build based on 8b9029c

build based on 62fcf5a
build based on 788d7f3
2025-12-29 02:08:31 +01:00 · 2025-09-24 05:38:05 +00:00 · 2025-09-15 15:34:20 +00:00 · 2025-09-08 10:08:36 +00:00 · 2025-09-05 13:22:07 +00:00 · 2025-09-04 14:27:26 +00:00
60 changed files with 492 additions and 328 deletions
--- a/dev/.documenter-siteinfo.json
+++ b/dev/.documenter-siteinfo.json
@@ -1 +1 @@
-{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-10-07T12:14:49","documenter_version":"1.7.0"}}
+{"documenter":{"julia_version":"1.11.7","generation_timestamp":"2025-09-24T05:37:55","documenter_version":"1.14.1"}}
--- a/dev/LEQ.ipynb
+++ b/dev/LEQ.ipynb
@@ -620,15 +620,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.9.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/LEQ/index.html
+++ b/dev/LEQ/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../asp/">« All pairs of shortest paths</a><a class="docs-footer-nextpage" href="../tsp/">Traveling salesperson problem »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../asp/">« All pairs of shortest paths</a><a class="docs-footer-nextpage" href="../tsp/">Traveling salesperson problem »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/LEQ_src/index.html
+++ b/dev/LEQ_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
--- a/dev/asp.ipynb
+++ b/dev/asp.ipynb
@@ -1131,15 +1131,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.9.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/asp/index.html
+++ b/dev/asp/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../jacobi_method/">« Jacobi method</a><a class="docs-footer-nextpage" href="../LEQ/">Gaussian elimination »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../jacobi_method/">« Jacobi method</a><a class="docs-footer-nextpage" href="../LEQ/">Gaussian elimination »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/asp_src/index.html
+++ b/dev/asp_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -8241,7 +8242,7 @@ d) O(P)</code></pre>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <p>We are going to implement the method in a function with the following signature</p>
-<div class="highlight"><pre><span></span><span class="n">floyd_mpi!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<div class="highlight"><pre><span></span><span class="w">    </span><span class="n">floyd_mpi!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
 </pre></div>
 <p>The signature is similar to the sequential function <code>floyd!(C)</code>, but there are some important differences</p>
 <ul>
--- a/dev/assets/documenter.js
+++ b/dev/assets/documenter.js
@@ -104,7 +104,7 @@ $(document).on(
        .prop("title", articleToggleTitle);
      parent.siblings("section").slideToggle();
    });
-  }
+  },
 );

 $(document).on("click", ".docs-article-toggle-button", function (event) {
@@ -239,6 +239,20 @@ $(document).ready(function () {
      type: "click",
      noToggleAnimation: true,
    });
+
+    setTimeout(function () {
+      if (window.location.hash) {
+        const targetId = window.location.hash.substring(1);
+        const targetElement = document.getElementById(targetId);
+
+        if (targetElement) {
+          targetElement.scrollIntoView({
+            behavior: "smooth",
+            block: "center",
+          });
+        }
+      }
+    }, 100);
  }
 });

@@ -312,7 +326,7 @@ update_search

 function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
  importScripts(
-    "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js"
+    "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js",
  );

  let data = documenterSearchIndex.map((x, key) => {
@@ -523,8 +537,8 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
            Math.max(textindex.index - 100, 0),
            Math.min(
              textindex.index + querystring.length + 100,
-              result.text.length
-            )
+              result.text.length,
+            ),
          )
        : ""; // cut-off text before and after from the match

@@ -534,7 +548,7 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
      ? "..." +
        text.replace(
          new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence
-          '<span class="search-result-highlight py-1">$&</span>'
+          '<span class="search-result-highlight py-1">$&</span>',
        ) +
        "..."
      : ""; // highlights the match
@@ -547,7 +561,7 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
    // We encode the full url to escape some special characters which can lead to broken links
    let result_div = `
        <a href="${encodeURI(
-          documenterBaseURL + "/" + result.location
+          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 ${
@@ -612,176 +626,256 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
  };
 }

-// `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;
+function runSearchMainCode() {
+  // `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));

-// 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 = "";
+  // 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 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 = [];
+  // 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 = "";

-// Which filter is currently selected
-var selected_filter = "";
+  // 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 = [];

-$(document).on("input", ".documenter-search-input", function (event) {
-  if (!worker_is_running) {
-    launch_search();
-  }
-});
+  // Which filter is currently selected
+  var selected_filter = "";

-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")) {
+  document.addEventListener("reset-filter", function () {
    selected_filter = "";
-  } else {
-    selected_filter = $(this).text().toLowerCase();
-  }
+    update_search();
+  });

-  // This updates search results and toggles classes for UI:
-  update_search();
-});
+  //update the url with search query
+  function updateSearchURL(query) {
+    const url = new URL(window.location);

-/**
- * Make/Update the search component
- */
-function update_search() {
-  let querystring = $(".documenter-search-input").val();
-
-  if (querystring.trim()) {
-    if (selected_filter == "") {
-      results = unfiltered_results;
+    if (query && query.trim() !== "") {
+      url.searchParams.set("q", query);
    } else {
-      results = unfiltered_results.filter((result) => {
-        return selected_filter == result.category.toLowerCase();
-      });
+      // remove the 'q' param if it exists
+      if (url.searchParams.has("q")) {
+        url.searchParams.delete("q");
+      }
    }

-    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);
-        }
+    // Add or remove the filter parameter based on selected_filter
+    if (selected_filter && selected_filter.trim() !== "") {
+      url.searchParams.set("filter", selected_filter);
+    } else {
+      // remove the 'filter' param if it exists
+      if (url.searchParams.has("filter")) {
+        url.searchParams.delete("filter");
      }
+    }

-      if (count == 1) {
-        count_str = "1 result";
-      } else if (count == 200) {
-        count_str = "200+ results";
+    // Only update history if there are parameters, otherwise use the base URL
+    if (url.search) {
+      window.history.replaceState({}, "", url);
+    } else {
+      window.history.replaceState({}, "", url.pathname + url.hash);
+    }
+  }
+
+  $(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();
+    updateSearchURL(last_search_text);
+    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 () {
+    let search_input = $(".documenter-search-input");
+    let cursor_position = search_input[0].selectionStart;
+
+    if ($(this).hasClass("search-filter-selected")) {
+      selected_filter = "";
+    } else {
+      selected_filter = $(this).text().toLowerCase();
+    }
+
+    // This updates search results and toggles classes for UI:
+    update_search();
+
+    search_input.focus();
+    search_input.setSelectionRange(cursor_position, cursor_position);
+  });
+
+  /**
+   * Make/Update the search component
+   */
+  function update_search() {
+    let querystring = $(".documenter-search-input").val();
+    updateSearchURL(querystring);
+
+    if (querystring.trim()) {
+      if (selected_filter == "") {
+        results = unfiltered_results;
      } else {
-        count_str = count + " results";
+        results = unfiltered_results.filter((result) => {
+          return selected_filter == result.category.toLowerCase();
+        });
      }
-      let result_count = `<div class="is-size-6">${count_str}</div>`;

-      search_result_container = `
+      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}
-                ${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">
-                  ${search_results}
-                </div>
-            </div>
+                <div class="is-size-6">0 result(s)</div>
+              </div>
+              <div class="has-text-centered my-5 py-5">No result found!</div>
        `;
+      }
+
+      if ($(".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 {
-      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").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>
+      `);
+    }
+  }
+
+  //url param checking
+  function checkURLForSearch() {
+    const urlParams = new URLSearchParams(window.location.search);
+    const searchQuery = urlParams.get("q");
+    const filterParam = urlParams.get("filter");
+
+    // Set the selected filter if present in URL
+    if (filterParam) {
+      selected_filter = filterParam.toLowerCase();
    }

-    if ($(".search-modal-card-body").hasClass("is-justify-content-center")) {
-      $(".search-modal-card-body").removeClass("is-justify-content-center");
+    // Trigger input event if there's a search query to perform the search
+    if (searchQuery) {
+      $(".documenter-search-input").val(searchQuery).trigger("input");
    }
+  }
+  setTimeout(checkURLForSearch, 100);

-    $(".search-modal-card-body").html(search_result_container);
-  } else {
-    if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
-      $(".search-modal-card-body").addClass("is-justify-content-center");
-    }
+  /**
+   * Make the modal filter html
+   *
+   * @returns string
+   */
+  function make_modal_body_filters() {
+    let str = filters
+      .map((val) => {
+        if (selected_filter == val.toLowerCase()) {
+          return `<a href="javascript:;" class="search-filter search-filter-selected"><span>${val}</span></a>`;
+        } else {
+          return `<a href="javascript:;" class="search-filter"><span>${val}</span></a>`;
+        }
+      })
+      .join("");

-    $(".search-modal-card-body").html(`
-      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
-    `);
+    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>`;
  }
 }

-/**
- * 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>`;
+function waitUntilSearchIndexAvailable() {
+  // It is possible that the documenter.js script runs before the page
+  // has finished loading and documenterSearchIndex gets defined.
+  // So we need to wait until the search index actually loads before setting
+  // up all the search-related stuff.
+  if (typeof documenterSearchIndex !== "undefined") {
+    runSearchMainCode();
+  } else {
+    console.warn("Search Index not available, waiting");
+    setTimeout(waitUntilSearchIndexAvailable, 1000);
+  }
 }

+// The actual entry point to the search code
+waitUntilSearchIndexAvailable();
+
 })
 ////////////////////////////////////////////////////////////////////////////////
 require(['jquery'], function($) {
@@ -812,8 +906,9 @@ $(document).ready(function () {
      <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 class="icon is-small is-right has-text-primary-dark gap-2">
+            <i class="fas fa-link link-icon is-clickable"></i>
+            <i class="fas fa-magnifying-glass mr-4"></i>
          </span>
        </p>
      </div>
@@ -849,9 +944,22 @@ $(document).ready(function () {
          ${search_modal_footer}
        </div>
      </div>
-    `
+    `,
  );

+  function checkURLForSearch() {
+    const urlParams = new URLSearchParams(window.location.search);
+    const searchQuery = urlParams.get("q");
+
+    if (searchQuery) {
+      //only if there is a search query, open the modal
+      openModal();
+    }
+  }
+
+  //this function will be called whenever the page will load
+  checkURLForSearch();
+
  document.querySelector(".docs-search-query").addEventListener("click", () => {
    openModal();
  });
@@ -876,6 +984,25 @@ $(document).ready(function () {
    return false;
  });

+  //event listener for the link icon to copy the URL
+  $(document).on("click", ".link-icon", function () {
+    const currentUrl = window.location.href;
+
+    navigator.clipboard
+      .writeText(currentUrl)
+      .then(() => {
+        const $linkIcon = $(this);
+        $linkIcon.removeClass("fa-link").addClass("fa-check");
+
+        setTimeout(() => {
+          $linkIcon.removeClass("fa-check").addClass("fa-link");
+        }, 1000);
+      })
+      .catch((err) => {
+        console.error("Failed to copy URL: ", err);
+      });
+  });
+
  // Functions to open and close a modal
  function openModal() {
    let searchModal = document.querySelector("#search-modal");
@@ -890,15 +1017,17 @@ $(document).ready(function () {
      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
    `;

+    $(".documenter-search-input").val("");
+    $(".search-modal-card-body").html(initial_search_body);
+
+    document.dispatchEvent(new CustomEvent("reset-filter"));
+
    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
@@ -1027,7 +1156,7 @@ $(document).ready(function () {
    var option = $(
      "<option value='#' selected='selected'>" +
        DOCUMENTER_CURRENT_VERSION +
-        "</option>"
+        "</option>",
    );
    version_selector_select.append(option);
  }
@@ -1044,7 +1173,7 @@ $(document).ready(function () {
      // otherwise update the old option with the URL and enable it
      if (existing_id == -1) {
        var option = $(
-          "<option value='" + version_url + "'>" + each + "</option>"
+          "<option value='" + version_url + "'>" + each + "</option>",
        );
        version_selector_select.append(option);
      } else {
--- a/dev/assets/themes/catppuccin-frappe.css
+++ b/dev/assets/themes/catppuccin-frappe.css
--- a/dev/assets/themes/catppuccin-latte.css
+++ b/dev/assets/themes/catppuccin-latte.css
--- a/dev/assets/themes/catppuccin-macchiato.css
+++ b/dev/assets/themes/catppuccin-macchiato.css
--- a/dev/assets/themes/catppuccin-mocha.css
+++ b/dev/assets/themes/catppuccin-mocha.css
--- a/dev/assets/themes/documenter-dark.css
+++ b/dev/assets/themes/documenter-dark.css
--- a/dev/assets/themes/documenter-light.css
+++ b/dev/assets/themes/documenter-light.css
--- a/dev/assets/warner.js
+++ b/dev/assets/warner.js
@@ -1,7 +1,7 @@
 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.
+  // in siteinfo.js. DOCUMENTER_IS_DEV_VERSION is optional and defined in siteinfo.js.
+  // If the required variables are undefined something went horribly wrong, so we abort.
  if (
    window.DOCUMENTER_NEWEST === undefined ||
    window.DOCUMENTER_CURRENT_VERSION === undefined ||
@@ -30,17 +30,33 @@ function maybeAddWarning() {
  }

  const div = document.createElement("div");
-  div.classList.add("outdated-warning-overlay");
+  // Base class is added by default
+  div.classList.add("warning-overlay-base");
  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="' +
+
+  // Determine if this is a development version or an older release
+  let warningMessage = "";
+  if (window.DOCUMENTER_IS_DEV_VERSION === true) {
+    div.classList.add("dev-warning-overlay");
+    warningMessage =
+      "This documentation is for the <strong>development version</strong> and may contain unstable or unreleased features.<br>";
+  } else {
+    div.classList.add("outdated-warning-overlay");
+    warningMessage =
+      "This documentation is for an <strong>older version</strong> that may be missing recent changes.<br>";
+  }
+
+  warningMessage +=
+    '<a href="' +
    href +
    '">Click here to go to the documentation for the latest stable release.</a>';
+
+  div.innerHTML = warningMessage;
  div.appendChild(closer);
  document.body.appendChild(div);
 }
--- a/dev/getting_started_with_julia/index.html
+++ b/dev/getting_started_with_julia/index.html
--- a/dev/index.html
+++ b/dev/index.html
--- a/dev/jacobi_2D/index.html
+++ b/dev/jacobi_2D/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/jacobi_2D_src/index.html
+++ b/dev/jacobi_2D_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -8907,7 +8908,7 @@ BYGCQOE/LrLuTX/wFc8AAAAASUVORK5CYII=
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span>
+<div class="highlight hl-julia"><pre><span></span><span class="w"> </span>
 </pre></div>
 </div>
 </div>
--- a/dev/jacobi_method.ipynb
+++ b/dev/jacobi_method.ipynb
@@ -1932,15 +1932,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/jacobi_method/index.html
+++ b/dev/jacobi_method/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../mpi_collectives/">« MPI (collectives)</a><a class="docs-footer-nextpage" href="../asp/">All pairs of shortest paths »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../mpi_collectives/">« MPI (collectives)</a><a class="docs-footer-nextpage" href="../asp/">All pairs of shortest paths »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/jacobi_method_src/index.html
+++ b/dev/jacobi_method_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -8886,7 +8887,7 @@ d) Loop over i only</code></pre>
 <b>Note:</b> The programming model of MPI is generally better suited for data-parallel algorithms like this one than the task-based model provided by Distributed.jl. In any case, one can also implement it using Distributed.jl, but it requires some extra effort to setup the remote channels right for the communication between neighbor processes. 
 </div>
 <p>We are going to implement the method in a function with the following signature</p>
-<div class="highlight"><pre><span></span><span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_mpi</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">niters</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<div class="highlight"><pre><span></span><span class="w">    </span><span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_mpi</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">niters</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
 </pre></div>
 <p>The signature will be very similar to the sequential function <code>jacobi</code>, but there are some important differences:</p>
 <ol>
@@ -9096,7 +9097,7 @@ d) Loop over i only</code></pre>
 <div class="alert alert-block alert-success">
 <b>Question:</b>  Is this other implementation based on `MPI.Send` and `MPI.Recv!` correct?
 </div>
-<div class="highlight"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">ghost_exchange!</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<div class="highlight"><pre><span></span><span class="w">    </span><span class="k">function</span><span class="w"> </span><span class="n">ghost_exchange!</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
 <span class="w">        </span><span class="n">load</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">u</span><span class="p">)</span><span class="o">-</span><span class="mi">2</span>
 <span class="w">        </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
 <span class="w">        </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
--- a/dev/julia_async.ipynb
+++ b/dev/julia_async.ipynb
@@ -738,7 +738,8 @@
    "\n",
    "- `put!` will wait for a `take!` if there is not space left in the channel's buffer.\n",
    "- `take!` will wait for a `put!` if there is no data to be consumed in the channel.\n",
-    "- Both `put!` and `take!` will raise an error if the channel is closed."
+    "- `put!` will raise an error if the channel is closed.\n",
+    "- `take!` will raise an error if the channel is closed *and* empty."
   ]
  },
  {
@@ -1015,15 +1016,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/julia_async/index.html
+++ b/dev/julia_async/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_basics/">« Julia Basics</a><a class="docs-footer-nextpage" href="../julia_distributed/">Distributed computing in Julia »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_basics/">« Julia Basics</a><a class="docs-footer-nextpage" href="../julia_distributed/">Distributed computing in Julia »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_async_src/index.html
+++ b/dev/julia_async_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -8441,7 +8442,8 @@ a.anchor-link {
 <ul>
 <li><code>put!</code> will wait for a <code>take!</code> if there is not space left in the channel's buffer.</li>
 <li><code>take!</code> will wait for a <code>put!</code> if there is no data to be consumed in the channel.</li>
-<li>Both <code>put!</code> and <code>take!</code> will raise an error if the channel is closed.</li>
+<li><code>put!</code> will raise an error if the channel is closed.</li>
+<li><code>take!</code> will raise an error if the channel is closed <em>and</em> empty.</li>
 </ul>
 </div>
 </div>
--- a/dev/julia_basics.ipynb
+++ b/dev/julia_basics.ipynb
--- a/dev/julia_basics/index.html
+++ b/dev/julia_basics/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../getting_started_with_julia/">« Getting started</a><a class="docs-footer-nextpage" href="../julia_async/">Asynchronous programming in Julia »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../getting_started_with_julia/">« Getting started</a><a class="docs-footer-nextpage" href="../julia_async/">Asynchronous programming in Julia »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_basics_src/index.html
+++ b/dev/julia_basics_src/index.html
--- a/dev/julia_distributed.ipynb
+++ b/dev/julia_distributed.ipynb
--- a/dev/julia_distributed/index.html
+++ b/dev/julia_distributed/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_async/">« Asynchronous programming in Julia</a><a class="docs-footer-nextpage" href="../matrix_matrix/">Matrix-matrix multiplication »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_async/">« Asynchronous programming in Julia</a><a class="docs-footer-nextpage" href="../matrix_matrix/">Matrix-matrix multiplication »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_distributed_src/index.html
+++ b/dev/julia_distributed_src/index.html
--- a/dev/julia_intro/index.html
+++ b/dev/julia_intro/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_intro_src/index.html
+++ b/dev/julia_intro_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
--- a/dev/julia_jacobi/index.html
+++ b/dev/julia_jacobi/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_jacobi_src/index.html
+++ b/dev/julia_jacobi_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
--- a/dev/julia_mpi.ipynb
+++ b/dev/julia_mpi.ipynb
@@ -1590,15 +1590,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/julia_mpi/index.html
+++ b/dev/julia_mpi/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../matrix_matrix/">« Matrix-matrix multiplication</a><a class="docs-footer-nextpage" href="../mpi_collectives/">MPI (collectives) »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../matrix_matrix/">« Matrix-matrix multiplication</a><a class="docs-footer-nextpage" href="../mpi_collectives/">MPI (collectives) »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_mpi_src/index.html
+++ b/dev/julia_mpi_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
--- a/dev/julia_tutorial/index.html
+++ b/dev/julia_tutorial/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/julia_tutorial_src/index.html
+++ b/dev/julia_tutorial_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -7927,7 +7928,7 @@ MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195"
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span>
+<div class="highlight hl-julia"><pre><span></span><span class="w"> </span>
 </pre></div>
 </div>
 </div>
--- a/dev/matrix_matrix.ipynb
+++ b/dev/matrix_matrix.ipynb
@@ -1138,15 +1138,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/matrix_matrix/index.html
+++ b/dev/matrix_matrix/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_distributed/">« Distributed computing in Julia</a><a class="docs-footer-nextpage" href="../julia_mpi/">MPI (point-to-point) »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_distributed/">« Distributed computing in Julia</a><a class="docs-footer-nextpage" href="../julia_mpi/">MPI (point-to-point) »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/matrix_matrix_src/index.html
+++ b/dev/matrix_matrix_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
--- a/dev/mpi_collectives.ipynb
+++ b/dev/mpi_collectives.ipynb
@@ -771,9 +771,11 @@
    "    rank = MPI.Comm_rank(comm)\n",
    "    if rank == 2\n",
    "        sndbuf = [2]\n",
-    "        MPI.Send(sndbuf, comm2; dest=3, tag=0)\n",
+    "        req1 = MPI.Isend(sndbuf, comm2; dest=3, tag=0)\n",
    "        sndbuf = [1]\n",
-    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "        req2 = MPI.Isend(sndbuf, comm; dest=3, tag=0)\n",
+    "        MPI.Wait(req2)\n",
+    "        MPI.Wait(req1)\n",
    "    end\n",
    "    if rank == 3\n",
    "        rcvbuf = zeros(Int,1)\n",
@@ -944,15 +946,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.9.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/mpi_collectives/index.html
+++ b/dev/mpi_collectives/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_mpi/">« MPI (point-to-point)</a><a class="docs-footer-nextpage" href="../jacobi_method/">Jacobi method »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_mpi/">« MPI (point-to-point)</a><a class="docs-footer-nextpage" href="../jacobi_method/">Jacobi method »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/mpi_collectives_src/index.html
+++ b/dev/mpi_collectives_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -8313,9 +8314,11 @@ a.anchor-link {
 <span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
 <span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
 <span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
-<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm2</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">req1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm2</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 <span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
-<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">req2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req2</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req1</span><span class="p">)</span>
 <span class="w">    </span><span class="k">end</span>
 <span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
 <span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
--- a/dev/mpi_tutorial/index.html
+++ b/dev/mpi_tutorial/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/mpi_tutorial_src/index.html
+++ b/dev/mpi_tutorial_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
--- a/dev/notebook-hello/index.html
+++ b/dev/notebook-hello/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/notebook-hello_src/index.html
+++ b/dev/notebook-hello_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -7712,7 +7713,7 @@ a.anchor-link {
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span>
+<div class="highlight hl-julia"><pre><span></span><span class="w"> </span>
 </pre></div>
 </div>
 </div>
--- a/dev/pdes/index.html
+++ b/dev/pdes/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/pdes_src/index.html
+++ b/dev/pdes_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -9199,7 +9200,7 @@ c) Both are equally good</code></pre>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span>
+<div class="highlight hl-julia"><pre><span></span><span class="w"> </span>
 </pre></div>
 </div>
 </div>
--- a/dev/search_index.js
+++ b/dev/search_index.js
--- a/dev/siteinfo.js
+++ b/dev/siteinfo.js
@@ -1 +1,2 @@
 var DOCUMENTER_CURRENT_VERSION = "dev";
+var DOCUMENTER_IS_DEV_VERSION = true;
--- a/dev/solutions/index.html
+++ b/dev/solutions/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/solutions_for_all_notebooks/index.html
+++ b/dev/solutions_for_all_notebooks/index.html
@@ -9,17 +9,23 @@
        end
    end
    (m,j)
-end</code></pre><h3 id="Exercise-2"><a class="docs-heading-anchor" href="#Exercise-2">Exercise 2</a><a id="Exercise-2-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">ex2(f,g) = x -&gt; f(x) + g(x)</code></pre><h3 id="Exercise-3"><a class="docs-heading-anchor" href="#Exercise-3">Exercise 3</a><a id="Exercise-3-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">using GLMakie
-max_iters = 100
-n = 1000
+end</code></pre><h3 id="Exercise-2"><a class="docs-heading-anchor" href="#Exercise-2">Exercise 2</a><a id="Exercise-2-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">ex2(f,g) = x -&gt; f(x) + g(x)</code></pre><h3 id="Exercise-3"><a class="docs-heading-anchor" href="#Exercise-3">Exercise 3</a><a id="Exercise-3-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">n = 1000
 x = LinRange(-1.7,0.7,n)
 y = LinRange(-1.2,1.2,n)
-heatmap(x,y,(i,j)-&gt;mandel(i,j,max_iters))</code></pre><h2 id="Asynchronous-programming-in-Julia"><a class="docs-heading-anchor" href="#Asynchronous-programming-in-Julia">Asynchronous programming in Julia</a><a id="Asynchronous-programming-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Asynchronous-programming-in-Julia" title="Permalink"></a></h2><h2 id="Distributed-computing-in-Julia"><a class="docs-heading-anchor" href="#Distributed-computing-in-Julia">Distributed computing in Julia</a><a id="Distributed-computing-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Distributed-computing-in-Julia" title="Permalink"></a></h2><h3 id="Exercise-1-2"><a class="docs-heading-anchor" href="#Exercise-1-2">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">f = () -&gt; Channel{Int}(1)
-chnls = [ RemoteChannel(f,w) for w in workers() ]
-@sync for (iw,w) in enumerate(workers())
+values = zeros(n,n)
+for j in 1:n
+    for i in 1:n
+        values[i,j] = surprise(x[i],y[j])
+    end
+end
+using GLMakie
+heatmap(x,y,values)</code></pre><h2 id="Asynchronous-programming-in-Julia"><a class="docs-heading-anchor" href="#Asynchronous-programming-in-Julia">Asynchronous programming in Julia</a><a id="Asynchronous-programming-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Asynchronous-programming-in-Julia" title="Permalink"></a></h2><h2 id="Distributed-computing-in-Julia"><a class="docs-heading-anchor" href="#Distributed-computing-in-Julia">Distributed computing in Julia</a><a id="Distributed-computing-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Distributed-computing-in-Julia" title="Permalink"></a></h2><h3 id="Exercise-1-2"><a class="docs-heading-anchor" href="#Exercise-1-2">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">f = () -&gt; Channel{Int}(1)
+worker_ids = workers()
+chnls = [ RemoteChannel(f,w) for w in worker_ids ]
+@sync for (iw,w) in enumerate(worker_ids)
    @spawnat w begin
        chnl_snd = chnls[iw]
-        if w == 2
+        if iw == 1
            chnl_rcv = chnls[end]
            msg = 2
            println(&quot;msg = $msg&quot;)
@@ -34,17 +40,21 @@ chnls = [ RemoteChannel(f,w) for w in workers() ]
           put!(chnl_snd,msg)
        end
    end
-end</code></pre><p>This is another possible solution.</p><pre><code class="language-julia hljs">@everywhere function work(msg)
+end</code></pre><p>This is another possible solution that does not use remote channels.</p><pre><code class="language-julia hljs">@everywhere function work(msg,iw,worker_ids)
    println(&quot;msg = $msg&quot;)
-    if myid() != nprocs()
-        next = myid() + 1
-        @fetchfrom next work(msg+1)
+    if iw &lt; length(worker_ids)
+        inext = iw+1
+        next = worker_ids[iw+1]
+        @fetchfrom next work(msg+1,inext,worker_ids)
    else
-        @fetchfrom 2 println(&quot;msg = $msg&quot;)
+        @fetchfrom worker_ids[1] println(&quot;msg = $msg&quot;)
    end
+    return nothing
 end
 msg = 2
-@fetchfrom 2 work(msg)</code></pre><h2 id="Matrix-matrix-multiplication"><a class="docs-heading-anchor" href="#Matrix-matrix-multiplication">Matrix-matrix multiplication</a><a id="Matrix-matrix-multiplication-1"></a><a class="docs-heading-anchor-permalink" href="#Matrix-matrix-multiplication" title="Permalink"></a></h2><h3 id="Exercise-1-3"><a class="docs-heading-anchor" href="#Exercise-1-3">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_dist_3!(C,A,B)
+iw = 1
+worker_ids = workers()
+@fetchfrom worker_ids[iw] work(msg,iw,worker_ids)</code></pre><h2 id="Matrix-matrix-multiplication"><a class="docs-heading-anchor" href="#Matrix-matrix-multiplication">Matrix-matrix multiplication</a><a id="Matrix-matrix-multiplication-1"></a><a class="docs-heading-anchor-permalink" href="#Matrix-matrix-multiplication" title="Permalink"></a></h2><h3 id="Exercise-1-3"><a class="docs-heading-anchor" href="#Exercise-1-3">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_dist_3!(C,A,B)
    m = size(C,1)
    n = size(C,2)
    l = size(A,2)
@@ -333,4 +343,4 @@ end</code></pre><h2 id="All-pairs-of-shortest-paths"><a class="docs-heading-anch
        end
    end
    myC
-end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../tsp/">« Traveling salesperson problem</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../tsp/">« Traveling salesperson problem</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/solutions_src/index.html
+++ b/dev/solutions_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
@@ -7565,7 +7566,7 @@ a.anchor-link {
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="n">ex2</span><span class="p">(</span><span class="n">f</span><span class="p">,</span><span class="n">g</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">f</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">ex2</span><span class="p">(</span><span class="n">f</span><span class="p">,</span><span class="n">g</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x</span><span class="w"> </span><span class="o">-&gt;</span><span class="w"> </span><span class="n">f</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">g</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="w"> </span>
 </pre></div>
 </div>
 </div>
@@ -8590,7 +8591,7 @@ a.anchor-link {
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span>
+<div class="highlight hl-julia"><pre><span></span><span class="w"> </span>
 </pre></div>
 </div>
 </div>
--- a/dev/tsp.ipynb
+++ b/dev/tsp.ipynb
@@ -1217,15 +1217,15 @@
 ],
 "metadata": {
  "kernelspec": {
-   "display_name": "Julia 1.10.0",
+   "display_name": "Julia 1.11.6",
   "language": "julia",
-   "name": "julia-1.10"
+   "name": "julia-1.11"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
-   "version": "1.10.0"
+   "version": "1.11.6"
  }
 },
 "nbformat": 4,
--- a/dev/tsp/index.html
+++ b/dev/tsp/index.html
@@ -14,4 +14,4 @@
    var myIframe = document.getElementById("notebook");
    iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../LEQ/">« Gaussian elimination</a><a class="docs-footer-nextpage" href="../solutions_for_all_notebooks/">Solutions »</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 1.7.0 on <span class="colophon-date" title="Monday 7 October 2024 12:14">Monday 7 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../LEQ/">« Gaussian elimination</a><a class="docs-footer-nextpage" href="../solutions_for_all_notebooks/">Solutions »</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 1.14.1 on <span class="colophon-date" title="Wednesday 24 September 2025 05:37">Wednesday 24 September 2025</span>. Using Julia version 1.11.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
--- a/dev/tsp_src/index.html
+++ b/dev/tsp_src/index.html
@@ -7314,6 +7314,7 @@ a.anchor-link {
                    processEnvironments: true
                },
                displayAlign: 'center',
+                messageStyle: 'none',
                CommonHTML: {
                    linebreaks: {
                    automatic: true
Author	SHA1	Message	Date
Documenter.jl	c88a265718	build based on `8b9029c`	2025-09-24 05:38:05 +00:00
Documenter.jl	d71de31d77	build based on `62fcf5a`	2025-09-15 15:34:20 +00:00
Documenter.jl	755669d4ef	build based on `788d7f3`	2025-09-08 10:08:36 +00:00
Documenter.jl	e80f59fe3f	build based on `42a4855`	2025-09-05 13:22:07 +00:00
Documenter.jl	738d34a2ec	build based on `e7b6ba8`	2025-09-04 14:27:26 +00:00
Documenter.jl	2c03eb8f46	build based on `57c8db5`	2025-08-27 09:46:20 +00:00