</p><p>Fully general single-ion anisotropy is now possible. The function <a href="library.html#Sunny.set_onsite_coupling!-Tuple{System, Any, Int64}"><code>set_onsite_coupling!</code></a> expects the single ion anisotropy to be expressed as a polynomial in symbolic spin operators <code>𝒮</code>, or as a linear combination of symbolic Stevens operators <code>𝒪</code>. For example, an easy axis anisotropy in the direction <code>n</code> may be written <code>D*(𝒮⋅n)^2</code>.</p><p>Stevens operators <code>𝒪[k,q]</code> admit polynomial expression in spin operators <code>𝒮[α]</code>. Conversely, a polynomial of spin operators can be expressed as a linear combination of Stevens operators. To see this expansion use <code>print_anisotropy_as_stevens</code>.</p><h3 id="Inhomogeneous-field"><a class="docs-heading-anchor" href="#Inhomogeneous-field">Inhomogeneous field</a><a id="Inhomogeneous-field-1"></a><a class="docs-heading-anchor-permalink" href="#Inhomogeneous-field" title="Permalink"></a></h3><p>An external field can be applied to a single site with <code>set_external_field_at!</code>. </p><h3 id="Structure-factor-rewrite"><a class="docs-heading-anchor" href="#Structure-factor-rewrite">Structure factor rewrite</a><a id="Structure-factor-rewrite-1"></a><a class="docs-heading-anchor-permalink" href="#Structure-factor-rewrite" title="Permalink"></a></h3><p>The calculation of structure factors has been completely rewritten. For the new interface see the documentation tutorials.</p><h3 id="Various"><a class="docs-heading-anchor" href="#Various">Various</a><a id="Various-1"></a><a class="docs-heading-anchor-permalink" href="#Various" title="Permalink"></a></h3><ul><li><p>The &quot;Sampler&quot; interface is in flux. <a href="library.html#Sunny.Langevin"><code>Langevin</code></a> replaces both <code>LangevinHeunP</code> and <code>LangevinSampler</code>. Local spin-flip Monte Carlo sampling methods are temporarily broken.</p></li><li><p><a href="library.html#Sunny.repeat_periodically-Tuple{System, Tuple{Int64, Int64, Int64}}"><code>repeat_periodically</code></a> replaces <code>extend_periodically</code>.</p></li></ul><p>Additional related functions include <code>resize_periodically</code> and <code>reshape_geometry</code>, the latter being fundamental.</p><ul><li><a href="library.html#Sunny.print_symmetry_table-Tuple{Crystal, Any}"><code>print_symmetry_table</code></a> replaces <code>print_bond_table()</code>.</li></ul><p>The new function includes the list of symmetry-allowed single ion anisotropies in addition to exchange interactions.</p><ul><li>When reading CIF files, the field <code>_atom_site_label</code> is now used in place of the field <code>_atom_site_type_symbol</code>.</li></ul><p>This is required for correctness. The field <code>_atom_site_label</code> is guaranteed to be present, and is guaranteed to be a distinct label for each symmetry-inequivalent site. Code that explicitly referred to site labels (e.g. in calls to <a href="library.html#Sunny.subcrystal-Union{Tuple{N}, Tuple{Crystal, Vararg{String, N}}} where N"><code>subcrystal</code></a>) will need to be updated to use the new label.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="library.html">« Library API</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>ParaView Rendering · Sunny documentation</title><meta name="title" content="ParaView Rendering · Sunny documentation"/><meta property="og:title" content="ParaView Rendering · Sunny documentation"/><meta property="twitter:title" content="ParaView Rendering · Sunny documentation"/><meta name="description" content="Documentation for Sunny documentation."/><meta property="og:description" content="Documentation for Sunny documentation."/><meta property="twitter:description" content="Documentation for Sunny documentation."/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="search_index.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="index.html"><img class="docs-light-only" src="assets/logo.svg" alt="Sunny documentation logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="Sunny documentation logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="index.html">Sunny documentation</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="index.html">Overview</a></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="examples/01_LSWT_CoRh2O4.html">1. Spin wave simulations of CoRh₂O₄</a></li><li><a class="tocitem" href="examples/02_LLD_CoRh2O4.html">2. Landau-Lifshitz dynamics of CoRh₂O₄ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/03_LSWT_SU3_FeI2.html">3. Multi-flavor spin wave simulations of FeI₂</a></li><li><a class="tocitem" href="examples/04_GSD_FeI2.html">4. Generalized spin dynamics of FeI₂ at finite <em>T</em></a></li><li><a class="tocitem" href="examples/05_MC_Ising.html">5. Monte Carlo sampling of the Ising model</a></li><li><a class="tocitem" href="examples/06_CP2_Skyrmions.html">6. Dynamical quench into CP² skyrmion liquid</a></li><li><a class="tocitem" href="examples/07_Dipole_Dipole.html">7. Long-range dipole interactions</a></li><li><a class="tocitem" href="examples/08_Momentum_Conventions.html">8. Momentum transfer conventions</a></li><li><input class="collapse-toggle" id="menuitem-2-9" type="checkbox"/><label class="tocitem" for="menuitem-2-9"><span class="docs-label">SpinW ports</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/spinw/SW01_FM_Heseinberg_chain.html">SW01 - FM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW02_AFM_Heisenberg_chain.html">SW02 - AFM Heisenberg chain</a></li><li><a class="tocitem" href="examples/spinw/SW03_Frustrated_chain.html">SW03 - Frustrated J1-J2 chain</a></li><li><a class="tocitem" href="examples/spinw/SW04_Frustrated_square.html">SW04 - Frustrated square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW05_Simple_kagome_FM.html">SW05 - Simple kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW06_Complex_kagome_FM.html">SW06 - Complex kagome ferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW07_k0_kagome_AFM.html">SW07 - k=0 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW08_sqrt3_kagome_AFM.html">SW08 - √3×√3 kagome antiferromagnet</a></li><li><a class="tocitem" href="examples/spinw/SW09_k0_kagome_AFM_DM.html">SW09 - k=0 kagome AFM and DM</a></li><li><a class="tocitem" href="examples/spinw/SW10_Energy_cut.html">SW10 - Energy cut on square lattice</a></li><li><a class="tocitem" href="examples/spinw/SW11_La2CuO4.html">SW11 - La₂CuO₄</a></li><li><a class="tocitem" href="examples/spinw/SW12_Triangular_easy_plane.html">SW12 - Triangular lattice with easy plane</a></li><li><a class="tocitem" href="examples/spinw/SW13_LiNiPO4.html">SW13 - LiNiPO₄</a></li><li><a class="tocitem" href="examples/spinw/SW14_YVO3.html">SW14 - YVO₃</a></li><li><a class="tocitem" href="examples/spinw/SW15_Ba3NbFe3Si2O14.html">SW15 - Ba₃NbFe₃Si₂O₁₄</a></li><li><a class="tocitem" href="examples/spinw/SW18_Distorted_kagome.html">SW18 - Distorted kagome</a></li><li><a class="tocitem" href="examples/spinw/SW19_Different_Ions.html">SW19 - Different magnetic ions</a></li></ul></li><li><input class="collapse-toggle" id="menuitem-2-10" type="checkbox"/><label class="tocitem" for="menuitem-2-10"><span class="docs-label">Contributed</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="examples/contributed/MgCr2O4-tutorial.html">MgCr2O4 at Finite Temperature</a></li><li><a class="tocitem" href="examples/contributed/kappa_tutorial.html">Enforcing the quantum sum rule with moment renormalization</a></li></ul></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="structure-factor.html">Structure Factor Conventions</a></li><li><a class="tocitem" href="parallelism.html">Parallelizing Calculations</a></li><li><a class="tocitem" href="renormalization.html">Interaction Renormalization</a></li></ul></li><li><a class="tocitem" href="library.html">Library API</a></li><li><a class="tocitem" href="versions.html">Version History</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href="writevtk.html">ParaView Rendering</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href="writevtk.html">ParaView Rendering</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/SunnySuite/Sunny.jl/blob/main/docs/src/writevtk.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="ParaView-Rendering"><a class="docs-heading-anchor" href="#ParaView-Rendering">ParaView Rendering</a><a id="ParaView-Rendering-1"></a><a class="docs-heading-anchor-permalink" href="#ParaView-Rendering" title="Permalink"></a></h1><p>The 4D correlation data produced by Sunny is too high-dimensional to visualize directly. This page describes how to export <em>3D slices</em> of correlation data from Sunny to the Visual ToolKit (VTK) format, which is compatible with the <a href="https://www.paraview.org/">ParaView</a> visualization software. ParaView supports volumetric rendering:</p><img src="./assets/paraviewrender.jpg" style="margin: 30px; " width="400"><h2 id="Simulation-data"><a class="docs-heading-anchor" href="#Simulation-data">Simulation data</a><a id="Simulation-data-1"></a><a class="docs-heading-anchor-permalink" href="#Simulation-data" title="Permalink"></a></h2><p>First, generate some correlation data in Sunny. We will use a 2D lattice, since the correlation data <span>$S(Q_x,Q_y,\omega)$</span> is 3D and can be exported in its entirety. The following code sets up the system, thermalizes it, and records the correlation data in a <code>SampledCorrelations</code> called <code>dsf</code>.</p><pre><code class="language-julia hljs">using Sunny
+
+latvecs = lattice_vectors(8.,8.,12.,90,100,90)
+positions = [[0,0,0]]
+types = [&quot;Cu&quot;]
+formfactors = [FormFactor(&quot;Cu2&quot;)]
+xtal = Crystal(latvecs, positions; types)
+
+sys = System(xtal, [1 =&gt; Moment(s=1/2, g=2)], :SUN; dims=(12, 12, 1), seed=1)
+
+J = 10.
+set_exchange!(sys, J, Bond(1,1,[1,0,0]))
+set_exchange!(sys, J, Bond(1,1,[0,1,0]))
+
+dt = 0.01
+kT = 0.5
+langevin = Langevin(dt; damping=0.5, kT)
+randomize_spins!(sys)
+for i in 1:10_000 # Long enough to reach equilibrium
+    step!(sys, langevin)
+end 
+
+ωmax=10.
+dsf = SampledCorrelations(sys; dt, energies=range(0, ωmax, 48))
+
+nsamples = 10
+for _ in 1:nsamples
+    for _ in 1:1000 
+        step!(sys, langevin)
+    end
+    add_sample!(dsf, sys)
+end</code></pre><p>The default histogram <a href="library.html#Sunny.BinningParameters"><code>BinningParameters</code></a> are already integrated over the <span>$z$</span> direction because the system is 2D:</p><pre><code class="language-julia hljs">unit_resolution_binning_parameters(dsf)</code></pre><pre><code class="nohighlight hljs">⊡    12 bins from -0.042 to +0.958 along [+1.27 dx] (Δ = 0.065)
+⊡    12 bins from -0.042 to +0.958 along [+1.27 dy] (Δ = 0.065)
+∫ Integrated from +0.000 to +0.000 along [-0.33 dx +1.88 dz] (Δ = 0.524)
+⊡    48 bins from -0.107 to +10.134 along [+1.00 dE] (Δ = 0.213)</code></pre><p>The histogram is very oblong; it&#39;s approximately <code>1x1x10</code>. To make it a nicer shape, we will rescale the energy axis to be be fractions of <code>ωmax</code>:</p><pre><code class="language-julia hljs">params = unit_resolution_binning_parameters(dsf)
+scale_factor = ωmax
+params.binend[4] /= scale_factor
+params.binstart[4] /= scale_factor
+params.binwidth[4] /= scale_factor
+params.covectors[4,:] ./= scale_factor</code></pre><p>Doing this changes the last axis of the histogram to fit in [0,1]:</p><pre><code class="nohighlight hljs">⊡    49 bins from -0.011 to +1.013 along [+0.10 dE] (Δ = 0.213)</code></pre><p>Now that our histogram is a cube, we compute the intensity in the histogram bins using the usual <code>intensities_binned</code>:</p><pre><code class="language-julia hljs">formula = intensity_formula(dsf, :trace)
+signal, counts = intensities_binned(dsf, params; formula)
+intensity = signal ./ counts</code></pre><p>Now that we have our intensity data and the binning parameters, we can export to VTK format using <a href="library.html#Sunny.export_vtk"><code>export_vtk</code></a> and move to ParaView for the visualization.</p><pre><code class="language-julia hljs"># Importing WriteVTK enables Sunny&#39;s export-to-VTK functions
+import WriteVTK
+
+# [1,2,4] specifies that the (x,y,z) axes in ParaView are (Qx,Qy,ω)
+export_vtk(&quot;square_lattice&quot;, params, intensity; dims_kept = [1,2,4])
+# Writes a file square_lattice.vti in the current directory</code></pre><h3 id="Loading-in-ParaView"><a class="docs-heading-anchor" href="#Loading-in-ParaView">Loading in ParaView</a><a id="Loading-in-ParaView-1"></a><a class="docs-heading-anchor-permalink" href="#Loading-in-ParaView" title="Permalink"></a></h3><p>In ParaView, use <code>File &gt; Open</code> to open <code>square_lattice.vti</code>. This will add the file to the Pipeline Browser with a closed eye icon, indicating that the data is ready to be loaded.</p><p>In the Properties panel, both <code>bin_centers</code> and <code>data</code> will be selected for import by default. Uncheck <code>bin_centers</code> because we don&#39;t need that information for the visualization. Click the green Apply button to load the data.</p><p>By default, only the outline of the data is shown in the 3D viewport. Since we adjusted the energy axis, the outline is a 1x1x1 cube. Optionally enable the axes grid under &quot;View&quot;, and customize using the adjacent edit button.</p><img src="./assets/paraviewimport.png" style="margin: 30px;" width="200"><p><strong>To enable the volumetric render</strong>:</p><ol><li>Select &quot;Volume&quot; from the &quot;Representation&quot; drop-down menu under &quot;Display&quot;.</li><li>The &quot;Coloring&quot; drop-down should automatically select <code>data</code> because it&#39;s the only data loaded.</li><li>Open the Color Map Editor to adjust the opacity of the fog, which may be too faint to see by default.</li></ol><img src="./assets/paraviewvolume.png" style="margin: 30px; " width="400"><p>Depending on your computer and your dataset size, the volumetric rendering may be slow, but our dataset is relatively small, so the render should be fast.</p><p>If nothing shows up at first, don&#39;t despair. Often, there are Bragg-like peaks in the correlation data which outshine everything else. To see this, enable Display Data Histogram in the Color Map Editor panel. To zoom in on the lower-intensity data, click and drag the right side handle of the opacity transfer function box to the middle a few times.</p><img src="./assets/paraviewcolormap.png" style="margin: 30px; " width="200"><p>After suitable color mapping, the dispersion curve should become visible:</p><img src="./assets/paraviewrender.jpg" style="margin: 30px; " width="400"><h2 id="Experiment-data"><a class="docs-heading-anchor" href="#Experiment-data">Experiment data</a><a id="Experiment-data-1"></a><a class="docs-heading-anchor-permalink" href="#Experiment-data" title="Permalink"></a></h2><p>Note that since only the data and binning parameters are required for exporting to VTK, experiment data can be exported in the same way. For example, to visualize <span>$S(Q_x,Q_y,Q_z)$</span>, do this:</p><pre><code class="language-julia hljs"># Load 4D histogram data from Mantid
+params, signal = load_nxs(&quot;experiment_data.nxs&quot;)
+
+# Integrate out the energy axis so we are 3D
+integrate_axes!(params; axes = 4)
+signal = sum(signal; dims = 4)
+
+# Export to ParaView
+export_vtk(&quot;experiment_data_as_vtk&quot;, params, signal)</code></pre></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.6.0 on <span class="colophon-date" title="Tuesday 3 September 2024 20:07">Tuesday 3 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>