From 5c5a9065dc2603a3e2877bda7749a6c240a7fac6 Mon Sep 17 00:00:00 2001
From: "Documenter.jl" <documenter@juliadocs.github.io>
Date: Mon, 24 Jun 2024 19:21:57 -0400
Subject: [PATCH] build based on d0d4d36

---
 previews/PR64/.documenter-siteinfo.json       |    1 +
 previews/PR64/assets/documenter.js            | 1050 +++++++++++++++++
 .../PR64/assets/themes/documenter-dark.css    |    7 +
 .../PR64/assets/themes/documenter-light.css   |    9 +
 previews/PR64/assets/themeswap.js             |   84 ++
 previews/PR64/assets/warner.js                |   52 +
 previews/PR64/getting-started/index.html      |   66 ++
 .../PR64/guides/authentication/index.html     |   11 +
 previews/PR64/guides/datasets/index.html      |  110 ++
 previews/PR64/guides/jobs/index.html          |  120 ++
 previews/PR64/guides/local-file               |    0
 previews/PR64/guides/vscode-pkg-server.png    |  Bin 0 -> 15866 bytes
 previews/PR64/index.html                      |    7 +
 previews/PR64/internal/index.html             |    7 +
 previews/PR64/objects.inv                     |  Bin 0 -> 1577 bytes
 .../PR64/reference/authentication/index.html  |   13 +
 previews/PR64/reference/datasets/index.html   |   48 +
 previews/PR64/reference/exceptions/index.html |    7 +
 .../PR64/reference/job-submission/index.html  |  232 ++++
 previews/PR64/reference/jobs/index.html       |   66 ++
 previews/PR64/search_index.js                 |    3 +
 previews/PR64/siteinfo.js                     |    1 +
 previews/PR64/vscode-pkg-server.png           |  Bin 0 -> 15866 bytes
 23 files changed, 1894 insertions(+)
 create mode 100644 previews/PR64/.documenter-siteinfo.json
 create mode 100644 previews/PR64/assets/documenter.js
 create mode 100644 previews/PR64/assets/themes/documenter-dark.css
 create mode 100644 previews/PR64/assets/themes/documenter-light.css
 create mode 100644 previews/PR64/assets/themeswap.js
 create mode 100644 previews/PR64/assets/warner.js
 create mode 100644 previews/PR64/getting-started/index.html
 create mode 100644 previews/PR64/guides/authentication/index.html
 create mode 100644 previews/PR64/guides/datasets/index.html
 create mode 100644 previews/PR64/guides/jobs/index.html
 create mode 100644 previews/PR64/guides/local-file
 create mode 100644 previews/PR64/guides/vscode-pkg-server.png
 create mode 100644 previews/PR64/index.html
 create mode 100644 previews/PR64/internal/index.html
 create mode 100644 previews/PR64/objects.inv
 create mode 100644 previews/PR64/reference/authentication/index.html
 create mode 100644 previews/PR64/reference/datasets/index.html
 create mode 100644 previews/PR64/reference/exceptions/index.html
 create mode 100644 previews/PR64/reference/job-submission/index.html
 create mode 100644 previews/PR64/reference/jobs/index.html
 create mode 100644 previews/PR64/search_index.js
 create mode 100644 previews/PR64/siteinfo.js
 create mode 100644 previews/PR64/vscode-pkg-server.png

diff --git a/previews/PR64/.documenter-siteinfo.json b/previews/PR64/.documenter-siteinfo.json
new file mode 100644
index 000000000..4ac00db99
--- /dev/null
+++ b/previews/PR64/.documenter-siteinfo.json
@@ -0,0 +1 @@
+{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-06-24T23:21:54","documenter_version":"1.4.1"}}
\ No newline at end of file
diff --git a/previews/PR64/assets/documenter.js b/previews/PR64/assets/documenter.js
new file mode 100644
index 000000000..c6562b558
--- /dev/null
+++ b/previews/PR64/assets/documenter.js
@@ -0,0 +1,1050 @@
+// Generated by Documenter.jl
+requirejs.config({
+  paths: {
+    'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min',
+    'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min',
+    'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min',
+    'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min',
+    'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min',
+    'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min',
+    'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min',
+    'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min',
+    'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min',
+  },
+  shim: {
+  "highlight-julia": {
+    "deps": [
+      "highlight"
+    ]
+  },
+  "katex-auto-render": {
+    "deps": [
+      "katex"
+    ]
+  },
+  "headroom-jquery": {
+    "deps": [
+      "jquery",
+      "headroom"
+    ]
+  },
+  "highlight-julia-repl": {
+    "deps": [
+      "highlight"
+    ]
+  }
+}
+});
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) {
+$(document).ready(function() {
+  renderMathInElement(
+    document.body,
+    {
+  "delimiters": [
+    {
+      "left": "$",
+      "right": "$",
+      "display": false
+    },
+    {
+      "left": "$$",
+      "right": "$$",
+      "display": true
+    },
+    {
+      "left": "\\[",
+      "right": "\\]",
+      "display": true
+    }
+  ]
+}
+
+  );
+})
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) {
+$(document).ready(function() {
+    hljs.highlightAll();
+})
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+let timer = 0;
+var isExpanded = true;
+
+$(document).on("click", ".docstring header", function () {
+  let articleToggleTitle = "Expand docstring";
+
+  debounce(() => {
+    if ($(this).siblings("section").is(":visible")) {
+      $(this)
+        .find(".docstring-article-toggle-button")
+        .removeClass("fa-chevron-down")
+        .addClass("fa-chevron-right");
+    } else {
+      $(this)
+        .find(".docstring-article-toggle-button")
+        .removeClass("fa-chevron-right")
+        .addClass("fa-chevron-down");
+
+      articleToggleTitle = "Collapse docstring";
+    }
+
+    $(this)
+      .find(".docstring-article-toggle-button")
+      .prop("title", articleToggleTitle);
+    $(this).siblings("section").slideToggle();
+  });
+});
+
+$(document).on("click", ".docs-article-toggle-button", function (event) {
+  let articleToggleTitle = "Expand docstring";
+  let navArticleToggleTitle = "Expand all docstrings";
+  let animationSpeed = event.noToggleAnimation ? 0 : 400;
+
+  debounce(() => {
+    if (isExpanded) {
+      $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down");
+      $(".docstring-article-toggle-button")
+        .removeClass("fa-chevron-down")
+        .addClass("fa-chevron-right");
+
+      isExpanded = false;
+
+      $(".docstring section").slideUp(animationSpeed);
+    } else {
+      $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up");
+      $(".docstring-article-toggle-button")
+        .removeClass("fa-chevron-right")
+        .addClass("fa-chevron-down");
+
+      isExpanded = true;
+      articleToggleTitle = "Collapse docstring";
+      navArticleToggleTitle = "Collapse all docstrings";
+
+      $(".docstring section").slideDown(animationSpeed);
+    }
+
+    $(this).prop("title", navArticleToggleTitle);
+    $(".docstring-article-toggle-button").prop("title", articleToggleTitle);
+  });
+});
+
+function debounce(callback, timeout = 300) {
+  if (Date.now() - timer > timeout) {
+    callback();
+  }
+
+  clearTimeout(timer);
+
+  timer = Date.now();
+}
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require([], function() {
+function addCopyButtonCallbacks() {
+  for (const el of document.getElementsByTagName("pre")) {
+    const button = document.createElement("button");
+    button.classList.add("copy-button", "fa-solid", "fa-copy");
+    button.setAttribute("aria-label", "Copy this code block");
+    button.setAttribute("title", "Copy");
+
+    el.appendChild(button);
+
+    const success = function () {
+      button.classList.add("success", "fa-check");
+      button.classList.remove("fa-copy");
+    };
+
+    const failure = function () {
+      button.classList.add("error", "fa-xmark");
+      button.classList.remove("fa-copy");
+    };
+
+    button.addEventListener("click", function () {
+      copyToClipboard(el.innerText).then(success, failure);
+
+      setTimeout(function () {
+        button.classList.add("fa-copy");
+        button.classList.remove("success", "fa-check", "fa-xmark");
+      }, 5000);
+    });
+  }
+}
+
+function copyToClipboard(text) {
+  // clipboard API is only available in secure contexts
+  if (window.navigator && window.navigator.clipboard) {
+    return window.navigator.clipboard.writeText(text);
+  } else {
+    return new Promise(function (resolve, reject) {
+      try {
+        const el = document.createElement("textarea");
+        el.textContent = text;
+        el.style.position = "fixed";
+        el.style.opacity = 0;
+        document.body.appendChild(el);
+        el.select();
+        document.execCommand("copy");
+
+        resolve();
+      } catch (err) {
+        reject(err);
+      } finally {
+        document.body.removeChild(el);
+      }
+    });
+  }
+}
+
+if (document.readyState === "loading") {
+  document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks);
+} else {
+  addCopyButtonCallbacks();
+}
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) {
+
+// Manages the top navigation bar (hides it when the user starts scrolling down on the
+// mobile).
+window.Headroom = Headroom; // work around buggy module loading?
+$(document).ready(function () {
+  $("#documenter .docs-navbar").headroom({
+    tolerance: { up: 10, down: 10 },
+  });
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+$(document).ready(function () {
+  let meta = $("div[data-docstringscollapsed]").data();
+
+  if (meta?.docstringscollapsed) {
+    $("#documenter-article-toggle-button").trigger({
+      type: "click",
+      noToggleAnimation: true,
+    });
+  }
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+/*
+To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc
+
+PSEUDOCODE:
+
+Searching happens automatically as the user types or adjusts the selected filters.
+To preserve responsiveness, as much as possible of the slow parts of the search are done
+in a web worker. Searching and result generation are done in the worker, and filtering and
+DOM updates are done in the main thread. The filters are in the main thread as they should
+be very quick to apply. This lets filters be changed without re-searching with minisearch
+(which is possible even if filtering is on the worker thread) and also lets filters be
+changed _while_ the worker is searching and without message passing (neither of which are
+possible if filtering is on the worker thread)
+
+SEARCH WORKER:
+
+Import minisearch
+
+Build index
+
+On message from main thread
+  run search
+  find the first 200 unique results from each category, and compute their divs for display
+    note that this is necessary and sufficient information for the main thread to find the
+    first 200 unique results from any given filter set
+  post results to main thread
+
+MAIN:
+
+Launch worker
+
+Declare nonconstant globals (worker_is_running,  last_search_text, unfiltered_results)
+
+On text update
+  if worker is not running, launch_search()
+
+launch_search
+  set worker_is_running to true, set last_search_text to the search text
+  post the search query to worker
+
+on message from worker
+  if last_search_text is not the same as the text in the search field,
+    the latest search result is not reflective of the latest search query, so update again
+    launch_search()
+  otherwise
+    set worker_is_running to false
+
+  regardless, display the new search results to the user
+  save the unfiltered_results as a global
+  update_search()
+
+on filter click
+  adjust the filter selection
+  update_search()
+
+update_search
+  apply search filters by looping through the unfiltered_results and finding the first 200
+    unique results that match the filters
+
+  Update the DOM
+*/
+
+/////// SEARCH WORKER ///////
+
+function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
+  importScripts(
+    "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js"
+  );
+
+  let data = documenterSearchIndex.map((x, key) => {
+    x["id"] = key; // minisearch requires a unique for each object
+    return x;
+  });
+
+  // list below is the lunr 2.1.3 list minus the intersect with names(Base)
+  // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with)
+  // ideally we'd just filter the original list but it's not available as a variable
+  const stopWords = new Set([
+    "a",
+    "able",
+    "about",
+    "across",
+    "after",
+    "almost",
+    "also",
+    "am",
+    "among",
+    "an",
+    "and",
+    "are",
+    "as",
+    "at",
+    "be",
+    "because",
+    "been",
+    "but",
+    "by",
+    "can",
+    "cannot",
+    "could",
+    "dear",
+    "did",
+    "does",
+    "either",
+    "ever",
+    "every",
+    "from",
+    "got",
+    "had",
+    "has",
+    "have",
+    "he",
+    "her",
+    "hers",
+    "him",
+    "his",
+    "how",
+    "however",
+    "i",
+    "if",
+    "into",
+    "it",
+    "its",
+    "just",
+    "least",
+    "like",
+    "likely",
+    "may",
+    "me",
+    "might",
+    "most",
+    "must",
+    "my",
+    "neither",
+    "no",
+    "nor",
+    "not",
+    "of",
+    "off",
+    "often",
+    "on",
+    "or",
+    "other",
+    "our",
+    "own",
+    "rather",
+    "said",
+    "say",
+    "says",
+    "she",
+    "should",
+    "since",
+    "so",
+    "some",
+    "than",
+    "that",
+    "the",
+    "their",
+    "them",
+    "then",
+    "there",
+    "these",
+    "they",
+    "this",
+    "tis",
+    "to",
+    "too",
+    "twas",
+    "us",
+    "wants",
+    "was",
+    "we",
+    "were",
+    "what",
+    "when",
+    "who",
+    "whom",
+    "why",
+    "will",
+    "would",
+    "yet",
+    "you",
+    "your",
+  ]);
+
+  let index = new MiniSearch({
+    fields: ["title", "text"], // fields to index for full-text search
+    storeFields: ["location", "title", "text", "category", "page"], // fields to return with results
+    processTerm: (term) => {
+      let word = stopWords.has(term) ? null : term;
+      if (word) {
+        // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names
+        word = word
+          .replace(/^[^a-zA-Z0-9@!]+/, "")
+          .replace(/[^a-zA-Z0-9@!]+$/, "");
+
+        word = word.toLowerCase();
+      }
+
+      return word ?? null;
+    },
+    // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not
+    // find anything if searching for "add!", only for the entire qualification
+    tokenize: (string) => string.split(/[\s\-\.]+/),
+    // options which will be applied during the search
+    searchOptions: {
+      prefix: true,
+      boost: { title: 100 },
+      fuzzy: 2,
+    },
+  });
+
+  index.addAll(data);
+
+  /**
+   *  Used to map characters to HTML entities.
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  const htmlEscapes = {
+    "&": "&amp;",
+    "<": "&lt;",
+    ">": "&gt;",
+    '"': "&quot;",
+    "'": "&#39;",
+  };
+
+  /**
+   * Used to match HTML entities and HTML characters.
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  const reUnescapedHtml = /[&<>"']/g;
+  const reHasUnescapedHtml = RegExp(reUnescapedHtml.source);
+
+  /**
+   * Escape function from lodash
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  function escape(string) {
+    return string && reHasUnescapedHtml.test(string)
+      ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr])
+      : string || "";
+  }
+
+  /**
+   * Make the result component given a minisearch result data object and the value
+   * of the search input as queryString. To view the result object structure, refer:
+   * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult
+   *
+   * @param {object} result
+   * @param {string} querystring
+   * @returns string
+   */
+  function make_search_result(result, querystring) {
+    let search_divider = `<div class="search-divider w-100"></div>`;
+    let display_link =
+      result.location.slice(Math.max(0), Math.min(50, result.location.length)) +
+      (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div
+
+    if (result.page !== "") {
+      display_link += ` (${result.page})`;
+    }
+
+    let textindex = new RegExp(`${querystring}`, "i").exec(result.text);
+    let text =
+      textindex !== null
+        ? result.text.slice(
+            Math.max(textindex.index - 100, 0),
+            Math.min(
+              textindex.index + querystring.length + 100,
+              result.text.length
+            )
+          )
+        : ""; // cut-off text before and after from the match
+
+    text = text.length ? escape(text) : "";
+
+    let display_result = text.length
+      ? "..." +
+        text.replace(
+          new RegExp(`${escape(querystring)}`, "i"), // For first occurrence
+          '<span class="search-result-highlight py-1">$&</span>'
+        ) +
+        "..."
+      : ""; // highlights the match
+
+    let in_code = false;
+    if (!["page", "section"].includes(result.category.toLowerCase())) {
+      in_code = true;
+    }
+
+    // We encode the full url to escape some special characters which can lead to broken links
+    let result_div = `
+        <a href="${encodeURI(
+          documenterBaseURL + "/" + result.location
+        )}" class="search-result-link w-100 is-flex is-flex-direction-column gap-2 px-4 py-2">
+          <div class="w-100 is-flex is-flex-wrap-wrap is-justify-content-space-between is-align-items-flex-start">
+            <div class="search-result-title has-text-weight-bold ${
+              in_code ? "search-result-code-title" : ""
+            }">${escape(result.title)}</div>
+            <div class="property-search-result-badge">${result.category}</div>
+          </div>
+          <p>
+            ${display_result}
+          </p>
+          <div
+            class="has-text-left"
+            style="font-size: smaller;"
+            title="${result.location}"
+          >
+            <i class="fas fa-link"></i> ${display_link}
+          </div>
+        </a>
+        ${search_divider}
+      `;
+
+    return result_div;
+  }
+
+  self.onmessage = function (e) {
+    let query = e.data;
+    let results = index.search(query, {
+      filter: (result) => {
+        // Only return relevant results
+        return result.score >= 1;
+      },
+    });
+
+    // Pre-filter to deduplicate and limit to 200 per category to the extent
+    // possible without knowing what the filters are.
+    let filtered_results = [];
+    let counts = {};
+    for (let filter of filters) {
+      counts[filter] = 0;
+    }
+    let present = {};
+
+    for (let result of results) {
+      cat = result.category;
+      cnt = counts[cat];
+      if (cnt < 200) {
+        id = cat + "---" + result.location;
+        if (present[id]) {
+          continue;
+        }
+        present[id] = true;
+        filtered_results.push({
+          location: result.location,
+          category: cat,
+          div: make_search_result(result, query),
+        });
+      }
+    }
+
+    postMessage(filtered_results);
+  };
+}
+
+// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript!
+const filters = [
+  ...new Set(documenterSearchIndex["docs"].map((x) => x.category)),
+];
+const worker_str =
+  "(" +
+  worker_function.toString() +
+  ")(" +
+  JSON.stringify(documenterSearchIndex["docs"]) +
+  "," +
+  JSON.stringify(documenterBaseURL) +
+  "," +
+  JSON.stringify(filters) +
+  ")";
+const worker_blob = new Blob([worker_str], { type: "text/javascript" });
+const worker = new Worker(URL.createObjectURL(worker_blob));
+
+/////// SEARCH MAIN ///////
+
+// Whether the worker is currently handling a search. This is a boolean
+// as the worker only ever handles 1 or 0 searches at a time.
+var worker_is_running = false;
+
+// The last search text that was sent to the worker. This is used to determine
+// if the worker should be launched again when it reports back results.
+var last_search_text = "";
+
+// The results of the last search. This, in combination with the state of the filters
+// in the DOM, is used compute the results to display on calls to update_search.
+var unfiltered_results = [];
+
+// Which filter is currently selected
+var selected_filter = "";
+
+$(document).on("input", ".documenter-search-input", function (event) {
+  if (!worker_is_running) {
+    launch_search();
+  }
+});
+
+function launch_search() {
+  worker_is_running = true;
+  last_search_text = $(".documenter-search-input").val();
+  worker.postMessage(last_search_text);
+}
+
+worker.onmessage = function (e) {
+  if (last_search_text !== $(".documenter-search-input").val()) {
+    launch_search();
+  } else {
+    worker_is_running = false;
+  }
+
+  unfiltered_results = e.data;
+  update_search();
+};
+
+$(document).on("click", ".search-filter", function () {
+  if ($(this).hasClass("search-filter-selected")) {
+    selected_filter = "";
+  } else {
+    selected_filter = $(this).text().toLowerCase();
+  }
+
+  // This updates search results and toggles classes for UI:
+  update_search();
+});
+
+/**
+ * Make/Update the search component
+ */
+function update_search() {
+  let querystring = $(".documenter-search-input").val();
+
+  if (querystring.trim()) {
+    if (selected_filter == "") {
+      results = unfiltered_results;
+    } else {
+      results = unfiltered_results.filter((result) => {
+        return selected_filter == result.category.toLowerCase();
+      });
+    }
+
+    let search_result_container = ``;
+    let modal_filters = make_modal_body_filters();
+    let search_divider = `<div class="search-divider w-100"></div>`;
+
+    if (results.length) {
+      let links = [];
+      let count = 0;
+      let search_results = "";
+
+      for (var i = 0, n = results.length; i < n && count < 200; ++i) {
+        let result = results[i];
+        if (result.location && !links.includes(result.location)) {
+          search_results += result.div;
+          count++;
+          links.push(result.location);
+        }
+      }
+
+      if (count == 1) {
+        count_str = "1 result";
+      } else if (count == 200) {
+        count_str = "200+ results";
+      } else {
+        count_str = count + " results";
+      }
+      let result_count = `<div class="is-size-6">${count_str}</div>`;
+
+      search_result_container = `
+            <div class="is-flex is-flex-direction-column gap-2 is-align-items-flex-start">
+                ${modal_filters}
+                ${search_divider}
+                ${result_count}
+                <div class="is-clipped w-100 is-flex is-flex-direction-column gap-2 is-align-items-flex-start has-text-justified mt-1">
+                  ${search_results}
+                </div>
+            </div>
+        `;
+    } else {
+      search_result_container = `
+           <div class="is-flex is-flex-direction-column gap-2 is-align-items-flex-start">
+               ${modal_filters}
+               ${search_divider}
+               <div class="is-size-6">0 result(s)</div>
+            </div>
+            <div class="has-text-centered my-5 py-5">No result found!</div>
+       `;
+    }
+
+    if ($(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").removeClass("is-justify-content-center");
+    }
+
+    $(".search-modal-card-body").html(search_result_container);
+  } else {
+    if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").addClass("is-justify-content-center");
+    }
+
+    $(".search-modal-card-body").html(`
+      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+    `);
+  }
+}
+
+/**
+ * Make the modal filter html
+ *
+ * @returns string
+ */
+function make_modal_body_filters() {
+  let str = filters
+    .map((val) => {
+      if (selected_filter == val.toLowerCase()) {
+        return `<a href="javascript:;" class="search-filter search-filter-selected"><span>${val}</span></a>`;
+      } else {
+        return `<a href="javascript:;" class="search-filter"><span>${val}</span></a>`;
+      }
+    })
+    .join("");
+
+  return `
+        <div class="is-flex gap-2 is-flex-wrap-wrap is-justify-content-flex-start is-align-items-center search-filters">
+            <span class="is-size-6">Filters:</span>
+            ${str}
+        </div>`;
+}
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// Modal settings dialog
+$(document).ready(function () {
+  var settings = $("#documenter-settings");
+  $("#documenter-settings-button").click(function () {
+    settings.toggleClass("is-active");
+  });
+  // Close the dialog if X is clicked
+  $("#documenter-settings button.delete").click(function () {
+    settings.removeClass("is-active");
+  });
+  // Close dialog if ESC is pressed
+  $(document).keyup(function (e) {
+    if (e.keyCode == 27) settings.removeClass("is-active");
+  });
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+$(document).ready(function () {
+  let search_modal_header = `
+    <header class="modal-card-head gap-2 is-align-items-center is-justify-content-space-between w-100 px-3">
+      <div class="field mb-0 w-100">
+        <p class="control has-icons-right">
+          <input class="input documenter-search-input" type="text" placeholder="Search" />
+          <span class="icon is-small is-right has-text-primary-dark">
+            <i class="fas fa-magnifying-glass"></i>
+          </span>
+        </p>
+      </div>
+      <div class="icon is-size-4 is-clickable close-search-modal">
+        <i class="fas fa-times"></i>
+      </div>
+    </header>
+  `;
+
+  let initial_search_body = `
+    <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+  `;
+
+  let search_modal_footer = `
+    <footer class="modal-card-foot">
+      <span>
+        <kbd class="search-modal-key-hints">Ctrl</kbd> +
+        <kbd class="search-modal-key-hints">/</kbd> to search
+      </span>
+      <span class="ml-3"> <kbd class="search-modal-key-hints">esc</kbd> to close </span>
+    </footer>
+  `;
+
+  $(document.body).append(
+    `
+      <div class="modal" id="search-modal">
+        <div class="modal-background"></div>
+        <div class="modal-card search-min-width-50 search-min-height-100 is-justify-content-center">
+          ${search_modal_header}
+          <section class="modal-card-body is-flex is-flex-direction-column is-justify-content-center gap-4 search-modal-card-body">
+            ${initial_search_body}
+          </section>
+          ${search_modal_footer}
+        </div>
+      </div>
+    `
+  );
+
+  document.querySelector(".docs-search-query").addEventListener("click", () => {
+    openModal();
+  });
+
+  document
+    .querySelector(".close-search-modal")
+    .addEventListener("click", () => {
+      closeModal();
+    });
+
+  $(document).on("click", ".search-result-link", function () {
+    closeModal();
+  });
+
+  document.addEventListener("keydown", (event) => {
+    if ((event.ctrlKey || event.metaKey) && event.key === "/") {
+      openModal();
+    } else if (event.key === "Escape") {
+      closeModal();
+    }
+
+    return false;
+  });
+
+  // Functions to open and close a modal
+  function openModal() {
+    let searchModal = document.querySelector("#search-modal");
+
+    searchModal.classList.add("is-active");
+    document.querySelector(".documenter-search-input").focus();
+  }
+
+  function closeModal() {
+    let searchModal = document.querySelector("#search-modal");
+    let initial_search_body = `
+      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+    `;
+
+    searchModal.classList.remove("is-active");
+    document.querySelector(".documenter-search-input").blur();
+
+    if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").addClass("is-justify-content-center");
+    }
+
+    $(".documenter-search-input").val("");
+    $(".search-modal-card-body").html(initial_search_body);
+  }
+
+  document
+    .querySelector("#search-modal .modal-background")
+    .addEventListener("click", () => {
+      closeModal();
+    });
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// Manages the showing and hiding of the sidebar.
+$(document).ready(function () {
+  var sidebar = $("#documenter > .docs-sidebar");
+  var sidebar_button = $("#documenter-sidebar-button");
+  sidebar_button.click(function (ev) {
+    ev.preventDefault();
+    sidebar.toggleClass("visible");
+    if (sidebar.hasClass("visible")) {
+      // Makes sure that the current menu item is visible in the sidebar.
+      $("#documenter .docs-menu a.is-active").focus();
+    }
+  });
+  $("#documenter > .docs-main").bind("click", function (ev) {
+    if ($(ev.target).is(sidebar_button)) {
+      return;
+    }
+    if (sidebar.hasClass("visible")) {
+      sidebar.removeClass("visible");
+    }
+  });
+});
+
+// Resizes the package name / sitename in the sidebar if it is too wide.
+// Inspired by: https://github.com/davatron5000/FitText.js
+$(document).ready(function () {
+  e = $("#documenter .docs-autofit");
+  function resize() {
+    var L = parseInt(e.css("max-width"), 10);
+    var L0 = e.width();
+    if (L0 > L) {
+      var h0 = parseInt(e.css("font-size"), 10);
+      e.css("font-size", (L * h0) / L0);
+      // TODO: make sure it survives resizes?
+    }
+  }
+  // call once and then register events
+  resize();
+  $(window).resize(resize);
+  $(window).on("orientationchange", resize);
+});
+
+// Scroll the navigation bar to the currently selected menu item
+$(document).ready(function () {
+  var sidebar = $("#documenter .docs-menu").get(0);
+  var active = $("#documenter .docs-menu .is-active").get(0);
+  if (typeof active !== "undefined") {
+    sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15;
+  }
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// Theme picker setup
+$(document).ready(function () {
+  // onchange callback
+  $("#documenter-themepicker").change(function themepick_callback(ev) {
+    var themename = $("#documenter-themepicker option:selected").attr("value");
+    if (themename === "auto") {
+      // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light');
+      window.localStorage.removeItem("documenter-theme");
+    } else {
+      // set_theme(themename);
+      window.localStorage.setItem("documenter-theme", themename);
+    }
+    // We re-use the global function from themeswap.js to actually do the swapping.
+    set_theme_from_local_storage();
+  });
+
+  // Make sure that the themepicker displays the correct theme when the theme is retrieved
+  // from localStorage
+  if (typeof window.localStorage !== "undefined") {
+    var theme = window.localStorage.getItem("documenter-theme");
+    if (theme !== null) {
+      $("#documenter-themepicker option").each(function (i, e) {
+        e.selected = e.value === theme;
+      });
+    }
+  }
+});
+
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
+
+// update the version selector with info from the siteinfo.js and ../versions.js files
+$(document).ready(function () {
+  // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the
+  // siteinfo.js file, we just return immediately and not display the version selector.
+  if (
+    typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" &&
+    DOCUMENTER_VERSION_SELECTOR_DISABLED
+  ) {
+    return;
+  }
+
+  var version_selector = $("#documenter .docs-version-selector");
+  var version_selector_select = $("#documenter .docs-version-selector select");
+
+  version_selector_select.change(function (x) {
+    target_href = version_selector_select
+      .children("option:selected")
+      .get(0).value;
+    window.location.href = target_href;
+  });
+
+  // add the current version to the selector based on siteinfo.js, but only if the selector is empty
+  if (
+    typeof DOCUMENTER_CURRENT_VERSION !== "undefined" &&
+    $("#version-selector > option").length == 0
+  ) {
+    var option = $(
+      "<option value='#' selected='selected'>" +
+        DOCUMENTER_CURRENT_VERSION +
+        "</option>"
+    );
+    version_selector_select.append(option);
+  }
+
+  if (typeof DOC_VERSIONS !== "undefined") {
+    var existing_versions = version_selector_select.children("option");
+    var existing_versions_texts = existing_versions.map(function (i, x) {
+      return x.text;
+    });
+    DOC_VERSIONS.forEach(function (each) {
+      var version_url = documenterBaseURL + "/../" + each + "/";
+      var existing_id = $.inArray(each, existing_versions_texts);
+      // if not already in the version selector, add it as a new option,
+      // otherwise update the old option with the URL and enable it
+      if (existing_id == -1) {
+        var option = $(
+          "<option value='" + version_url + "'>" + each + "</option>"
+        );
+        version_selector_select.append(option);
+      } else {
+        var option = existing_versions[existing_id];
+        option.value = version_url;
+        option.disabled = false;
+      }
+    });
+  }
+
+  // only show the version selector if the selector has been populated
+  if (version_selector_select.children("option").length > 0) {
+    version_selector.toggleClass("visible");
+  }
+});
+
+})
diff --git a/previews/PR64/assets/themes/documenter-dark.css b/previews/PR64/assets/themes/documenter-dark.css
new file mode 100644
index 000000000..1d7170158
--- /dev/null
+++ b/previews/PR64/assets/themes/documenter-dark.css
@@ -0,0 +1,7 @@
+html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .file-cta,html.theme--documenter-dark .file-name,html.theme--documenter-dark .select select,html.theme--documenter-dark .textarea,html.theme--documenter-dark .input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--documenter-dark .pagination-previous:focus,html.theme--documenter-dark .pagination-next:focus,html.theme--documenter-dark .pagination-link:focus,html.theme--documenter-dark .pagination-ellipsis:focus,html.theme--documenter-dark .file-cta:focus,html.theme--documenter-dark .file-name:focus,html.theme--documenter-dark .select select:focus,html.theme--documenter-dark .textarea:focus,html.theme--documenter-dark .input:focus,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:focus,html.theme--documenter-dark .button:focus,html.theme--documenter-dark .is-focused.pagination-previous,html.theme--documenter-dark .is-focused.pagination-next,html.theme--documenter-dark .is-focused.pagination-link,html.theme--documenter-dark .is-focused.pagination-ellipsis,html.theme--documenter-dark .is-focused.file-cta,html.theme--documenter-dark .is-focused.file-name,html.theme--documenter-dark .select select.is-focused,html.theme--documenter-dark .is-focused.textarea,html.theme--documenter-dark .is-focused.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--documenter-dark .is-focused.button,html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active,html.theme--documenter-dark .pagination-ellipsis:active,html.theme--documenter-dark .file-cta:active,html.theme--documenter-dark .file-name:active,html.theme--documenter-dark .select select:active,html.theme--documenter-dark .textarea:active,html.theme--documenter-dark .input:active,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input:active,html.theme--documenter-dark .button:active,html.theme--documenter-dark .is-active.pagination-previous,html.theme--documenter-dark .is-active.pagination-next,html.theme--documenter-dark .is-active.pagination-link,html.theme--documenter-dark .is-active.pagination-ellipsis,html.theme--documenter-dark .is-active.file-cta,html.theme--documenter-dark .is-active.file-name,html.theme--documenter-dark .select select.is-active,html.theme--documenter-dark .is-active.textarea,html.theme--documenter-dark .is-active.input,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--documenter-dark .is-active.button{outline:none}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark .pagination-next[disabled],html.theme--documenter-dark .pagination-link[disabled],html.theme--documenter-dark .pagination-ellipsis[disabled],html.theme--documenter-dark .file-cta[disabled],html.theme--documenter-dark .file-name[disabled],html.theme--documenter-dark .select select[disabled],html.theme--documenter-dark .textarea[disabled],html.theme--documenter-dark .input[disabled],html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--documenter-dark .pagination-next,html.theme--documenter-dark fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--documenter-dark .pagination-link,html.theme--documenter-dark fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--documenter-dark .file-cta,html.theme--documenter-dark fieldset[disabled] .file-cta,fieldset[disabled] html.theme--documenter-dark .file-name,html.theme--documenter-dark fieldset[disabled] .file-name,fieldset[disabled] html.theme--documenter-dark .select select,fieldset[disabled] html.theme--documenter-dark .textarea,fieldset[disabled] html.theme--documenter-dark .input,fieldset[disabled] html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark fieldset[disabled] .select select,html.theme--documenter-dark .select fieldset[disabled] select,html.theme--documenter-dark fieldset[disabled] .textarea,html.theme--documenter-dark fieldset[disabled] .input,html.theme--documenter-dark fieldset[disabled] #documenter .docs-sidebar form.docs-search>input,html.theme--documenter-dark #documenter .docs-sidebar fieldset[disabled] form.docs-search>input,fieldset[disabled] html.theme--documenter-dark .button,html.theme--documenter-dark fieldset[disabled] .button{cursor:not-allowed}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" ";display:block;height:0.625em;margin-top:-0.4375em;pointer-events:none;position:absolute;top:50%;transform:rotate(-45deg);transform-origin:center;width:0.625em}html.theme--documenter-dark .admonition:not(:last-child),html.theme--documenter-dark .tabs:not(:last-child),html.theme--documenter-dark .pagination:not(:last-child),html.theme--documenter-dark .message:not(:last-child),html.theme--documenter-dark .level:not(:last-child),html.theme--documenter-dark .breadcrumb:not(:last-child),html.theme--documenter-dark .block:not(:last-child),html.theme--documenter-dark .title:not(:last-child),html.theme--documenter-dark .subtitle:not(:last-child),html.theme--documenter-dark .table-container:not(:last-child),html.theme--documenter-dark .table:not(:last-child),html.theme--documenter-dark .progress:not(:last-child),html.theme--documenter-dark .notification:not(:last-child),html.theme--documenter-dark .content:not(:last-child),html.theme--documenter-dark .box:not(:last-child){margin-bottom:1.5rem}html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-moz-appearance:none;-webkit-appearance:none;background-color:rgba(10,10,10,0.2);border:none;border-radius:9999px;cursor:pointer;pointer-events:auto;display:inline-block;flex-grow:0;flex-shrink:0;font-size:0;height:20px;max-height:20px;max-width:20px;min-height:20px;min-width:20px;outline:none;position:relative;vertical-align:top;width:20px}html.theme--documenter-dark .modal-close::before,html.theme--documenter-dark .delete::before,html.theme--documenter-dark .modal-close::after,html.theme--documenter-dark .delete::after{background-color:#fff;content:"";display:block;left:50%;position:absolute;top:50%;transform:translateX(-50%) translateY(-50%) rotate(45deg);transform-origin:center center}html.theme--documenter-dark .modal-close::before,html.theme--documenter-dark .delete::before{height:2px;width:50%}html.theme--documenter-dark .modal-close::after,html.theme--documenter-dark .delete::after{height:50%;width:2px}html.theme--documenter-dark .modal-close:hover,html.theme--documenter-dark .delete:hover,html.theme--documenter-dark .modal-close:focus,html.theme--documenter-dark .delete:focus{background-color:rgba(10,10,10,0.3)}html.theme--documenter-dark .modal-close:active,html.theme--documenter-dark .delete:active{background-color:rgba(10,10,10,0.4)}html.theme--documenter-dark .is-small.modal-close,html.theme--documenter-dark #documenter .docs-sidebar 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+  Maintainer: @ericwbailey
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kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content 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.button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fdeeec;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#fce3e0;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#fcd8d5;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--documenter-dark .icon.is-small,html.theme--documenter-dark #documenter 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#documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--documenter-dark .image.is-5by4 .has-ratio,html.theme--documenter-dark #documenter 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img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--documenter-dark .image.is-3by4 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--documenter-dark .image.is-2by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--documenter-dark .image.is-2by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--documenter-dark .image.is-3by5 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--documenter-dark .image.is-3by5 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--documenter-dark .image.is-9by16 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--documenter-dark .image.is-9by16 .has-ratio,html.theme--documenter-dark #documenter 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diff --git a/previews/PR64/assets/themes/documenter-light.css b/previews/PR64/assets/themes/documenter-light.css
new file mode 100644
index 000000000..07f9d0883
--- /dev/null
+++ b/previews/PR64/assets/themes/documenter-light.css
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.filter-tabs::-webkit-scrollbar-thumb{background-color:gray;border-radius:1rem}#search-modal .modal-card-body::-webkit-scrollbar-track,#search-modal .filter-tabs::-webkit-scrollbar-track{-webkit-box-shadow:inset 0 0 6px rgba(0,0,0,0.6);background-color:transparent}.w-100{width:100%}.gap-2{gap:0.5rem}.gap-4{gap:1rem}.gap-8{gap:2rem}.ansi span.sgr1{font-weight:bolder}.ansi span.sgr2{font-weight:lighter}.ansi span.sgr3{font-style:italic}.ansi span.sgr4{text-decoration:underline}.ansi span.sgr7{color:#fff;background-color:#222}.ansi span.sgr8{color:transparent}.ansi span.sgr8 span{color:transparent}.ansi span.sgr9{text-decoration:line-through}.ansi span.sgr30{color:#242424}.ansi span.sgr31{color:#a7201f}.ansi span.sgr32{color:#066f00}.ansi span.sgr33{color:#856b00}.ansi span.sgr34{color:#2149b0}.ansi span.sgr35{color:#7d4498}.ansi span.sgr36{color:#007989}.ansi span.sgr37{color:gray}.ansi span.sgr40{background-color:#242424}.ansi span.sgr41{background-color:#a7201f}.ansi span.sgr42{background-color:#066f00}.ansi span.sgr43{background-color:#856b00}.ansi span.sgr44{background-color:#2149b0}.ansi span.sgr45{background-color:#7d4498}.ansi span.sgr46{background-color:#007989}.ansi span.sgr47{background-color:gray}.ansi span.sgr90{color:#616161}.ansi span.sgr91{color:#cb3c33}.ansi span.sgr92{color:#0e8300}.ansi span.sgr93{color:#a98800}.ansi span.sgr94{color:#3c5dcd}.ansi span.sgr95{color:#9256af}.ansi span.sgr96{color:#008fa3}.ansi span.sgr97{color:#f5f5f5}.ansi span.sgr100{background-color:#616161}.ansi span.sgr101{background-color:#cb3c33}.ansi span.sgr102{background-color:#0e8300}.ansi span.sgr103{background-color:#a98800}.ansi span.sgr104{background-color:#3c5dcd}.ansi span.sgr105{background-color:#9256af}.ansi span.sgr106{background-color:#008fa3}.ansi span.sgr107{background-color:#f5f5f5}code.language-julia-repl>span.hljs-meta{color:#066f00;font-weight:bolder}/*!
+  Theme: Default
+  Description: Original highlight.js style
+  Author: (c) Ivan Sagalaev <maniac@softwaremaniacs.org>
+  Maintainer: @highlightjs/core-team
+  Website: https://highlightjs.org/
+  License: see project LICENSE
+  Touched: 2021
+*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem}
diff --git a/previews/PR64/assets/themeswap.js b/previews/PR64/assets/themeswap.js
new file mode 100644
index 000000000..9f5eebe6a
--- /dev/null
+++ b/previews/PR64/assets/themeswap.js
@@ -0,0 +1,84 @@
+// Small function to quickly swap out themes. Gets put into the <head> tag..
+function set_theme_from_local_storage() {
+  // Initialize the theme to null, which means default
+  var theme = null;
+  // If the browser supports the localstorage and is not disabled then try to get the
+  // documenter theme
+  if (window.localStorage != null) {
+    // Get the user-picked theme from localStorage. May be `null`, which means the default
+    // theme.
+    theme = window.localStorage.getItem("documenter-theme");
+  }
+  // Check if the users preference is for dark color scheme
+  var darkPreference =
+    window.matchMedia("(prefers-color-scheme: dark)").matches === true;
+  // Initialize a few variables for the loop:
+  //
+  //  - active: will contain the index of the theme that should be active. Note that there
+  //    is no guarantee that localStorage contains sane values. If `active` stays `null`
+  //    we either could not find the theme or it is the default (primary) theme anyway.
+  //    Either way, we then need to stick to the primary theme.
+  //
+  //  - disabled: style sheets that should be disabled (i.e. all the theme style sheets
+  //    that are not the currently active theme)
+  var active = null;
+  var disabled = [];
+  var primaryLightTheme = null;
+  var primaryDarkTheme = null;
+  for (var i = 0; i < document.styleSheets.length; i++) {
+    var ss = document.styleSheets[i];
+    // The <link> tag of each style sheet is expected to have a data-theme-name attribute
+    // which must contain the name of the theme. The names in localStorage much match this.
+    var themename = ss.ownerNode.getAttribute("data-theme-name");
+    // attribute not set => non-theme stylesheet => ignore
+    if (themename === null) continue;
+    // To distinguish the default (primary) theme, it needs to have the data-theme-primary
+    // attribute set.
+    if (ss.ownerNode.getAttribute("data-theme-primary") !== null) {
+      primaryLightTheme = themename;
+    }
+    // Check if the theme is primary dark theme so that we could store its name in darkTheme
+    if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) {
+      primaryDarkTheme = themename;
+    }
+    // If we find a matching theme (and it's not the default), we'll set active to non-null
+    if (themename === theme) active = i;
+    // Store the style sheets of inactive themes so that we could disable them
+    if (themename !== theme) disabled.push(ss);
+  }
+  var activeTheme = null;
+  if (active !== null) {
+    // If we did find an active theme, we'll (1) add the theme--$(theme) class to <html>
+    document.getElementsByTagName("html")[0].className = "theme--" + theme;
+    activeTheme = theme;
+  } else {
+    // If we did _not_ find an active theme, then we need to fall back to the primary theme
+    // which can either be dark or light, depending on the user's OS preference.
+    var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme;
+    // In case it somehow happens that the relevant primary theme was not found in the
+    // preceding loop, we abort without doing anything.
+    if (activeTheme === null) {
+      console.error("Unable to determine primary theme.");
+      return;
+    }
+    // When switching to the primary light theme, then we must not have a class name
+    // for the <html> tag. That's only for non-primary or the primary dark theme.
+    if (darkPreference) {
+      document.getElementsByTagName("html")[0].className =
+        "theme--" + activeTheme;
+    } else {
+      document.getElementsByTagName("html")[0].className = "";
+    }
+  }
+  for (var i = 0; i < document.styleSheets.length; i++) {
+    var ss = document.styleSheets[i];
+    // The <link> tag of each style sheet is expected to have a data-theme-name attribute
+    // which must contain the name of the theme. The names in localStorage much match this.
+    var themename = ss.ownerNode.getAttribute("data-theme-name");
+    // attribute not set => non-theme stylesheet => ignore
+    if (themename === null) continue;
+    // we'll disable all the stylesheets, except for the active one
+    ss.disabled = !(themename == activeTheme);
+  }
+}
+set_theme_from_local_storage();
diff --git a/previews/PR64/assets/warner.js b/previews/PR64/assets/warner.js
new file mode 100644
index 000000000..3f6f5d008
--- /dev/null
+++ b/previews/PR64/assets/warner.js
@@ -0,0 +1,52 @@
+function maybeAddWarning() {
+  // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE
+  // in siteinfo.js.
+  // If either of these are undefined something went horribly wrong, so we abort.
+  if (
+    window.DOCUMENTER_NEWEST === undefined ||
+    window.DOCUMENTER_CURRENT_VERSION === undefined ||
+    window.DOCUMENTER_STABLE === undefined
+  ) {
+    return;
+  }
+
+  // Current version is not a version number, so we can't tell if it's the newest version. Abort.
+  if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) {
+    return;
+  }
+
+  // Current version is newest version, so no need to add a warning.
+  if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) {
+    return;
+  }
+
+  // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs.
+  if (document.body.querySelector('meta[name="robots"]') === null) {
+    const meta = document.createElement("meta");
+    meta.name = "robots";
+    meta.content = "noindex";
+
+    document.getElementsByTagName("head")[0].appendChild(meta);
+  }
+
+  const div = document.createElement("div");
+  div.classList.add("outdated-warning-overlay");
+  const closer = document.createElement("button");
+  closer.classList.add("outdated-warning-closer", "delete");
+  closer.addEventListener("click", function () {
+    document.body.removeChild(div);
+  });
+  const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE;
+  div.innerHTML =
+    'This documentation is not for the latest stable release, but for either the development version or an older release.<br><a href="' +
+    href +
+    '">Click here to go to the documentation for the latest stable release.</a>';
+  div.appendChild(closer);
+  document.body.appendChild(div);
+}
+
+if (document.readyState === "loading") {
+  document.addEventListener("DOMContentLoaded", maybeAddWarning);
+} else {
+  maybeAddWarning();
+}
diff --git a/previews/PR64/getting-started/index.html b/previews/PR64/getting-started/index.html
new file mode 100644
index 000000000..e11ff8360
--- /dev/null
+++ b/previews/PR64/getting-started/index.html
@@ -0,0 +1,66 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Getting Started · JuliaHub.jl</title><meta name="title" content="Getting Started · JuliaHub.jl"/><meta property="og:title" content="Getting Started · JuliaHub.jl"/><meta property="twitter:title" content="Getting Started · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/getting-started/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/getting-started/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/getting-started/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li class="is-active"><a class="tocitem" href>Getting Started</a><ul class="internal"><li><a class="tocitem" href="#Installation"><span>Installation</span></a></li><li><a class="tocitem" href="#Authentication"><span>Authentication</span></a></li><li><a class="tocitem" href="#Creating-and-accessing-datasets"><span>Creating &amp; accessing datasets</span></a></li><li><a class="tocitem" href="#Submitting-a-job"><span>Submitting a job</span></a></li><li><a class="tocitem" href="#Next-steps"><span>Next steps</span></a></li></ul></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../guides/authentication/">Authentication</a></li><li><a class="tocitem" href="../guides/datasets/">Datasets</a></li><li><a class="tocitem" href="../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../reference/authentication/">Authentication</a></li><li><a class="tocitem" href="../reference/job-submission/">Job submission</a></li><li><a class="tocitem" href="../reference/jobs/">Jobs</a></li><li><a class="tocitem" href="../reference/datasets/">Datasets</a></li><li><a class="tocitem" href="../reference/exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Getting Started</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Getting Started</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/getting-started.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="getting-started"><a class="docs-heading-anchor" href="#getting-started">Getting Started with JuliaHub.jl</a><a id="getting-started-1"></a><a class="docs-heading-anchor-permalink" href="#getting-started" title="Permalink"></a></h1><p>This tutorial walks you through the basic operations you can do with JuliaHub.jl, from installation to submitting simple jobs and working with datasets. If you are unfamiliar with JuliaHub.jl, this is a good place to get started.</p><p>If you already know what you wish to achieve with JuliaHub.jl, you can also skip this and jump directly into one of the more detailed how-to guides.</p><p>In particular, the tutorial will show</p><ul><li>How to install JuliaHub.jl and connect it to a JuliaHub instance.</li><li>How to create, access and update a simple dataset.</li><li>How to submit a simple job.</li></ul><h2 id="Installation"><a class="docs-heading-anchor" href="#Installation">Installation</a><a id="Installation-1"></a><a class="docs-heading-anchor-permalink" href="#Installation" title="Permalink"></a></h2><p>JuliaHub.jl is a registered Julia package and can be installed using <a href="https://pkgdocs.julialang.org/v1/getting-started/">Julia&#39;s package manager</a>. You can access the Julia package manager REPL mode by pressing <code>]</code>, and you can install JuliaHub.jl with</p><pre><code class="nohighlight hljs">pkg&gt; add JuliaHub</code></pre><p>Alternatively, you can use the <code>Pkg</code> standard library functions to install it.</p><pre><code class="language-julia hljs">import Pkg
+Pkg.add(&quot;JuliaHub&quot;)</code></pre><p>Once it is installed, simply use <code>import</code> or <code>using</code> to load JuliaHub.jl into your current Julia session.</p><pre><code class="language-julia-repl hljs">julia&gt; using JuliaHub</code></pre><div class="admonition is-info"><header class="admonition-header">No exported names</header><div class="admonition-body"><p>JuliaHub.jl does not have any exported names, so doing <code>using JuliaHub</code> does not introduce any functions or types in <code>Main</code>. Instead, JuliaHub.jl functions are designed to be used by prefixing them with <code>JuliaHub.</code> (e.g. <code>JuliaHub.authenticate(...)</code> or <code>JuliaHub.submit_job(...)</code>)</p><p>That said, there is nothing stopping you from explicitly bringing some names into your current scope, by doing e.g. <code>using JuliaHub: submit_job</code>, if you so wish!</p></div></div><h2 id="Authentication"><a class="docs-heading-anchor" href="#Authentication">Authentication</a><a id="Authentication-1"></a><a class="docs-heading-anchor-permalink" href="#Authentication" title="Permalink"></a></h2><p>In order to communicate with a JuliaHub instance, you need a valid authentication token. If you are working in a JuliaHub Cloud IDE, you actually do not need to do anything to be authenticated, as the authentication tokens are automatically set up in the cloud environment. To verify this, you can still call <a href="../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a>, which should load the pre-configured token.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.authenticate()</code><code class="nohighlight hljs ansi" style="display:block;">JuliaHub.Authentication(&quot;https://juliahub.com&quot;, &quot;username&quot;, *****)</code></pre><p>If you are working on a local computer, the easiest way to get started is to pass the URL of the JuliaHub instance to <a href="../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a>. Unless you have authenticated before, this will initiate an interactive browser-based authentication.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.authenticate(&quot;juliahub.com&quot;)
+Authentication required: please authenticate in browser.
+The authentication page should open in your browser automatically, but you may need to switch to the opened window or tab. If the authentication page is not automatically opened, you can authenticate by manually opening the following URL: ...</code></pre><p>Once you have completed the steps in the browser, the function should return a valid authentication token.</p><p>The <a href="../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> function returns an <a href="#Authentication"><code>Authentication</code></a> object, which hold the authentication token. In principle, you can pass these objects directly to JuliaHub.jl function via the <code>auth</code> keyword argument. However, in practice, this is usually not needed, because JuliaHub.jl also remembers the last authentication in the Julia session in a global variable. You can see the current globally stored authentication token with <a href="../reference/authentication/#JuliaHub.current_authentication"><code>current_authentication</code></a>.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.current_authentication()</code><code class="nohighlight hljs ansi" style="display:block;">JuliaHub.Authentication(&quot;https://juliahub.com&quot;, &quot;username&quot;, *****)</code></pre><div class="admonition is-info"><header class="admonition-header">Authentication guide</header><div class="admonition-body"><p>There is more to authentication than this, including its relationship to the Julia package server and <code>JULIA_PKG_SERVER</code> environment variable. See the <a href="../guides/authentication/#guide-authentication">Authentication how-to</a> if you want to learn more.</p></div></div><h2 id="Creating-and-accessing-datasets"><a class="docs-heading-anchor" href="#Creating-and-accessing-datasets">Creating &amp; accessing datasets</a><a id="Creating-and-accessing-datasets-1"></a><a class="docs-heading-anchor-permalink" href="#Creating-and-accessing-datasets" title="Permalink"></a></h2><p>JuliaHub.jl allows you to create, access, and update the datasets that are hosted on JuliaHub. This section shows some of the basic operations you can perform with datasets.</p><p>The <a href="../reference/datasets/#datasets"><code>datasets</code></a> function allows you to list the datasets you have. Optionally, you can also make it show any other datasets you have access to.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.datasets()</code><code class="nohighlight hljs ansi" style="display:block;">JuliaHub.Dataset[]</code></pre><p>Unless you have created datasets in the web UI or in the IDE, this list will likely be empty currently. To fix that, let us upload a simple dataset using JuliaHub.jl.</p><p>Just as an example, we&#39;ll generate a simple 5-by-5 matrix, and save it in a file using the using the <a href="https://docs.julialang.org/en/v1/stdlib/DelimitedFiles/"><code>DelimitedFiles</code> standard library</a>.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; using DelimitedFiles</code><code class="nohighlight hljs ansi" style="display:block;"></code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; mat = [i^2 + j^2 for i=1:5, j=1:5]</code><code class="nohighlight hljs ansi" style="display:block;">5×5 Matrix{Int64}:
+  2   5  10  17  26
+  5   8  13  20  29
+ 10  13  18  25  34
+ 17  20  25  32  41
+ 26  29  34  41  50</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; writedlm(&quot;matrix.dat&quot;, mat)</code><code class="nohighlight hljs ansi" style="display:block;"></code></pre><p>Now that the matrix has been serialized into a text file on the disk, we can upload that file to JuliaHub with <a href="../reference/datasets/#JuliaHub.upload_dataset"><code>upload_dataset</code></a>.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.upload_dataset(&quot;tutorial-matrix&quot;, &quot;matrix.dat&quot;)</code><code class="nohighlight hljs ansi" style="display:block;">Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+<span class="sgr1">Dataset:</span> tutorial-matrix (Blob)
+ owner: username
+ description:
+ versions: 1
+ size: 57 bytes</code></pre><div class="admonition is-warning"><header class="admonition-header">Existing dataset</header><div class="admonition-body"><p>If you already happen to have a dataset with the same name, the <code>upload_dataset</code> call will fail. It is designed to be safe by default. However, you can pass <code>update=true</code> or <code>replace=true</code> to either upload your file as a new <em>version</em> of the dataset, or to delete all existing versions and upload a brand new version.</p></div></div><p>If we now call <a href="../reference/datasets/#datasets"><code>datasets</code></a>, it should show up in the list of datasets.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.datasets()</code><code class="nohighlight hljs ansi" style="display:block;">1-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;tutorial-matrix&quot;))</code></pre><p>To see more details about the dataset, you can index into the array returned by <a href="../reference/datasets/#datasets"><code>datasets</code></a>. Alternatively, you can also use the <a href="../reference/datasets/#JuliaHub.dataset"><code>dataset</code></a> function to pick out a single dataset by its name.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.dataset(&quot;tutorial-matrix&quot;)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">Dataset:</span> tutorial-matrix (Blob)
+ owner: username
+ description:
+ versions: 1
+ size: 57 bytes</code></pre><p>JuliaHub datasets also support basic metadata, such as tags and a description field. You could set it directly in the <a href="../reference/datasets/#JuliaHub.upload_dataset"><code>upload_dataset</code></a> function, but we did not. But that is fine, since we can use <a href="../reference/datasets/#JuliaHub.update_dataset"><code>update_dataset</code></a> to update the metadata at any time.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.update_dataset(&quot;tutorial-matrix&quot;, description=&quot;An i^2 + j^2 matrix&quot;)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">Dataset:</span> tutorial-matrix (Blob)
+ owner: username
+ description: An i^2 + j^2 matrix
+ versions: 1
+ size: 57 bytes</code></pre><p>The function also immediately queries JuliaHub for the updated dataset metadata by internally calling <code>JuliaHub.dataset(&quot;tutorial-matrix&quot;)</code>.</p><p>Finally, JuliaHub.jl also allows you to download the datasets you have with the <a href="../reference/datasets/#JuliaHub.download_dataset"><code>download_dataset</code></a> function. We can also imagine doing this on a different computer or in a JuliaHub job.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.download_dataset(&quot;tutorial-matrix&quot;, &quot;matrix-downloaded.dat&quot;)</code><code class="nohighlight hljs ansi" style="display:block;">Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+&quot;/home/runner/work/JuliaHub.jl/JuliaHub.jl/docs/build/matrix-downloaded.dat&quot;</code></pre><p>This downloads the dataset into a local file, after which you can e.g. read it back into Julia and do operations on it.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; mat = readdlm(&quot;matrix-downloaded.dat&quot;, &#39;\t&#39;, Int)</code><code class="nohighlight hljs ansi" style="display:block;">5×5 Matrix{Int64}:
+  2   5  10  17  26
+  5   8  13  20  29
+ 10  13  18  25  34
+ 17  20  25  32  41
+ 26  29  34  41  50</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; sum(mat)</code><code class="nohighlight hljs ansi" style="display:block;">550</code></pre><div class="admonition is-success"><header class="admonition-header">Directories as datasets</header><div class="admonition-body"><p>While this demo uploaded a single file as a dataset, JuliaHub also supports uploading whole directories as a single dataset. For that, you can simply point <a href="../reference/datasets/#JuliaHub.upload_dataset"><code>upload_dataset</code></a> to a directory, rather than a file. See the <a href="../guides/datasets/#guide-datasets">datasets how-to</a> for more information on how to work with datasets.</p></div></div><h2 id="Submitting-a-job"><a class="docs-heading-anchor" href="#Submitting-a-job">Submitting a job</a><a id="Submitting-a-job-1"></a><a class="docs-heading-anchor-permalink" href="#Submitting-a-job" title="Permalink"></a></h2><p>JuliaHub.jl allows for an easy programmatic submission of JuliaHub jobs. In this example, we submit a simple script that downloads the dataset from the previous step, does a simple calculations and then upload the result. We then access the result locally with JuliaHub.jl.</p><p>First, we need to specify the code that we want to run in the job. There are a few options for this, but in this example we use the <a href="../reference/job-submission/#JuliaHub.@script_str"><code>@script_str</code></a> string macro to construct a <a href="../reference/job-submission/#JuliaHub.script"><code>script</code></a>-type computation, that simply runs the code snippet we specify.</p><p>The following script will access the dataset, calculates the sum of all the elements, and stores the value in the job results. You will be able to access the contents of <code>RESULTS</code> in both the web UI, but also via JuliaHub.jl.</p><pre><code class="language-julia hljs">s = JuliaHub.script&quot;&quot;&quot;
+using JuliaHub, DelimitedFiles
+@info JuliaHub.authenticate()
+JuliaHub.download_dataset(&quot;tutorial-matrix&quot;, &quot;matrix-downloaded.dat&quot;)
+mat = readdlm(&quot;matrix-downloaded.dat&quot;, &#39;\t&#39;, Int)
+mat_sum = @show sum(mat)
+ENV[&quot;RESULTS&quot;] = string(mat_sum)
+&quot;&quot;&quot;</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.BatchJob:</span>
+code = &quot;&quot;&quot;
+using JuliaHub, DelimitedFiles
+@info JuliaHub.authenticate()
+JuliaHub.download_dataset(&quot;tutorial-matrix&quot;, &quot;matrix-downloaded.dat&quot;)
+mat = readdlm(&quot;matrix-downloaded.dat&quot;, &#39;\t&#39;, Int)
+mat_sum = @show sum(mat)
+ENV[&quot;RESULTS&quot;] = string(mat_sum)
+&quot;&quot;&quot;
+sha256(project_toml) = 93a83d60d4a9c6a3d1438259fd506929eaad296b7e112e886b305781b85cb85b
+sha256(manifest_toml) = 69cdbbbf2d3df6f0f561ac94bef374ad21e04420ac0ff00170d6af71e59d4cf9</code></pre><div class="admonition is-info"><header class="admonition-header">Job environment</header><div class="admonition-body"><p>In most cases, you also submit a Julia package environment (i.e. <code>Project.toml</code> and <code>Manifest.toml</code> files together with a job). That environment then gets instantiated before the user-provided code is run.</p><p>The <a href="../reference/job-submission/#JuliaHub.@script_str"><code>script&quot;&quot;</code></a> string macro, by default, attaches the currently active environment to the job. This means that any packages that you are currently using should also be available on the job (although only registered packages added as non-development dependencies will work). You can use <code>Base.active_project()</code> or <code>pkg&gt; status</code> to see what environment is currently active.</p></div></div><p>To submit a job, you can simply call <a href="../reference/job-submission/#JuliaHub.submit_job"><code>submit_job</code></a> on it.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; j = JuliaHub.submit_job(s)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-xf4tslavut (Submitted)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00</code></pre><p>The <a href="../reference/job-submission/#JuliaHub.submit_job"><code>submit_job</code></a> function also allows you to specify configure how the job gets run, such as how many CPUs or how much memory it has available. By default, though, it runs your code on a single node, picking the smallest instance that is available.</p><p>At this point, if you go to the &quot;Jobs&quot; page web UI, you should see the job there. It may take a few moments to actually start running. You can also call <a href="../reference/jobs/#JuliaHub.job"><code>job</code></a> on the returned <a href="../reference/jobs/#JuliaHub.Job"><code>Job</code></a> object to refresh the status of the job.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; j = JuliaHub.job(j)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-xf4tslavut (Running)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00</code></pre><p>Finally, after the job has completed, if you refresh the <a href="../reference/jobs/#JuliaHub.Job"><code>Job</code></a> it should reflect the final status of the job, and also give you access to the</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; j = JuliaHub.job(j)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-xf4tslavut (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ outputs: &quot;550&quot;</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; j.results</code><code class="nohighlight hljs ansi" style="display:block;">&quot;550&quot;</code></pre><p>See the <a href="../guides/jobs/">jobs how-to guide</a> for more details on the different options when it comes to job submission.</p><h2 id="Next-steps"><a class="docs-heading-anchor" href="#Next-steps">Next steps</a><a id="Next-steps-1"></a><a class="docs-heading-anchor-permalink" href="#Next-steps" title="Permalink"></a></h2><p>This tutorial has hopefully given an overview of basic JuliaHub.jl usage. For more advanced usage, you may want to read through the more detailed how-to guides.</p><ul><li><a href="../guides/authentication/#guide-authentication">Authentication</a></li><li><a href="../guides/datasets/#guide-datasets">Datasets</a></li><li><a href="../guides/jobs/#Jobs">Jobs</a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../guides/authentication/">Authentication »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Authentication · JuliaHub.jl</title><meta name="title" content="Authentication · JuliaHub.jl"/><meta property="og:title" content="Authentication · JuliaHub.jl"/><meta property="twitter:title" content="Authentication · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/guides/authentication/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/guides/authentication/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/guides/authentication/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li class="is-active"><a class="tocitem" href>Authentication</a><ul class="internal"><li><a class="tocitem" href="#Overview"><span>Overview</span></a></li><li><a class="tocitem" href="#JuliaHub-cloud-environments"><span>JuliaHub cloud environments</span></a></li><li><a class="tocitem" href="#Local-environments"><span>Local environments</span></a></li></ul></li><li><a class="tocitem" href="../datasets/">Datasets</a></li><li><a class="tocitem" href="../jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../../reference/authentication/">Authentication</a></li><li><a class="tocitem" href="../../reference/job-submission/">Job submission</a></li><li><a class="tocitem" href="../../reference/jobs/">Jobs</a></li><li><a class="tocitem" href="../../reference/datasets/">Datasets</a></li><li><a class="tocitem" href="../../reference/exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Guides</a></li><li class="is-active"><a href>Authentication</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Authentication</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/guides/authentication.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="guide-authentication"><a class="docs-heading-anchor" href="#guide-authentication">Authentication</a><a id="guide-authentication-1"></a><a class="docs-heading-anchor-permalink" href="#guide-authentication" title="Permalink"></a></h1><p>In order to talk to a JuliaHub instance, you must authenticate with your user account, and have an authentication token. JuliaHub.jl aims to make it as easy and painless as possible to manage your authentication tokens.</p><h2 id="Overview"><a class="docs-heading-anchor" href="#Overview">Overview</a><a id="Overview-1"></a><a class="docs-heading-anchor-permalink" href="#Overview" title="Permalink"></a></h2><p>To use this package to authenticate in your current Julia session, you can call the <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> function. It will return an <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object, containing the token.</p><p>In principle, nearly every function here takes an (optional) <code>auth</code> keyword argument, that should be passed an <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object. However, this is usually not needed in practice, since JuliaHub.jl remembers your last authentication, and uses that as the default value for <code>auth</code>. Additionally, if there is no active authentication, calling any function that requires authentication will try to automatically authenticate (and may also trigger an interactive authentication). You can access the currently active authentication object with <a href="../../reference/authentication/#JuliaHub.current_authentication"><code>current_authentication</code></a>.</p><p>In order for <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> to work, you must specify which JuliaHub instance to authenticate against (e.g. <code>juliahub.com</code>). There are two options for this:</p><ol><li>You can configure the Julia package server to point to the JuliaHub instance by explicitly setting the <code>JULIA_PKG_SERVER</code> environment variable. See <a href="#Local-environments">Local environments</a> below to for more information on how to do it in local environments. In JuliaHub jobs, however, it is automatically set.</li><li>You can directly pass the JuliaHub instance URL to <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a>, e.g. <code>JuliaHub.authenticate(&quot;juliahub.com&quot;)</code>.</li></ol><p>If a valid token for the JuliaHub instance exists on the disk, <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> will use that directly. Otherwise it will attempt an interactive, browser-based authentication against the Julia instance. For the latter, under the hood, it uses the <a href="https://github.com/JuliaComputing/PkgAuthentication.jl">PkgAuthentication package</a> to perform the interactive authentication</p><div class="admonition is-success"><header class="admonition-header">Authentication token storage</header><div class="admonition-body"><p>JuliaHub (or, more generally, package server) tokens are stored in the <code>~/.julia/servers/</code> directory. Inspecting the <code>auth.toml</code> files, or deleting them and re-authenticating may help if you are having unexpected issues with authentication.</p><p>Note that this applies mainly when running JuliaHub.jl on your local computer. In JuliaHub cloud IDEs and jobs, the authentication token is actively managed by JuliaHub, and tampering with it may lead to other issues.</p></div></div><h2 id="JuliaHub-cloud-environments"><a class="docs-heading-anchor" href="#JuliaHub-cloud-environments">JuliaHub cloud environments</a><a id="JuliaHub-cloud-environments-1"></a><a class="docs-heading-anchor-permalink" href="#JuliaHub-cloud-environments" title="Permalink"></a></h2><p>When working with JuliaHub.jl in JuliaHub cloud environment, such as in JuliaHub Cloud IDEs or in JuliaHub jobs, you generally do not have to worry about authentication. The <code>JULIA_PKG_SERVER</code> should always be correctly set up, and the <code>auth.toml</code> file will also be present and up-to-date. This means that <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> should automatically be able to authenticate your session, and you should never be prompted for interactive authentication.</p><div class="admonition is-success"><header class="admonition-header">No need to authenticate()</header><div class="admonition-body"><p>As in a JuliaHub environment everything is already set up and pointing to the correct server, you do not need to call <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> yourself, nor set up <code>JULIA_PKG_SERVER</code>. You should be able to start using JuliaHub.jl functions right away.</p><p>However, in JuliaHub jobs, you may still want to log the <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object in the job logs. You can use something like this at the top of your script:</p><pre><code class="language-julia hljs">@info &quot;JuliaHub authentication token&quot; JuliaHub.authenticate()</code></pre></div></div><h2 id="Local-environments"><a class="docs-heading-anchor" href="#Local-environments">Local environments</a><a id="Local-environments-1"></a><a class="docs-heading-anchor-permalink" href="#Local-environments" title="Permalink"></a></h2><p>When using JuliaHub.jl outside of JuliaHub (e.g. on your local laptop), you must explicitly configure the Julia package server, or pass the JuliaHub URL to <a href="../../reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a>.</p><p>The Julia package server can be configured via the <code>JULIA_PKG_SERVER</code> environment variable, and there are a few options for this. In a live Julia session, you can simply set it via <code>ENV</code>, e.g.</p><pre><code class="language-julia hljs">ENV[&quot;JULIA_PKG_SERVER&quot;] = &quot;juliahub.com&quot;</code></pre><p>You can also do it this way in the Julia <code>startup.jl</code> script.</p><p>Alternatively, on an UNIX-y system, you can set it in the shell or a script with e.g.</p><pre><code class="language-bash hljs">export JULIA_PKG_SERVER=juliahub.com</code></pre><p>If you&#39;re exclusively using the VS Code editor with <a href="https://www.julia-vscode.org/">the Julia extension</a>, you can configure the package server in the UI directly, and it will apply to any REPLs you open in VS Code.</p><p><img src="../vscode-pkg-server.png" alt="Julia: Package Server option in Julia VS Code extension"/></p><p>When running JuliaHub.jl on your local computer for the first time, or when you have not used JuliaHub.jl in a while, you will likely see something like:</p><pre><code class="language-julia-repl hljs">julia&gt; using JuliaHub
+
+julia&gt; JuliaHub.authenticate()
+Authentication required: please authenticate in browser.
+The authentication page should open in your browser automatically, but you may need to switch to the opened window or tab. If the authentication page is not automatically opened, you can authenticate by manually opening the following URL: ...</code></pre><p>Once you perform the browser-based authentication, the local <code>auth.toml</code> file gets updated, and JuliaHub.jl will be able to talk to the JuliaHub instance.</p><div class="admonition is-info"><header class="admonition-header">JULIA_PKG_SERVER</header><div class="admonition-body"><p>Setting <code>JULIA_PKG_SERVER</code> will also make the Julia package manager operations use the JuliaHub instance for Pkg operations. This is necessary for accessing packages on the private registries only accessible via JuliaHub. But it also means that you must have a valid JuliaHub authentication token in order to pull packages from <a href="https://github.com/JuliaRegistries/General">the General registry</a>.</p></div></div><div class="admonition is-info"><header class="admonition-header">Enterprise JuliaHub instances</header><div class="admonition-body"><p>Enterprise users generally have their own JuliaHub instance hosted under a different domain. In those cases, the recommended workflow is to globally set the <code>JULIA_PKG_SERVER</code> variable to point to the enterprise instance. This has the following benefits:</p><ul><li><p>JuliaHub.jl will, by default, authenticate with the server defined by <code>JULIA_PKG_SERVER</code>, opening a browser window if needed to acquire the token.</p></li><li><p>All package manager operations (i.e. <code>pkg&gt;</code> or <code>Pkg.*</code>) will be routed through your enterprise JuliaHub instances as well. This is most useful if you need access to packages that are available in your company&#39;s private registries.</p></li></ul><p>Note: the same authentication token is used for package operations and JuliaHub operations.</p></div></div><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../getting-started/">« Getting Started</a><a class="docs-footer-nextpage" href="../datasets/">Datasets »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Datasets · JuliaHub.jl</title><meta name="title" content="Datasets · JuliaHub.jl"/><meta property="og:title" content="Datasets · JuliaHub.jl"/><meta property="twitter:title" content="Datasets · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/guides/datasets/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/guides/datasets/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/guides/datasets/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../authentication/">Authentication</a></li><li class="is-active"><a class="tocitem" href>Datasets</a><ul class="internal"><li><a class="tocitem" href="#Accessing-datasets"><span>Accessing datasets</span></a></li><li><a class="tocitem" href="#Create,-update,-or-replace"><span>Create, update, or replace</span></a></li><li><a class="tocitem" href="#Bulk-updates"><span>Bulk updates</span></a></li></ul></li><li><a class="tocitem" href="../jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../../reference/authentication/">Authentication</a></li><li><a class="tocitem" href="../../reference/job-submission/">Job submission</a></li><li><a class="tocitem" href="../../reference/jobs/">Jobs</a></li><li><a class="tocitem" href="../../reference/datasets/">Datasets</a></li><li><a class="tocitem" href="../../reference/exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Guides</a></li><li class="is-active"><a href>Datasets</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Datasets</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/guides/datasets.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="guide-datasets"><a class="docs-heading-anchor" href="#guide-datasets">Datasets</a><a id="guide-datasets-1"></a><a class="docs-heading-anchor-permalink" href="#guide-datasets" title="Permalink"></a></h1><p>JuliaHub.jl offers a programmatic way to work with your JuliaHub datasets, and this section demonstrates a few common workflows you can use with these APIs.</p><ul><li><a href="#Accessing-datasets">Accessing datasets</a></li><li><a href="#Create,-update,-or-replace">Create, update, or replace</a></li><li><a href="#Bulk-updates">Bulk updates</a></li></ul><p>See the <a href="../../reference/datasets/">datasets reference page</a> for a detailed reference of the datasets-related functionality.</p><h2 id="Accessing-datasets"><a class="docs-heading-anchor" href="#Accessing-datasets">Accessing datasets</a><a id="Accessing-datasets-1"></a><a class="docs-heading-anchor-permalink" href="#Accessing-datasets" title="Permalink"></a></h2><p>The <a href="../../reference/datasets/#datasets"><code>datasets</code></a> function can be use to list all the datasets owned by the currently authenticated user, returning an array of <a href="../../reference/datasets/#JuliaHub.Dataset"><code>Dataset</code></a> objects.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.datasets()
+2-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;example-dataset&quot;))
+ JuliaHub.dataset((&quot;username&quot;, &quot;blobtree/example&quot;))</code></pre><p>If you know the name of the dataset, you can also directly access it with the <a href="../../reference/datasets/#JuliaHub.dataset"><code>dataset</code></a> function, and you can access the dataset metadata via the properties of the <a href="../../reference/datasets/#JuliaHub.Dataset"><code>Dataset</code></a> object.</p><pre><code class="language-julia-repl hljs">julia&gt; ds = JuliaHub.dataset(&quot;example-dataset&quot;)
+Dataset: example-dataset (Blob)
+ owner: username
+ description: An example dataset
+ versions: 2
+ size: 388 bytes
+ tags: tag1, tag2
+
+julia&gt; ds.owner
+&quot;username&quot;
+
+julia&gt; ds.description
+&quot;An example dataset&quot;
+
+julia&gt; ds.size
+388</code></pre><p>If you want to work with dataset that you do not own but is shared with you in JuliaHub, you can pass <code>shared=true</code> to <a href="../../reference/datasets/#datasets"><code>datasets</code></a>, or specify the username.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.datasets(shared=true)
+3-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;example-dataset&quot;))
+ JuliaHub.dataset((&quot;anotheruser&quot;, &quot;publicdataset&quot;))
+ JuliaHub.dataset((&quot;username&quot;, &quot;blobtree/example&quot;))
+
+julia&gt; JuliaHub.datasets(&quot;anotheruser&quot;)
+1-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;anotheruser&quot;, &quot;publicdataset&quot;))
+
+julia&gt; JuliaHub.dataset((&quot;anotheruser&quot;, &quot;publicdataset&quot;))
+Dataset: publicdataset (Blob)
+ owner: anotheruser
+ description: An example dataset
+ versions: 1
+ size: 57 bytes
+ tags: tag1, tag2</code></pre><p>Finally, JuliaHub.jl can also be used to download to your local machine with the <a href="../../reference/datasets/#JuliaHub.download_dataset"><code>download_dataset</code></a> function.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.download_dataset(&quot;example-dataset&quot;, &quot;mydata&quot;)
+Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+&quot;/home/username/my-project/mydata&quot;</code></pre><p>As datasets can have multiple versions, the <a href="../../reference/datasets/#JuliaHub.Dataset"><code>.versions</code> property of <code>Dataset</code></a> can be used to see information about the individual versions (represented with <a href="../../reference/datasets/#JuliaHub.DatasetVersion"><code>DatasetVersion</code></a> objects). When downloading, you can also specify the version you wish to download (with the default being the newest version).</p><pre><code class="language-julia-repl hljs">julia&gt; ds.versions
+2-element Vector{JuliaHub.DatasetVersion}:
+ JuliaHub.DatasetVersion(dataset = (&quot;username&quot;, &quot;example-dataset&quot;), version = 1)
+ JuliaHub.DatasetVersion(dataset = (&quot;username&quot;, &quot;example-dataset&quot;), version = 2)
+
+julia&gt; ds.versions[1]
+DatasetVersion: example-dataset @ v1
+ owner: username
+ timestamp: 2022-10-13T01:39:42.963-04:00
+ size: 57 bytes
+
+julia&gt; JuliaHub.download_dataset(&quot;example-dataset&quot;, &quot;mydata&quot;, version=ds.versions[1].id)
+Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+&quot;/home/username/my-project/mydata&quot;
+</code></pre><p>The dataset version are sorted with oldest first. To explicitly access the newest dataset, you can use the <code>last</code> function on the <code>.versions</code> property.</p><pre><code class="language-julia-repl hljs">julia&gt; last(ds.versions)
+DatasetVersion: example-dataset @ v2
+ owner: username
+ timestamp: 2022-10-14T01:39:43.237-04:00
+ size: 331 bytes
+</code></pre><div class="admonition is-success"><header class="admonition-header">Tip: DataSets.jl</header><div class="admonition-body"><p>In JuliaHub jobs and Cloud IDEs you can also use the <a href="https://github.com/JuliaComputing/DataSets.jl">DataSets.jl</a> package to access and work with datasets. See the <a href="https://help.juliahub.com/juliahub/stable/tutorials/datasets_intro/">help.julialang.org section on datasets</a> for more information.</p></div></div><h2 id="Create,-update,-or-replace"><a class="docs-heading-anchor" href="#Create,-update,-or-replace">Create, update, or replace</a><a id="Create,-update,-or-replace-1"></a><a class="docs-heading-anchor-permalink" href="#Create,-update,-or-replace" title="Permalink"></a></h2><p>The <a href="../../reference/datasets/#JuliaHub.upload_dataset"><code>upload_dataset</code></a> function can be used to programmatically create new datasets on JuliaHub.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.upload_dataset(&quot;example-dataset&quot;, &quot;local-file&quot;)</code><code class="nohighlight hljs ansi" style="display:block;">Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+<span class="sgr1">Dataset:</span> example-dataset (Blob)
+ owner: username
+ description: An example dataset
+ versions: 2
+ size: 388 bytes
+ tags: tag1, tag2</code></pre><p>The type of the dataset (<code>Blob</code> or <code>BlobTree</code>) depends on whether the uploaded object is a file or a directory. A directory will be stored as a <code>BlobTree</code>-type dataset on JuliaHub.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.upload_dataset(&quot;example-blobtree&quot;, &quot;local-directory&quot;)</code><code class="nohighlight hljs ansi" style="display:block;">Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+<span class="sgr1">Dataset:</span> example-blobtree (BlobTree)
+ owner: username
+ description: An example dataset
+ versions: 1
+ size: 57 bytes
+ tags: tag1, tag2</code></pre><p>The <code>create</code>, <code>update</code>, and <code>replace</code> options control how <a href="../../reference/datasets/#JuliaHub.upload_dataset"><code>upload_dataset</code></a> behaves with respect to existing datasets. By default, the function only creates brand new datasets, and trying to upload a dataset that already exists will fail with an error.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.upload_dataset(&quot;example-dataset&quot;, &quot;local-file&quot;)</code><code class="nohighlight hljs ansi" style="display:block;">ERROR: InvalidRequestError: Dataset &#39;example-dataset&#39; for user &#39;username&#39; already exists, but update=false and replace=false.</code></pre><p>This behavior can be overridden by setting <code>update=true</code>, which will then upload a new version of a dataset if it already exists. This is useful for jobs and workflows that are meant to be re-run, updating the dataset each time they run.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.upload_dataset(&quot;example-dataset&quot;, &quot;local-file&quot;; update=true)</code><code class="nohighlight hljs ansi" style="display:block;">Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+<span class="sgr1">Dataset:</span> example-dataset (Blob)
+ owner: username
+ description: An example dataset
+ versions: 2
+ size: 388 bytes
+ tags: tag1, tag2</code></pre><p>The <code>replace=true</code> option can be used to erase earlier versions of a dataset. This will delete all information about the existing dataset and is a destructive, non-recoverable action. This may also lead to the dataset type being changed.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.upload_dataset(&quot;example-dataset&quot;, &quot;local-file&quot;; replace=true)</code><code class="nohighlight hljs ansi" style="display:block;">Transferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -
+Transferred:            1 / 1, 100%
+Elapsed time:         2.1s
+<span class="sgr1">Dataset:</span> example-dataset (Blob)
+ owner: username
+ description: An example dataset
+ versions: 2
+ size: 388 bytes
+ tags: tag1, tag2</code></pre><h2 id="Bulk-updates"><a class="docs-heading-anchor" href="#Bulk-updates">Bulk updates</a><a id="Bulk-updates-1"></a><a class="docs-heading-anchor-permalink" href="#Bulk-updates" title="Permalink"></a></h2><p>You can also use the package to perform bulk updates or deletions of datasets. The following example, adds a new tag to all the datasets where the name matches a particular pattern.</p><pre><code class="language-julia hljs"># Find all the datasets that have names that start with &#39;my-analysis-&#39;
+myanalysis_datasets = filter(
+    dataset -&gt; startswith(dataset.name, r&quot;my-analysis-.*&quot;),
+    JuliaHub.datasets()
+)
+# .. and now add a &#39;new-tag&#39; tag to each of them
+for dataset in myanalysis_datasets
+    @info &quot;Updating&quot; dataset
+    # Note: tags = ... overrides the whole list, so you need to manually retain
+    # old tags.
+    new_tags = [dataset.tags..., &quot;new-tag&quot;]
+    JuliaHub.update_dataset(dataset, tags = new_tags)
+end</code></pre><p>While this example shows the <a href="../../reference/datasets/#JuliaHub.update_dataset"><code>update_dataset</code></a>, for example, the <a href="../../reference/datasets/#JuliaHub.delete_dataset"><code>delete_dataset</code></a> function could be used in the same way.</p><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../authentication/">« Authentication</a><a class="docs-footer-nextpage" href="../jobs/">Jobs »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR64/guides/jobs/index.html b/previews/PR64/guides/jobs/index.html
new file mode 100644
index 000000000..9c94e85e7
--- /dev/null
+++ b/previews/PR64/guides/jobs/index.html
@@ -0,0 +1,120 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Jobs · JuliaHub.jl</title><meta name="title" content="Jobs · JuliaHub.jl"/><meta property="og:title" content="Jobs · JuliaHub.jl"/><meta property="twitter:title" content="Jobs · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/guides/jobs/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/guides/jobs/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/guides/jobs/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../authentication/">Authentication</a></li><li><a class="tocitem" href="../datasets/">Datasets</a></li><li class="is-active"><a class="tocitem" href>Jobs</a><ul class="internal"><li><a class="tocitem" href="#jobs-guide-batch"><span>Submitting batch jobs</span></a></li><li><a class="tocitem" href="#Query,-extend,-kill"><span>Query, extend, kill</span></a></li><li><a class="tocitem" href="#Waiting-on-jobs"><span>Waiting on jobs</span></a></li><li><a class="tocitem" href="#Accessing-job-outputs"><span>Accessing job outputs</span></a></li></ul></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../../reference/authentication/">Authentication</a></li><li><a class="tocitem" href="../../reference/job-submission/">Job submission</a></li><li><a class="tocitem" href="../../reference/jobs/">Jobs</a></li><li><a class="tocitem" href="../../reference/datasets/">Datasets</a></li><li><a class="tocitem" href="../../reference/exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Guides</a></li><li class="is-active"><a href>Jobs</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Jobs</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/guides/jobs.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Jobs"><a class="docs-heading-anchor" href="#Jobs">Jobs</a><a id="Jobs-1"></a><a class="docs-heading-anchor-permalink" href="#Jobs" title="Permalink"></a></h1><p>JuliaHub.jl can be used to both <a href="../../reference/job-submission/">submit new jobs</a>, and to <a href="../../reference/jobs/">inspect running or finished jobs</a>.</p><ul><li><a href="#jobs-guide-batch">Submitting batch jobs</a></li><li class="no-marker"><ul><li><a href="#jobs-batch-script">Script jobs</a></li><li><a href="#jobs-batch-appbundles">Appbundles</a></li><li><a href="#Examining-job-configuration">Examining job configuration</a></li></ul></li><li><a href="#Query,-extend,-kill">Query, extend, kill</a></li><li><a href="#Waiting-on-jobs">Waiting on jobs</a></li><li><a href="#Accessing-job-outputs">Accessing job outputs</a></li></ul><h2 id="jobs-guide-batch"><a class="docs-heading-anchor" href="#jobs-guide-batch">Submitting batch jobs</a><a id="jobs-guide-batch-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-guide-batch" title="Permalink"></a></h2><p>A common use case for this package is to programmatically submit Julia scripts as batch jobs to JuliaHub, to start non-interactive workloads. In a nutshell, these are Julia scripts, together with an optional Julia environment, that get executed on the allocated hardware.</p><p>The easiest way to start a batch job is to submit a <a href="#jobs-batch-script">single Julia script</a>, which can optionally also include a Julia environment with the job. However, for more complex jobs, with multiple inputs files etc., <a href="#jobs-batch-appbundles">appbundles</a> are likely more suitable.</p><h3 id="jobs-batch-script"><a class="docs-heading-anchor" href="#jobs-batch-script">Script jobs</a><a id="jobs-batch-script-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-batch-script" title="Permalink"></a></h3><p>The simplest job one can submit is a humble Julia script, together with an optional Julia environment (i.e. <code>Project.toml</code>, <code>Manifest.toml</code>, and/or <code>Artifacts.toml</code>). These jobs can be created with the <a href="../../reference/job-submission/#JuliaHub.@script_str"><code>JuliaHub.@script_str</code></a> string macro, for inline instantiation:</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.script&quot;&quot;&quot;
+    @warn &quot;Hello World!&quot;
+    &quot;&quot;&quot;,
+)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.Job</span>: jr-xf4tslavut (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files: 
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;</code></pre><p>Alternatively, they can be created with the <a href="../../reference/job-submission/#JuliaHub.script"><code>script</code></a> function, which can load the Julia code from a script file:</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.script(&quot;myscript.jl&quot;),
+)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.Job</span>: jr-xf4tslavut (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files: 
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;</code></pre><p>The string macro also picks up the currently running environment (i.e. <code>Project.toml</code>, <code>Manifest.toml</code>, and <code>Artifacts.toml</code> files), which then gets instantiated on JuliaHub when the script is started. If necessary, this can be disabled by appending the <code>noenv</code> suffix to the string macro.</p><pre><code class="language-julia hljs">JuliaHub.script&quot;&quot;&quot;
+@warn &quot;Hello World!&quot;
+&quot;&quot;&quot;noenv</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.BatchJob:</span>
+code = &quot;&quot;&quot;
+@warn &quot;Hello World!&quot;
+&quot;&quot;&quot;</code></pre><p>With the <a href="../../reference/job-submission/#JuliaHub.script"><code>script</code></a> function, you can also specify a path to directory containing the Julia package environment, if necessary.</p><p>If an environment is passed with the job, it gets instantiated on the JuliaHub node, and the script is run in that environment. As such, any packages that are not available in the package registries or added via public Git URLs will not work. If that is the case, <a href="#jobs-batch-appbundles">appbundles</a> can be used instead to submit jobs that include private or local dependencies.</p><h3 id="jobs-batch-appbundles"><a class="docs-heading-anchor" href="#jobs-batch-appbundles">Appbundles</a><a id="jobs-batch-appbundles-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-batch-appbundles" title="Permalink"></a></h3><p>A more advanced way of submitting a batch job is as an <em>appbundle</em>, which &quot;bundles up&quot; a whole directory and submits it together with the script. The Julia environment in the directory is also immediately added into the bundle.</p><p>An appbundle can be constructed with the <a href="../../reference/job-submission/#JuliaHub.appbundle"><code>appbundle</code></a> function, which takes as arguments the path to the directory to be bundled up, and a script <em>within that directory</em>. This is meant to be used for project directories where you have your Julia environment in the top level of the directory or repository.</p><p>For example, suppose you have a script at the top level of your project directory, then you can submit a bundle as follows:</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.appbundle(@__DIR__, &quot;script.jl&quot;),
+    ncpu = 4, memory = 16,
+)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.Job</span>: jr-xf4tslavut (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files: 
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;</code></pre><p>The bundler looks for a Julia environment (i.e. <code>Project.toml</code>, <code>Manifest.toml</code>, and/or <code>Artifacts.toml</code> files) at the root of the directory. If the environment does not exist (i.e. the files are missing), one is created. When the job starts on JuliaHub, this environment is instantiated.</p><p>A key feature of the appbundle is that development dependencies of the environment (i.e. packages added with <code>pkg&gt; develop</code> or <code>Pkg.develop()</code>) are also bundled up into the archive that gets submitted to JuliaHub (including any current, uncommitted changes). Registered packages are installed via the package manager via the standard environment instantiation, and their source code is not included in the bundle directly.</p><p>When the JuliaHub job starts, the working directory is set to the root of the unpacked appbundle directory. This should be kept in mind especially when launching a script that is not at the root itself, and trying to open other files from the appbundle in that script (e.g. with <code>open</code>). You can still use <code>@__DIR__</code> to load files relative to the script, and <code>include</code>s also work as expected (i.e. relative to the script file).</p><p>Finally, a <code>.juliabundleignore</code> file can be used to exclude certain directories, by adding the relevant <a href="https://en.wikipedia.org/wiki/Glob_(programming)">globs</a>, similar to how <code>.gitignore</code> files work. In addition, <code>.git</code> directories are also automatically excluded from the bundle.</p><h3 id="Examining-job-configuration"><a class="docs-heading-anchor" href="#Examining-job-configuration">Examining job configuration</a><a id="Examining-job-configuration-1"></a><a class="docs-heading-anchor-permalink" href="#Examining-job-configuration" title="Permalink"></a></h3><p>The <code>dryrun</code> option to <a href="../../reference/job-submission/#JuliaHub.submit_job"><code>submit_job</code></a> can be used to inspect the full job workload configuration that would be submitted to JuliaHub.</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.script&quot;&quot;&quot;
+    println(&quot;hello world&quot;)
+    &quot;&quot;&quot;,
+    ncpu = 4, memory = 8,
+    env = Dict(&quot;ARG&quot; =&gt; &quot;value&quot;),
+    dryrun = true
+)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.WorkloadConfig:</span>
+application:
+  <span class="sgr1">JuliaHub.BatchJob:</span>
+  code = &quot;&quot;&quot;
+  println(&quot;hello world&quot;)
+  &quot;&quot;&quot;
+  sha256(project_toml) = 93a83d60d4a9c6a3d1438259fd506929eaad296b7e112e886b305781b85cb85b
+  sha256(manifest_toml) = 69cdbbbf2d3df6f0f561ac94bef374ad21e04420ac0ff00170d6af71e59d4cf9
+compute:
+  <span class="sgr1">JuliaHub.ComputeConfig</span>
+   <span class="sgr1">Node: </span>3.5 GHz Intel Xeon Platinum 8375C
+   <span class="sgr1"> - GPU: </span>no
+   <span class="sgr1"> - vCores: </span>4
+   <span class="sgr1"> - Memory: </span>16 Gb
+   <span class="sgr1"> - Price: </span>0.33 $/hr
+   Process per node: true
+   Number of nodes: 1
+timelimit = 1 hour, 
+env: 
+  ARG: value</code></pre><h2 id="Query,-extend,-kill"><a class="docs-heading-anchor" href="#Query,-extend,-kill">Query, extend, kill</a><a id="Query,-extend,-kill-1"></a><a class="docs-heading-anchor-permalink" href="#Query,-extend,-kill" title="Permalink"></a></h2><p>The package has function that can be used to interact with running and past jobs. The <a href="../../reference/jobs/#JuliaHub.jobs"><code>jobs</code></a> function can be used to list jobs, returning an array of <a href="../../reference/jobs/#JuliaHub.Job"><code>Job</code></a> objects.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; js = JuliaHub.jobs(limit=3)</code><code class="nohighlight hljs ansi" style="display:block;">3-element Vector{JuliaHub.Job}:
+ JuliaHub.job(&quot;jr-eezd3arpcj&quot;)
+ JuliaHub.job(&quot;jr-novcmdtiz6&quot;)
+ JuliaHub.job(&quot;jr-3eka6z321p&quot;)</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; js[1]</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-eezd3arpcj (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files:
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;</code></pre><p>If you know the name of the job, you can also query the job directly with <a href="../../reference/jobs/#JuliaHub.job"><code>job</code></a>.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; job = JuliaHub.job(&quot;jr-eezd3arpcj&quot;)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-eezd3arpcj (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files:
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+  - outdir.tar.gz (result; 632143 bytes)
+ outputs: &quot;{\&quot;result_variable\&quot;: 1234, \&quot;another_result\&quot;: \&quot;value\&quot;}\n&quot;</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; job.status</code><code class="nohighlight hljs ansi" style="display:block;">&quot;Completed&quot;</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.isdone(job)</code><code class="nohighlight hljs ansi" style="display:block;">true</code></pre><p>Similarly, the <a href="../../reference/jobs/#JuliaHub.kill_job"><code>kill_job</code></a> function can be used to stop a running job, and the <a href="../../reference/jobs/#JuliaHub.extend_job"><code>extend_job</code></a> function can be used to extend the job&#39;s time limit.</p><h2 id="Waiting-on-jobs"><a class="docs-heading-anchor" href="#Waiting-on-jobs">Waiting on jobs</a><a id="Waiting-on-jobs-1"></a><a class="docs-heading-anchor-permalink" href="#Waiting-on-jobs" title="Permalink"></a></h2><p>A common pattern in a script is to submit one or more jobs, and then wait until the jobs complete, to then process their outputs. <a href="../../reference/jobs/#JuliaHub.isdone"><code>isdone</code></a> can be used to see if a job has completed.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; job = JuliaHub.job(&quot;jr-novcmdtiz6&quot;)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-novcmdtiz6 (Running)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files:
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.isdone(job)</code><code class="nohighlight hljs ansi" style="display:block;">false</code></pre><p>The <a href="../../reference/jobs/#JuliaHub.wait_job"><code>wait_job</code></a> function also provides a convenient way for a script to wait for a job to finish.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; job = JuliaHub.wait_job(&quot;jr-novcmdtiz6&quot;)</code><code class="nohighlight hljs ansi" style="display:block;"><span class="sgr1">JuliaHub.Job</span>: jr-novcmdtiz6 (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files:
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;</code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.isdone(job)</code><code class="nohighlight hljs ansi" style="display:block;">true</code></pre><h2 id="Accessing-job-outputs"><a class="docs-heading-anchor" href="#Accessing-job-outputs">Accessing job outputs</a><a id="Accessing-job-outputs-1"></a><a class="docs-heading-anchor-permalink" href="#Accessing-job-outputs" title="Permalink"></a></h2><p>There are two ways a JuliaHub job can store outputs that are directly related to a specific job<sup class="footnote-reference"><a id="citeref-1" href="#footnote-1">[1]</a></sup>:</p><ol><li>Small, simple outputs can be stored by setting the <code>ENV[&quot;RESULTS&quot;]</code> environment variable. Conventionally, this is often set to a JSON object, and will act as a dictionary of key value pairs.</li><li>Files or directories can be uploaded by setting the <code>ENV[&quot;RESULTS_FILE&quot;]</code> to a local file path on the job. Note that directories are combined into a single tarball when uploaded.</li></ol><p>The values set via the <code>RESULTS</code> environment variable can be accessed with the <code>.results</code> field of a <a href="../../reference/jobs/#JuliaHub.Job"><code>Job</code></a> object:</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; job.results</code><code class="nohighlight hljs ansi" style="display:block;">&quot;{\&quot;user_param\&quot;: 2, \&quot;output_value\&quot;: 4}\n&quot;</code></pre><p>As the <code>.results</code> string is often a JSON object, you can use the the <a href="https://github.com/JuliaIO/JSON.jl">JSON.jl</a> or <a href="https://github.com/quinnj/JSON3.jl">JSON3.jl</a> packages to easily parse it. For example</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; import JSON</code><code class="nohighlight hljs ansi" style="display:block;"></code><br/><code class="language-julia-repl hljs" style="display:block;">julia&gt; JSON.parse(job.results)</code><code class="nohighlight hljs ansi" style="display:block;">Dict{String, Any} with 2 entries:
+  &quot;user_param&quot;   =&gt; 2
+  &quot;output_value&quot; =&gt; 4</code></pre><p>When it comes to job result files, they can all be accessed via the <code>.files</code> field.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; job.files</code><code class="nohighlight hljs ansi" style="display:block;">4-element Vector{JuliaHub.JobFile}:
+ JuliaHub.job_file(JuliaHub.job(&quot;jr-novcmdtiz6&quot;), :input, &quot;code.jl&quot;)
+ JuliaHub.job_file(JuliaHub.job(&quot;jr-novcmdtiz6&quot;), :source, &quot;code.jl&quot;)
+ JuliaHub.job_file(JuliaHub.job(&quot;jr-novcmdtiz6&quot;), :project, &quot;Project.toml&quot;)
+ JuliaHub.job_file(JuliaHub.job(&quot;jr-novcmdtiz6&quot;), :project, &quot;Manifest.toml&quot;)</code></pre><p>The <a href="../../reference/jobs/#JuliaHub.job_files"><code>job_files</code></a> function can be used to filter down to specific file types.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; JuliaHub.job_files(job, :result)</code><code class="nohighlight hljs ansi" style="display:block;">JuliaHub.JobFile[]</code></pre><p>And if you know the name of the file, you can also use the <a href="../../reference/jobs/#JuliaHub.job_files"><code>job_files</code></a> to get the specific <a href="../../reference/jobs/#JuliaHub.JobFile"><code>JobFile</code></a> object for a particular file directly.</p><pre><code class="language-julia-repl hljs" style="display:block;">julia&gt; jobfile = JuliaHub.job_file(job, :result, &quot;outdir.tar.gz&quot;)</code><code class="nohighlight hljs ansi" style="display:block;"></code></pre><p>To actually fetch the contents of a file, you can use the <a href="../../reference/jobs/#JuliaHub.download_job_file"><code>download_job_file</code></a> function on the <a href="../../reference/jobs/#JuliaHub.JobFile"><code>JobFile</code></a> objects.</p><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script><section class="footnotes is-size-7"><ul><li class="footnote" id="footnote-1"><a class="tag is-link" href="#citeref-1">1</a>You can also e.g. <a href="../../reference/datasets/#datasets">upload datasets</a> etc. But in that case the resulting data is not, strictly speaking, related to a specific job.</li></ul></section></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../datasets/">« Datasets</a><a class="docs-footer-nextpage" href="../../reference/authentication/">Authentication »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · JuliaHub.jl</title><meta name="title" content="Home · JuliaHub.jl"/><meta property="og:title" content="Home · JuliaHub.jl"/><meta property="twitter:title" content="Home · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="JuliaHub.jl"><a class="docs-heading-anchor" href="#JuliaHub.jl">JuliaHub.jl</a><a id="JuliaHub.jl-1"></a><a class="docs-heading-anchor-permalink" href="#JuliaHub.jl" title="Permalink"></a></h1><p>The <a href="https://github.com/JuliaComputing/JuliaHub.jl">JuliaHub.jl</a> package offers a programmatic Julia interface to the <a href="https://juliahub.com">JuliaHub platform</a>.</p><p>With JuliaHub.jl you can do things such as start JuliaHub jobs, access job outputs, and manage your datasets, programmatically, directly in the REPL or in your Julia script. It can also be used in JuliaHub jobs to interact with the platform (to upload datasets, for example).</p><p>If you are unfamiliar with JuliaHub.jl, you may want to start out by reading through the <a href="getting-started/#getting-started">package&#39;s Getting Started tutorial</a>. If you want to know in detail how to programmatically work with a particular JuliaHub feature, you may want to skim through the applicable how-to guide:</p><ul><li><a href="guides/authentication/#guide-authentication">Authentication</a></li><li><a href="guides/datasets/#guide-datasets">Datasets</a></li><li><a href="guides/jobs/#Jobs">Jobs</a></li></ul><p>Finally, detailed explanations and API references of JuliaHub.jl features and functions are available in the reference section of the manual:</p><ul><li><a href="reference/authentication/#authentication">Authentication</a></li><li><a href="reference/job-submission/#job-submission">Job submission</a></li><li><a href="reference/jobs/#job-apis">Jobs</a></li><li><a href="reference/datasets/#datasets">Datasets</a></li><li><a href="reference/exceptions/#Exceptions">Exceptions</a></li></ul><div class="admonition is-success"><header class="admonition-header">JuliaHub platform documentation</header><div class="admonition-body"><p>The documentation here focuses on working with the JuliaHub.jl Julia library. See the <a href="https://help.juliahub.com/juliahub/stable/">main JuliaHub documentation</a> to learn more about the JuliaHub platform, and see product (e.g. JuliaSim) documentation for product-specific questions.</p></div></div><div class="admonition is-info"><header class="admonition-header">Enterprise use</header><div class="admonition-body"><p>JuliaHub.jl works with both <a href="https://juliahub.com">juliahub.com</a> and private enterprise instances. For enterprise users: the instance URL can be passed to the <a href="reference/authentication/#JuliaHub.authenticate"><code>authenticate</code></a> function either directly via an argument, or via the <code>JULIA_PKG_SERVER</code> environment variable.</p></div></div><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
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diff --git a/previews/PR64/internal/index.html b/previews/PR64/internal/index.html
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Internal · JuliaHub.jl</title><meta name="title" content="Internal · JuliaHub.jl"/><meta property="og:title" content="Internal · JuliaHub.jl"/><meta property="twitter:title" content="Internal · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/internal/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/internal/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/internal/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" 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href="../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../reference/authentication/">Authentication</a></li><li><a class="tocitem" href="../reference/job-submission/">Job submission</a></li><li><a class="tocitem" href="../reference/jobs/">Jobs</a></li><li><a class="tocitem" href="../reference/datasets/">Datasets</a></li><li><a class="tocitem" href="../reference/exceptions/">Exceptions</a></li></ul></li><li class="is-active"><a class="tocitem" href>Internal</a><ul class="internal"><li><a class="tocitem" href="#_PackageBundler"><span>_PackageBundler</span></a></li><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Internal</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Internal</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/internal.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Internal"><a class="docs-heading-anchor" href="#Internal">Internal</a><a id="Internal-1"></a><a class="docs-heading-anchor-permalink" href="#Internal" title="Permalink"></a></h1><h2 id="_PackageBundler"><a class="docs-heading-anchor" href="#_PackageBundler">_PackageBundler</a><a id="_PackageBundler-1"></a><a class="docs-heading-anchor-permalink" href="#_PackageBundler" title="Permalink"></a></h2><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub._PackageBundler.bundle" href="#JuliaHub._PackageBundler.bundle"><code>JuliaHub._PackageBundler.bundle</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">bundle(dir; output = &quot;&quot;,  force=false, allownoenv=false, verbose = true) -&gt; String</code></pre><p>Creates a <code>.tar</code> file with the contents of <code>dir</code> as well as any packages that are either tracked by path (developed) outside <code>dir</code> or packages that are not tracked by the PkgServer. Artifacts are also bundled. The bundled packages and artifacts go into a <code>.bundled/depot</code> directory and is set up like a depot and can thus be made available by adding it to <code>DEPOT_PATH</code>.</p><p><code>.git</code> and <a href="https://en.wikipedia.org/wiki/Glob_(programming)">globs</a> listed in <code>.juliabundleignore</code> are excluded form the bundle.</p><p>Returns the hex-encoded SHA256 of the <code>Manifest.toml</code> file that is packed into the appbundle. The return value is used when requesting a sysimage build, in which case we have to pass the manifest&#39;s hash with the submit request.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/PackageBundler/PackageBundler.jl#L47-L63">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub._PackageBundler.path_filterer" href="#JuliaHub._PackageBundler.path_filterer"><code>JuliaHub._PackageBundler.path_filterer</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">path_filterer(top)</code></pre><p>Returns a function that takes a file or directory path and checks whether that is excluded by the nearest <code>.juliabundleignore</code> file. The function will also ignore any <code>.git</code> files and directories.</p><p>The <code>top</code> argument specifies the highest directory up the tree that will be searched for the <code>.juliabundleignore</code> file.</p><p>The function will return <code>false</code> for any excluded files and <code>true</code> otherwise, and can be used as a predicate for filtering files that should be bundled.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/PackageBundler/utils.jl#L99-L110">source</a></section></article><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="#JuliaHub._PackageBundler.bundle"><code>JuliaHub._PackageBundler.bundle</code></a></li><li><a href="#JuliaHub._PackageBundler.path_filterer"><code>JuliaHub._PackageBundler.path_filterer</code></a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
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+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../reference/exceptions/">« Exceptions</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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diff --git a/previews/PR64/reference/authentication/index.html b/previews/PR64/reference/authentication/index.html
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Authentication · JuliaHub.jl</title><meta name="title" content="Authentication · JuliaHub.jl"/><meta property="og:title" content="Authentication · JuliaHub.jl"/><meta property="twitter:title" content="Authentication · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/reference/authentication/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/reference/authentication/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/reference/authentication/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../guides/authentication/">Authentication</a></li><li><a class="tocitem" href="../../guides/datasets/">Datasets</a></li><li><a class="tocitem" href="../../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li class="is-active"><a class="tocitem" href>Authentication</a><ul class="internal"><li><a class="tocitem" href="#Token-expiration-and-refresh-tokens"><span>Token expiration and refresh tokens</span></a></li><li><a class="tocitem" href="#Reference"><span>Reference</span></a></li><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li><li><a class="tocitem" href="../job-submission/">Job submission</a></li><li><a class="tocitem" href="../jobs/">Jobs</a></li><li><a class="tocitem" href="../datasets/">Datasets</a></li><li><a class="tocitem" href="../exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Reference</a></li><li class="is-active"><a href>Authentication</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Authentication</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/reference/authentication.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="authentication"><a class="docs-heading-anchor" href="#authentication">Authentication</a><a id="authentication-1"></a><a class="docs-heading-anchor-permalink" href="#authentication" title="Permalink"></a></h1><p>In order to talk to a JuliaHub instance, you need to have a valid authentication token. JuliaHub reuses the Julia&#39;s built-in package server authentication tokens for this purpose. By default, the authentication uses the <code>JULIA_PKG_SERVER</code> environment variable to determine which JuliaHub instance to connect to, but this can be overridden by passing an argument to <a href="#JuliaHub.authenticate"><code>authenticate</code></a>.</p><p>The <a href="#JuliaHub.authenticate"><code>authenticate</code></a> function can be used to construct a token. If a valid token is available in <code>~/.julia/servers</code>, it gets reused. Otherwise, a browser window is opened, starting an interactive authentication procedure.</p><p>All the functions that require authentication accept an <code>auth</code> keyword argument. However, JuliaHub.jl also stores the authentication token from the last <a href="#JuliaHub.authenticate"><code>authenticate</code></a> call in a global variable and automatically uses that if <code>auth</code> is not provided, and also tries to authenticate automatically. The current global authentication object can be accessed via the <a href="#JuliaHub.current_authentication"><code>current_authentication()</code></a> function.</p><p>See also: <a href="../../guides/authentication/">authentication guide</a>, <a href="https://help.juliahub.com/juliahub/stable/ref/#authentication&gt;">authentication section on <code>help.juliahub.com</code></a>, <a href="https://github.com/JuliaComputing/PkgAuthentication.jl/">PkgAuthentication</a>.</p><h2 id="Token-expiration-and-refresh-tokens"><a class="docs-heading-anchor" href="#Token-expiration-and-refresh-tokens">Token expiration and refresh tokens</a><a id="Token-expiration-and-refresh-tokens-1"></a><a class="docs-heading-anchor-permalink" href="#Token-expiration-and-refresh-tokens" title="Permalink"></a></h2><p>By default, JuliaHub access tokens expire in 24 hours. However, the tokens usually also have a refresh token, which is valid for 30 days. If the access token has expired, but there is a valid refresh token available, <a href="#JuliaHub.authenticate"><code>authenticate</code></a> will automatically try to use that, to re-acquire an access token without starting an interactive authentication.</p><p>In JuliaHub job and cloud IDE environments, the authentication token on disk will be continuously kept up to date. The <a href="#JuliaHub.reauthenticate!"><code>reauthenticate!</code></a> function can be used to reload the token from disk.</p><h2 id="Reference"><a class="docs-heading-anchor" href="#Reference">Reference</a><a id="Reference-1"></a><a class="docs-heading-anchor-permalink" href="#Reference" title="Permalink"></a></h2><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.authenticate" href="#JuliaHub.authenticate"><code>JuliaHub.authenticate</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.authenticate(server = Pkg.pkg_server(); force::Bool = false, maxcount::Integer = 3, [hook::Base.Callable])</code></pre><p>Authenticates with a JuliaHub server. If a valid authentication token does not exist in the Julia depot, a new token is acquired via an interactive browser based prompt. Returns an <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object if the authentication was successful, or throws an <a href="../exceptions/#JuliaHub.AuthenticationError"><code>AuthenticationError</code></a> if authentication fails.</p><p>The interactive prompts tries to authenticate for a maximum of <code>maxcount</code> times. If <code>force</code> is set to <code>true</code>, an existing authentication token is first deleted. This can be useful when the existing authentication token is causing the authentication to fail.</p><p><strong>Extended help</strong></p><p>By default, it attemps to connect to the currently configured Julia package server URL (configured e.g. via the <code>JULIA_PKG_SERVER</code> environment variable). However, this can be overridden by passing the <code>server</code> argument.</p><p><code>hook</code> can be set to a function taking a single string-type argument, and will be passed the authorization URL the user should interact with in the browser. This can be used to override the default behavior coming from <a href="https://github.com/JuliaComputing/PkgAuthentication.jl">PkgAuthentication</a>.</p><p>The returned <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object is also cached globally (overwriting any previously cached authentications), making it unnecessary to pass the returned object manually to other function calls. This is useful for interactive use, but should not be used in library code, as different authentication calls may clash.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/authentication.jl#L159-L185">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.Authentication" href="#JuliaHub.Authentication"><code>JuliaHub.Authentication</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">mutable struct Authentication</code></pre><p>Authentication object constructed by the <a href="#JuliaHub.authenticate"><code>authenticate</code></a> function that can be passed to the various JuliaHub.jl function via the <code>auth</code> keyword argument.</p><p>Objects have the following properties:</p><ul><li><code>server :: URIs.URI</code>: URL of the JuliaHub instance this authentication token applies to.</li><li><code>username :: String</code>: user&#39;s JuliaHub username (used for e.g. to namespace datasets)</li><li><code>token :: JuliaHub.Secret</code>: a <a href="#JuliaHub.Secret"><code>Secret</code></a> object storing the JuliaHub authentication token</li></ul><p>Note that the object is mutable, and hence will be shared as it is passed around. And at the same time, functions such as <a href="#JuliaHub.reauthenticate!"><code>reauthenticate!</code></a> may modify the object.</p><p>See also: <a href="#JuliaHub.authenticate"><code>authenticate</code></a>, <a href="#JuliaHub.reauthenticate!"><code>reauthenticate!</code></a>, <a href="#JuliaHub.current_authentication"><code>current_authentication</code></a>.</p><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/authentication.jl#L18-L36">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.current_authentication" href="#JuliaHub.current_authentication"><code>JuliaHub.current_authentication</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.current_authentication() -&gt; Union{Authentication, Nothing}</code></pre><p>Returns the current globally active <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object, or <code>nothing</code> if <a href="#JuliaHub.authenticate"><code>authenticate</code></a> has not yet been called.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.current_authentication()
+JuliaHub.Authentication(&quot;https://juliahub.com&quot;, &quot;username&quot;, *****)</code></pre><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Calling this function will not initialize authentication.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/authentication.jl#L119-L133">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.check_authentication" href="#JuliaHub.check_authentication"><code>JuliaHub.check_authentication</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.check_authentication(; [auth::Authentication]) -&gt; Bool</code></pre><p>Checks if the authentication to a JuliaHub instance is still valid or not.</p><p>This can be used to periodically check an authentication token, to see if it is necessary to re-authenticate.</p><p>See also: <a href="#JuliaHub.reauthenticate!"><code>reauthenticate!</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/authentication.jl#L345-L354">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.reauthenticate!" href="#JuliaHub.reauthenticate!"><code>JuliaHub.reauthenticate!</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.reauthenticate!([auth::Authentication]; force::Bool = false, maxcount::Integer = 3, [hook::Base.Callable])</code></pre><p>Attempts to update the authentication token in <code>auth</code>:</p><ul><li>If the original <code>auth.toml</code> file has been updated, it simply reloads the token from the file.</li><li>If loading from <code>auth.toml</code> fails or <code>force=true</code>, it will attempt to re-authenticate with the server, possibly interactively.</li></ul><p>If <code>auth</code> is omitted, it will reauthenticate the global <a href="../../getting-started/#Authentication"><code>Authentication</code></a> object. The <code>force</code>, <code>maxcount</code> and <code>hook</code> are relevant for interactive authentication, and behave the same way as in the <a href="#JuliaHub.authenticate"><code>authenticate</code></a> function.</p><p>This is mostly meant to be used to re-acquire authentication tokens in long-running sessions, where the initial authentication token may have expired.</p><p>As <a href="../../getting-started/#Authentication"><code>Authentication</code></a> objects are mutable, the token will be updated in all contexts where the reference to the <a href="../../getting-started/#Authentication"><code>Authentication</code></a> has been passed to.</p><p>See also: <a href="#JuliaHub.authenticate"><code>authenticate</code></a>, <a href="#JuliaHub.current_authentication"><code>current_authentication</code></a>, <a href="../../getting-started/#Authentication"><code>Authentication</code></a>, <a href="#JuliaHub.check_authentication"><code>check_authentication</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/authentication.jl#L369-L390">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.Secret" href="#JuliaHub.Secret"><code>JuliaHub.Secret</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">mutable struct Secret</code></pre><p>A helper type for storing secrets. Internally it is a covenience wrapper around <code>Base.SecretBuffer</code>. Predominantly used in <a href="../../getting-started/#Authentication"><code>Authentication</code></a> objects to store the JuliaHub authentication token.</p><p>The <code>String(::Secret)</code> function can be used to obtain an unsecure string copy of the secret stored in the object.</p><pre><code class="language-julia-repl hljs">julia&gt; s = JuliaHub.Secret(&quot;secret-string&quot;)
+JuliaHub.Secret(&quot;*******&quot;)
+
+julia&gt; String(s)
+&quot;secret-string&quot;</code></pre><p><strong>Constructors</strong></p><pre><code class="language-julia hljs">Secret(::AbstractString)
+Secret(::Vector{UInt8})</code></pre><p>Create a <code>Secret</code> object from the input strings.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L179-L205">source</a></section></article><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="#JuliaHub.Authentication"><code>JuliaHub.Authentication</code></a></li><li><a href="#JuliaHub.Secret"><code>JuliaHub.Secret</code></a></li><li><a href="#JuliaHub.authenticate"><code>JuliaHub.authenticate</code></a></li><li><a href="#JuliaHub.check_authentication"><code>JuliaHub.check_authentication</code></a></li><li><a href="#JuliaHub.current_authentication"><code>JuliaHub.current_authentication</code></a></li><li><a href="#JuliaHub.reauthenticate!"><code>JuliaHub.reauthenticate!</code></a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../guides/jobs/">« Jobs</a><a class="docs-footer-nextpage" href="../job-submission/">Job submission »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Datasets · JuliaHub.jl</title><meta name="title" content="Datasets · JuliaHub.jl"/><meta property="og:title" content="Datasets · JuliaHub.jl"/><meta property="twitter:title" content="Datasets · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/reference/datasets/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/reference/datasets/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/reference/datasets/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../guides/authentication/">Authentication</a></li><li><a class="tocitem" href="../../guides/datasets/">Datasets</a></li><li><a class="tocitem" href="../../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../authentication/">Authentication</a></li><li><a class="tocitem" href="../job-submission/">Job submission</a></li><li><a class="tocitem" href="../jobs/">Jobs</a></li><li class="is-active"><a class="tocitem" href>Datasets</a><ul class="internal"><li><a class="tocitem" href="#Dataset-types"><span>Dataset types</span></a></li><li><a class="tocitem" href="#Dataset-versions"><span>Dataset versions</span></a></li><li><a class="tocitem" href="#Reference"><span>Reference</span></a></li><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li><li><a class="tocitem" href="../exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Reference</a></li><li class="is-active"><a href>Datasets</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Datasets</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/reference/datasets.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="datasets"><a class="docs-heading-anchor" href="#datasets">Datasets</a><a id="datasets-1"></a><a class="docs-heading-anchor-permalink" href="#datasets" title="Permalink"></a></h1><p>These APIs allow you to create, read, update, and delete datasets owned by <a href="../authentication/#authentication">the currently authenticated user</a>.</p><ul><li>You can use <a href="#datasets"><code>datasets</code></a>, <a href="#JuliaHub.dataset"><code>dataset</code></a>, and <a href="#JuliaHub.download_dataset"><code>download_dataset</code></a> to access datasets or their metadata.</li><li><a href="#JuliaHub.upload_dataset"><code>upload_dataset</code></a>, <a href="#JuliaHub.update_dataset"><code>update_dataset</code></a>, and <a href="#JuliaHub.delete_dataset"><code>delete_dataset</code></a> can be used to create, update, or delete datasets.</li></ul><p>See also: <a href="https://help.juliahub.com/juliahub/stable/tutorials/datasets_intro/">help.julialang.org</a> on datasets, <a href="https://github.com/JuliaComputing/DataSets.jl">DataSets.jl</a>.</p><h2 id="Dataset-types"><a class="docs-heading-anchor" href="#Dataset-types">Dataset types</a><a id="Dataset-types-1"></a><a class="docs-heading-anchor-permalink" href="#Dataset-types" title="Permalink"></a></h2><p>JuliaHub currently has two distinct types of datasets:</p><ol><li><code>Blob</code>: a single file; or, more abstractly, a collection of bytes</li><li><code>BlobTree</code>: a directory or a file; more abstractly a tree-like collection of <code>Blob</code>s, indexed by file system paths</li></ol><p>These types mirror the concepts in <a href="https://github.com/JuliaComputing/DataSets.jl">DataSets.jl</a></p><p>JuliaHub.jl APIs do not rely that much on the dataset type for anything, except when downloading or uploading. In that case, a local file always corresponds to a <code>Blob</code>, and a local directory corresponds to a <code>BlobTree</code>. For example, when trying to upload a file as a new version of a <code>BlobTree</code>-type dataset will fail, because the dataset type can not change.</p><p>The <a href="#JuliaHub.upload_dataset"><code>upload_dataset</code></a> function uses information filesystem to determine whether the created dataset is a <code>Blob</code> or a <code>BlobTree</code>, and similarly <a href="#JuliaHub.download_dataset"><code>download_dataset</code></a> will always download a <code>Blob</code> into a file, and a <code>BlobTree</code> as a directory.</p><h2 id="Dataset-versions"><a class="docs-heading-anchor" href="#Dataset-versions">Dataset versions</a><a id="Dataset-versions-1"></a><a class="docs-heading-anchor-permalink" href="#Dataset-versions" title="Permalink"></a></h2><p>A JuliaHub dataset can have zero or more versions. A newly created dataset <em>usually</em> has at least one version, but it may have zero versions if, for example, the upload did not finish. The versions are indexed with a linear list of integers starting from <code>1</code>.</p><h2 id="Reference"><a class="docs-heading-anchor" href="#Reference">Reference</a><a id="Reference-1"></a><a class="docs-heading-anchor-permalink" href="#Reference" title="Permalink"></a></h2><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.Dataset" href="#JuliaHub.Dataset"><code>JuliaHub.Dataset</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct Dataset</code></pre><p>Information about a dataset stored on JuliaHub, and the following fields are considered to be public API:</p><ul><li><code>uuid :: UUID</code>: dataset UUID</li><li><code>owner :: String</code>: username of the dataset owner</li><li><code>name :: String</code>: dataset name</li><li><code>dtype :: String</code>: generally either <code>Blob</code> or <code>BlobTree</code>, but additional values may be added in the future</li><li><code>versions :: Vector{DatasetVersion}</code>: an ordered list of <a href="#JuliaHub.DatasetVersion"><code>DatasetVersion</code></a> objects, one for each dataset version, sorted from oldest to latest (i.e. you can use <code>last</code> to get the newest version).</li><li><code>size :: Int</code>: total size of the whole dataset (including all the dataset versions) in bytes</li><li>Fields to access user-provided dataset metadata:<ul><li><code>description :: String</code>: dataset description</li><li><code>tags :: Vector{String}</code>: a list of tags</li></ul></li></ul><div class="admonition is-info"><header class="admonition-header">Canonical fully qualified dataset name</header><div class="admonition-body"><p>In some contexts, like when accessing JuliaHub datasets with DataSets.jl, the <code>.owner</code>-<code>.name</code> tuple constitutes the fully qualifed dataset name, uniquely identifying a dataset on a JuliaHub instance. I.e. for a dataset object <code>dataset</code>, it can be constructed as <code>&quot;$(dataset.owner)/$(dataset.name)&quot;</code>.</p></div></div><div class="admonition is-warning"><header class="admonition-header">Non-dynamic dataset objects</header><div class="admonition-body"><p><a href="#JuliaHub.Dataset"><code>Dataset</code></a> objects represents the dataset metadata when the Julia object was created (e.g. with <a href="#JuliaHub.dataset"><code>dataset</code></a>), and are not automatically kept up to date. To refresh the dataset metadata, you can pass the existing <a href="#JuliaHub.Dataset"><code>Dataset</code></a> to <a href="#JuliaHub.dataset"><code>JuliaHub.dataset</code></a>.</p></div></div><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L73-L99">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.DatasetVersion" href="#JuliaHub.DatasetVersion"><code>JuliaHub.DatasetVersion</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct DatasetVersion</code></pre><p>Represents one version of a dataset.</p><p>Objects have the following properties:</p><ul><li><code>.id</code>: unique dataset version identifier (used e.g. in <a href="#JuliaHub.download_dataset"><code>download_dataset</code></a> to identify the dataset version).</li><li><code>.size :: Int</code>: size of the dataset version in bytes</li><li><code>.timestamp :: ZonedDateTime</code>: dataset version timestamp</li></ul><pre><code class="nohighlight hljs">julia&gt; JuliaHub.datasets()</code></pre><p>See also: <a href="#JuliaHub.Dataset"><code>Dataset</code></a>, <a href="#datasets"><code>datasets</code></a>, <a href="#JuliaHub.dataset"><code>dataset</code></a>.</p><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L16-L35">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.datasets" href="#JuliaHub.datasets"><code>JuliaHub.datasets</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.datasets([username::AbstractString]; shared::Bool=false, [auth::Authentication]) -&gt; Vector{Dataset}</code></pre><p>List all datasets owned by <code>username</code>, returning a list of <a href="#JuliaHub.Dataset"><code>Dataset</code></a> objects.</p><p>If <code>username</code> is omitted, it returns the datasets owned by the currently authenticated user. If <code>username</code> is different from the currently authenticated user, it only returns the datasets that are readable to (i.e. somehow shared with) the currently authenticated user.</p><p>If <code>shared = true</code>, it also returns datasets that belong to other users that have that have been shared with the currently authenticated user. In this case, <code>username</code> is effectively ignored.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.datasets()
+2-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;example-dataset&quot;))
+ JuliaHub.dataset((&quot;username&quot;, &quot;blobtree/example&quot;))
+
+julia&gt; JuliaHub.datasets(shared=true)
+3-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;example-dataset&quot;))
+ JuliaHub.dataset((&quot;anotheruser&quot;, &quot;publicdataset&quot;))
+ JuliaHub.dataset((&quot;username&quot;, &quot;blobtree/example&quot;))
+
+julia&gt; JuliaHub.datasets(&quot;anotheruser&quot;)
+1-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;anotheruser&quot;, &quot;publicdataset&quot;))</code></pre><div class="admonition is-warning"><header class="admonition-header">Non-dynamic dataset objects</header><div class="admonition-body"><p><a href="#JuliaHub.Dataset"><code>Dataset</code></a> objects represents the dataset metadata when the Julia object was created (e.g. with <a href="#JuliaHub.dataset"><code>dataset</code></a>), and are not automatically kept up to date. To refresh the dataset metadata, you can pass the existing <a href="#JuliaHub.Dataset"><code>Dataset</code></a> to <a href="#JuliaHub.dataset"><code>JuliaHub.dataset</code></a>.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L276-L306">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.DatasetReference" href="#JuliaHub.DatasetReference"><code>JuliaHub.DatasetReference</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">const DatasetReference :: Type</code></pre><p>Type constraint on the first argument of most of the datasets-related functions, that is used to uniquely specify the dataset that the operation will affect.</p><p>There are three different objects that can be passed as a dataset reference (<code>dsref::DatasetReference</code>):</p><ul><li><pre><code class="language-julia hljs">(owner::AbstractString, dataset_name::AbstractString)::Tuple{AbstractString,AbstractString}</code></pre><p>A tuple of the owner&#39;s username and the dataset&#39;s name.</p></li><li><pre><code class="nohighlight hljs">dataset_name::AbstractString</code></pre><p>Just a string with the dataset name; in this case the dataset&#39;s owner will be assumed to be the currently authenticated user (with the username determined from the <a href="../../getting-started/#Authentication"><code>Authentication</code></a> objects passed via the <code>auth</code> keyword).</p></li><li><pre><code class="nohighlight hljs">dataset::Dataset</code></pre><p>Uses the owner and dataset name information from a <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object.</p></li></ul><div class="admonition is-warning"><header class="admonition-header">No UUID mismatch checks</header><div class="admonition-body"><p>When using the third option (i.e. passing a <code>Dataset</code>), the dataset UUID will <em>not</em> be checked. So if the dataset with the same owner and username has been deleted and re-created as a new dataset (potentially of a different <code>dtype</code> etc), the functions will then act on the new dataset.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L175-L208">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.dataset" href="#JuliaHub.dataset"><code>JuliaHub.dataset</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.dataset(dataset::DatasetReference; throw::Bool=true, [auth::Authentication]) -&gt; Dataset</code></pre><p>Looks up a dataset based on the <a href="#JuliaHub.DatasetReference">dataset reference <code>dataset</code></a>. Returns the <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object corresponding to <code>dataset_name</code>, or throws a <a href="../exceptions/#JuliaHub.InvalidRequestError"><code>InvalidRequestError</code></a> if the dataset can not be found (if <code>throw=false</code> is passed, returns <code>nothing</code> instead).</p><p>By passing a <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object as <code>dataset</code>, this can be used to update the <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object.</p><pre><code class="language-julia-repl hljs">julia&gt; dataset = JuliaHub.dataset(&quot;example-dataset&quot;)
+Dataset: example-dataset (Blob)
+ owner: username
+ description: An example dataset
+ versions: 2
+ size: 388 bytes
+ tags: tag1, tag2
+
+julia&gt; JuliaHub.dataset(dataset)
+Dataset: example-dataset (Blob)
+ owner: username
+ description: An example dataset
+ versions: 2
+ size: 388 bytes
+ tags: tag1, tag2</code></pre><p>If the specifed username is not the currently authenticated user, the dataset must be shared with the currently authenticated user (i.e. contained in <a href="#datasets"><code>datasets(; shared=true)</code></a>).</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>This will call <a href="#datasets"><code>datasets</code></a> every time, which might become a problem if you are processing a large number of datasets. In that case, you should call <a href="#datasets"><code>datasets</code></a> and process the returned list yourself.</p></div></div><div class="admonition is-warning"><header class="admonition-header">Non-dynamic dataset objects</header><div class="admonition-body"><p><a href="#JuliaHub.Dataset"><code>Dataset</code></a> objects represents the dataset metadata when the Julia object was created (e.g. with <a href="#JuliaHub.dataset"><code>dataset</code></a>), and are not automatically kept up to date. To refresh the dataset metadata, you can pass the existing <a href="#JuliaHub.Dataset"><code>Dataset</code></a> to <a href="#JuliaHub.dataset"><code>JuliaHub.dataset</code></a>.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L365-L403">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.download_dataset" href="#JuliaHub.download_dataset"><code>JuliaHub.download_dataset</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">download_dataset(
+    dataset::DatasetReference, local_path::AbstractString;
+    replace::Bool = false, [version::Integer],
+    [quiet::Bool = false], [auth::Authentication]
+) -&gt; String</code></pre><p>Downloads the dataset specified by the <a href="#JuliaHub.DatasetReference">dataset reference <code>dataset</code></a> to <code>local_path</code> (which must not exist, unless <code>replace = true</code>), returning the absolute path to the downloaded file or directory. If the dataset is a <code>Blob</code>, then the created <code>local_path</code> will be a file, and if the dataset is a <code>BlobTree</code> the <code>local_path</code> will be a directory.</p><p>By default, it downloads the latest version, but an older version can be downloaded by specifying the <code>version</code> keyword argument. Caution: you should never assume that the index of the <code>.versions</code> property of <a href="#JuliaHub.Dataset"><code>Dataset</code></a> matches the version number – always explicitly use the <code>.id</code> propert of the <a href="#JuliaHub.DatasetVersion"><code>DatasetVersion</code></a> object.</p><p>The function also prints download progress to standard output. This can be disabled by setting <code>quiet=true</code>. Any error output from the download is still printed.</p><div class="admonition is-warning"><header class="admonition-header">Warning</header><div class="admonition-body"><p>Setting <code>replace = true</code> will recursively erase any existing data at <code>local_path</code> before replacing it with the dataset contents.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L806-L830">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.upload_dataset" href="#JuliaHub.upload_dataset"><code>JuliaHub.upload_dataset</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.upload_dataset(dataset::DatasetReference, local_path; [auth,] kwargs...) -&gt; Dataset</code></pre><p>Uploads a new dataset or a new version of an existing dataset, with the dataset specified by the <a href="#JuliaHub.DatasetReference">dataset reference <code>dataset</code></a>. The dataset type is determined from the local path (<code>Blob</code> if a file, <code>BlobTree</code> if a directory). If a <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object is passed, it attempts to update that dataset. Returns an updated <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object.</p><p>The following keyword arguments can be used to control the exact behavior of the function:</p><ul><li><code>create :: Bool</code> (default: <code>true</code>): Create the dataset, if it already does not exist.</li><li><code>update :: Bool</code> (default: <code>false</code>): Upload the data as a new dataset version, if the dataset exists.</li><li><code>replace :: Bool</code> (default: <code>false</code>): If a dataset exists, delete all existing data and create a new dataset with the same name instead. Excludes <code>update = true</code>, and only creates a completely new dataset if <code>create=true</code> as well.</li></ul><p>In addition, the following keyword arguments can be passed to set or updated the dataset metadata when uploading:</p><ul><li><code>description</code>: description of the dataset (a string)</li><li><code>tags</code>: an iterable of strings of all the tags of the dataset</li><li><code>visibility</code>: a string with possible values <code>public</code> or <code>private</code></li><li><code>license</code>: a valid SPDX license identifier, or a tuple <code>(:fulltext, license_text)</code>, where <code>license_text</code> is the full text string of a custom license</li><li><code>groups</code>: an iterable of valid group names</li></ul><p>If a dataset already exists, then these fields are updated as if <a href="#JuliaHub.update_dataset"><code>update_dataset</code></a> was called.</p><p>The function will throw an <code>ArgumentError</code> for invalid argument combinations.</p><p>Use the <code>progress</code> keyword argument to suppress upload progress from being printed.</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Presently, it is only possible to upload datasets for the currently authenticated user.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L473-L502">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.update_dataset" href="#JuliaHub.update_dataset"><code>JuliaHub.update_dataset</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.update_dataset(dataset::DatasetReference; kwargs..., [auth]) -&gt; Dataset</code></pre><p>Updates the metadata of the dataset specified by the <a href="#JuliaHub.DatasetReference">dataset reference <code>dataset</code></a>, as according to the keyword arguments keyword arguments. If the keywords are omitted, the metadata corresponding to it remains unchanged. Returns the <a href="#JuliaHub.Dataset"><code>Dataset</code></a> object corresponding to the updated dataset.</p><p>The supported keywords are:</p><ul><li><code>description</code>: description of the dataset (a string)</li><li><code>tags</code>: an iterable of strings of all the tags of the dataset</li><li><code>visibility</code>: a string with possible values <code>public</code> or <code>private</code></li><li><code>license</code>: a valid SPDX license identifier, or a tuple <code>(:fulltext, license_text)</code>, where <code>license_text</code> is the full text string of a custom license</li><li><code>groups</code>: an iterable of valid group names</li></ul><p>For example, to add a new tag to a dataset:</p><pre><code class="language-julia hljs">dataset = JuliaHub.dataset(&quot;my_dataset&quot;)
+JuliaHub.update(dataset; tags = [dataset.tags..., &quot;newtag&quot;])</code></pre><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Presently, it is only possible to update datasets for the currently authenticated user.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L923-L944">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.delete_dataset" href="#JuliaHub.delete_dataset"><code>JuliaHub.delete_dataset</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.delete_dataset(dataset::DatasetReference; force::Bool=false, [auth::Authentication]) -&gt; Nothing</code></pre><p>Delete the dataset specified by the <a href="#JuliaHub.DatasetReference">dataset reference <code>dataset</code></a>. Will return <code>nothing</code> if the delete was successful, or throws an error if it was not.</p><p>Normally, when the dataset to be deleted does not exist, the function throws an error. This can be overridden by setting <code>force = true</code>.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.datasets()
+2-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;example-dataset&quot;))
+ JuliaHub.dataset((&quot;username&quot;, &quot;blobtree&quot;))
+
+julia&gt; JuliaHub.delete_dataset(&quot;example-dataset&quot;)
+
+julia&gt; JuliaHub.datasets()
+1-element Vector{JuliaHub.Dataset}:
+ JuliaHub.dataset((&quot;username&quot;, &quot;blobtree&quot;))</code></pre><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Presently, it is only possible to delete datasets for the currently authenticated user.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/datasets.jl#L420-L444">source</a></section></article><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="#JuliaHub.Dataset"><code>JuliaHub.Dataset</code></a></li><li><a href="#JuliaHub.DatasetReference"><code>JuliaHub.DatasetReference</code></a></li><li><a href="#JuliaHub.DatasetVersion"><code>JuliaHub.DatasetVersion</code></a></li><li><a href="#JuliaHub.dataset"><code>JuliaHub.dataset</code></a></li><li><a href="#JuliaHub.datasets"><code>JuliaHub.datasets</code></a></li><li><a href="#JuliaHub.delete_dataset"><code>JuliaHub.delete_dataset</code></a></li><li><a href="#JuliaHub.download_dataset"><code>JuliaHub.download_dataset</code></a></li><li><a href="#JuliaHub.update_dataset"><code>JuliaHub.update_dataset</code></a></li><li><a href="#JuliaHub.upload_dataset"><code>JuliaHub.upload_dataset</code></a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../jobs/">« Jobs</a><a class="docs-footer-nextpage" href="../exceptions/">Exceptions »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Exceptions · JuliaHub.jl</title><meta name="title" content="Exceptions · JuliaHub.jl"/><meta property="og:title" content="Exceptions · JuliaHub.jl"/><meta property="twitter:title" content="Exceptions · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/reference/exceptions/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/reference/exceptions/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/reference/exceptions/"/><script data-outdated-warner src="../../assets/warner.js"></script><link 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src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../guides/authentication/">Authentication</a></li><li><a class="tocitem" href="../../guides/datasets/">Datasets</a></li><li><a class="tocitem" href="../../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../authentication/">Authentication</a></li><li><a class="tocitem" href="../job-submission/">Job submission</a></li><li><a class="tocitem" href="../jobs/">Jobs</a></li><li><a class="tocitem" href="../datasets/">Datasets</a></li><li class="is-active"><a class="tocitem" href>Exceptions</a><ul class="internal"><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Reference</a></li><li class="is-active"><a href>Exceptions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Exceptions</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/reference/exceptions.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Exceptions"><a class="docs-heading-anchor" href="#Exceptions">Exceptions</a><a id="Exceptions-1"></a><a class="docs-heading-anchor-permalink" href="#Exceptions" title="Permalink"></a></h1><p>JuliaHub.jl is designed in a way that the only errors it should throw under normal circumstances are subtypes of <a href="#JuliaHub.JuliaHubException"><code>JuliaHubException</code></a> (in addition to standard <code>ArgumentError</code>s and <code>MethodError</code>s etc. from invalid function calls). Any unhandled errors from JuliaHub.jl or its dependencies should be considered a bug.</p><div class="admonition is-success"><header class="admonition-header">Debugging JuliaHub.jl issues</header><div class="admonition-body"><p>You can also enable debug logging for <code>JuliaHub</code>, which will make JuliaHub.jl print out additional debug messages, by setting the <code>JULIA_DEBUG</code> environment variable:</p><pre><code class="language-julia hljs">ENV[&quot;JULIA_DEBUG&quot;]=&quot;JuliaHub&quot;</code></pre></div></div><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JuliaHubException" href="#JuliaHub.JuliaHubException"><code>JuliaHub.JuliaHubException</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">abstract type JuliaHubException &lt;: Exception</code></pre><p>Abstract supertype of all JuliaHub.jl exception types.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L8-L12">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.AuthenticationError" href="#JuliaHub.AuthenticationError"><code>JuliaHub.AuthenticationError</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct AuthenticationError &lt;: JuliaHubException</code></pre><p>Exception thrown if the authentication fails. The <code>.msg</code> fields contains a human-readable error message.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/authentication.jl#L1-L6">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.InvalidAuthentication" href="#JuliaHub.InvalidAuthentication"><code>JuliaHub.InvalidAuthentication</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct InvalidAuthentication &lt;: JuliaHubException</code></pre><p>This exception is thrown if the authentication token is invalid or has expired. Re-authenticating with <a href="../authentication/#JuliaHub.authenticate"><code>JuliaHub.authenticate</code></a> should generally be sufficient to resolve the issue.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L61-L67">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.InvalidRequestError" href="#JuliaHub.InvalidRequestError"><code>JuliaHub.InvalidRequestError</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct InvalidRequestError &lt;: JuliaHubException</code></pre><p>An exception thrown if the request was rejected by the backend due to request parameters that are inconsistent with the backend state. The <code>.msg</code> field contains the error message.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L50-L55">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JuliaHubConnectionError" href="#JuliaHub.JuliaHubConnectionError"><code>JuliaHub.JuliaHubConnectionError</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct JuliaHubConnectionError &lt;: JuliaHubException</code></pre><p>An exception thrown if there is a communication error with JuliaHub.</p><p>The <code>.msg</code> field contains the error message. If there is an underlying exception, it is stored in the <code>.exception</code> field.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L32-L39">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JuliaHubError" href="#JuliaHub.JuliaHubError"><code>JuliaHub.JuliaHubError</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct JuliaHubError &lt;: JuliaHubException</code></pre><p>An exception thrown if there is an unexpected response from or backend failure in JuliaHub.</p><p>The <code>.msg</code> field contains the error message. If there is an underlying exception, it is stored in the <code>.exception</code> field.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L15-L22">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.PermissionError" href="#JuliaHub.PermissionError"><code>JuliaHub.PermissionError</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct PermissionError &lt;: JuliaHubException</code></pre><p>Thrown if the currently authenticated user does not have the necessary permissions to perform the operation. The <code>.msg</code> field contains the error message, and <code>.response</code> may contain the raw server response.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L76-L82">source</a></section></article><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="#JuliaHub.AuthenticationError"><code>JuliaHub.AuthenticationError</code></a></li><li><a href="#JuliaHub.InvalidAuthentication"><code>JuliaHub.InvalidAuthentication</code></a></li><li><a href="#JuliaHub.InvalidRequestError"><code>JuliaHub.InvalidRequestError</code></a></li><li><a href="#JuliaHub.JuliaHubConnectionError"><code>JuliaHub.JuliaHubConnectionError</code></a></li><li><a href="#JuliaHub.JuliaHubError"><code>JuliaHub.JuliaHubError</code></a></li><li><a href="#JuliaHub.JuliaHubException"><code>JuliaHub.JuliaHubException</code></a></li><li><a href="#JuliaHub.PermissionError"><code>JuliaHub.PermissionError</code></a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
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+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Job submission · JuliaHub.jl</title><meta name="title" content="Job submission · JuliaHub.jl"/><meta property="og:title" content="Job submission · JuliaHub.jl"/><meta property="twitter:title" content="Job submission · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/reference/job-submission/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/reference/job-submission/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/reference/job-submission/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../guides/authentication/">Authentication</a></li><li><a class="tocitem" href="../../guides/datasets/">Datasets</a></li><li><a class="tocitem" href="../../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../authentication/">Authentication</a></li><li class="is-active"><a class="tocitem" href>Job submission</a><ul class="internal"><li><a class="tocitem" href="#Compute-configuration"><span>Compute configuration</span></a></li><li><a class="tocitem" href="#jobs-runtime-config"><span>Runtime configuration</span></a></li><li><a class="tocitem" href="#jobs-batch"><span>Batch jobs</span></a></li><li><a class="tocitem" href="#jobs-default-apps"><span>Default Applications</span></a></li><li><a class="tocitem" href="#jobs-packages"><span>External package applications</span></a></li><li><a class="tocitem" href="#Reference"><span>Reference</span></a></li><li><a class="tocitem" href="#Experimental-APIs"><span>Experimental APIs</span></a></li><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li><li><a class="tocitem" href="../jobs/">Jobs</a></li><li><a class="tocitem" href="../datasets/">Datasets</a></li><li><a class="tocitem" href="../exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Reference</a></li><li class="is-active"><a href>Job submission</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Job submission</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/reference/job-submission.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="job-submission"><a class="docs-heading-anchor" href="#job-submission">Job submission</a><a id="job-submission-1"></a><a class="docs-heading-anchor-permalink" href="#job-submission" title="Permalink"></a></h1><p>On JuliaHub you can submit <em>jobs</em>, which are user-defined workloads that get allocated a dedicated compute capacity. For example, this includes running scripts in batch computations, cloud IDEs, interactive notebooks and so on. The functions and types here deal with starting up such jobs and apps. The functions to inspect running or finished jobs are <a href="../jobs/#job-apis">documented separately</a>.</p><ul><li><a href="#Compute-configuration">Compute configuration</a></li><li><a href="#jobs-runtime-config">Runtime configuration</a></li><li><a href="#jobs-batch">Batch jobs</a></li><li class="no-marker"><ul><li><a href="#Specifying-the-job-image">Specifying the job image</a></li></ul></li><li><a href="#jobs-default-apps">Default Applications</a></li><li><a href="#jobs-packages">External package applications</a></li><li><a href="#Reference">Reference</a></li><li><a href="#Experimental-APIs">Experimental APIs</a></li><li><a href="#Index">Index</a></li></ul><p>A complete JuliaHub job workload is defined by the following configuration pieces:</p><ul><li><p><strong>Job configuration.</strong> This specifies the computation that gets run, and includes information such as the type of computation (batch script vs starting a GUI application), any arguments or Julia code that gets passed to the job etc.</p><p>As of now, there are three general types of jobs that can be run on JuliaHub:</p><ul><li><a href="#jobs-batch"><strong>Batch jobs</strong></a>: non-interactive Julia scripts</li><li><a href="#jobs-default-apps"><strong>Default Applications</strong></a>: special, built-in, interactive applications (such as IDEs or product-specific dashboards)</li><li><a href="#jobs-packages"><strong>External package applications</strong></a>: Julia packages that can be run as either interactive or non-interactive jobs</li></ul><p>Each of these categories are configured slightly differently, and are described in more detail below.</p></li><li><p><strong>Compute configuration.</strong> This specifies the hardware and cluster topology that will be used to execute the job (such as the number of CPUs per node, whether there is a GPU present, the number of nodes), how the Julia processes are configured (e.g. single process per node vs process per cpu), and other low-level technical configuration.</p></li><li><p><strong>Runtime parameters.</strong> These are various additional parameters that control how a job behaves. Currently, this is limited to passing environment variables to the jobs, overriding the job&#39;s name in the UI, and to various configuration options related to running interactive jobs.</p></li></ul><p>In the JuliaHub.jl code, the first two categories are encapsulated by the <a href="#JuliaHub.AbstractJobConfig"><code>AbstractJobConfig</code></a> and <a href="#JuliaHub.ComputeConfig"><code>ComputeConfig</code></a> types. These two, together with the additional runtime parameters, make up a <a href="#JuliaHub.WorkloadConfig"><code>WorkloadConfig</code></a> object that can be submitted to JuliaHub for executing with the <a href="#JuliaHub.submit_job"><code>submit_job</code></a> function.</p><p>The following sections on this page explain the different aspects of job submission in more detail. See the <a href="../../guides/jobs/#jobs-guide-batch">guide on submitting batch jobs</a> to see more practical examples of how to submit jobs.</p><h2 id="Compute-configuration"><a class="docs-heading-anchor" href="#Compute-configuration">Compute configuration</a><a id="Compute-configuration-1"></a><a class="docs-heading-anchor-permalink" href="#Compute-configuration" title="Permalink"></a></h2><p>JuliaHub supports a predefined set of node configurations, each of which have a specific number of CPUs, memory, GPUs etc. A JuliaHub job must pick one of these node types to run on, although a distributed job can run across multiple instances of the same node type. A list of these node specifications can be obtained with the <a href="#JuliaHub.nodespecs"><code>nodespecs</code></a> function (returning a list of <a href="#JuliaHub.NodeSpec"><code>NodeSpec</code></a> objects).</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.nodespecs()
+9-element Vector{JuliaHub.NodeSpec}:
+ JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 0.17/hr =#; ncpu=2, memory=8, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= r6: 3.5 GHz Intel Xeon Platinum 8375C, 0.22/hr =#; ncpu=2, memory=16, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 0.33/hr =#; ncpu=4, memory=16, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= r6: 3.5 GHz Intel Xeon Platinum 8375C, 0.42/hr =#; ncpu=4, memory=32, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 0.65/hr =#; ncpu=8, memory=32, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= r6: 3.5 GHz Intel Xeon Platinum 8375C, 1.3/hr =#; ncpu=8, memory=64, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 2.4/hr =#; ncpu=32, memory=128, ngpu=false, exactmatch=true)
+ JuliaHub.nodespec(#= p2: Intel Xeon E5-2686 v4 (Broadwell), 1.4/hr =#; ncpu=4, memory=61, ngpu=true, exactmatch=true)
+ JuliaHub.nodespec(#= p3: Intel Xeon E5-2686 v4 (Broadwell), 4.5/hr =#; ncpu=8, memory=61, ngpu=true, exactmatch=true)</code></pre><p>While you can manually index into the list returned by <a href="#JuliaHub.nodespecs"><code>nodespecs</code></a>, that is generally inconvenient. Instead, the <a href="#JuliaHub.nodespec"><code>nodespec</code></a> function should be used to find a suitable node for a particular job.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.nodespec(ncpu=2, memory=8)
+Node: 3.5 GHz Intel Xeon Platinum 8375C
+ - GPU: no
+ - vCores: 2
+ - Memory: 8 Gb
+ - Price: 0.17 $/hr</code></pre><p>By default, <a href="#JuliaHub.nodespec"><code>nodespec</code></a> finds the smallest node that satisfies the specified requirements. However, it also supports the <code>exactmatch</code> argument, which can be use to find the exactly matching node configuration.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.nodespec(ncpu=3, memory=5; exactmatch=true)
+ERROR: InvalidRequestError: Unable to find a nodespec: ncpu=3 memory=5 gpu=false
+Stacktrace:
+ ...
+
+julia&gt; JuliaHub.nodespec(ncpu=3, memory=5)
+Node: 3.5 GHz Intel Xeon Platinum 8375C
+ - GPU: no
+ - vCores: 4
+ - Memory: 16 Gb
+ - Price: 0.33 $/hr</code></pre><p>By default, JuliaHub jobs run on a single node. However, for a distributed job, additional nodes can be allocated to a job by specifying the <strong><code>nnodes</code></strong> parameter. In that case, a Julia process is started on each node, and the additional nodes are linked to the main process <a href="https://docs.julialang.org/en/v1/manual/distributed-computing/">via the <code>Distributed</code> module</a>.</p><p>While by default only a single Julia process is started on each node, by setting the <strong><code>process_per_cpu</code></strong> parameter, multiple Julia processes are started on the same node. The processes are isolated from each other by running in separate containers, but they share the CPUs, GPUs, and most crucially, the memory.</p><p>See <a href="#JuliaHub.ComputeConfig"><code>ComputeConfig</code></a> and <a href="#JuliaHub.submit_job"><code>submit_job</code></a> for more details on how exactly to set up this configuration.</p><h2 id="jobs-runtime-config"><a class="docs-heading-anchor" href="#jobs-runtime-config">Runtime configuration</a><a id="jobs-runtime-config-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-runtime-config" title="Permalink"></a></h2><p>The <a href="#JuliaHub.submit_job"><code>submit_job</code></a> function accepts various additional parameters that control aspects of the job. See the function&#39;s docstring for more details.</p><table><tr><th style="text-align: right">Parameter</th><th style="text-align: right">Description</th></tr><tr><td style="text-align: right"><code>name</code></td><td style="text-align: right">can be used to override the name of the job shown in the UI</td></tr><tr><td style="text-align: right"><code>project</code></td><td style="text-align: right">specifies the JuliaHub project UUID that the job is associate with</td></tr><tr><td style="text-align: right"><code>timelimit</code></td><td style="text-align: right">sets the time limit after which the job gets killed</td></tr><tr><td style="text-align: right"><code>env</code></td><td style="text-align: right">environment variables set at runtime</td></tr></table><p>As an example, to have an environment variable set while the job is running, you could call <a href="#JuliaHub.submit_job"><code>submit_job</code></a> as follows:</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.script&quot;&quot;&quot;
+    @info &quot;Extracting &#39;MY_PARAMETER&#39;&quot; get(ENV, &quot;MY_PARAMETER&quot;, nothing)
+    &quot;&quot;&quot;,
+    env = Dict(&quot;MY_PARAMETER&quot; =&gt; &quot;example value&quot;),
+    dryrun = true
+)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi"><span class="sgr1">JuliaHub.WorkloadConfig:</span>
+application:
+  <span class="sgr1">JuliaHub.BatchJob:</span>
+  code = &quot;&quot;&quot;
+  @info &quot;Extracting &#39;MY_PARAMETER&#39;&quot; get(ENV, &quot;MY_PARAMETER&quot;, nothing)
+  &quot;&quot;&quot;
+  sha256(project_toml) = 93a83d60d4a9c6a3d1438259fd506929eaad296b7e112e886b305781b85cb85b
+  sha256(manifest_toml) = 69cdbbbf2d3df6f0f561ac94bef374ad21e04420ac0ff00170d6af71e59d4cf9
+compute:
+  <span class="sgr1">JuliaHub.ComputeConfig</span>
+   <span class="sgr1">Node: </span>3.5 GHz Intel Xeon Platinum 8375C
+   <span class="sgr1"> - GPU: </span>no
+   <span class="sgr1"> - vCores: </span>2
+   <span class="sgr1"> - Memory: </span>8 Gb
+   <span class="sgr1"> - Price: </span>0.17 $/hr
+   Process per node: true
+   Number of nodes: 1
+timelimit = 1 hour, 
+env: 
+  MY_PARAMETER: example value</code></pre><h2 id="jobs-batch"><a class="docs-heading-anchor" href="#jobs-batch">Batch jobs</a><a id="jobs-batch-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-batch" title="Permalink"></a></h2><p>Batch jobs are Julia scripts with (optional) associated Julia package environments (<code>Project.toml</code>, <code>Manifest.toml</code> and/or <code>Artifacts.toml</code>) that run on the cluster non-interactively.</p><p>See also: <a href="#JuliaHub.@script_str"><code>@script_str</code></a>, <a href="#JuliaHub.script"><code>script</code></a>, <a href="#JuliaHub.appbundle"><code>appbundle</code></a> for more details, and the <a href="../../guides/jobs/#jobs-guide-batch">guide on submitting batch jobs</a> for a tutorial.</p><h3 id="Specifying-the-job-image"><a class="docs-heading-anchor" href="#Specifying-the-job-image">Specifying the job image</a><a id="Specifying-the-job-image-1"></a><a class="docs-heading-anchor-permalink" href="#Specifying-the-job-image" title="Permalink"></a></h3><p>JuliaHub batch jobs can run in various container images. Different JuliaHub products often have their own image tailored for the application (e.g. that come with custom sysimages to reduce load times).</p><p>The list of all images available to the user can be obtained with <a href="#JuliaHub.batchimages"><code>batchimages</code></a>, and a specific one can be picked out with <a href="#JuliaHub.batchimage"><code>batchimage</code></a>. The latter function is particularly useful when submitting jobs.</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.BatchJob(
+        JuliaHub.script&quot;&quot;&quot;
+        using SpecialProductModule
+        SpecialProductModule.run()
+        &quot;&quot;&quot;,
+        image = JuliaHub.batchimage(&quot;specialproduct&quot;),
+    )
+)</code></pre><h2 id="jobs-default-apps"><a class="docs-heading-anchor" href="#jobs-default-apps">Default Applications</a><a id="jobs-default-apps-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-default-apps" title="Permalink"></a></h2><div class="admonition is-compat"><header class="admonition-header">Experimental feature</header><div class="admonition-body"><p>Starting application jobs with JuliaHub.jl is considered to be experimental. The APIs are likely to change in future JuliaHub.jl version.</p></div></div><p>Default applications are the JuliaHub-built in applications (such as dashboards and IDEs), generally associated with specific JuliaHub products. Specific examples of default applications available to everyone include the Pluto notebooks and the Julia IDE.</p><p>The list of available applications can be accessed via the <a href="#JuliaHub.applications"><code>applications</code></a> function, and specific applications can be picked out with <a href="#JuliaHub.application"><code>application</code></a>.</p><pre><code class="language-julia-repl hljs">julia&gt; apps = JuliaHub.applications()
+7-element Vector{JuliaHub.AbstractJuliaHubApp}:
+ JuliaHub.application(:default, &quot;Linux Desktop&quot;)
+ JuliaHub.application(:default, &quot;Julia IDE&quot;)
+ JuliaHub.application(:default, &quot;Pluto&quot;)
+ JuliaHub.application(:default, &quot;Windows Workstation&quot;)
+ JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+ JuliaHub.application(:package, &quot;CustomDashboardApp&quot;)
+ JuliaHub.application(:user, &quot;ExampleApp.jl&quot;)
+
+julia&gt; JuliaHub.application(:default, &quot;Pluto&quot;)
+DefaultApp
+ name: Pluto
+ key: pluto</code></pre><p>A JuliaHub job that launches an application can be started by passing the object returned by the <a href="#JuliaHub.application"><code>application</code></a> function to <a href="#JuliaHub.submit_job"><code>submit_job</code></a>.</p><pre><code class="language-julia hljs">import JuliaHub # hide
+JuliaHub.submit_job(
+    JuliaHub.application(:default, &quot;Pluto&quot;),
+    ncpu = 8, memory = 16,
+)</code></pre><h2 id="jobs-packages"><a class="docs-heading-anchor" href="#jobs-packages">External package applications</a><a id="jobs-packages-1"></a><a class="docs-heading-anchor-permalink" href="#jobs-packages" title="Permalink"></a></h2><div class="admonition is-compat"><header class="admonition-header">Experimental feature</header><div class="admonition-body"><p>Starting package application jobs with JuliaHub.jl is considered to be experimental. The APIs are likely to change in future JuliaHub.jl version.</p></div></div><p>Specially crafted Julia packages can also be launched as JuliaHub jobs. They are either automatically picked up from the packages registries served by the JuliaHub instance (<a href="#JuliaHub.PackageApp"><code>PackageApp</code></a>), or added by users themselves (<a href="#JuliaHub.UserApp"><code>UserApp</code></a>) via a Git URL.</p><p>A package application must have a top-level package environment (i.e. it has a <code>Project.toml</code> the declares a name and a UUID), and it must have a entry script at <code>bin/main.jl</code>. When a package job starts, the package is added to an environment and <code>bin/main.jl</code> is called. Note that the <code>bin/main.jl</code> script does not have any access to any of the package dependencies.</p><p>The <a href="#JuliaHub.applications"><code>applications</code></a> function can list all available packages (with filtering for user or registered). <a href="#JuliaHub.application"><code>JuliaHub.application</code></a> can be used to pick a package by name. It works for both registered packages</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;),
+    ncpu = 4,
+)</code></pre><p>and for private, user applications</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.application(:user, &quot;ExampleApp.jl&quot;),
+    ncpu = 4,
+    env = Dict(&quot;example_parameter&quot; =&gt; &quot;2&quot;)
+)</code></pre><div class="admonition is-success"><header class="admonition-header">Environment variables</header><div class="admonition-body"><p>Environment variables (i.e. <code>env</code>) are a common way to communicate options and settings to package applications.</p></div></div><h2 id="Reference"><a class="docs-heading-anchor" href="#Reference">Reference</a><a id="Reference-1"></a><a class="docs-heading-anchor-permalink" href="#Reference" title="Permalink"></a></h2><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.NodeSpec" href="#JuliaHub.NodeSpec"><code>JuliaHub.NodeSpec</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct NodeSpec</code></pre><p>Stores information about a compute node that can be allocated for JuliaHub jobs. The list of all available node specifications can be accessed with <a href="#JuliaHub.nodespecs"><code>nodespecs</code></a>, or specific ones searched with <a href="#JuliaHub.nodespec"><code>nodespec</code></a>.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.nodespec()
+Node: 3.5 GHz Intel Xeon Platinum 8375C
+ - GPU: no
+ - vCores: 2
+ - Memory: 8 Gb
+ - Price: 0.17 $/hr</code></pre><p>They can be used to contruct explicit compute configuration objects when submitting JuliaHub jobs.</p><p>See also: <a href="#JuliaHub.submit_job"><code>submit_job</code></a>, <a href="#JuliaHub.ComputeConfig"><code>ComputeConfig</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/node.jl#L2-L21">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.nodespecs" href="#JuliaHub.nodespecs"><code>JuliaHub.nodespecs</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.nodespecs(; auth::Authentication) -&gt; Vector{NodeSpec}</code></pre><p>Query node specifications available on the current server, returning a list of <a href="#JuliaHub.NodeSpec"><code>NodeSpec</code></a> objects.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/node.jl#L74-L79">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.nodespec" href="#JuliaHub.nodespec"><code>JuliaHub.nodespec</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.nodespec(
+    [nodes::Vector{NodeSpec}];
+    ncpu::Integer=1, ngpu::Integer=false, memory::Integer=1,
+    exactmatch::Bool=false, throw::Bool=true,
+    [auth::Authentication]
+) -&gt; Union{NodeSpec, Nothing}</code></pre><p>Finds the node matching the specified node parameters. Throws an <a href="../exceptions/#JuliaHub.InvalidRequestError"><code>InvalidRequestError</code></a> if it is unable to find a node with the specific parameters. However, if <code>throw</code> is set to <code>false</code>, it will return <code>nothing</code> instead in that situation.</p><p>By default, it searches for the smallest node that has the at least the specified parameters (prioritizing GPU count, CPU count, and memory in this order when deciding). If <code>exactmatch</code> is set to <code>true</code>, it only returns a node specification if it can find one that matches the parameters exactly.</p><p>A list of nodes (e.g. from <a href="#JuliaHub.nodespecs"><code>nodespecs</code></a>) can also be passed, so that the function does not have to query the server for the list. When this method is used, it is not necessary to pass <code>auth</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/node.jl#L105-L125">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.BatchImage" href="#JuliaHub.BatchImage"><code>JuliaHub.BatchImage</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct BatchImage</code></pre><p>Represents an available JuliaHub batch job image. These can be passed to <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a> to specify which underlying job image will be used for the job.</p><p>A list of available batch images can be accessed with <a href="#JuliaHub.batchimages"><code>batchimages</code></a> and specific images can be constructed with <a href="#JuliaHub.batchimage"><code>batchimage</code></a>.</p><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div><p>See also: <a href="#JuliaHub.batchimages"><code>batchimages</code></a>, <a href="#JuliaHub.batchimage"><code>batchimage</code></a>, <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a>, <a href="#JuliaHub.script"><code>script</code></a>, <a href="#JuliaHub.appbundle"><code>appbundle</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/batchimages.jl#L1-L14">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.batchimages" href="#JuliaHub.batchimages"><code>JuliaHub.batchimages</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.batchimages([product::AbstractString]; [auth::Authentication]) -&gt; Vector{BatchImage}</code></pre><p>Return the list of all batch job images available to the currently authenticated user, as a list of <a href="#JuliaHub.BatchImage"><code>BatchImage</code></a> objects. These can be passed to <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a>.</p><p>Optionally, by passing a product identifier, the list can be narrowed down to images available for that specific product.</p><div class="admonition is-info"><header class="admonition-header">Batch images on older instances</header><div class="admonition-body"><p>When using the package with an older JuliaHub instance (&lt;= 6.1), the non-default batch images show up with <code>@legacy</code> as the product name. This indicates that the package is using an older API, and not that the images themselves are outdated.</p></div></div><p>See also: <a href="#JuliaHub.BatchImage"><code>BatchImage</code></a>, <a href="#JuliaHub.batchimage"><code>batchimage</code></a>, <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a>, <a href="#JuliaHub.script"><code>script</code></a>, <a href="#JuliaHub.appbundle"><code>appbundle</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/batchimages.jl#L50-L63">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.batchimage" href="#JuliaHub.batchimage"><code>JuliaHub.batchimage</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.batchimage(
+    [product::AbstractString, [image::AbstractString]];
+    throw::Bool=true, [auth::Authentication]
+) -&gt; BatchImage</code></pre><p>Pick a product job batch image from the list of all batch image, returning a <a href="#JuliaHub.BatchImage"><code>BatchImage</code></a> object. If <code>image</code> is omitted, it will return the default image corresponding to <code>product</code>. If <code>product</code> is omitted as well, it will return the default image of the instance (generally the standard Julia batch image).</p><p>Will throw an <a href="../exceptions/#JuliaHub.InvalidRequestError"><code>InvalidRequestError</code></a> if the specified image can not be found. If <code>throw=false</code>, it will return <code>nothing</code> instead in this situation.</p><div class="admonition is-info"><header class="admonition-header">Batch images on older instances</header><div class="admonition-body"><p>When using the package with an older JuliaHub instance (&lt;= 6.1), the non-default batch images show up with <code>@legacy</code> as the product name. This indicates that the package is using an older API, and not that the images themselves are outdated.</p></div></div><p>See also: <a href="#JuliaHub.BatchImage"><code>BatchImage</code></a>, <a href="#JuliaHub.batchimages"><code>batchimages</code></a>, <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a>, <a href="#JuliaHub.script"><code>script</code></a>, <a href="#JuliaHub.appbundle"><code>appbundle</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/batchimages.jl#L79-L96">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.AbstractJobConfig" href="#JuliaHub.AbstractJobConfig"><code>JuliaHub.AbstractJobConfig</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">abstract type AbstractJobConfig</code></pre><p>Abstract supertype of all application configuration types that can be passed to <a href="#JuliaHub.submit_job"><code>submit_job</code></a> for submission as a JuliaHub job. The package has built-in support for the following application configurations:</p><ul><li><a href="#JuliaHub.BatchJob"><code>JuliaHub.BatchJob</code></a></li><li><a href="#JuliaHub.ApplicationJob"><code>JuliaHub.ApplicationJob</code></a></li><li><a href="#JuliaHub.PackageApp"><code>JuliaHub.PackageApp</code></a></li></ul></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L198-L208">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.BatchJob" href="#JuliaHub.BatchJob"><code>JuliaHub.BatchJob</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct BatchJob &lt;: AbstractJobConfig</code></pre><p>Represents the application configuration of a JuliaHub batch job. A batch job is defined by the following information:</p><ul><li>The Julia code that is to be executed in the job.</li><li>Julia package environment (i.e. <code>Project.toml</code>, <code>Manifest.toml</code>) and other files, such as the appbundle.</li><li>The underlying batch job container image (see also <a href="#JuliaHub.batchimages"><code>batchimages</code></a>), which defaults to the standard Julia image by default.</li></ul><p>Instances of this types should normally not be constructed directly, and the following functions should be used instead:</p><ul><li><a href="#JuliaHub.script"><code>script</code></a> or <a href="#JuliaHub.@script_str"><code>@script_str</code></a>: for submitting simple Julia scripts or code snippets</li><li><a href="#JuliaHub.appbundle"><code>appbundle</code></a>: for submitting more complex &quot;appbundles&quot; that include additional file, private or modified package dependencies etc.</li></ul><p><strong>Optional arguments</strong></p><ul><li><p><code>image  :: Union{BatchImage, Nothing}</code>: can be used to specify which product&#39;s batch job image will be used when running the job, by passing the appropriate <a href="#JuliaHub.BatchImage"><code>BatchImage</code></a> object (see also: <a href="#JuliaHub.batchimage"><code>batchimage</code></a> and <a href="#JuliaHub.batchimages"><code>batchimages</code></a>). If set to <code>nothing</code> (the default), the job runs with the default Julia image.</p></li><li><p><code>sysimage :: Bool</code>: if set to <code>true</code>, requests that a system image is built from the job&#39;s <code>Manifest.toml</code> file before starting the job. Defaults to <code>false</code>.</p></li></ul><div class="admonition is-compat"><header class="admonition-header">JuliaHub compatibility</header><div class="admonition-body"><p>The <code>sysimage = true</code> option requires JuliaHub 6.3 to have an effect. When running against older JuliaHub versions, it does not have an effect.</p></div></div><p><strong>Constructors</strong></p><pre><code class="language-julia hljs">BatchJob(::BatchJob; [image::BatchImage], [sysimage::Bool]) -&gt; BatchJob</code></pre><p>Construct a <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a>, but override some of the optional arguments documented above. When the argument is omitted, the value from the underlying <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a> object is used. This is the only constructor that is part of the public API.</p><p>This method is particularly useful when used in in combination with the <a href="#JuliaHub.@script_str"><code>@script_str</code></a> string macro, to be able to specify the job image or trigger a sysimage build. For example, the following snippet will set a different batch image for the script-type job:</p><pre><code class="language-julia hljs">JuliaHub.BatchJob(
+    JuliaHub.script&quot;&quot;&quot;
+    @info &quot;Hello World&quot;
+    &quot;&quot;&quot;,
+    image = JuliaHub.batchimage(&quot;...&quot;)
+)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L352-L409">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.script" href="#JuliaHub.script"><code>JuliaHub.script</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.script(...) -&gt; BatchJob</code></pre><p>Constructs the configuration for a script-type batch job, returning the respective <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a> object that can then be passed to <a href="#JuliaHub.submit_job"><code>submit_job</code></a>. A script-type batch job is defined by the following:</p><ul><li><p>A user-provided Julia script that gets executed on the server. Note that no validation of the input code is done.</p></li><li><p>An optional Julia package environment (e.g. <code>Project.toml</code>, <code>Manifest.toml</code> and <code>Artifacts.toml</code>). If any of the TOML files are provided, they must parse as valid TOML files, but no further validation is done client-side.</p><p>If the manifest is not provided, the project environment must be instantiated from scratch, generally pulling in the latest versions of all the dependencies (although <code>[compat]</code> sections are honored).</p><p>It is also fine to omit the project file, and just provide the manifest, and the environment defined by the manifest still gets instantiated. If both are omitted, the job runs in an empty environment.</p></li><li><p>A JuliaHub job image, which determines the container environment that will be used to execute the code in (see <a href="#JuliaHub.batchimage"><code>batchimage</code></a>, <a href="#JuliaHub.batchimages"><code>batchimages</code></a>, <a href="#JuliaHub.BatchImage"><code>BatchImage</code></a>). If omitted, the default Julia image is used.</p></li></ul><p>See also the <a href="#JuliaHub.@script_str"><code>@script_str</code></a> string macro to more easily submit simple scripts that are defined in code.</p><p><strong>Methods</strong></p><pre><code class="language-julia hljs">script(
+    scriptfile::AbstractString;
+    [project_directory::AbstractString], [image::BatchImage], [sysimage::Bool]
+) -&gt; BatchJob</code></pre><p>Constructs a script-type batch job configuration the will execute the code in <code>scriptfile</code>. Optionally, a path to a project environment directory can be passed via <code>project_directory</code>, which will be searched for the environment TOML files, and a job image can be specified via <code>image</code>.</p><pre><code class="language-julia hljs">script(;
+    code::AbstractString,
+    [project::AbstractString], [manifest::AbstractString], [artifacts::AbstractString],
+    [image::BatchImage], [sysimage::Bool]
+) -&gt; BatchJob</code></pre><p>A lower-level method that can be used to construct the script-type <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a> configuration directly in memory (i.e. without having to write out intermediate files).</p><p>The <code>code</code> keyword argument is mandatory and will specify contents of the Julia script that gets executed on the server. The Julia project environment can be specified by passing the contents of the TOML files via the corresponding arguments (<code>project</code>, <code>manifest</code>, <code>artifacts</code>). The job image can be specified via <code>image</code>.</p><div class="admonition is-info"><header class="admonition-header">Optional arguments</header><div class="admonition-body"><p>See <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a> for a more thorough description of the optional arguments.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L471-L533">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.@script_str" href="#JuliaHub.@script_str"><code>JuliaHub.@script_str</code></a> — <span class="docstring-category">Macro</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.@script_str -&gt; JuliaHub.BatchJob</code></pre><p>A string macro to conveniently construct a script-type batch job configuration (<a href="#JuliaHub.BatchJob"><code>BatchJob</code></a>) that can be submitted as a JuliaHub job.</p><pre><code class="language-julia hljs">script = JuliaHub.script&quot;&quot;&quot;
+@info &quot;Hello World!&quot;
+&quot;&quot;&quot;</code></pre><p>This allows for an easy submission of simple single-script jobs to JuliaHub:</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.script&quot;&quot;&quot;
+    @info &quot;Hello World!&quot;
+    &quot;&quot;&quot;
+)</code></pre><p>By default, the macro picks up the currently active Julia project environment (via <code>Base.active_project()</code>), and attaches the environment <code>.toml</code> files to the script. To disable this, you can call the macro with the <code>noenv</code> suffix, e.g.</p><pre><code class="nohighlight hljs">script = JuliaHub.script&quot;&quot;&quot;
+@info &quot;Hello World!&quot;
+&quot;&quot;&quot;noenv</code></pre><p>However, if your local environment has development dependencies, you likely need to use an appbundle instead (see <a href="#JuliaHub.appbundle"><code>appbundle</code></a>).</p><div class="admonition is-info"><header class="admonition-header">Using a different job image</header><div class="admonition-body"><p>There is no way to specify the job image with the string macro, and it will use the default Julia image. To use a different job image, you should either use the <a href="#JuliaHub.script"><code>script</code></a> function, either by fully constructing the batch job configuration with the keyword arguments, or by using the <code>BatchJob(::BatchJob; image=...)</code> method.</p><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    JuliaHub.BatchJob(
+        JuliaHub.script&quot;&quot;&quot;
+        @info &quot;Hello World!&quot;
+        &quot;&quot;&quot;,
+        image = JuliaHub.batchimage(...)
+    )
+)</code></pre><p>You can also use this pattern to set the <code>sysimage</code> option.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L578-L632">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.appbundle" href="#JuliaHub.appbundle"><code>JuliaHub.appbundle</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.appbundle(
+    directory::AbstractString, codefile::AbstractString;
+    [image::BatchImage], [sysimage::Bool]
+) -&gt; BatchJob
+JuliaHub.appbundle(
+    directory::AbstractString;
+    code::AbstractString, [image::BatchImage], [sysimage::Bool]
+) -&gt; BatchJob</code></pre><p>Construct an appbundle-type JuliaHub batch job configuration. An appbundle is a directory containing a Julia environment that is bundled up, uploaded to JuliaHub, and then unpacked and instantiated as the job starts.</p><p>The primary, two-argument method will submit a job that runs a file from within the appbundle (specified by <code>codefile</code>, which must be a path relative to the root of the appbundle). The code that gets executed is read from <code>codefile</code>, which should be a path to Julia source file relative to <code>directory</code>.</p><pre><code class="language-julia hljs">JuliaHub.appbundle(@__DIR__, &quot;my-script.jl&quot;)</code></pre><p>Alternatively, if <code>codefile</code> is omitted, the code must be provided as a string via the <code>code</code> keyword argument.</p><pre><code class="language-julia hljs">JuliaHub.appbundle(
+    @__DIR__,
+    code = &quot;&quot;&quot;
+    @show ENV
+    &quot;&quot;&quot;
+)</code></pre><p>See <a href="#JuliaHub.BatchJob"><code>BatchJob</code></a> for a description of the optional arguments.</p><p><strong>Extended help</strong></p><p>The following should be kept in mind about how appbundles are handled:</p><ul><li><p>The bundler looks for a Julia environment (i.e. <code>Project.toml</code> and/or <code>Manifest.toml</code> files) at the root of the directory. If the environment does not exist (i.e. the files are missing), the missing files are created. If the manifest is missing, then the environment is re-instantiated from scratch based on the contents of <code>Project.toml</code>. The generated files will also be left in the user-provided directory <code>directory</code>.</p></li><li><p>Development dependencies of the environment (i.e. packages added with <code>pkg&gt; develop</code> or <code>Pkg.develop()</code>) are also bundled up into the archive that gets submitted to JuliaHub (including any current, uncommitted changes). Registered packages are installed via the package manager via the standard environment instantiation, and their source code is not included in the bundle directly.</p></li><li><p>When the JuliaHub job starts, the bundle is unpacked and the job&#39;s starting working directory is set to the root of the unpacked appbundle directory, and you can e.g. load the data from those files with just <code>read(&quot;my-data.txt&quot;, String)</code>.</p><div class="admonition is-compat"><header class="admonition-header">JuliaHub 6.2 and older</header><div class="admonition-body"><p>On some JuliaHub versions (6.2 and older), the working directory was set to the parent directory of unpacked appbundle (with the appbundle directory called <code>appbundle</code>), and so it was necessary to do <code>joinpath(&quot;appbundle&quot;, &quot;mydata.dat&quot;)</code> to load files.</p></div></div></li><li><p>When submitting appbundles with the two-argument <code>codefile</code> method, you can expect <code>@__DIR__</code> and <code>include</code> to work as expected.</p><p>However, when submitting the Julia code as a string (via the <code>code</code> keyword argument), the behavior of <code>@__DIR__</code> and <code>include</code> should be considered undefined and subject to change in the future.</p></li><li><p>The one-argument + <code>code</code> keyword argument method is a lower-level method, that more closely mirrors the underlying platform API. The custom code that is passed via <code>code</code> is sometimes referred to as the &quot;driver script&quot;, and the two-argument method is implemented by submitting an automatically constructed driver script that actually loads the specified file.</p></li></ul><div class="admonition is-compat"><header class="admonition-header">Deprecation: v0.1.10</header><div class="admonition-body"><p>As of JuliaHub.jl v0.1.10, the ability to launch appbundles using the two-argument method where the <code>codefile</code> parameter point to a file outside of the appbundle itself, is deprecated. You can still submit the contents of the script as the driver script via the <code>code</code> keyword argument.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L688-L764">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.ComputeConfig" href="#JuliaHub.ComputeConfig"><code>JuliaHub.ComputeConfig</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct ComputeConfig</code></pre><p>This type encapsulates the configuration of a jobs&#39;s compute cluster, including the hardware configuration and the cluster topology.</p><p>See also: <a href="#JuliaHub.submit_job"><code>submit_job</code></a>.</p><p><strong>Constructors</strong></p><pre><code class="language-julia hljs">JuliaHub.ComputeConfig(
+    node::NodeSpec;
+    nnodes::Integer = 1,
+    process_per_node::Bool = true,
+    elastic::Bool = false,
+)</code></pre><ul><li><p><code>node</code>: a <a href="#JuliaHub.NodeSpec"><code>NodeSpec</code></a> object that specifies the hardware of a single node.</p></li><li><p><code>nnodes::Union{Integer, Tuple{Integer, Integer}} = 1</code>: specifies the number of nodes of type <code>node</code> that will be allocated. Alternatively, a two-integer tuple can also be passed, where the first value specifies the minimum number of nodes required to start a job. By default, a single-node job is started.</p></li><li><p><code>process_per_node::Bool = true</code>: if true, there will only be a single Julia process per <em>node</em>, and the total number of Julia processes will be <code>nnodes</code>. If set to <code>false</code>, however, each <em>core</em> on each node will be allocated a separate Julia process (running in an isolated container on the same node), and so the total number of Julia processes will be <code>nnodes × ncpu</code>, and it will essentially always be a multi-process job.</p></li><li><p><code>elastic::Bool = false</code>: if set, the job will be started in an elastic cluster mode. In this case, a minimum number of <code>nnodes</code> must not be passed.</p></li></ul></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L220-L254">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.submit_job" href="#JuliaHub.submit_job"><code>JuliaHub.submit_job</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.submit_job(
+    app::Union{AbstractJuliaHubApp, AbstractJobConfig},
+    [compute::ComputeConfig];
+    # Compute keyword arguments
+    ncpu::Integer = 1, ngpu::Integer = 0, memory::Integer = 1,
+    nnodes::Integer = 1, minimum_nnodes::Union{Integer,Nothing} = nothing,
+    elastic::Bool = false,
+    process_per_node::Bool = true,
+    # Runtime configuration keyword arguments
+    [alias::AbstractString], [env], [project::Union{UUID, AbstractString}],
+    timelimit::Limit = Hour(1),
+    # General keyword arguments
+    dryrun::Bool = false,
+    [auth :: Authentication]
+) -&gt; Job</code></pre><p>Submits the specified application config <code>app</code> as a job to JuliaHub. Returns a <a href="../jobs/#JuliaHub.Job"><code>Job</code></a> object corresponding to the submitted job.</p><p><strong>Compute arguments.</strong> If <code>compute</code> is passed, the compute keyword arguments can not be passed. If <code>compute</code> is not passed, the following arguments can be used to specify the compute configration via keyword arguments:</p><ul><li><p><code>ncpu</code>, <code>ngpu</code> and <code>memory</code> are used to pick a node type that will be used to run the job. The node type will be a minimum one that satisfies the constraints, but may have more compute resources than specified by the arguments (it corresponds to the <code>exactmatch = false</code> case of <a href="#JuliaHub.nodespec"><code>nodespec</code></a>).</p></li><li><p><code>nnodes</code>, <code>minimum_nnodes</code>, <code>process_per_node</code>, and <code>elastic</code> specify the corresponding arguments in <a href="#JuliaHub.ComputeConfig"><code>ComputeConfig</code></a>.</p></li></ul><p><strong>Runtime configuration.</strong> These are used to set the <a href="#jobs-runtime-config">Runtime configuration</a> of the job.</p><ul><li><p><code>alias :: Union{AbstractString, Nothing}</code>: can be used to override the name of the job that gets displayed in the UI. Passing <code>nothing</code> is equivalent to omitting the argument.</p></li><li><p><code>timelimit :: Limit</code>: sets the job&#39;s time limit (see <a href="#JuliaHub.Limit"><code>Limit</code></a> for valid values)</p></li><li><p><code>env</code>: an iterable of key-value pairs that can be used to set environment variable that get set before, the job code gets executed.</p></li><li><p><code>project :: Union{UUID, AbstractString, Nothing}</code>: the UUID of the project that the job will be associated with. If a string is passed, it must parse as a valid UUID. Passing <code>nothing</code> is equivalent to omitting the argument.</p></li></ul><p><strong>General arguments.</strong></p><ul><li><p><code>auth :: Authentication</code>: optional authentication object (see <a href="../authentication/#authentication">the authentication section</a> for more information)</p></li><li><p><code>dryrun :: Bool</code>: if set to true, <code>submit_job</code> does not actually submit the job, but instead returns a <a href="#JuliaHub.WorkloadConfig"><code>WorkloadConfig</code></a> object, which can be used to inspect the configuration that would be submitted.</p><p>The <a href="#JuliaHub.WorkloadConfig"><code>WorkloadConfig</code></a> object can then be submitted to JuliaHub with the additional <a href="#JuliaHub.submit_job"><code>submit_job</code></a> method:</p><pre><code class="language-julia hljs">JuliaHub.submit_job(::WorkloadConfig; [auth::Authentication])</code></pre></li></ul><div class="admonition is-compat"><header class="admonition-header">JuliaHub compatibility</header><div class="admonition-body"><p>The <code>timelimit = JuliaHub.Unlimited()</code> argument requires JuliaHub 6.3+.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L1071-L1137">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.Limit" href="#JuliaHub.Limit"><code>JuliaHub.Limit</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.Limit</code></pre><p>Type-constraint on JuliaHub job <code>timelimit</code> arguments in <a href="#JuliaHub.submit_job"><code>submit_job</code></a>.</p><p>The job time limit can either be a time period (an instance of <code>Dates.Period</code>), an <code>Integer</code>, (interpreted as the number of hours), or <a href="#JuliaHub.Unlimited"><code>JuliaHub.Unlimited()</code></a>.</p><p>Only an integer number of hours are accepted by JuliaHub, and fractional hours from get rounded up to the next full integer number of hours (e.g. <code>Dates.Minute(90)</code> will be interpreted as 2 hours).</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L958-L968">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.Unlimited" href="#JuliaHub.Unlimited"><code>JuliaHub.Unlimited</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct Unlimited</code></pre><p>An instance of this type can be passed as the [<code>timelimit</code>] option to <a href="#JuliaHub.submit_job"><code>submit_job</code></a> to start jobs that run indefinitely, until killed manually.</p><pre><code class="language-julia hljs">JuliaHub.submit_job(..., timelimit = JuliaHub.Unlimited())</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L946-L955">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.WorkloadConfig" href="#JuliaHub.WorkloadConfig"><code>JuliaHub.WorkloadConfig</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct WorkloadConfig</code></pre><p>Represents a full job configuration, including the application, compute and runtime configuration.</p><p>Instances of this type can be constructed by passing <code>dryrun = true</code> to <a href="#JuliaHub.submit_job"><code>submit_job</code></a>, and can also be directly submitted to JuliaHub with the same function.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L1000-L1007">source</a></section></article><h2 id="Experimental-APIs"><a class="docs-heading-anchor" href="#Experimental-APIs">Experimental APIs</a><a id="Experimental-APIs-1"></a><a class="docs-heading-anchor-permalink" href="#Experimental-APIs" title="Permalink"></a></h2><div class="admonition is-compat"><header class="admonition-header">Experimental features</header><div class="admonition-body"><p>Starting application jobs with JuliaHub.jl is considered to be experimental. The APIs are likely to change in future JuliaHub.jl version.</p></div></div><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.AbstractJuliaHubApp" href="#JuliaHub.AbstractJuliaHubApp"><code>JuliaHub.AbstractJuliaHubApp</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">abstract type AbstractJuliaHubApp</code></pre><p>Abstract supertype for JuliaHub applications object types.</p><div class="admonition is-compat"><header class="admonition-header">Experimental API</header><div class="admonition-body"><p>Applications-related APIs are experimental, and may be changed or removed without notice.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/applications.jl#L34-L40">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.applications" href="#JuliaHub.applications"><code>JuliaHub.applications</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.applications([category::Symbol]; [auth::Authentication]) -&gt; Vector{AbstractJuliaHubApp}</code></pre><p>Returns the list of applications enabled for the authenticated user, optionally in the specified category only. Returns a vector of <a href="#JuliaHub.AbstractJuliaHubApp"><code>AbstractJuliaHubApp</code></a> instances.</p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.applications()
+7-element Vector{JuliaHub.AbstractJuliaHubApp}:
+ JuliaHub.application(:default, &quot;Linux Desktop&quot;)
+ JuliaHub.application(:default, &quot;Julia IDE&quot;)
+ JuliaHub.application(:default, &quot;Pluto&quot;)
+ JuliaHub.application(:default, &quot;Windows Workstation&quot;)
+ JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+ JuliaHub.application(:package, &quot;CustomDashboardApp&quot;)
+ JuliaHub.application(:user, &quot;ExampleApp.jl&quot;)
+
+julia&gt; JuliaHub.applications(:default)
+4-element Vector{JuliaHub.DefaultApp}:
+ JuliaHub.application(:default, &quot;Linux Desktop&quot;)
+ JuliaHub.application(:default, &quot;Julia IDE&quot;)
+ JuliaHub.application(:default, &quot;Pluto&quot;)
+ JuliaHub.application(:default, &quot;Windows Workstation&quot;)
+
+julia&gt; JuliaHub.applications(:package)
+2-element Vector{JuliaHub.PackageApp}:
+ JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+ JuliaHub.application(:package, &quot;CustomDashboardApp&quot;)
+
+julia&gt; JuliaHub.applications(:user)
+1-element Vector{JuliaHub.UserApp}:
+ JuliaHub.application(:user, &quot;ExampleApp.jl&quot;)
+</code></pre><div class="admonition is-compat"><header class="admonition-header">Experimental API</header><div class="admonition-body"><p>Applications-related APIs are experimental, and may be changed or removed without notice.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/applications.jl#L197-L233">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.application" href="#JuliaHub.application"><code>JuliaHub.application</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.application(
+    category::Symbol, name::AbstractString;
+    throw::Bool=true, [auth::Authentication]
+) -&gt; AbstractJuliaHubApp</code></pre><p>Returns the application corresponding to <code>name</code> from the specified category of applications. Will throw an <a href="../exceptions/#JuliaHub.InvalidRequestError"><code>InvalidRequestError</code></a> if the application can&#39;t be found, or returns <code>nothing</code> in this situation if <code>throw=false</code> is passed.</p><p><code>category</code> specifies the application category and must be one of: <code>:default</code>, <code>:package</code>, or <code>:user</code>. This is necessary to disambiguate apps with the same name in the different categories.</p><p>See also: <a href="#JuliaHub.applications"><code>applications</code></a>.</p><p><strong>Examples</strong></p><pre><code class="language-julia-repl hljs">julia&gt; JuliaHub.applications()
+7-element Vector{JuliaHub.AbstractJuliaHubApp}:
+ JuliaHub.application(:default, &quot;Linux Desktop&quot;)
+ JuliaHub.application(:default, &quot;Julia IDE&quot;)
+ JuliaHub.application(:default, &quot;Pluto&quot;)
+ JuliaHub.application(:default, &quot;Windows Workstation&quot;)
+ JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+ JuliaHub.application(:package, &quot;CustomDashboardApp&quot;)
+ JuliaHub.application(:user, &quot;ExampleApp.jl&quot;)</code></pre><div class="admonition is-compat"><header class="admonition-header">Experimental API</header><div class="admonition-body"><p>Applications-related APIs are experimental, and may be changed or removed without notice.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/applications.jl#L290-L321">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.DefaultApp" href="#JuliaHub.DefaultApp"><code>JuliaHub.DefaultApp</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct DefaultApp &lt;: AbstractJuliaHubApp</code></pre><p>Represents a default JuliaHub instance application, and they can be started as jobs with <a href="#JuliaHub.submit_job"><code>submit_job</code></a>.</p><p>The list of available applications can be accessed via the <a href="#JuliaHub.applications"><code>applications</code></a> function, and specific applications can be picked out with <a href="#JuliaHub.application"><code>application</code></a>.</p><pre><code class="language-julia-repl hljs">julia&gt; apps = JuliaHub.applications(:default)
+4-element Vector{JuliaHub.DefaultApp}:
+ JuliaHub.application(:default, &quot;Linux Desktop&quot;)
+ JuliaHub.application(:default, &quot;Julia IDE&quot;)
+ JuliaHub.application(:default, &quot;Pluto&quot;)
+ JuliaHub.application(:default, &quot;Windows Workstation&quot;)
+
+julia&gt; JuliaHub.application(:default, &quot;Pluto&quot;)
+DefaultApp
+ name: Pluto
+ key: pluto</code></pre><div class="admonition is-compat"><header class="admonition-header">Experimental API</header><div class="admonition-body"><p>Applications-related APIs are experimental, and may be changed or removed without notice.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/applications.jl#L50-L74">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.PackageApp" href="#JuliaHub.PackageApp"><code>JuliaHub.PackageApp</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct PackageApp &lt;: AbstractJuliaHubApp</code></pre><p>Represents a JuliaHub package application that is available in one of the instance&#39;s package registries. These packages can be started as JuliaHub jobs with <a href="#JuliaHub.submit_job"><code>submit_job</code></a>.</p><p>The list of available applications can be accessed via the <a href="#JuliaHub.applications"><code>applications</code></a> function, and specific applications can be picked out with <a href="#JuliaHub.application"><code>application</code></a>.</p><pre><code class="language-julia-repl hljs">julia&gt; apps = JuliaHub.applications(:package)
+2-element Vector{JuliaHub.PackageApp}:
+ JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+ JuliaHub.application(:package, &quot;CustomDashboardApp&quot;)
+
+julia&gt; JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+PackageApp
+ name: RegisteredPackageApp
+ uuid: db8b4d46-bfad-4aa5-a5f8-40df1e9542e5
+ registry: General (23338594-aafe-5451-b93e-139f81909106)</code></pre><p>See also: <a href="https://help.juliahub.com/juliahub/stable/tutorials/applications/"><code>help.juliahub.com</code> on applications</a></p><div class="admonition is-compat"><header class="admonition-header">Experimental API</header><div class="admonition-body"><p>Applications-related APIs are experimental, and may be changed or removed without notice.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/applications.jl#L95-L120">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.UserApp" href="#JuliaHub.UserApp"><code>JuliaHub.UserApp</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct UserApp &lt;: AbstractJuliaHubApp</code></pre><p>Represents a private application that has been added to the user account via a Git repository. These applications can be started as JuliaHub jobs with <a href="#JuliaHub.submit_job"><code>submit_job</code></a>.</p><p>The list of available applications can be accessed via the <a href="#JuliaHub.applications"><code>applications</code></a> function, and specific applications can be picked out with <a href="#JuliaHub.application"><code>application</code></a>.</p><pre><code class="language-julia-repl hljs">julia&gt; apps = JuliaHub.applications(:user)
+1-element Vector{JuliaHub.UserApp}:
+ JuliaHub.application(:user, &quot;ExampleApp.jl&quot;)
+
+julia&gt; JuliaHub.application(:user, &quot;ExampleApp.jl&quot;)
+UserApp
+ name: ExampleApp.jl
+ repository: https://github.com/JuliaHubExampleOrg/ExampleApp.jl</code></pre><p>See also: <a href="https://help.juliahub.com/juliahub/stable/tutorials/applications/"><code>help.juliahub.com</code> on applications</a></p><div class="admonition is-compat"><header class="admonition-header">Experimental API</header><div class="admonition-body"><p>Applications-related APIs are experimental, and may be changed or removed without notice.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/applications.jl#L154-L177">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.ApplicationJob" href="#JuliaHub.ApplicationJob"><code>JuliaHub.ApplicationJob</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct ApplicationJob &lt;: AbstractJobConfig</code></pre><p><a href="#JuliaHub.AbstractJobConfig"><code>AbstractJobConfig</code></a> that wraps a <a href="#JuliaHub.DefaultApp"><code>DefaultApp</code></a>. This is primarily used internally and should rarely be constructed explicitly.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L934-L939">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.PackageJob" href="#JuliaHub.PackageJob"><code>JuliaHub.PackageJob</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct PackageJob &lt;: AbstractJobConfig</code></pre><p><a href="#JuliaHub.AbstractJobConfig"><code>AbstractJobConfig</code></a> that wraps a <a href="#JuliaHub.PackageApp"><code>PackageApp</code></a> or <a href="#JuliaHub.UserApp"><code>UserApp</code></a>. This is primarily used internally and should rarely be constructed explicitly.</p><p><strong>Constructors</strong></p><pre><code class="language-julia hljs">JuliaHub.PackageJob(app::Union{JuliaHub.PackageApp,JuliaHub.UserApp}; [sysimage::Bool = false])</code></pre><p>Can be used to construct a <a href="#JuliaHub.PackageApp"><code>PackageApp</code></a> or <a href="#JuliaHub.UserApp"><code>UserApp</code></a> based job, but allows for some job parameters to be overridden. Currently, only support the enabling of a system image based job by setting <code>sysimage = true</code>.</p><pre><code class="language-julia-repl hljs">julia&gt; app = JuliaHub.application(:package, &quot;RegisteredPackageApp&quot;)
+PackageApp
+ name: RegisteredPackageApp
+ uuid: db8b4d46-bfad-4aa5-a5f8-40df1e9542e5
+ registry: General (23338594-aafe-5451-b93e-139f81909106)
+
+julia&gt; JuliaHub.submit_job(JuliaHub.PackageJob(app; sysimage = true))
+JuliaHub.Job: jr-xf4tslavut (Submitted)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobsubmission.jl#L873-L902">source</a></section></article><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="#JuliaHub.AbstractJobConfig"><code>JuliaHub.AbstractJobConfig</code></a></li><li><a href="#JuliaHub.AbstractJuliaHubApp"><code>JuliaHub.AbstractJuliaHubApp</code></a></li><li><a href="#JuliaHub.ApplicationJob"><code>JuliaHub.ApplicationJob</code></a></li><li><a href="#JuliaHub.BatchImage"><code>JuliaHub.BatchImage</code></a></li><li><a href="#JuliaHub.BatchJob"><code>JuliaHub.BatchJob</code></a></li><li><a href="#JuliaHub.ComputeConfig"><code>JuliaHub.ComputeConfig</code></a></li><li><a href="#JuliaHub.DefaultApp"><code>JuliaHub.DefaultApp</code></a></li><li><a href="#JuliaHub.Limit"><code>JuliaHub.Limit</code></a></li><li><a href="#JuliaHub.NodeSpec"><code>JuliaHub.NodeSpec</code></a></li><li><a href="#JuliaHub.PackageApp"><code>JuliaHub.PackageApp</code></a></li><li><a href="#JuliaHub.PackageJob"><code>JuliaHub.PackageJob</code></a></li><li><a href="#JuliaHub.Unlimited"><code>JuliaHub.Unlimited</code></a></li><li><a href="#JuliaHub.UserApp"><code>JuliaHub.UserApp</code></a></li><li><a href="#JuliaHub.WorkloadConfig"><code>JuliaHub.WorkloadConfig</code></a></li><li><a href="#JuliaHub.appbundle"><code>JuliaHub.appbundle</code></a></li><li><a href="#JuliaHub.application"><code>JuliaHub.application</code></a></li><li><a href="#JuliaHub.applications"><code>JuliaHub.applications</code></a></li><li><a href="#JuliaHub.batchimage"><code>JuliaHub.batchimage</code></a></li><li><a href="#JuliaHub.batchimages"><code>JuliaHub.batchimages</code></a></li><li><a href="#JuliaHub.nodespec"><code>JuliaHub.nodespec</code></a></li><li><a href="#JuliaHub.nodespecs"><code>JuliaHub.nodespecs</code></a></li><li><a href="#JuliaHub.script"><code>JuliaHub.script</code></a></li><li><a href="#JuliaHub.submit_job"><code>JuliaHub.submit_job</code></a></li><li><a href="#JuliaHub.@script_str"><code>JuliaHub.@script_str</code></a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
+    theme: "neutral"
+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../authentication/">« Authentication</a><a class="docs-footer-nextpage" href="../jobs/">Jobs »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR64/reference/jobs/index.html b/previews/PR64/reference/jobs/index.html
new file mode 100644
index 000000000..f2db13855
--- /dev/null
+++ b/previews/PR64/reference/jobs/index.html
@@ -0,0 +1,66 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Jobs · JuliaHub.jl</title><meta name="title" content="Jobs · JuliaHub.jl"/><meta property="og:title" content="Jobs · JuliaHub.jl"/><meta property="twitter:title" content="Jobs · JuliaHub.jl"/><meta name="description" content="Documentation for JuliaHub.jl."/><meta property="og:description" content="Documentation for JuliaHub.jl."/><meta property="twitter:description" content="Documentation for JuliaHub.jl."/><meta property="og:url" content="https://help.juliahub.com/julia-api/stable/reference/jobs/"/><meta property="twitter:url" content="https://help.juliahub.com/julia-api/stable/reference/jobs/"/><link rel="canonical" href="https://help.juliahub.com/julia-api/stable/reference/jobs/"/><script data-outdated-warner src="../../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="../.."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../../assets/documenter.js"></script><script src="../../search_index.js"></script><script src="../../siteinfo.js"></script><script src="../../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">JuliaHub.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../../">Home</a></li><li><a class="tocitem" href="../../getting-started/">Getting Started</a></li><li><span class="tocitem">Guides</span><ul><li><a class="tocitem" href="../../guides/authentication/">Authentication</a></li><li><a class="tocitem" href="../../guides/datasets/">Datasets</a></li><li><a class="tocitem" href="../../guides/jobs/">Jobs</a></li></ul></li><li><span class="tocitem">Reference</span><ul><li><a class="tocitem" href="../authentication/">Authentication</a></li><li><a class="tocitem" href="../job-submission/">Job submission</a></li><li class="is-active"><a class="tocitem" href>Jobs</a><ul class="internal"><li><a class="tocitem" href="#Job-status-states"><span>Job status states</span></a></li><li><a class="tocitem" href="#Reference"><span>Reference</span></a></li><li><a class="tocitem" href="#Index"><span>Index</span></a></li></ul></li><li><a class="tocitem" href="../datasets/">Datasets</a></li><li><a class="tocitem" href="../exceptions/">Exceptions</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Reference</a></li><li class="is-active"><a href>Jobs</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Jobs</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/main/docs/src/reference/jobs.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="job-apis"><a class="docs-heading-anchor" href="#job-apis">Jobs</a><a id="job-apis-1"></a><a class="docs-heading-anchor-permalink" href="#job-apis" title="Permalink"></a></h1><p>JuliaHub.jl provides various methods to inspect and interact jobs that <a href="../job-submission/#job-submission">have been submitted to JuliaHub</a>. It is also possible to get access to job outputs programmatically.</p><h2 id="Job-status-states"><a class="docs-heading-anchor" href="#Job-status-states">Job status states</a><a id="Job-status-states-1"></a><a class="docs-heading-anchor-permalink" href="#Job-status-states" title="Permalink"></a></h2><p>A job will be in various &quot;states&quot; during its execution, and its current state can be inspected via the [<code>.status</code>] field.</p><p>The following diagram illustrates the possible states a job can be in, and how it moves between them during a job lifecycle.</p><div class="mermaid">stateDiagram-v2
+direction LR
+[*] --&gt; SUBMIT:::user
+SUBMIT --&gt; Submitted
+Submitted --&gt; Running
+Running --&gt; FINISHED
+state FINISHED {
+  direction LR
+  [*] --&gt; Failed
+  [*] --&gt; Stopped
+  [*] --&gt; Completed
+}
+FINISHED:::user
+
+classDef user fill:lightgray</div><div class="admonition is-info"><header class="admonition-header">Refreshing a Job object</header><div class="admonition-body"><p>An instance of a <a href="#JuliaHub.Job"><code>Job</code></a> object reflects the state of the job when the <a href="#JuliaHub.job"><code>job</code></a> function was called. If you want to inspect the current state of a job, you must first &quot;refresh&quot; the job object, which can simply be done with the help of the <a href="#JuliaHub.job"><code>job</code></a> function.</p><pre><code class="language-julia hljs">job = JuliaHub.job(job)</code></pre></div></div><h2 id="Reference"><a class="docs-heading-anchor" href="#Reference">Reference</a><a id="Reference-1"></a><a class="docs-heading-anchor-permalink" href="#Reference" title="Permalink"></a></h2><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JobReference" href="#JuliaHub.JobReference"><code>JuliaHub.JobReference</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">const JobReference :: Type</code></pre><p>A type constraint on the arguments of many jobs-related functions that is used to specify the job. A job reference must be either a <a href="#JuliaHub.Job"><code>Job</code></a> object, or an <code>AbstractString</code> containing the unique job ID.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L291-L297">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.jobs" href="#JuliaHub.jobs"><code>JuliaHub.jobs</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.jobs(; [limit::Integer], [auth::Authentication]) -&gt; Vector{Job}</code></pre><p>Retrieve the list of jobs, latest first, visible to the currently authenticated user.</p><p>By default, JuliaHub only returns up to 20 jobs. However, this default limit can be overridden by passing the <code>limit</code> keyword (which must be a positive integer).</p><div class="admonition is-warning"><header class="admonition-header">Non-dynamic job objects</header><div class="admonition-body"><p><a href="#JuliaHub.Job"><code>Job</code></a> objects represents the jobs when the objects were created (e.g. by a <a href="#JuliaHub.job"><code>job</code></a> function) and are not automatically kept up to date. To refresh the job information, you can pass the existing <a href="#JuliaHub.Job"><code>Job</code></a> to <a href="#JuliaHub.job"><code>JuliaHub.job</code></a> before passing it to this function.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L310-L319">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job" href="#JuliaHub.job"><code>JuliaHub.job</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job(job::JobReference; throw::Bool=true, [auth::Authentication]) -&gt; Job</code></pre><p>Fetch the details of a job based on the <a href="#JuliaHub.JobReference">job reference <code>ref</code></a>. Will throw an <a href="../exceptions/#JuliaHub.InvalidRequestError"><code>InvalidRequestError</code></a> if the job does not exist, or returns <code>nothing</code> if <code>throw=false</code> is passed.</p><div class="admonition is-warning"><header class="admonition-header">Non-dynamic job objects</header><div class="admonition-body"><p><a href="#JuliaHub.Job"><code>Job</code></a> objects represents the jobs when the objects were created (e.g. by a <a href="#JuliaHub.job"><code>job</code></a> function) and are not automatically kept up to date. To refresh the job information, you can pass the existing <a href="#JuliaHub.Job"><code>Job</code></a> to <a href="#JuliaHub.job"><code>JuliaHub.job</code></a> before passing it to this function.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L336-L344">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.isdone" href="#JuliaHub.isdone"><code>JuliaHub.isdone</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.isdone(::Job)</code></pre><p>A helper function to check if a <a href="#JuliaHub.Job"><code>Job</code></a> is &quot;done&quot;, i.e. its status is one of <code>Completed</code>, <code>Stopped</code>, or <code>Failed</code>.</p><div class="admonition is-warning"><header class="admonition-header">Non-dynamic job objects</header><div class="admonition-body"><p><a href="#JuliaHub.Job"><code>Job</code></a> objects represents the jobs when the objects were created (e.g. by a <a href="#JuliaHub.job"><code>job</code></a> function) and are not automatically kept up to date. As such, the result from this function may not represent the current <em>live</em> state of the job. To refresh the job information, you can pass the existing <a href="#JuliaHub.Job"><code>Job</code></a> to <a href="#JuliaHub.job"><code>JuliaHub.job</code></a> before passing it to this function.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L300-L307">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.wait_job" href="#JuliaHub.wait_job"><code>JuliaHub.wait_job</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">wait_job(
+    job::AbstractString;
+    interval::Integer = 30, [auth::Authentication]
+) -&gt; Job</code></pre><p>Blocks until remote job referred to by the <a href="#JuliaHub.JobReference">job reference <code>job</code></a> has completed, by polling it with every <code>interval</code> seconds. Returns an updated <a href="#JuliaHub.Job"><code>Job</code></a> object.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L366-L374">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.kill_job" href="#JuliaHub.kill_job"><code>JuliaHub.kill_job</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.kill_job(job::JobRefererence; [auth::Authentication]) -&gt; Job</code></pre><p>Stop the job referred to by the <a href="#JuliaHub.JobReference">job reference <code>ref</code></a>. Returns the updated <a href="#JuliaHub.Job"><code>Job</code></a> object.</p><p>See also: <a href="#JuliaHub.Job"><code>Job</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L520-L527">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.extend_job" href="#JuliaHub.extend_job"><code>JuliaHub.extend_job</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.extend_job(job::JobReference, extension::Limit; [auth::Authentication]) -&gt; Job</code></pre><p>Extends the time limit of the job referred to by the <a href="#JuliaHub.JobReference">job reference <code>ref</code></a> by <code>extension</code> (<code>Dates.Period</code>, or <code>Integer</code> number of hours). Returns an updated <a href="#JuliaHub.Job"><code>Job</code></a> object.</p><p>See <a href="../job-submission/#JuliaHub.Limit"><code>Limit</code></a> for more information on how the <code>extension</code> argument is interpreted. Note that <a href="../job-submission/#JuliaHub.Unlimited"><code>Unlimited</code></a> is not allowed as <code>extension</code>.</p><p>See also: <a href="#JuliaHub.Job"><code>Job</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L549-L559">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JobLogMessage" href="#JuliaHub.JobLogMessage"><code>JuliaHub.JobLogMessage</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct JobLogMessage</code></pre><p>Contains a single JuliaHub job log message, and has the following fields:</p><ul><li><code>timestamp :: Union{ZonedDateTime, Nothing}</code>: log message timestamp (in UTC)</li><li><code>message :: Union{String, Nothing}</code>: log message string. This generally corresponds to one line of printed output</li></ul><p>Fields that can also be <code>nothing</code> may be missing for some log messages.</p><p>See also: <a href="#JuliaHub.job_logs"><code>job_logs</code></a>, <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a>.</p><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L34-L48">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job_logs" href="#JuliaHub.job_logs"><code>JuliaHub.job_logs</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job_logs(job; offset::Integer = 0, [limit::Integer], [auth::Authentication]) -&gt; Vector{JobLogMessage}</code></pre><p>Fetches the log messages for the specified JuliaHub job. The job is specifed by passing the job name as a string, or by passing a <a href="#JuliaHub.Job"><code>Job</code></a> object (i.e. <code>job::Union{AbstractString,Job}</code>). Returns the log messages as an array of <a href="#JuliaHub.JobLogMessage"><code>JobLogMessage</code></a> objects.</p><p>Optionally, the function takes the following keyword arguments:</p><ul><li><p><code>offset::Integer</code>: the offset of the first log message fetched (<code>0</code> corresponds to the first message); for the first method, this defaults to <code>0</code>; however, in the second (callback) case, if <code>offset</code> is not specified, any existing logs will be ignored.</p></li><li><p><code>limit::Integer</code>: the maximum number of messages fetched (all by default)</p></li></ul><div class="admonition is-info"><header class="admonition-header">No default limit</header><div class="admonition-body"><p>The <code>limit</code> keyword does not have a default limit, and so by default <a href="#JuliaHub.job_logs"><code>job_logs</code></a> fetches all the log messages. This may take a while and require many requests to JuliaHub if the job has a huge number of log messages.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L112-L132">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job_logs_buffered" href="#JuliaHub.job_logs_buffered"><code>JuliaHub.job_logs_buffered</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job_logs_buffered(
+    [f::Base.Callable], job::Union{Job,AbstractString};
+    streaming::Bool=true, [offset::Integer],
+    [auth::Authentication]
+) -&gt; AbstractJobLogsBuffer</code></pre><p>A lower-level function to work with log streams, and is particularly useful when working with jobs that have not finished yet and are actively producing new log messages.</p><p>The function accepts the following arguments:</p><ul><li><code>f :: Base.Callable</code>: an optional callback function that gets called every time the buffer is updated. The callback must take two arguments: <code>f(::AbstractJobLogsBuffer, ::AbstractVector)</code>. The first argument is the buffer object itself, and the second argument will be passed a <em>read-only view</em> of all the logs that have been loaded into the buffer, including the new ones.</li><li><code>job :: Union{Job,AbstractString}</code>: either the job name or a <a href="#JuliaHub.Job"><code>Job</code></a> object.</li><li><code>streaming :: Bool</code>: if set to <code>true</code>, the buffer object The streaming can be stopped with <a href="#JuliaHub.interrupt!"><code>interrupt!</code></a>.</li><li><code>offset :: Integer</code>: optional non-negative value to specify the starting point of the buffer</li></ul><p><strong>Interface of the returned object</strong></p><p>Returns an instance of the abstract <a href="#JuliaHub.AbstractJobLogsBuffer"><code>AbstractJobLogsBuffer</code></a> type. These objects contain log messages (of type <a href="#JuliaHub.JobLogMessage"><code>JobLogMessage</code></a>), but not all the log messages are immediately available. Instead, at any given time the buffer represents a continous section of logs that can be extended in either direction.</p><p>The following functions can be used to interact with log buffers: <a href="#JuliaHub.job_logs_newer!"><code>job_logs_newer!</code></a>, <a href="#JuliaHub.job_logs_older!"><code>job_logs_older!</code></a>, <a href="#JuliaHub.hasfirst"><code>JuliaHub.hasfirst</code></a>, <a href="#JuliaHub.haslast"><code>JuliaHub.haslast</code></a>. Additionally, the objects will have a <code>.logs :: Vector{JobLogMessage}</code> property that can be used to access the log messages that have been loaded into the buffer.</p><p>See also: <a href="#JuliaHub.job_logs"><code>job_logs</code></a>, <a href="#JuliaHub.Job"><code>Job</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L214-L248">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job_logs_older!" href="#JuliaHub.job_logs_older!"><code>JuliaHub.job_logs_older!</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job_logs_older!(
+    buffer::AbstractJobLogsBuffer; [count::Integer], [auth::Authentication]
+) -&gt; AbstractJobLogsBuffer</code></pre><p>Updates the <a href="#JuliaHub.AbstractJobLogsBuffer"><code>AbstractJobLogsBuffer</code></a> object by adding up to <code>count</code> log messages to the beginning of the buffer. If <code>count</code> is omitted, it will seek all the way to the beginning of the logs.</p><p>If all the logs have already been loaded into the buffer (i.e. <code>JuliaHub.hasfirst(buffer)</code> is <code>true</code>), the function is a no-op.</p><p>See also: <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a>, <a href="#JuliaHub.job_logs_newer!"><code>job_logs_newer!</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L267-L280">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job_logs_newer!" href="#JuliaHub.job_logs_newer!"><code>JuliaHub.job_logs_newer!</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job_logs_newer!(
+    buffer::AbstractJobLogsBuffer; [count::Integer], [auth::Authentication]
+) -&gt; AbstractJobLogsBuffer</code></pre><p>Updates the <a href="#JuliaHub.AbstractJobLogsBuffer"><code>AbstractJobLogsBuffer</code></a> object by adding up to <code>count</code> log messages to the end of the buffer. If <code>count</code> is omitted, it will seek all the way to the end of the current logs.</p><p>For a finished job, if all the logs have already been loaded into the buffer (i.e. <code>JuliaHub.haslast(buffer)</code> is <code>true</code>), the function is a no-op. If the buffer is actively streaming new logs for a running job,  then the function is also a no-op.</p><p>See also: <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a>, <a href="#JuliaHub.job_logs_older!"><code>job_logs_older!</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L293-L307">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.AbstractJobLogsBuffer" href="#JuliaHub.AbstractJobLogsBuffer"><code>JuliaHub.AbstractJobLogsBuffer</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">abstract type AbstractJobLogsBuffer</code></pre><p>Supertype of possible objects returned by <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a>. See the <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a> function for a description of the interface.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L161-L166">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.hasfirst" href="#JuliaHub.hasfirst"><code>JuliaHub.hasfirst</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.hasfirst(::AbstractJobLogsBuffer) -&gt; Bool</code></pre><p>Determines whether the job log buffer has the first message of the job logs.</p><p>See also: <a href="#JuliaHub.haslast"><code>haslast</code></a>, <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L195-L201">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.haslast" href="#JuliaHub.haslast"><code>JuliaHub.haslast</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.haslast(::AbstractJobLogsBuffer) -&gt; Bool</code></pre><p>Determines whether the job log buffer has the last message of the job logs. Note that if the job has not finished, this will always be <code>false</code>, since the job may produce additional logs.</p><p>See also: <a href="#JuliaHub.hasfirst"><code>hasfirst</code></a>, <a href="#JuliaHub.job_logs_buffered"><code>job_logs_buffered</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L204-L211">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.interrupt!" href="#JuliaHub.interrupt!"><code>JuliaHub.interrupt!</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.interrupt!(::AbstractJobLogsBuffer; wait::Bool=true)</code></pre><p>Can be use to interrupt the asynchronous log streaming task. If the log buffer is not streaming, this function is a no-op.</p><p>Note that the effect of <a href="#JuliaHub.interrupt!"><code>JuliaHub.interrupt!</code></a> may not be immediate and the function will block until the task has stopped. <code>wait = false</code> can be passed to make <a href="#JuliaHub.interrupt!"><code>interrupt!</code></a> return immediately, but in that case the buffer may stream for a little while longer.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/logging.jl#L183-L192">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job_files" href="#JuliaHub.job_files"><code>JuliaHub.job_files</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job_files(job::Job, [filetype::Symbol]) -&gt; Vector{JobFile}</code></pre><p>Return the list of inputs and/or output files associated <code>job</code>.</p><p>The optional <code>filetype</code> argument should be one of <code>:input</code>, <code>:source</code>, <code>:result</code> or <code>:project</code>, and can be used to filter the file list down to either just job input files (such as the appbundle or Julia environment files), or output files (such as the one uploaded via <code>RESULTS_FILE</code>).</p><p>Note: <code>job_file(job)</code> is equivalent to <code>job.files</code>, and the latter is preferred. This function is primarily meant to be used when filtering by file type.</p><p>See also: <a href="#JuliaHub.Job"><code>Job</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L394-L408">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.job_file" href="#JuliaHub.job_file"><code>JuliaHub.job_file</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.job_file(job::Job, type::Symbol, filename::AbstractString) -&gt; JobFile | Nothing</code></pre><p>Searches for a job output file of a specified type and with the specific filename for job <code>job</code>, or <code>nothing</code> if the file was not found.</p><p><code>type</code> should be one of the standard job file types. See <a href="#JuliaHub.JobFile"><code>JobFile</code></a> and <a href="#JuliaHub.job_files"><code>job_files</code></a> for more information.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L427-L435">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.download_job_file" href="#JuliaHub.download_job_file"><code>JuliaHub.download_job_file</code></a> — <span class="docstring-category">Function</span></header><section><div><pre><code class="language-julia hljs">JuliaHub.download_job_file(file::JobFile, path::AbstractString; [auth]) -&gt; String
+JuliaHub.download_job_file(file::JobFile, io::IO; [auth])</code></pre><p>Downloads a <a href="#JuliaHub.JobFile"><code>JobFile</code></a> to a local path. Alternative, writeable stream object can be passed as the second argument to write the contents directly into the stream.</p><p>When a local path is passed, it returns the path (which can be useful when calling the function as e.g. <code>JuliaHub.download_job_file(file, tempname()))</code>). When an <code>IO</code> object is passed, it returns <code>nothing</code>.</p><p>For example, to download a file into a temporary file:</p><pre><code class="language-julia-repl hljs">julia&gt; file = JuliaHub.job_file(JuliaHub.job(&quot;jr-eezd3arpcj&quot;), :result, &quot;outdir.tar.gz&quot;)
+JuliaHub.JobFile outdir.tar.gz (jr-eezd3arpcj, :result, 632143 bytes)
+sha2_256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855
+Uploaded: 2023-03-15T07:59:29.473898+00:00
+
+julia&gt; tmp = tempname()
+&quot;/tmp/jl_nE3uvkZwvC&quot;
+
+julia&gt; JuliaHub.download_job_file(file, tmp)
+&quot;/tmp/jl_BmHgj8rQXe&quot;
+
+julia&gt; bytes2hex(open(sha2_256, tmp))
+&quot;e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855&quot;</code></pre><p>Alternatively, you can also download the file into a writable <code>IO</code> stream, such as <code>IOBuffer</code>:</p><pre><code class="language-julia-repl hljs">julia&gt; buffer = IOBuffer();
+
+julia&gt; JuliaHub.download_job_file(file, buffer)
+
+julia&gt; bytes2hex(sha2_256(take!(buffer)))
+&quot;e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855&quot;</code></pre><p>See also: <a href="#JuliaHub.Job"><code>Job</code></a>, <a href="#JuliaHub.JobFile"><code>JobFile</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L445-L487">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.Job" href="#JuliaHub.Job"><code>JuliaHub.Job</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct Job</code></pre><p>Represents a single job submitted to JuliaHub. Objects have the following properties:</p><ul><li><code>id :: String</code>: the unique, automatically generated ID of the job</li><li><code>alias :: String</code>: a non-unique, but descriptive alias for the job (often set by e.g. applications)</li><li><code>status :: JobStatus</code>: a string-like <a href="#JuliaHub.JobStatus"><code>JobStatus</code></a> object storing the state of the job</li><li><code>env :: Dict</code>: a dictionary of environment variables that were set when the job was submitted</li><li><code>results :: String</code>: the output value set via <code>ENV[&quot;RESULTS&quot;]</code> (an empty string if it was not explicitly set)</li><li><code>files :: Vector{JobFiles}</code>: a list of <a href="#JuliaHub.JobFile"><code>JobFile</code></a> objects, representing the input and output files of the job (see: <a href="#JuliaHub.job_files"><code>job_files</code></a>, <a href="#JuliaHub.job_file"><code>job_file</code></a>, <a href="#JuliaHub.download_job_file"><code>download_job_file</code></a>).</li></ul><p>See also: <a href="#JuliaHub.job"><code>job</code></a>, <a href="#JuliaHub.jobs"><code>jobs</code></a>.</p><div class="admonition is-warning"><header class="admonition-header">Non-dynamic job objects</header><div class="admonition-body"><p><a href="#JuliaHub.Job"><code>Job</code></a> objects represents the jobs when the objects were created (e.g. by a <a href="#JuliaHub.job"><code>job</code></a> function) and are not automatically kept up to date. To refresh the job information, you can pass the existing <a href="#JuliaHub.Job"><code>Job</code></a> to <a href="#JuliaHub.job"><code>JuliaHub.job</code></a> before passing it to this function.</p></div></div><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L189-L208">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JobStatus" href="#JuliaHub.JobStatus"><code>JuliaHub.JobStatus</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct JobStatus</code></pre><p>Type of the <code>.status</code> field of a <a href="#JuliaHub.Job"><code>Job</code></a> object, representing the current state of the job. Should be one of: <code>Submitted</code>, <code>Running</code>, <code>Failed</code>, <code>Stopped</code>, <code>Completed</code>.</p><p>In practice, the <code>.status</code> field should be treated as string and only used in string comparisons.</p><p>See also: <a href="#JuliaHub.isdone"><code>isdone</code></a>.</p><pre><code class="language-julia-repl hljs">julia&gt; job = JuliaHub.job(&quot;jr-novcmdtiz6&quot;)
+JuliaHub.Job: jr-novcmdtiz6 (Completed)
+ submitted: 2023-03-15T07:56:50.974+00:00
+ started:   2023-03-15T07:56:51.251+00:00
+ finished:  2023-03-15T07:56:59.000+00:00
+ files:
+  - code.jl (input; 3 bytes)
+  - code.jl (source; 3 bytes)
+  - Project.toml (project; 244 bytes)
+  - Manifest.toml (project; 9056 bytes)
+ outputs: &quot;{}&quot;
+
+julia&gt; job.status == &quot;Submitted&quot;
+false
+
+julia&gt; job.status == &quot;Completed&quot;
+true</code></pre><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L111-L143">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.JobFile" href="#JuliaHub.JobFile"><code>JuliaHub.JobFile</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct JobFile</code></pre><p>A reference to a job input or output file, with the following properties:</p><ul><li><code>.name :: String</code>: the name of the <a href="#JuliaHub.Job"><code>Job</code></a> this file is attached to</li><li><code>.type :: Symbol</code>: indicated the file type (see below)</li><li><code>.filename :: String</code>: file name</li><li><code>.size :: Int</code>: size of the file in bytes (reported to be zero in cases where the file contents is missing)</li><li><code>.hash :: Union{FileHash, Nothing}</code>: a <a href="#JuliaHub.FileHash"><code>FileHash</code></a> object containing the file hash, but may also be missing (<code>nothing</code>) in some cases, like when the file upload has not completed yet.</li></ul><p>The file is uniquely identified by the <code>(job, type, filename)</code> triplet.</p><p>The type of the file should be one of:</p><ul><li><code>:input</code>: various job input files, which includes code, environment, and appbundle files.</li><li><code>:source</code>: source</li><li><code>:project</code>: Julia project environment files (e.g. <code>Project.toml</code>, <code>Manifest.toml</code>, <code>Artifacts.toml</code>)</li><li><code>:result</code>: output results file, defined via the <code>RESULTS_FILE</code> environment variable in the job</li></ul><p>Note that some files are duplicated under multiple categories.</p><p>See also: <a href="#JuliaHub.Job"><code>Job</code></a>, <a href="#JuliaHub.job_files"><code>job_files</code></a>, <a href="#JuliaHub.job_file"><code>job_file</code></a>.</p><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/jobs/jobs.jl#L20-L46">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="JuliaHub.FileHash" href="#JuliaHub.FileHash"><code>JuliaHub.FileHash</code></a> — <span class="docstring-category">Type</span></header><section><div><pre><code class="language-julia hljs">struct FileHash</code></pre><p>Stores a hash and the algorithm used to calcute it. The object has the following properties:</p><ul><li><code>.algorithm :: Symbol</code>: hash algorithm</li><li><code>.hash :: Vector{UInt8}</code>: the hash as a sequence of bytes</li></ul><div class="admonition is-compat"><header class="admonition-header">No public constructors</header><div class="admonition-body"><p>Objects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.</p></div></div></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaComputing/JuliaHub.jl/blob/d0d4d364c010cdfb09073aa85d941d8ca313eb14/src/utils.jl#L228-L238">source</a></section></article><h2 id="Index"><a class="docs-heading-anchor" href="#Index">Index</a><a id="Index-1"></a><a class="docs-heading-anchor-permalink" href="#Index" title="Permalink"></a></h2><ul><li><a href="#JuliaHub.AbstractJobLogsBuffer"><code>JuliaHub.AbstractJobLogsBuffer</code></a></li><li><a href="#JuliaHub.FileHash"><code>JuliaHub.FileHash</code></a></li><li><a href="#JuliaHub.Job"><code>JuliaHub.Job</code></a></li><li><a href="#JuliaHub.JobFile"><code>JuliaHub.JobFile</code></a></li><li><a href="#JuliaHub.JobLogMessage"><code>JuliaHub.JobLogMessage</code></a></li><li><a href="#JuliaHub.JobReference"><code>JuliaHub.JobReference</code></a></li><li><a href="#JuliaHub.JobStatus"><code>JuliaHub.JobStatus</code></a></li><li><a href="#JuliaHub.download_job_file"><code>JuliaHub.download_job_file</code></a></li><li><a href="#JuliaHub.extend_job"><code>JuliaHub.extend_job</code></a></li><li><a href="#JuliaHub.hasfirst"><code>JuliaHub.hasfirst</code></a></li><li><a href="#JuliaHub.haslast"><code>JuliaHub.haslast</code></a></li><li><a href="#JuliaHub.interrupt!"><code>JuliaHub.interrupt!</code></a></li><li><a href="#JuliaHub.isdone"><code>JuliaHub.isdone</code></a></li><li><a href="#JuliaHub.job"><code>JuliaHub.job</code></a></li><li><a href="#JuliaHub.job_file"><code>JuliaHub.job_file</code></a></li><li><a href="#JuliaHub.job_files"><code>JuliaHub.job_files</code></a></li><li><a href="#JuliaHub.job_logs"><code>JuliaHub.job_logs</code></a></li><li><a href="#JuliaHub.job_logs_buffered"><code>JuliaHub.job_logs_buffered</code></a></li><li><a href="#JuliaHub.job_logs_newer!"><code>JuliaHub.job_logs_newer!</code></a></li><li><a href="#JuliaHub.job_logs_older!"><code>JuliaHub.job_logs_older!</code></a></li><li><a href="#JuliaHub.jobs"><code>JuliaHub.jobs</code></a></li><li><a href="#JuliaHub.kill_job"><code>JuliaHub.kill_job</code></a></li><li><a href="#JuliaHub.wait_job"><code>JuliaHub.wait_job</code></a></li></ul><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
+mermaid.initialize({
+    startOnLoad: true,
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+});
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../job-submission/">« Job submission</a><a class="docs-footer-nextpage" href="../datasets/">Datasets »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 24 June 2024 23:21">Monday 24 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/previews/PR64/search_index.js b/previews/PR64/search_index.js
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@@ -0,0 +1,3 @@
+var documenterSearchIndex = {"docs":
+[{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"CurrentModule=JuliaHub\nDocTestSetup = :(using JuliaHub)","category":"page"},{"location":"reference/authentication/#authentication","page":"Authentication","title":"Authentication","text":"","category":"section"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"In order to talk to a JuliaHub instance, you need to have a valid authentication token. JuliaHub reuses the Julia's built-in package server authentication tokens for this purpose. By default, the authentication uses the JULIA_PKG_SERVER environment variable to determine which JuliaHub instance to connect to, but this can be overridden by passing an argument to authenticate.","category":"page"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"The authenticate function can be used to construct a token. If a valid token is available in ~/.julia/servers, it gets reused. Otherwise, a browser window is opened, starting an interactive authentication procedure.","category":"page"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"All the functions that require authentication accept an auth keyword argument. However, JuliaHub.jl also stores the authentication token from the last authenticate call in a global variable and automatically uses that if auth is not provided, and also tries to authenticate automatically. The current global authentication object can be accessed via the current_authentication() function.","category":"page"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"See also: authentication guide, authentication section on help.juliahub.com, PkgAuthentication.","category":"page"},{"location":"reference/authentication/#Token-expiration-and-refresh-tokens","page":"Authentication","title":"Token expiration and refresh tokens","text":"","category":"section"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"By default, JuliaHub access tokens expire in 24 hours. However, the tokens usually also have a refresh token, which is valid for 30 days. If the access token has expired, but there is a valid refresh token available, authenticate will automatically try to use that, to re-acquire an access token without starting an interactive authentication.","category":"page"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"In JuliaHub job and cloud IDE environments, the authentication token on disk will be continuously kept up to date. The reauthenticate! function can be used to reload the token from disk.","category":"page"},{"location":"reference/authentication/#Reference","page":"Authentication","title":"Reference","text":"","category":"section"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"authenticate\nAuthentication\ncurrent_authentication\ncheck_authentication\nreauthenticate!\nSecret","category":"page"},{"location":"reference/authentication/#JuliaHub.authenticate","page":"Authentication","title":"JuliaHub.authenticate","text":"JuliaHub.authenticate(server = Pkg.pkg_server(); force::Bool = false, maxcount::Integer = 3, [hook::Base.Callable])\n\nAuthenticates with a JuliaHub server. If a valid authentication token does not exist in the Julia depot, a new token is acquired via an interactive browser based prompt. Returns an Authentication object if the authentication was successful, or throws an AuthenticationError if authentication fails.\n\nThe interactive prompts tries to authenticate for a maximum of maxcount times. If force is set to true, an existing authentication token is first deleted. This can be useful when the existing authentication token is causing the authentication to fail.\n\nExtended help\n\nBy default, it attemps to connect to the currently configured Julia package server URL (configured e.g. via the JULIA_PKG_SERVER environment variable). However, this can be overridden by passing the server argument.\n\nhook can be set to a function taking a single string-type argument, and will be passed the authorization URL the user should interact with in the browser. This can be used to override the default behavior coming from PkgAuthentication.\n\nThe returned Authentication object is also cached globally (overwriting any previously cached authentications), making it unnecessary to pass the returned object manually to other function calls. This is useful for interactive use, but should not be used in library code, as different authentication calls may clash.\n\n\n\n\n\n","category":"function"},{"location":"reference/authentication/#JuliaHub.Authentication","page":"Authentication","title":"JuliaHub.Authentication","text":"mutable struct Authentication\n\nAuthentication object constructed by the authenticate function that can be passed to the various JuliaHub.jl function via the auth keyword argument.\n\nObjects have the following properties:\n\nserver :: URIs.URI: URL of the JuliaHub instance this authentication token applies to.\nusername :: String: user's JuliaHub username (used for e.g. to namespace datasets)\ntoken :: JuliaHub.Secret: a Secret object storing the JuliaHub authentication token\n\nNote that the object is mutable, and hence will be shared as it is passed around. And at the same time, functions such as reauthenticate! may modify the object.\n\nSee also: authenticate, reauthenticate!, current_authentication.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/authentication/#JuliaHub.current_authentication","page":"Authentication","title":"JuliaHub.current_authentication","text":"JuliaHub.current_authentication() -> Union{Authentication, Nothing}\n\nReturns the current globally active Authentication object, or nothing if authenticate has not yet been called.\n\njulia> JuliaHub.current_authentication()\nJuliaHub.Authentication(\"https://juliahub.com\", \"username\", *****)\n\nnote: Note\nCalling this function will not initialize authentication.\n\n\n\n\n\n","category":"function"},{"location":"reference/authentication/#JuliaHub.check_authentication","page":"Authentication","title":"JuliaHub.check_authentication","text":"JuliaHub.check_authentication(; [auth::Authentication]) -> Bool\n\nChecks if the authentication to a JuliaHub instance is still valid or not.\n\nThis can be used to periodically check an authentication token, to see if it is necessary to re-authenticate.\n\nSee also: reauthenticate!.\n\n\n\n\n\n","category":"function"},{"location":"reference/authentication/#JuliaHub.reauthenticate!","page":"Authentication","title":"JuliaHub.reauthenticate!","text":"JuliaHub.reauthenticate!([auth::Authentication]; force::Bool = false, maxcount::Integer = 3, [hook::Base.Callable])\n\nAttempts to update the authentication token in auth:\n\nIf the original auth.toml file has been updated, it simply reloads the token from the file.\nIf loading from auth.toml fails or force=true, it will attempt to re-authenticate with the server, possibly interactively.\n\nIf auth is omitted, it will reauthenticate the global Authentication object. The force, maxcount and hook are relevant for interactive authentication, and behave the same way as in the authenticate function.\n\nThis is mostly meant to be used to re-acquire authentication tokens in long-running sessions, where the initial authentication token may have expired.\n\nAs Authentication objects are mutable, the token will be updated in all contexts where the reference to the Authentication has been passed to.\n\nSee also: authenticate, current_authentication, Authentication, check_authentication.\n\n\n\n\n\n","category":"function"},{"location":"reference/authentication/#JuliaHub.Secret","page":"Authentication","title":"JuliaHub.Secret","text":"mutable struct Secret\n\nA helper type for storing secrets. Internally it is a covenience wrapper around Base.SecretBuffer. Predominantly used in Authentication objects to store the JuliaHub authentication token.\n\nThe String(::Secret) function can be used to obtain an unsecure string copy of the secret stored in the object.\n\njulia> s = JuliaHub.Secret(\"secret-string\")\nJuliaHub.Secret(\"*******\")\n\njulia> String(s)\n\"secret-string\"\n\nConstructors\n\nSecret(::AbstractString)\nSecret(::Vector{UInt8})\n\nCreate a Secret object from the input strings.\n\n\n\n\n\n","category":"type"},{"location":"reference/authentication/#Index","page":"Authentication","title":"Index","text":"","category":"section"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"Pages = [\"authentication.md\"]","category":"page"},{"location":"reference/authentication/","page":"Authentication","title":"Authentication","text":"","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"CurrentModule=JuliaHub\nDocTestSetup = :(using JuliaHub)","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"using JuliaHub","category":"page"},{"location":"guides/datasets/#guide-datasets","page":"Datasets","title":"Datasets","text":"","category":"section"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.jl offers a programmatic way to work with your JuliaHub datasets, and this section demonstrates a few common workflows you can use with these APIs.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"Pages = [\"datasets.md\"]\nDepth = 2:10","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"See the datasets reference page for a detailed reference of the datasets-related functionality.","category":"page"},{"location":"guides/datasets/#Accessing-datasets","page":"Datasets","title":"Accessing datasets","text":"","category":"section"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"The datasets function can be use to list all the datasets owned by the currently authenticated user, returning an array of Dataset objects.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"julia> JuliaHub.datasets()\n2-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"username\", \"example-dataset\"))\n JuliaHub.dataset((\"username\", \"blobtree/example\"))","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"If you know the name of the dataset, you can also directly access it with the dataset function, and you can access the dataset metadata via the properties of the Dataset object.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"julia> ds = JuliaHub.dataset(\"example-dataset\")\nDataset: example-dataset (Blob)\n owner: username\n description: An example dataset\n versions: 2\n size: 388 bytes\n tags: tag1, tag2\n\njulia> ds.owner\n\"username\"\n\njulia> ds.description\n\"An example dataset\"\n\njulia> ds.size\n388","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"If you want to work with dataset that you do not own but is shared with you in JuliaHub, you can pass shared=true to datasets, or specify the username.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"julia> JuliaHub.datasets(shared=true)\n3-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"username\", \"example-dataset\"))\n JuliaHub.dataset((\"anotheruser\", \"publicdataset\"))\n JuliaHub.dataset((\"username\", \"blobtree/example\"))\n\njulia> JuliaHub.datasets(\"anotheruser\")\n1-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"anotheruser\", \"publicdataset\"))\n\njulia> JuliaHub.dataset((\"anotheruser\", \"publicdataset\"))\nDataset: publicdataset (Blob)\n owner: anotheruser\n description: An example dataset\n versions: 1\n size: 57 bytes\n tags: tag1, tag2","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"Finally, JuliaHub.jl can also be used to download to your local machine with the download_dataset function.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"julia> JuliaHub.download_dataset(\"example-dataset\", \"mydata\")\nTransferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -\nTransferred:            1 / 1, 100%\nElapsed time:         2.1s\n\"/home/username/my-project/mydata\"","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"As datasets can have multiple versions, the .versions property of Dataset can be used to see information about the individual versions (represented with DatasetVersion objects). When downloading, you can also specify the version you wish to download (with the default being the newest version).","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"julia> ds.versions\n2-element Vector{JuliaHub.DatasetVersion}:\n JuliaHub.DatasetVersion(dataset = (\"username\", \"example-dataset\"), version = 1)\n JuliaHub.DatasetVersion(dataset = (\"username\", \"example-dataset\"), version = 2)\n\njulia> ds.versions[1]\nDatasetVersion: example-dataset @ v1\n owner: username\n timestamp: 2022-10-13T01:39:42.963-04:00\n size: 57 bytes\n\njulia> JuliaHub.download_dataset(\"example-dataset\", \"mydata\", version=ds.versions[1].id)\nTransferred:       86.767 KiB / 86.767 KiB, 100%, 0 B/s, ETA -\nTransferred:            1 / 1, 100%\nElapsed time:         2.1s\n\"/home/username/my-project/mydata\"\n","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"The dataset version are sorted with oldest first. To explicitly access the newest dataset, you can use the last function on the .versions property.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"julia> last(ds.versions)\nDatasetVersion: example-dataset @ v2\n owner: username\n timestamp: 2022-10-14T01:39:43.237-04:00\n size: 331 bytes\n","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"tip: Tip: DataSets.jl\nIn JuliaHub jobs and Cloud IDEs you can also use the DataSets.jl package to access and work with datasets. See the help.julialang.org section on datasets for more information.","category":"page"},{"location":"guides/datasets/#Create,-update,-or-replace","page":"Datasets","title":"Create, update, or replace","text":"","category":"section"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"The upload_dataset function can be used to programmatically create new datasets on JuliaHub.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"touch(\"local-file\")\nmkdir(\"local-directory\")\nMain.MOCK_JULIAHUB_STATE[:existing_datasets] = []","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.upload_dataset(\"example-dataset\", \"local-file\")","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"The type of the dataset (Blob or BlobTree) depends on whether the uploaded object is a file or a directory. A directory will be stored as a BlobTree-type dataset on JuliaHub.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.upload_dataset(\"example-blobtree\", \"local-directory\")","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"The create, update, and replace options control how upload_dataset behaves with respect to existing datasets. By default, the function only creates brand new datasets, and trying to upload a dataset that already exists will fail with an error.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.upload_dataset(\"example-dataset\", \"local-file\")","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"This behavior can be overridden by setting update=true, which will then upload a new version of a dataset if it already exists. This is useful for jobs and workflows that are meant to be re-run, updating the dataset each time they run.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.upload_dataset(\"example-dataset\", \"local-file\"; update=true)","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"The replace=true option can be used to erase earlier versions of a dataset. This will delete all information about the existing dataset and is a destructive, non-recoverable action. This may also lead to the dataset type being changed.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.upload_dataset(\"example-dataset\", \"local-file\"; replace=true)","category":"page"},{"location":"guides/datasets/#Bulk-updates","page":"Datasets","title":"Bulk updates","text":"","category":"section"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"You can also use the package to perform bulk updates or deletions of datasets. The following example, adds a new tag to all the datasets where the name matches a particular pattern.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"# Find all the datasets that have names that start with 'my-analysis-'\nmyanalysis_datasets = filter(\n    dataset -> startswith(dataset.name, r\"my-analysis-.*\"),\n    JuliaHub.datasets()\n)\n# .. and now add a 'new-tag' tag to each of them\nfor dataset in myanalysis_datasets\n    @info \"Updating\" dataset\n    # Note: tags = ... overrides the whole list, so you need to manually retain\n    # old tags.\n    new_tags = [dataset.tags..., \"new-tag\"]\n    JuliaHub.update_dataset(dataset, tags = new_tags)\nend","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"While this example shows the update_dataset, for example, the delete_dataset function could be used in the same way.","category":"page"},{"location":"guides/datasets/","page":"Datasets","title":"Datasets","text":"","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"CurrentModule=JuliaHub\nDocTestSetup = :(using JuliaHub)","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"using JuliaHub","category":"page"},{"location":"reference/datasets/#datasets","page":"Datasets","title":"Datasets","text":"","category":"section"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"These APIs allow you to create, read, update, and delete datasets owned by the currently authenticated user.","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"You can use datasets, dataset, and download_dataset to access datasets or their metadata.\nupload_dataset, update_dataset, and delete_dataset can be used to create, update, or delete datasets.","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"See also: help.julialang.org on datasets, DataSets.jl.","category":"page"},{"location":"reference/datasets/#Dataset-types","page":"Datasets","title":"Dataset types","text":"","category":"section"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub currently has two distinct types of datasets:","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"Blob: a single file; or, more abstractly, a collection of bytes\nBlobTree: a directory or a file; more abstractly a tree-like collection of Blobs, indexed by file system paths","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"These types mirror the concepts in DataSets.jl","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.jl APIs do not rely that much on the dataset type for anything, except when downloading or uploading. In that case, a local file always corresponds to a Blob, and a local directory corresponds to a BlobTree. For example, when trying to upload a file as a new version of a BlobTree-type dataset will fail, because the dataset type can not change.","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"The upload_dataset function uses information filesystem to determine whether the created dataset is a Blob or a BlobTree, and similarly download_dataset will always download a Blob into a file, and a BlobTree as a directory.","category":"page"},{"location":"reference/datasets/#Dataset-versions","page":"Datasets","title":"Dataset versions","text":"","category":"section"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"A JuliaHub dataset can have zero or more versions. A newly created dataset usually has at least one version, but it may have zero versions if, for example, the upload did not finish. The versions are indexed with a linear list of integers starting from 1.","category":"page"},{"location":"reference/datasets/#Reference","page":"Datasets","title":"Reference","text":"","category":"section"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"JuliaHub.Dataset\nJuliaHub.DatasetVersion\nJuliaHub.datasets\nJuliaHub.DatasetReference\nJuliaHub.dataset\nJuliaHub.download_dataset\nJuliaHub.upload_dataset\nJuliaHub.update_dataset\nJuliaHub.delete_dataset","category":"page"},{"location":"reference/datasets/#JuliaHub.Dataset","page":"Datasets","title":"JuliaHub.Dataset","text":"struct Dataset\n\nInformation about a dataset stored on JuliaHub, and the following fields are considered to be public API:\n\nuuid :: UUID: dataset UUID\nowner :: String: username of the dataset owner\nname :: String: dataset name\ndtype :: String: generally either Blob or BlobTree, but additional values may be added in the future\nversions :: Vector{DatasetVersion}: an ordered list of DatasetVersion objects, one for each dataset version, sorted from oldest to latest (i.e. you can use last to get the newest version).\nsize :: Int: total size of the whole dataset (including all the dataset versions) in bytes\nFields to access user-provided dataset metadata:\ndescription :: String: dataset description\ntags :: Vector{String}: a list of tags\n\nnote: Canonical fully qualified dataset name\nIn some contexts, like when accessing JuliaHub datasets with DataSets.jl, the .owner-.name tuple constitutes the fully qualifed dataset name, uniquely identifying a dataset on a JuliaHub instance. I.e. for a dataset object dataset, it can be constructed as \"$(dataset.owner)/$(dataset.name)\".\n\nwarning: Non-dynamic dataset objects\nDataset objects represents the dataset metadata when the Julia object was created (e.g. with dataset), and are not automatically kept up to date. To refresh the dataset metadata, you can pass the existing Dataset to JuliaHub.dataset.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/datasets/#JuliaHub.DatasetVersion","page":"Datasets","title":"JuliaHub.DatasetVersion","text":"struct DatasetVersion\n\nRepresents one version of a dataset.\n\nObjects have the following properties:\n\n.id: unique dataset version identifier (used e.g. in download_dataset to identify the dataset version).\n.size :: Int: size of the dataset version in bytes\n.timestamp :: ZonedDateTime: dataset version timestamp\n\njulia> JuliaHub.datasets()\n\nSee also: Dataset, datasets, dataset.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/datasets/#JuliaHub.datasets","page":"Datasets","title":"JuliaHub.datasets","text":"JuliaHub.datasets([username::AbstractString]; shared::Bool=false, [auth::Authentication]) -> Vector{Dataset}\n\nList all datasets owned by username, returning a list of Dataset objects.\n\nIf username is omitted, it returns the datasets owned by the currently authenticated user. If username is different from the currently authenticated user, it only returns the datasets that are readable to (i.e. somehow shared with) the currently authenticated user.\n\nIf shared = true, it also returns datasets that belong to other users that have that have been shared with the currently authenticated user. In this case, username is effectively ignored.\n\njulia> JuliaHub.datasets()\n2-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"username\", \"example-dataset\"))\n JuliaHub.dataset((\"username\", \"blobtree/example\"))\n\njulia> JuliaHub.datasets(shared=true)\n3-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"username\", \"example-dataset\"))\n JuliaHub.dataset((\"anotheruser\", \"publicdataset\"))\n JuliaHub.dataset((\"username\", \"blobtree/example\"))\n\njulia> JuliaHub.datasets(\"anotheruser\")\n1-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"anotheruser\", \"publicdataset\"))\n\nwarning: Non-dynamic dataset objects\nDataset objects represents the dataset metadata when the Julia object was created (e.g. with dataset), and are not automatically kept up to date. To refresh the dataset metadata, you can pass the existing Dataset to JuliaHub.dataset.\n\n\n\n\n\n","category":"function"},{"location":"reference/datasets/#JuliaHub.DatasetReference","page":"Datasets","title":"JuliaHub.DatasetReference","text":"const DatasetReference :: Type\n\nType constraint on the first argument of most of the datasets-related functions, that is used to uniquely specify the dataset that the operation will affect.\n\nThere are three different objects that can be passed as a dataset reference (dsref::DatasetReference):\n\n(owner::AbstractString, dataset_name::AbstractString)::Tuple{AbstractString,AbstractString}\nA tuple of the owner's username and the dataset's name.\ndataset_name::AbstractString\nJust a string with the dataset name; in this case the dataset's owner will be assumed to be the currently authenticated user (with the username determined from the Authentication objects passed via the auth keyword).\ndataset::Dataset\nUses the owner and dataset name information from a Dataset object.\n\nwarning: No UUID mismatch checks\nWhen using the third option (i.e. passing a Dataset), the dataset UUID will not be checked. So if the dataset with the same owner and username has been deleted and re-created as a new dataset (potentially of a different dtype etc), the functions will then act on the new dataset.\n\n\n\n\n\n","category":"type"},{"location":"reference/datasets/#JuliaHub.dataset","page":"Datasets","title":"JuliaHub.dataset","text":"JuliaHub.dataset(dataset::DatasetReference; throw::Bool=true, [auth::Authentication]) -> Dataset\n\nLooks up a dataset based on the dataset reference dataset. Returns the Dataset object corresponding to dataset_name, or throws a InvalidRequestError if the dataset can not be found (if throw=false is passed, returns nothing instead).\n\nBy passing a Dataset object as dataset, this can be used to update the Dataset object.\n\njulia> dataset = JuliaHub.dataset(\"example-dataset\")\nDataset: example-dataset (Blob)\n owner: username\n description: An example dataset\n versions: 2\n size: 388 bytes\n tags: tag1, tag2\n\njulia> JuliaHub.dataset(dataset)\nDataset: example-dataset (Blob)\n owner: username\n description: An example dataset\n versions: 2\n size: 388 bytes\n tags: tag1, tag2\n\nIf the specifed username is not the currently authenticated user, the dataset must be shared with the currently authenticated user (i.e. contained in datasets(; shared=true)).\n\nnote: Note\nThis will call datasets every time, which might become a problem if you are processing a large number of datasets. In that case, you should call datasets and process the returned list yourself.\n\nwarning: Non-dynamic dataset objects\nDataset objects represents the dataset metadata when the Julia object was created (e.g. with dataset), and are not automatically kept up to date. To refresh the dataset metadata, you can pass the existing Dataset to JuliaHub.dataset.\n\n\n\n\n\n","category":"function"},{"location":"reference/datasets/#JuliaHub.download_dataset","page":"Datasets","title":"JuliaHub.download_dataset","text":"download_dataset(\n    dataset::DatasetReference, local_path::AbstractString;\n    replace::Bool = false, [version::Integer],\n    [quiet::Bool = false], [auth::Authentication]\n) -> String\n\nDownloads the dataset specified by the dataset reference dataset to local_path (which must not exist, unless replace = true), returning the absolute path to the downloaded file or directory. If the dataset is a Blob, then the created local_path will be a file, and if the dataset is a BlobTree the local_path will be a directory.\n\nBy default, it downloads the latest version, but an older version can be downloaded by specifying the version keyword argument. Caution: you should never assume that the index of the .versions property of Dataset matches the version number – always explicitly use the .id propert of the DatasetVersion object.\n\nThe function also prints download progress to standard output. This can be disabled by setting quiet=true. Any error output from the download is still printed.\n\nwarning: Warning\nSetting replace = true will recursively erase any existing data at local_path before replacing it with the dataset contents.\n\n\n\n\n\n","category":"function"},{"location":"reference/datasets/#JuliaHub.upload_dataset","page":"Datasets","title":"JuliaHub.upload_dataset","text":"JuliaHub.upload_dataset(dataset::DatasetReference, local_path; [auth,] kwargs...) -> Dataset\n\nUploads a new dataset or a new version of an existing dataset, with the dataset specified by the dataset reference dataset. The dataset type is determined from the local path (Blob if a file, BlobTree if a directory). If a Dataset object is passed, it attempts to update that dataset. Returns an updated Dataset object.\n\nThe following keyword arguments can be used to control the exact behavior of the function:\n\ncreate :: Bool (default: true): Create the dataset, if it already does not exist.\nupdate :: Bool (default: false): Upload the data as a new dataset version, if the dataset exists.\nreplace :: Bool (default: false): If a dataset exists, delete all existing data and create a new dataset with the same name instead. Excludes update = true, and only creates a completely new dataset if create=true as well.\n\nIn addition, the following keyword arguments can be passed to set or updated the dataset metadata when uploading:\n\ndescription: description of the dataset (a string)\ntags: an iterable of strings of all the tags of the dataset\nvisibility: a string with possible values public or private\nlicense: a valid SPDX license identifier, or a tuple (:fulltext, license_text), where license_text is the full text string of a custom license\ngroups: an iterable of valid group names\n\nIf a dataset already exists, then these fields are updated as if update_dataset was called.\n\nThe function will throw an ArgumentError for invalid argument combinations.\n\nUse the progress keyword argument to suppress upload progress from being printed.\n\nnote: Note\nPresently, it is only possible to upload datasets for the currently authenticated user.\n\n\n\n\n\n","category":"function"},{"location":"reference/datasets/#JuliaHub.update_dataset","page":"Datasets","title":"JuliaHub.update_dataset","text":"JuliaHub.update_dataset(dataset::DatasetReference; kwargs..., [auth]) -> Dataset\n\nUpdates the metadata of the dataset specified by the dataset reference dataset, as according to the keyword arguments keyword arguments. If the keywords are omitted, the metadata corresponding to it remains unchanged. Returns the Dataset object corresponding to the updated dataset.\n\nThe supported keywords are:\n\ndescription: description of the dataset (a string)\ntags: an iterable of strings of all the tags of the dataset\nvisibility: a string with possible values public or private\nlicense: a valid SPDX license identifier, or a tuple (:fulltext, license_text), where license_text is the full text string of a custom license\ngroups: an iterable of valid group names\n\nFor example, to add a new tag to a dataset:\n\ndataset = JuliaHub.dataset(\"my_dataset\")\nJuliaHub.update(dataset; tags = [dataset.tags..., \"newtag\"])\n\nnote: Note\nPresently, it is only possible to update datasets for the currently authenticated user.\n\n\n\n\n\n","category":"function"},{"location":"reference/datasets/#JuliaHub.delete_dataset","page":"Datasets","title":"JuliaHub.delete_dataset","text":"JuliaHub.delete_dataset(dataset::DatasetReference; force::Bool=false, [auth::Authentication]) -> Nothing\n\nDelete the dataset specified by the dataset reference dataset. Will return nothing if the delete was successful, or throws an error if it was not.\n\nNormally, when the dataset to be deleted does not exist, the function throws an error. This can be overridden by setting force = true.\n\njulia> JuliaHub.datasets()\n2-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"username\", \"example-dataset\"))\n JuliaHub.dataset((\"username\", \"blobtree\"))\n\njulia> JuliaHub.delete_dataset(\"example-dataset\")\n\njulia> JuliaHub.datasets()\n1-element Vector{JuliaHub.Dataset}:\n JuliaHub.dataset((\"username\", \"blobtree\"))\n\nnote: Note\nPresently, it is only possible to delete datasets for the currently authenticated user.\n\n\n\n\n\n","category":"function"},{"location":"reference/datasets/#Index","page":"Datasets","title":"Index","text":"","category":"section"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"Pages = [\"datasets.md\"]","category":"page"},{"location":"reference/datasets/","page":"Datasets","title":"Datasets","text":"","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"CurrentModule=JuliaHub","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"using JuliaHub\nENV[\"JULIA_PKG_SERVER\"] = \"juliahub.com\"","category":"page"},{"location":"getting-started/#getting-started","page":"Getting Started","title":"Getting Started with JuliaHub.jl","text":"","category":"section"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"This tutorial walks you through the basic operations you can do with JuliaHub.jl, from installation to submitting simple jobs and working with datasets. If you are unfamiliar with JuliaHub.jl, this is a good place to get started.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"If you already know what you wish to achieve with JuliaHub.jl, you can also skip this and jump directly into one of the more detailed how-to guides.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"In particular, the tutorial will show","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"How to install JuliaHub.jl and connect it to a JuliaHub instance.\nHow to create, access and update a simple dataset.\nHow to submit a simple job.","category":"page"},{"location":"getting-started/#Installation","page":"Getting Started","title":"Installation","text":"","category":"section"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.jl is a registered Julia package and can be installed using Julia's package manager. You can access the Julia package manager REPL mode by pressing ], and you can install JuliaHub.jl with","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"pkg> add JuliaHub","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Alternatively, you can use the Pkg standard library functions to install it.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"import Pkg\nPkg.add(\"JuliaHub\")","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Once it is installed, simply use import or using to load JuliaHub.jl into your current Julia session.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"julia> using JuliaHub","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"note: No exported names\nJuliaHub.jl does not have any exported names, so doing using JuliaHub does not introduce any functions or types in Main. Instead, JuliaHub.jl functions are designed to be used by prefixing them with JuliaHub. (e.g. JuliaHub.authenticate(...) or JuliaHub.submit_job(...))That said, there is nothing stopping you from explicitly bringing some names into your current scope, by doing e.g. using JuliaHub: submit_job, if you so wish!","category":"page"},{"location":"getting-started/#Authentication","page":"Getting Started","title":"Authentication","text":"","category":"section"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"In order to communicate with a JuliaHub instance, you need a valid authentication token. If you are working in a JuliaHub Cloud IDE, you actually do not need to do anything to be authenticated, as the authentication tokens are automatically set up in the cloud environment. To verify this, you can still call authenticate, which should load the pre-configured token.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.authenticate()","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"If you are working on a local computer, the easiest way to get started is to pass the URL of the JuliaHub instance to authenticate. Unless you have authenticated before, this will initiate an interactive browser-based authentication.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"julia> JuliaHub.authenticate(\"juliahub.com\")\nAuthentication required: please authenticate in browser.\nThe authentication page should open in your browser automatically, but you may need to switch to the opened window or tab. If the authentication page is not automatically opened, you can authenticate by manually opening the following URL: ...","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Once you have completed the steps in the browser, the function should return a valid authentication token.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"The authenticate function returns an Authentication object, which hold the authentication token. In principle, you can pass these objects directly to JuliaHub.jl function via the auth keyword argument. However, in practice, this is usually not needed, because JuliaHub.jl also remembers the last authentication in the Julia session in a global variable. You can see the current globally stored authentication token with current_authentication.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.current_authentication()","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"note: Authentication guide\nThere is more to authentication than this, including its relationship to the Julia package server and JULIA_PKG_SERVER environment variable. See the Authentication how-to if you want to learn more.","category":"page"},{"location":"getting-started/#Creating-and-accessing-datasets","page":"Getting Started","title":"Creating & accessing datasets","text":"","category":"section"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.jl allows you to create, access, and update the datasets that are hosted on JuliaHub. This section shows some of the basic operations you can perform with datasets.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Main.MOCK_JULIAHUB_STATE[:existing_datasets] = String[]\nMain.MOCK_JULIAHUB_STATE[:dataset_params] = Dict(\n    \"description\" => \"\",\n    \"tags\" => String[],\n)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"The datasets function allows you to list the datasets you have. Optionally, you can also make it show any other datasets you have access to.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.datasets()","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Unless you have created datasets in the web UI or in the IDE, this list will likely be empty currently. To fix that, let us upload a simple dataset using JuliaHub.jl.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Just as an example, we'll generate a simple 5-by-5 matrix, and save it in a file using the using the DelimitedFiles standard library.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"using DelimitedFiles\nmat = [i^2 + j^2 for i=1:5, j=1:5]\nwritedlm(\"matrix.dat\", mat)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Now that the matrix has been serialized into a text file on the disk, we can upload that file to JuliaHub with upload_dataset.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.upload_dataset(\"tutorial-matrix\", \"matrix.dat\")","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"warning: Existing dataset\nIf you already happen to have a dataset with the same name, the upload_dataset call will fail. It is designed to be safe by default. However, you can pass update=true or replace=true to either upload your file as a new version of the dataset, or to delete all existing versions and upload a brand new version.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"If we now call datasets, it should show up in the list of datasets.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.datasets()","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"To see more details about the dataset, you can index into the array returned by datasets. Alternatively, you can also use the dataset function to pick out a single dataset by its name.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.dataset(\"tutorial-matrix\")","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub datasets also support basic metadata, such as tags and a description field. You could set it directly in the upload_dataset function, but we did not. But that is fine, since we can use update_dataset to update the metadata at any time.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.update_dataset(\"tutorial-matrix\", description=\"An i^2 + j^2 matrix\")","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"The function also immediately queries JuliaHub for the updated dataset metadata by internally calling JuliaHub.dataset(\"tutorial-matrix\").","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Finally, JuliaHub.jl also allows you to download the datasets you have with the download_dataset function. We can also imagine doing this on a different computer or in a JuliaHub job.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.download_dataset(\"tutorial-matrix\", \"matrix-downloaded.dat\")","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"cp(\"matrix.dat\", \"matrix-downloaded.dat\")","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"This downloads the dataset into a local file, after which you can e.g. read it back into Julia and do operations on it.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"mat = readdlm(\"matrix-downloaded.dat\", '\\t', Int)\nsum(mat)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"tip: Directories as datasets\nWhile this demo uploaded a single file as a dataset, JuliaHub also supports uploading whole directories as a single dataset. For that, you can simply point upload_dataset to a directory, rather than a file. See the datasets how-to for more information on how to work with datasets.","category":"page"},{"location":"getting-started/#Submitting-a-job","page":"Getting Started","title":"Submitting a job","text":"","category":"section"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"JuliaHub.jl allows for an easy programmatic submission of JuliaHub jobs. In this example, we submit a simple script that downloads the dataset from the previous step, does a simple calculations and then upload the result. We then access the result locally with JuliaHub.jl.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"First, we need to specify the code that we want to run in the job. There are a few options for this, but in this example we use the @script_str string macro to construct a script-type computation, that simply runs the code snippet we specify.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"The following script will access the dataset, calculates the sum of all the elements, and stores the value in the job results. You will be able to access the contents of RESULTS in both the web UI, but also via JuliaHub.jl.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"s = JuliaHub.script\"\"\"\nusing JuliaHub, DelimitedFiles\n@info JuliaHub.authenticate()\nJuliaHub.download_dataset(\"tutorial-matrix\", \"matrix-downloaded.dat\")\nmat = readdlm(\"matrix-downloaded.dat\", '\\t', Int)\nmat_sum = @show sum(mat)\nENV[\"RESULTS\"] = string(mat_sum)\n\"\"\"","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"note: Job environment\nIn most cases, you also submit a Julia package environment (i.e. Project.toml and Manifest.toml files together with a job). That environment then gets instantiated before the user-provided code is run.The script\"\" string macro, by default, attaches the currently active environment to the job. This means that any packages that you are currently using should also be available on the job (although only registered packages added as non-development dependencies will work). You can use Base.active_project() or pkg> status to see what environment is currently active.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"To submit a job, you can simply call submit_job on it.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Main.MOCK_JULIAHUB_STATE[:jobs] = Dict(\n    \"jr-xf4tslavut\" => Dict(\n        \"status\" => \"Submitted\",\n        \"files\" => [],\n        \"outputs\" => \"\",\n    )\n)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"j = JuliaHub.submit_job(s)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"The submit_job function also allows you to specify configure how the job gets run, such as how many CPUs or how much memory it has available. By default, though, it runs your code on a single node, picking the smallest instance that is available.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"At this point, if you go to the \"Jobs\" page web UI, you should see the job there. It may take a few moments to actually start running. You can also call job on the returned Job object to refresh the status of the job.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Main.MOCK_JULIAHUB_STATE[:jobs] = Dict(\n    \"jr-xf4tslavut\" => Dict(\n        \"status\" => \"Running\",\n        \"files\" => [],\n        \"outputs\" => \"\",\n    )\n)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"j = JuliaHub.job(j)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Finally, after the job has completed, if you refresh the Job it should reflect the final status of the job, and also give you access to the","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Main.MOCK_JULIAHUB_STATE[:jobs] = Dict(\n    \"jr-xf4tslavut\" => Dict(\n        \"status\" => \"Completed\",\n        \"files\" => [],\n        \"outputs\" => \"550\",\n    )\n)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"j = JuliaHub.job(j)\nj.results","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"See the jobs how-to guide for more details on the different options when it comes to job submission.","category":"page"},{"location":"getting-started/#Next-steps","page":"Getting Started","title":"Next steps","text":"","category":"section"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"This tutorial has hopefully given an overview of basic JuliaHub.jl usage. For more advanced usage, you may want to read through the more detailed how-to guides.","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"Pages = Main.PAGES_GUIDES\nDepth = 1:1","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"# Clear the mocking state, so that other pages and docstrings would not\n# be affected.\nempty!(Main.MOCK_JULIAHUB_STATE)\n# We don't actually care about the generated files\nrm(\"matrix.dat\", force=true)\nrm(\"matrix-downloaded.dat\", force=true)","category":"page"},{"location":"getting-started/","page":"Getting Started","title":"Getting Started","text":"","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"CurrentModule=JuliaHub\nDocTestSetup = :(using JuliaHub)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"using JuliaHub","category":"page"},{"location":"guides/jobs/#Jobs","page":"Jobs","title":"Jobs","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"JuliaHub.jl can be used to both submit new jobs, and to inspect running or finished jobs.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Pages = [\"jobs.md\"]\nDepth = 2:10","category":"page"},{"location":"guides/jobs/#jobs-guide-batch","page":"Jobs","title":"Submitting batch jobs","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"A common use case for this package is to programmatically submit Julia scripts as batch jobs to JuliaHub, to start non-interactive workloads. In a nutshell, these are Julia scripts, together with an optional Julia environment, that get executed on the allocated hardware.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The easiest way to start a batch job is to submit a single Julia script, which can optionally also include a Julia environment with the job. However, for more complex jobs, with multiple inputs files etc., appbundles are likely more suitable.","category":"page"},{"location":"guides/jobs/#jobs-batch-script","page":"Jobs","title":"Script jobs","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"import JuliaHub\n_temp_path = mktempdir()\ncd(_temp_path)\nwrite(\"myscript.jl\", \"@warn \\\"Hello World!\\\"\\n\")","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The simplest job one can submit is a humble Julia script, together with an optional Julia environment (i.e. Project.toml, Manifest.toml, and/or Artifacts.toml). These jobs can be created with the JuliaHub.@script_str string macro, for inline instantiation:","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"JuliaHub.submit_job(\n    JuliaHub.script\"\"\"\n    @warn \"Hello World!\"\n    \"\"\",\n)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Alternatively, they can be created with the script function, which can load the Julia code from a script file:","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"cd(_temp_path) do # hide\nJuliaHub.submit_job(\n    JuliaHub.script(\"myscript.jl\"),\n)\nend # hide","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The string macro also picks up the currently running environment (i.e. Project.toml, Manifest.toml, and Artifacts.toml files), which then gets instantiated on JuliaHub when the script is started. If necessary, this can be disabled by appending the noenv suffix to the string macro.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"JuliaHub.script\"\"\"\n@warn \"Hello World!\"\n\"\"\"noenv","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"With the script function, you can also specify a path to directory containing the Julia package environment, if necessary.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"If an environment is passed with the job, it gets instantiated on the JuliaHub node, and the script is run in that environment. As such, any packages that are not available in the package registries or added via public Git URLs will not work. If that is the case, appbundles can be used instead to submit jobs that include private or local dependencies.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"rm(_temp_path, recursive=true)","category":"page"},{"location":"guides/jobs/#jobs-batch-appbundles","page":"Jobs","title":"Appbundles","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"A more advanced way of submitting a batch job is as an appbundle, which \"bundles up\" a whole directory and submits it together with the script. The Julia environment in the directory is also immediately added into the bundle.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"An appbundle can be constructed with the appbundle function, which takes as arguments the path to the directory to be bundled up, and a script within that directory. This is meant to be used for project directories where you have your Julia environment in the top level of the directory or repository.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"For example, suppose you have a script at the top level of your project directory, then you can submit a bundle as follows:","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"import JuliaHub # hide\n# We need to override the @__DIR__ here, because we actually construct a real appbundle # hide\nmacro __DIR__(); joinpath(dirname(dirname(pathof(JuliaHub))), \"test\", \"jobenvs\", \"job1\"); end # hide\nJuliaHub.submit_job(\n    JuliaHub.appbundle(@__DIR__, \"script.jl\"),\n    ncpu = 4, memory = 16,\n)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The bundler looks for a Julia environment (i.e. Project.toml, Manifest.toml, and/or Artifacts.toml files) at the root of the directory. If the environment does not exist (i.e. the files are missing), one is created. When the job starts on JuliaHub, this environment is instantiated.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"A key feature of the appbundle is that development dependencies of the environment (i.e. packages added with pkg> develop or Pkg.develop()) are also bundled up into the archive that gets submitted to JuliaHub (including any current, uncommitted changes). Registered packages are installed via the package manager via the standard environment instantiation, and their source code is not included in the bundle directly.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"When the JuliaHub job starts, the working directory is set to the root of the unpacked appbundle directory. This should be kept in mind especially when launching a script that is not at the root itself, and trying to open other files from the appbundle in that script (e.g. with open). You can still use @__DIR__ to load files relative to the script, and includes also work as expected (i.e. relative to the script file).","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Finally, a .juliabundleignore file can be used to exclude certain directories, by adding the relevant globs, similar to how .gitignore files work. In addition, .git directories are also automatically excluded from the bundle.","category":"page"},{"location":"guides/jobs/#Examining-job-configuration","page":"Jobs","title":"Examining job configuration","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The dryrun option to submit_job can be used to inspect the full job workload configuration that would be submitted to JuliaHub.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"import JuliaHub # hide\nJuliaHub.submit_job(\n    JuliaHub.script\"\"\"\n    println(\"hello world\")\n    \"\"\",\n    ncpu = 4, memory = 8,\n    env = Dict(\"ARG\" => \"value\"),\n    dryrun = true\n)","category":"page"},{"location":"guides/jobs/#Query,-extend,-kill","page":"Jobs","title":"Query, extend, kill","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The package has function that can be used to interact with running and past jobs. The jobs function can be used to list jobs, returning an array of Job objects.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"js = JuliaHub.jobs(limit=3)\njs[1]","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"If you know the name of the job, you can also query the job directly with job.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Main.setup_job_results_file!()","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"job = JuliaHub.job(\"jr-eezd3arpcj\")\njob.status\nJuliaHub.isdone(job)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Similarly, the kill_job function can be used to stop a running job, and the extend_job function can be used to extend the job's time limit.","category":"page"},{"location":"guides/jobs/#Waiting-on-jobs","page":"Jobs","title":"Waiting on jobs","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"A common pattern in a script is to submit one or more jobs, and then wait until the jobs complete, to then process their outputs. isdone can be used to see if a job has completed.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Main.MOCK_JULIAHUB_STATE[:jobs] = Dict(\"jr-novcmdtiz6\" => Dict(\"status\" => \"Running\"))","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"job = JuliaHub.job(\"jr-novcmdtiz6\")\nJuliaHub.isdone(job)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"empty!(Main.MOCK_JULIAHUB_STATE)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The wait_job function also provides a convenient way for a script to wait for a job to finish.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"job = JuliaHub.wait_job(\"jr-novcmdtiz6\")\nJuliaHub.isdone(job)","category":"page"},{"location":"guides/jobs/#Accessing-job-outputs","page":"Jobs","title":"Accessing job outputs","text":"","category":"section"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"There are two ways a JuliaHub job can store outputs that are directly related to a specific job[1]:","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Small, simple outputs can be stored by setting the ENV[\"RESULTS\"] environment variable. Conventionally, this is often set to a JSON object, and will act as a dictionary of key value pairs.\nFiles or directories can be uploaded by setting the ENV[\"RESULTS_FILE\"] to a local file path on the job. Note that directories are combined into a single tarball when uploaded.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"[1]: You can also e.g. upload datasets etc. But in that case the resulting data is not, strictly speaking, related to a specific job.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The values set via the RESULTS environment variable can be accessed with the .results field of a Job object:","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"Main.MOCK_JULIAHUB_STATE[:jobs] = Dict(\n    \"jr-novcmdtiz6\" => Dict(\n        \"outputs\" => \"\"\"\n        {\"user_param\": 2, \"output_value\": 4}\n        \"\"\"\n    )\n)\nimport JuliaHub\njob = JuliaHub.job(\"jr-novcmdtiz6\")","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"job.results","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"As the .results string is often a JSON object, you can use the the JSON.jl or JSON3.jl packages to easily parse it. For example","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"import JSON\nJSON.parse(job.results)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"When it comes to job result files, they can all be accessed via the .files field.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"job.files","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"The job_files function can be used to filter down to specific file types.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"JuliaHub.job_files(job, :result)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"And if you know the name of the file, you can also use the job_files to get the specific JobFile object for a particular file directly.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"jobfile = JuliaHub.job_file(job, :result, \"outdir.tar.gz\")","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"To actually fetch the contents of a file, you can use the download_job_file function on the JobFile objects.","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"empty!(Main.MOCK_JULIAHUB_STATE)","category":"page"},{"location":"guides/jobs/","page":"Jobs","title":"Jobs","text":"","category":"page"},{"location":"reference/exceptions/","page":"Exceptions","title":"Exceptions","text":"CurrentModule=JuliaHub","category":"page"},{"location":"reference/exceptions/#Exceptions","page":"Exceptions","title":"Exceptions","text":"","category":"section"},{"location":"reference/exceptions/","page":"Exceptions","title":"Exceptions","text":"JuliaHub.jl is designed in a way that the only errors it should throw under normal circumstances are subtypes of JuliaHubException (in addition to standard ArgumentErrors and MethodErrors etc. from invalid function calls). Any unhandled errors from JuliaHub.jl or its dependencies should be considered a bug.","category":"page"},{"location":"reference/exceptions/","page":"Exceptions","title":"Exceptions","text":"tip: Debugging JuliaHub.jl issues\nYou can also enable debug logging for JuliaHub, which will make JuliaHub.jl print out additional debug messages, by setting the JULIA_DEBUG environment variable:ENV[\"JULIA_DEBUG\"]=\"JuliaHub\"","category":"page"},{"location":"reference/exceptions/","page":"Exceptions","title":"Exceptions","text":"JuliaHubException\nAuthenticationError\nInvalidAuthentication\nInvalidRequestError\nJuliaHubConnectionError\nJuliaHubError\nPermissionError","category":"page"},{"location":"reference/exceptions/#JuliaHub.JuliaHubException","page":"Exceptions","title":"JuliaHub.JuliaHubException","text":"abstract type JuliaHubException <: Exception\n\nAbstract supertype of all JuliaHub.jl exception types.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#JuliaHub.AuthenticationError","page":"Exceptions","title":"JuliaHub.AuthenticationError","text":"struct AuthenticationError <: JuliaHubException\n\nException thrown if the authentication fails. The .msg fields contains a human-readable error message.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#JuliaHub.InvalidAuthentication","page":"Exceptions","title":"JuliaHub.InvalidAuthentication","text":"struct InvalidAuthentication <: JuliaHubException\n\nThis exception is thrown if the authentication token is invalid or has expired. Re-authenticating with JuliaHub.authenticate should generally be sufficient to resolve the issue.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#JuliaHub.InvalidRequestError","page":"Exceptions","title":"JuliaHub.InvalidRequestError","text":"struct InvalidRequestError <: JuliaHubException\n\nAn exception thrown if the request was rejected by the backend due to request parameters that are inconsistent with the backend state. The .msg field contains the error message.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#JuliaHub.JuliaHubConnectionError","page":"Exceptions","title":"JuliaHub.JuliaHubConnectionError","text":"struct JuliaHubConnectionError <: JuliaHubException\n\nAn exception thrown if there is a communication error with JuliaHub.\n\nThe .msg field contains the error message. If there is an underlying exception, it is stored in the .exception field.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#JuliaHub.JuliaHubError","page":"Exceptions","title":"JuliaHub.JuliaHubError","text":"struct JuliaHubError <: JuliaHubException\n\nAn exception thrown if there is an unexpected response from or backend failure in JuliaHub.\n\nThe .msg field contains the error message. If there is an underlying exception, it is stored in the .exception field.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#JuliaHub.PermissionError","page":"Exceptions","title":"JuliaHub.PermissionError","text":"struct PermissionError <: JuliaHubException\n\nThrown if the currently authenticated user does not have the necessary permissions to perform the operation. The .msg field contains the error message, and .response may contain the raw server response.\n\n\n\n\n\n","category":"type"},{"location":"reference/exceptions/#Index","page":"Exceptions","title":"Index","text":"","category":"section"},{"location":"reference/exceptions/","page":"Exceptions","title":"Exceptions","text":"Pages = [\"exceptions.md\"]","category":"page"},{"location":"reference/exceptions/","page":"Exceptions","title":"Exceptions","text":"","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"CurrentModule=JuliaHub","category":"page"},{"location":"guides/authentication/#guide-authentication","page":"Authentication","title":"Authentication","text":"","category":"section"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"In order to talk to a JuliaHub instance, you must authenticate with your user account, and have an authentication token. JuliaHub.jl aims to make it as easy and painless as possible to manage your authentication tokens.","category":"page"},{"location":"guides/authentication/#Overview","page":"Authentication","title":"Overview","text":"","category":"section"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"To use this package to authenticate in your current Julia session, you can call the authenticate function. It will return an Authentication object, containing the token.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"In principle, nearly every function here takes an (optional) auth keyword argument, that should be passed an Authentication object. However, this is usually not needed in practice, since JuliaHub.jl remembers your last authentication, and uses that as the default value for auth. Additionally, if there is no active authentication, calling any function that requires authentication will try to automatically authenticate (and may also trigger an interactive authentication). You can access the currently active authentication object with current_authentication.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"In order for authenticate to work, you must specify which JuliaHub instance to authenticate against (e.g. juliahub.com). There are two options for this:","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"You can configure the Julia package server to point to the JuliaHub instance by explicitly setting the JULIA_PKG_SERVER environment variable. See Local environments below to for more information on how to do it in local environments. In JuliaHub jobs, however, it is automatically set.\nYou can directly pass the JuliaHub instance URL to authenticate, e.g. JuliaHub.authenticate(\"juliahub.com\").","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"If a valid token for the JuliaHub instance exists on the disk, authenticate will use that directly. Otherwise it will attempt an interactive, browser-based authentication against the Julia instance. For the latter, under the hood, it uses the PkgAuthentication package to perform the interactive authentication","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"tip: Authentication token storage\nJuliaHub (or, more generally, package server) tokens are stored in the ~/.julia/servers/ directory. Inspecting the auth.toml files, or deleting them and re-authenticating may help if you are having unexpected issues with authentication.Note that this applies mainly when running JuliaHub.jl on your local computer. In JuliaHub cloud IDEs and jobs, the authentication token is actively managed by JuliaHub, and tampering with it may lead to other issues.","category":"page"},{"location":"guides/authentication/#JuliaHub-cloud-environments","page":"Authentication","title":"JuliaHub cloud environments","text":"","category":"section"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"When working with JuliaHub.jl in JuliaHub cloud environment, such as in JuliaHub Cloud IDEs or in JuliaHub jobs, you generally do not have to worry about authentication. The JULIA_PKG_SERVER should always be correctly set up, and the auth.toml file will also be present and up-to-date. This means that authenticate should automatically be able to authenticate your session, and you should never be prompted for interactive authentication.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"tip: No need to authenticate()\nAs in a JuliaHub environment everything is already set up and pointing to the correct server, you do not need to call authenticate yourself, nor set up JULIA_PKG_SERVER. You should be able to start using JuliaHub.jl functions right away.However, in JuliaHub jobs, you may still want to log the Authentication object in the job logs. You can use something like this at the top of your script:@info \"JuliaHub authentication token\" JuliaHub.authenticate()","category":"page"},{"location":"guides/authentication/#Local-environments","page":"Authentication","title":"Local environments","text":"","category":"section"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"When using JuliaHub.jl outside of JuliaHub (e.g. on your local laptop), you must explicitly configure the Julia package server, or pass the JuliaHub URL to authenticate.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"The Julia package server can be configured via the JULIA_PKG_SERVER environment variable, and there are a few options for this. In a live Julia session, you can simply set it via ENV, e.g.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"ENV[\"JULIA_PKG_SERVER\"] = \"juliahub.com\"","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"You can also do it this way in the Julia startup.jl script.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"Alternatively, on an UNIX-y system, you can set it in the shell or a script with e.g.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"export JULIA_PKG_SERVER=juliahub.com","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"If you're exclusively using the VS Code editor with the Julia extension, you can configure the package server in the UI directly, and it will apply to any REPLs you open in VS Code.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"(Image: Julia: Package Server option in Julia VS Code extension)","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"When running JuliaHub.jl on your local computer for the first time, or when you have not used JuliaHub.jl in a while, you will likely see something like:","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"julia> using JuliaHub\n\njulia> JuliaHub.authenticate()\nAuthentication required: please authenticate in browser.\nThe authentication page should open in your browser automatically, but you may need to switch to the opened window or tab. If the authentication page is not automatically opened, you can authenticate by manually opening the following URL: ...","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"Once you perform the browser-based authentication, the local auth.toml file gets updated, and JuliaHub.jl will be able to talk to the JuliaHub instance.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"note: JULIA_PKG_SERVER\nSetting JULIA_PKG_SERVER will also make the Julia package manager operations use the JuliaHub instance for Pkg operations. This is necessary for accessing packages on the private registries only accessible via JuliaHub. But it also means that you must have a valid JuliaHub authentication token in order to pull packages from the General registry.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"note: Enterprise JuliaHub instances\nEnterprise users generally have their own JuliaHub instance hosted under a different domain. In those cases, the recommended workflow is to globally set the JULIA_PKG_SERVER variable to point to the enterprise instance. This has the following benefits:JuliaHub.jl will, by default, authenticate with the server defined by JULIA_PKG_SERVER, opening a browser window if needed to acquire the token.\nAll package manager operations (i.e. pkg> or Pkg.*) will be routed through your enterprise JuliaHub instances as well. This is most useful if you need access to packages that are available in your company's private registries.Note: the same authentication token is used for package operations and JuliaHub operations.","category":"page"},{"location":"guides/authentication/","page":"Authentication","title":"Authentication","text":"","category":"page"},{"location":"internal/#Internal","page":"Internal","title":"Internal","text":"","category":"section"},{"location":"internal/#_PackageBundler","page":"Internal","title":"_PackageBundler","text":"","category":"section"},{"location":"internal/","page":"Internal","title":"Internal","text":"JuliaHub._PackageBundler.bundle\nJuliaHub._PackageBundler.path_filterer","category":"page"},{"location":"internal/#JuliaHub._PackageBundler.bundle","page":"Internal","title":"JuliaHub._PackageBundler.bundle","text":"bundle(dir; output = \"\",  force=false, allownoenv=false, verbose = true) -> String\n\nCreates a .tar file with the contents of dir as well as any packages that are either tracked by path (developed) outside dir or packages that are not tracked by the PkgServer. Artifacts are also bundled. The bundled packages and artifacts go into a .bundled/depot directory and is set up like a depot and can thus be made available by adding it to DEPOT_PATH.\n\n.git and globs listed in .juliabundleignore are excluded form the bundle.\n\nReturns the hex-encoded SHA256 of the Manifest.toml file that is packed into the appbundle. The return value is used when requesting a sysimage build, in which case we have to pass the manifest's hash with the submit request.\n\n\n\n\n\n","category":"function"},{"location":"internal/#JuliaHub._PackageBundler.path_filterer","page":"Internal","title":"JuliaHub._PackageBundler.path_filterer","text":"path_filterer(top)\n\nReturns a function that takes a file or directory path and checks whether that is excluded by the nearest .juliabundleignore file. The function will also ignore any .git files and directories.\n\nThe top argument specifies the highest directory up the tree that will be searched for the .juliabundleignore file.\n\nThe function will return false for any excluded files and true otherwise, and can be used as a predicate for filtering files that should be bundled.\n\n\n\n\n\n","category":"function"},{"location":"internal/#Index","page":"Internal","title":"Index","text":"","category":"section"},{"location":"internal/","page":"Internal","title":"Internal","text":"Pages = [\"internal.md\"]","category":"page"},{"location":"internal/","page":"Internal","title":"Internal","text":"","category":"page"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"CurrentModule = JuliaHub\nDocTestSetup = :(using JuliaHub)","category":"page"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"using JuliaHub","category":"page"},{"location":"reference/jobs/#job-apis","page":"Jobs","title":"Jobs","text":"","category":"section"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"JuliaHub.jl provides various methods to inspect and interact jobs that have been submitted to JuliaHub. It is also possible to get access to job outputs programmatically.","category":"page"},{"location":"reference/jobs/#Job-status-states","page":"Jobs","title":"Job status states","text":"","category":"section"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"A job will be in various \"states\" during its execution, and its current state can be inspected via the [.status] field.","category":"page"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"The following diagram illustrates the possible states a job can be in, and how it moves between them during a job lifecycle.","category":"page"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"stateDiagram-v2\ndirection LR\n[*] --> SUBMIT:::user\nSUBMIT --> Submitted\nSubmitted --> Running\nRunning --> FINISHED\nstate FINISHED {\n  direction LR\n  [*] --> Failed\n  [*] --> Stopped\n  [*] --> Completed\n}\nFINISHED:::user\n\nclassDef user fill:lightgray","category":"page"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"note: Refreshing a Job object\nAn instance of a Job object reflects the state of the job when the job function was called. If you want to inspect the current state of a job, you must first \"refresh\" the job object, which can simply be done with the help of the job function.job = JuliaHub.job(job)","category":"page"},{"location":"reference/jobs/#Reference","page":"Jobs","title":"Reference","text":"","category":"section"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"JuliaHub.JobReference\nJuliaHub.jobs\nJuliaHub.job\nJuliaHub.isdone\nJuliaHub.wait_job\nJuliaHub.kill_job\nJuliaHub.extend_job\nJuliaHub.JobLogMessage\nJuliaHub.job_logs\nJuliaHub.job_logs_buffered\nJuliaHub.job_logs_older!\nJuliaHub.job_logs_newer!\nJuliaHub.AbstractJobLogsBuffer\nJuliaHub.hasfirst\nJuliaHub.haslast\nJuliaHub.interrupt!\nJuliaHub.job_files\nJuliaHub.job_file\nJuliaHub.download_job_file\nJuliaHub.Job\nJuliaHub.JobStatus\nJuliaHub.JobFile\nJuliaHub.FileHash","category":"page"},{"location":"reference/jobs/#JuliaHub.JobReference","page":"Jobs","title":"JuliaHub.JobReference","text":"const JobReference :: Type\n\nA type constraint on the arguments of many jobs-related functions that is used to specify the job. A job reference must be either a Job object, or an AbstractString containing the unique job ID.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#JuliaHub.jobs","page":"Jobs","title":"JuliaHub.jobs","text":"JuliaHub.jobs(; [limit::Integer], [auth::Authentication]) -> Vector{Job}\n\nRetrieve the list of jobs, latest first, visible to the currently authenticated user.\n\nBy default, JuliaHub only returns up to 20 jobs. However, this default limit can be overridden by passing the limit keyword (which must be a positive integer).\n\nwarning: Non-dynamic job objects\nJob objects represents the jobs when the objects were created (e.g. by a job function) and are not automatically kept up to date. To refresh the job information, you can pass the existing Job to JuliaHub.job before passing it to this function.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.job","page":"Jobs","title":"JuliaHub.job","text":"JuliaHub.job(job::JobReference; throw::Bool=true, [auth::Authentication]) -> Job\n\nFetch the details of a job based on the job reference ref. Will throw an InvalidRequestError if the job does not exist, or returns nothing if throw=false is passed.\n\nwarning: Non-dynamic job objects\nJob objects represents the jobs when the objects were created (e.g. by a job function) and are not automatically kept up to date. To refresh the job information, you can pass the existing Job to JuliaHub.job before passing it to this function.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.isdone","page":"Jobs","title":"JuliaHub.isdone","text":"JuliaHub.isdone(::Job)\n\nA helper function to check if a Job is \"done\", i.e. its status is one of Completed, Stopped, or Failed.\n\nwarning: Non-dynamic job objects\nJob objects represents the jobs when the objects were created (e.g. by a job function) and are not automatically kept up to date. As such, the result from this function may not represent the current live state of the job. To refresh the job information, you can pass the existing Job to JuliaHub.job before passing it to this function.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.wait_job","page":"Jobs","title":"JuliaHub.wait_job","text":"wait_job(\n    job::AbstractString;\n    interval::Integer = 30, [auth::Authentication]\n) -> Job\n\nBlocks until remote job referred to by the job reference job has completed, by polling it with every interval seconds. Returns an updated Job object.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.kill_job","page":"Jobs","title":"JuliaHub.kill_job","text":"JuliaHub.kill_job(job::JobRefererence; [auth::Authentication]) -> Job\n\nStop the job referred to by the job reference ref. Returns the updated Job object.\n\nSee also: Job.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.extend_job","page":"Jobs","title":"JuliaHub.extend_job","text":"JuliaHub.extend_job(job::JobReference, extension::Limit; [auth::Authentication]) -> Job\n\nExtends the time limit of the job referred to by the job reference ref by extension (Dates.Period, or Integer number of hours). Returns an updated Job object.\n\nSee Limit for more information on how the extension argument is interpreted. Note that Unlimited is not allowed as extension.\n\nSee also: Job.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.JobLogMessage","page":"Jobs","title":"JuliaHub.JobLogMessage","text":"struct JobLogMessage\n\nContains a single JuliaHub job log message, and has the following fields:\n\ntimestamp :: Union{ZonedDateTime, Nothing}: log message timestamp (in UTC)\nmessage :: Union{String, Nothing}: log message string. This generally corresponds to one line of printed output\n\nFields that can also be nothing may be missing for some log messages.\n\nSee also: job_logs, job_logs_buffered.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#JuliaHub.job_logs","page":"Jobs","title":"JuliaHub.job_logs","text":"JuliaHub.job_logs(job; offset::Integer = 0, [limit::Integer], [auth::Authentication]) -> Vector{JobLogMessage}\n\nFetches the log messages for the specified JuliaHub job. The job is specifed by passing the job name as a string, or by passing a Job object (i.e. job::Union{AbstractString,Job}). Returns the log messages as an array of JobLogMessage objects.\n\nOptionally, the function takes the following keyword arguments:\n\noffset::Integer: the offset of the first log message fetched (0 corresponds to the first message); for the first method, this defaults to 0; however, in the second (callback) case, if offset is not specified, any existing logs will be ignored.\nlimit::Integer: the maximum number of messages fetched (all by default)\n\nnote: No default limit\nThe limit keyword does not have a default limit, and so by default job_logs fetches all the log messages. This may take a while and require many requests to JuliaHub if the job has a huge number of log messages.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.job_logs_buffered","page":"Jobs","title":"JuliaHub.job_logs_buffered","text":"JuliaHub.job_logs_buffered(\n    [f::Base.Callable], job::Union{Job,AbstractString};\n    streaming::Bool=true, [offset::Integer],\n    [auth::Authentication]\n) -> AbstractJobLogsBuffer\n\nA lower-level function to work with log streams, and is particularly useful when working with jobs that have not finished yet and are actively producing new log messages.\n\nThe function accepts the following arguments:\n\nf :: Base.Callable: an optional callback function that gets called every time the buffer is updated. The callback must take two arguments: f(::AbstractJobLogsBuffer, ::AbstractVector). The first argument is the buffer object itself, and the second argument will be passed a read-only view of all the logs that have been loaded into the buffer, including the new ones.\njob :: Union{Job,AbstractString}: either the job name or a Job object.\nstreaming :: Bool: if set to true, the buffer object The streaming can be stopped with interrupt!.\noffset :: Integer: optional non-negative value to specify the starting point of the buffer\n\nInterface of the returned object\n\nReturns an instance of the abstract AbstractJobLogsBuffer type. These objects contain log messages (of type JobLogMessage), but not all the log messages are immediately available. Instead, at any given time the buffer represents a continous section of logs that can be extended in either direction.\n\nThe following functions can be used to interact with log buffers: job_logs_newer!, job_logs_older!, JuliaHub.hasfirst, JuliaHub.haslast. Additionally, the objects will have a .logs :: Vector{JobLogMessage} property that can be used to access the log messages that have been loaded into the buffer.\n\nSee also: job_logs, Job.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.job_logs_older!","page":"Jobs","title":"JuliaHub.job_logs_older!","text":"JuliaHub.job_logs_older!(\n    buffer::AbstractJobLogsBuffer; [count::Integer], [auth::Authentication]\n) -> AbstractJobLogsBuffer\n\nUpdates the AbstractJobLogsBuffer object by adding up to count log messages to the beginning of the buffer. If count is omitted, it will seek all the way to the beginning of the logs.\n\nIf all the logs have already been loaded into the buffer (i.e. JuliaHub.hasfirst(buffer) is true), the function is a no-op.\n\nSee also: job_logs_buffered, job_logs_newer!.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.job_logs_newer!","page":"Jobs","title":"JuliaHub.job_logs_newer!","text":"JuliaHub.job_logs_newer!(\n    buffer::AbstractJobLogsBuffer; [count::Integer], [auth::Authentication]\n) -> AbstractJobLogsBuffer\n\nUpdates the AbstractJobLogsBuffer object by adding up to count log messages to the end of the buffer. If count is omitted, it will seek all the way to the end of the current logs.\n\nFor a finished job, if all the logs have already been loaded into the buffer (i.e. JuliaHub.haslast(buffer) is true), the function is a no-op. If the buffer is actively streaming new logs for a running job,  then the function is also a no-op.\n\nSee also: job_logs_buffered, job_logs_older!.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.AbstractJobLogsBuffer","page":"Jobs","title":"JuliaHub.AbstractJobLogsBuffer","text":"abstract type AbstractJobLogsBuffer\n\nSupertype of possible objects returned by job_logs_buffered. See the job_logs_buffered function for a description of the interface.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#JuliaHub.hasfirst","page":"Jobs","title":"JuliaHub.hasfirst","text":"JuliaHub.hasfirst(::AbstractJobLogsBuffer) -> Bool\n\nDetermines whether the job log buffer has the first message of the job logs.\n\nSee also: haslast, job_logs_buffered.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.haslast","page":"Jobs","title":"JuliaHub.haslast","text":"JuliaHub.haslast(::AbstractJobLogsBuffer) -> Bool\n\nDetermines whether the job log buffer has the last message of the job logs. Note that if the job has not finished, this will always be false, since the job may produce additional logs.\n\nSee also: hasfirst, job_logs_buffered.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.interrupt!","page":"Jobs","title":"JuliaHub.interrupt!","text":"JuliaHub.interrupt!(::AbstractJobLogsBuffer; wait::Bool=true)\n\nCan be use to interrupt the asynchronous log streaming task. If the log buffer is not streaming, this function is a no-op.\n\nNote that the effect of JuliaHub.interrupt! may not be immediate and the function will block until the task has stopped. wait = false can be passed to make interrupt! return immediately, but in that case the buffer may stream for a little while longer.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.job_files","page":"Jobs","title":"JuliaHub.job_files","text":"JuliaHub.job_files(job::Job, [filetype::Symbol]) -> Vector{JobFile}\n\nReturn the list of inputs and/or output files associated job.\n\nThe optional filetype argument should be one of :input, :source, :result or :project, and can be used to filter the file list down to either just job input files (such as the appbundle or Julia environment files), or output files (such as the one uploaded via RESULTS_FILE).\n\nNote: job_file(job) is equivalent to job.files, and the latter is preferred. This function is primarily meant to be used when filtering by file type.\n\nSee also: Job.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.job_file","page":"Jobs","title":"JuliaHub.job_file","text":"JuliaHub.job_file(job::Job, type::Symbol, filename::AbstractString) -> JobFile | Nothing\n\nSearches for a job output file of a specified type and with the specific filename for job job, or nothing if the file was not found.\n\ntype should be one of the standard job file types. See JobFile and job_files for more information.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.download_job_file","page":"Jobs","title":"JuliaHub.download_job_file","text":"JuliaHub.download_job_file(file::JobFile, path::AbstractString; [auth]) -> String\nJuliaHub.download_job_file(file::JobFile, io::IO; [auth])\n\nDownloads a JobFile to a local path. Alternative, writeable stream object can be passed as the second argument to write the contents directly into the stream.\n\nWhen a local path is passed, it returns the path (which can be useful when calling the function as e.g. JuliaHub.download_job_file(file, tempname()))). When an IO object is passed, it returns nothing.\n\nFor example, to download a file into a temporary file:\n\njulia> file = JuliaHub.job_file(JuliaHub.job(\"jr-eezd3arpcj\"), :result, \"outdir.tar.gz\")\nJuliaHub.JobFile outdir.tar.gz (jr-eezd3arpcj, :result, 632143 bytes)\nsha2_256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\nUploaded: 2023-03-15T07:59:29.473898+00:00\n\njulia> tmp = tempname()\n\"/tmp/jl_nE3uvkZwvC\"\n\njulia> JuliaHub.download_job_file(file, tmp)\n\"/tmp/jl_BmHgj8rQXe\"\n\njulia> bytes2hex(open(sha2_256, tmp))\n\"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"\n\nAlternatively, you can also download the file into a writable IO stream, such as IOBuffer:\n\njulia> buffer = IOBuffer();\n\njulia> JuliaHub.download_job_file(file, buffer)\n\njulia> bytes2hex(sha2_256(take!(buffer)))\n\"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\"\n\nSee also: Job, JobFile.\n\n\n\n\n\n","category":"function"},{"location":"reference/jobs/#JuliaHub.Job","page":"Jobs","title":"JuliaHub.Job","text":"struct Job\n\nRepresents a single job submitted to JuliaHub. Objects have the following properties:\n\nid :: String: the unique, automatically generated ID of the job\nalias :: String: a non-unique, but descriptive alias for the job (often set by e.g. applications)\nstatus :: JobStatus: a string-like JobStatus object storing the state of the job\nenv :: Dict: a dictionary of environment variables that were set when the job was submitted\nresults :: String: the output value set via ENV[\"RESULTS\"] (an empty string if it was not explicitly set)\nfiles :: Vector{JobFiles}: a list of JobFile objects, representing the input and output files of the job (see: job_files, job_file, download_job_file).\n\nSee also: job, jobs.\n\nwarning: Non-dynamic job objects\nJob objects represents the jobs when the objects were created (e.g. by a job function) and are not automatically kept up to date. To refresh the job information, you can pass the existing Job to JuliaHub.job before passing it to this function.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#JuliaHub.JobStatus","page":"Jobs","title":"JuliaHub.JobStatus","text":"struct JobStatus\n\nType of the .status field of a Job object, representing the current state of the job. Should be one of: Submitted, Running, Failed, Stopped, Completed.\n\nIn practice, the .status field should be treated as string and only used in string comparisons.\n\nSee also: isdone.\n\njulia> job = JuliaHub.job(\"jr-novcmdtiz6\")\nJuliaHub.Job: jr-novcmdtiz6 (Completed)\n submitted: 2023-03-15T07:56:50.974+00:00\n started:   2023-03-15T07:56:51.251+00:00\n finished:  2023-03-15T07:56:59.000+00:00\n files:\n  - code.jl (input; 3 bytes)\n  - code.jl (source; 3 bytes)\n  - Project.toml (project; 244 bytes)\n  - Manifest.toml (project; 9056 bytes)\n outputs: \"{}\"\n\njulia> job.status == \"Submitted\"\nfalse\n\njulia> job.status == \"Completed\"\ntrue\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#JuliaHub.JobFile","page":"Jobs","title":"JuliaHub.JobFile","text":"struct JobFile\n\nA reference to a job input or output file, with the following properties:\n\n.name :: String: the name of the Job this file is attached to\n.type :: Symbol: indicated the file type (see below)\n.filename :: String: file name\n.size :: Int: size of the file in bytes (reported to be zero in cases where the file contents is missing)\n.hash :: Union{FileHash, Nothing}: a FileHash object containing the file hash, but may also be missing (nothing) in some cases, like when the file upload has not completed yet.\n\nThe file is uniquely identified by the (job, type, filename) triplet.\n\nThe type of the file should be one of:\n\n:input: various job input files, which includes code, environment, and appbundle files.\n:source: source\n:project: Julia project environment files (e.g. Project.toml, Manifest.toml, Artifacts.toml)\n:result: output results file, defined via the RESULTS_FILE environment variable in the job\n\nNote that some files are duplicated under multiple categories.\n\nSee also: Job, job_files, job_file.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#JuliaHub.FileHash","page":"Jobs","title":"JuliaHub.FileHash","text":"struct FileHash\n\nStores a hash and the algorithm used to calcute it. The object has the following properties:\n\n.algorithm :: Symbol: hash algorithm\n.hash :: Vector{UInt8}: the hash as a sequence of bytes\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\n\n\n\n\n","category":"type"},{"location":"reference/jobs/#Index","page":"Jobs","title":"Index","text":"","category":"section"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"Pages = [\"jobs.md\"]","category":"page"},{"location":"reference/jobs/","page":"Jobs","title":"Jobs","text":"","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"CurrentModule=JuliaHub\nDocTestSetup = :(using JuliaHub)","category":"page"},{"location":"reference/job-submission/#job-submission","page":"Job submission","title":"Job submission","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"On JuliaHub you can submit jobs, which are user-defined workloads that get allocated a dedicated compute capacity. For example, this includes running scripts in batch computations, cloud IDEs, interactive notebooks and so on. The functions and types here deal with starting up such jobs and apps. The functions to inspect running or finished jobs are documented separately.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Pages=[\"job-submission.md\"]\nDepth=2:3","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"A complete JuliaHub job workload is defined by the following configuration pieces:","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Job configuration. This specifies the computation that gets run, and includes information such as the type of computation (batch script vs starting a GUI application), any arguments or Julia code that gets passed to the job etc.\nAs of now, there are three general types of jobs that can be run on JuliaHub:\nBatch jobs: non-interactive Julia scripts\nDefault Applications: special, built-in, interactive applications (such as IDEs or product-specific dashboards)\nExternal package applications: Julia packages that can be run as either interactive or non-interactive jobs\nEach of these categories are configured slightly differently, and are described in more detail below.\nCompute configuration. This specifies the hardware and cluster topology that will be used to execute the job (such as the number of CPUs per node, whether there is a GPU present, the number of nodes), how the Julia processes are configured (e.g. single process per node vs process per cpu), and other low-level technical configuration.\nRuntime parameters. These are various additional parameters that control how a job behaves. Currently, this is limited to passing environment variables to the jobs, overriding the job's name in the UI, and to various configuration options related to running interactive jobs.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"In the JuliaHub.jl code, the first two categories are encapsulated by the AbstractJobConfig and ComputeConfig types. These two, together with the additional runtime parameters, make up a WorkloadConfig object that can be submitted to JuliaHub for executing with the submit_job function.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"The following sections on this page explain the different aspects of job submission in more detail. See the guide on submitting batch jobs to see more practical examples of how to submit jobs.","category":"page"},{"location":"reference/job-submission/#Compute-configuration","page":"Job submission","title":"Compute configuration","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"JuliaHub supports a predefined set of node configurations, each of which have a specific number of CPUs, memory, GPUs etc. A JuliaHub job must pick one of these node types to run on, although a distributed job can run across multiple instances of the same node type. A list of these node specifications can be obtained with the nodespecs function (returning a list of NodeSpec objects).","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"julia> JuliaHub.nodespecs()\n9-element Vector{JuliaHub.NodeSpec}:\n JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 0.17/hr =#; ncpu=2, memory=8, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= r6: 3.5 GHz Intel Xeon Platinum 8375C, 0.22/hr =#; ncpu=2, memory=16, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 0.33/hr =#; ncpu=4, memory=16, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= r6: 3.5 GHz Intel Xeon Platinum 8375C, 0.42/hr =#; ncpu=4, memory=32, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 0.65/hr =#; ncpu=8, memory=32, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= r6: 3.5 GHz Intel Xeon Platinum 8375C, 1.3/hr =#; ncpu=8, memory=64, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= m6: 3.5 GHz Intel Xeon Platinum 8375C, 2.4/hr =#; ncpu=32, memory=128, ngpu=false, exactmatch=true)\n JuliaHub.nodespec(#= p2: Intel Xeon E5-2686 v4 (Broadwell), 1.4/hr =#; ncpu=4, memory=61, ngpu=true, exactmatch=true)\n JuliaHub.nodespec(#= p3: Intel Xeon E5-2686 v4 (Broadwell), 4.5/hr =#; ncpu=8, memory=61, ngpu=true, exactmatch=true)","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"While you can manually index into the list returned by nodespecs, that is generally inconvenient. Instead, the nodespec function should be used to find a suitable node for a particular job.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"julia> JuliaHub.nodespec(ncpu=2, memory=8)\nNode: 3.5 GHz Intel Xeon Platinum 8375C\n - GPU: no\n - vCores: 2\n - Memory: 8 Gb\n - Price: 0.17 $/hr","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"By default, nodespec finds the smallest node that satisfies the specified requirements. However, it also supports the exactmatch argument, which can be use to find the exactly matching node configuration.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"julia> JuliaHub.nodespec(ncpu=3, memory=5; exactmatch=true)\nERROR: InvalidRequestError: Unable to find a nodespec: ncpu=3 memory=5 gpu=false\nStacktrace:\n ...\n\njulia> JuliaHub.nodespec(ncpu=3, memory=5)\nNode: 3.5 GHz Intel Xeon Platinum 8375C\n - GPU: no\n - vCores: 4\n - Memory: 16 Gb\n - Price: 0.33 $/hr","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"By default, JuliaHub jobs run on a single node. However, for a distributed job, additional nodes can be allocated to a job by specifying the nnodes parameter. In that case, a Julia process is started on each node, and the additional nodes are linked to the main process via the Distributed module.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"While by default only a single Julia process is started on each node, by setting the process_per_cpu parameter, multiple Julia processes are started on the same node. The processes are isolated from each other by running in separate containers, but they share the CPUs, GPUs, and most crucially, the memory.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"See ComputeConfig and submit_job for more details on how exactly to set up this configuration.","category":"page"},{"location":"reference/job-submission/#jobs-runtime-config","page":"Job submission","title":"Runtime configuration","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"The submit_job function accepts various additional parameters that control aspects of the job. See the function's docstring for more details.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Parameter Description\nname can be used to override the name of the job shown in the UI\nproject specifies the JuliaHub project UUID that the job is associate with\ntimelimit sets the time limit after which the job gets killed\nenv environment variables set at runtime","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"As an example, to have an environment variable set while the job is running, you could call submit_job as follows:","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"import JuliaHub # hide\nJuliaHub.submit_job(\n    JuliaHub.script\"\"\"\n    @info \"Extracting 'MY_PARAMETER'\" get(ENV, \"MY_PARAMETER\", nothing)\n    \"\"\",\n    env = Dict(\"MY_PARAMETER\" => \"example value\"),\n    dryrun = true\n)","category":"page"},{"location":"reference/job-submission/#jobs-batch","page":"Job submission","title":"Batch jobs","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Batch jobs are Julia scripts with (optional) associated Julia package environments (Project.toml, Manifest.toml and/or Artifacts.toml) that run on the cluster non-interactively.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"See also: @script_str, script, appbundle for more details, and the guide on submitting batch jobs for a tutorial.","category":"page"},{"location":"reference/job-submission/#Specifying-the-job-image","page":"Job submission","title":"Specifying the job image","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"JuliaHub batch jobs can run in various container images. Different JuliaHub products often have their own image tailored for the application (e.g. that come with custom sysimages to reduce load times).","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"The list of all images available to the user can be obtained with batchimages, and a specific one can be picked out with batchimage. The latter function is particularly useful when submitting jobs.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"JuliaHub.submit_job(\n    JuliaHub.BatchJob(\n        JuliaHub.script\"\"\"\n        using SpecialProductModule\n        SpecialProductModule.run()\n        \"\"\",\n        image = JuliaHub.batchimage(\"specialproduct\"),\n    )\n)","category":"page"},{"location":"reference/job-submission/#jobs-default-apps","page":"Job submission","title":"Default Applications","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"compat: Experimental feature\nStarting application jobs with JuliaHub.jl is considered to be experimental. The APIs are likely to change in future JuliaHub.jl version.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Default applications are the JuliaHub-built in applications (such as dashboards and IDEs), generally associated with specific JuliaHub products. Specific examples of default applications available to everyone include the Pluto notebooks and the Julia IDE.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"The list of available applications can be accessed via the applications function, and specific applications can be picked out with application.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"julia> apps = JuliaHub.applications()\n7-element Vector{JuliaHub.AbstractJuliaHubApp}:\n JuliaHub.application(:default, \"Linux Desktop\")\n JuliaHub.application(:default, \"Julia IDE\")\n JuliaHub.application(:default, \"Pluto\")\n JuliaHub.application(:default, \"Windows Workstation\")\n JuliaHub.application(:package, \"RegisteredPackageApp\")\n JuliaHub.application(:package, \"CustomDashboardApp\")\n JuliaHub.application(:user, \"ExampleApp.jl\")\n\njulia> JuliaHub.application(:default, \"Pluto\")\nDefaultApp\n name: Pluto\n key: pluto","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"A JuliaHub job that launches an application can be started by passing the object returned by the application function to submit_job.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"import JuliaHub # hide\nJuliaHub.submit_job(\n    JuliaHub.application(:default, \"Pluto\"),\n    ncpu = 8, memory = 16,\n)","category":"page"},{"location":"reference/job-submission/#jobs-packages","page":"Job submission","title":"External package applications","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"compat: Experimental feature\nStarting package application jobs with JuliaHub.jl is considered to be experimental. The APIs are likely to change in future JuliaHub.jl version.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Specially crafted Julia packages can also be launched as JuliaHub jobs. They are either automatically picked up from the packages registries served by the JuliaHub instance (PackageApp), or added by users themselves (UserApp) via a Git URL.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"A package application must have a top-level package environment (i.e. it has a Project.toml the declares a name and a UUID), and it must have a entry script at bin/main.jl. When a package job starts, the package is added to an environment and bin/main.jl is called. Note that the bin/main.jl script does not have any access to any of the package dependencies.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"The applications function can list all available packages (with filtering for user or registered). JuliaHub.application can be used to pick a package by name. It works for both registered packages","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"JuliaHub.submit_job(\n    JuliaHub.application(:package, \"RegisteredPackageApp\"),\n    ncpu = 4,\n)","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"and for private, user applications","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"JuliaHub.submit_job(\n    JuliaHub.application(:user, \"ExampleApp.jl\"),\n    ncpu = 4,\n    env = Dict(\"example_parameter\" => \"2\")\n)","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"tip: Environment variables\nEnvironment variables (i.e. env) are a common way to communicate options and settings to package applications.","category":"page"},{"location":"reference/job-submission/#Reference","page":"Job submission","title":"Reference","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"NodeSpec\nnodespecs\nnodespec\nBatchImage\nbatchimages\nbatchimage\nAbstractJobConfig\nBatchJob\nscript\n@script_str\nappbundle\nComputeConfig\nsubmit_job\nLimit\nUnlimited\nWorkloadConfig","category":"page"},{"location":"reference/job-submission/#JuliaHub.NodeSpec","page":"Job submission","title":"JuliaHub.NodeSpec","text":"struct NodeSpec\n\nStores information about a compute node that can be allocated for JuliaHub jobs. The list of all available node specifications can be accessed with nodespecs, or specific ones searched with nodespec.\n\njulia> JuliaHub.nodespec()\nNode: 3.5 GHz Intel Xeon Platinum 8375C\n - GPU: no\n - vCores: 2\n - Memory: 8 Gb\n - Price: 0.17 $/hr\n\nThey can be used to contruct explicit compute configuration objects when submitting JuliaHub jobs.\n\nSee also: submit_job, ComputeConfig.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.nodespecs","page":"Job submission","title":"JuliaHub.nodespecs","text":"JuliaHub.nodespecs(; auth::Authentication) -> Vector{NodeSpec}\n\nQuery node specifications available on the current server, returning a list of NodeSpec objects.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.nodespec","page":"Job submission","title":"JuliaHub.nodespec","text":"JuliaHub.nodespec(\n    [nodes::Vector{NodeSpec}];\n    ncpu::Integer=1, ngpu::Integer=false, memory::Integer=1,\n    exactmatch::Bool=false, throw::Bool=true,\n    [auth::Authentication]\n) -> Union{NodeSpec, Nothing}\n\nFinds the node matching the specified node parameters. Throws an InvalidRequestError if it is unable to find a node with the specific parameters. However, if throw is set to false, it will return nothing instead in that situation.\n\nBy default, it searches for the smallest node that has the at least the specified parameters (prioritizing GPU count, CPU count, and memory in this order when deciding). If exactmatch is set to true, it only returns a node specification if it can find one that matches the parameters exactly.\n\nA list of nodes (e.g. from nodespecs) can also be passed, so that the function does not have to query the server for the list. When this method is used, it is not necessary to pass auth.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.BatchImage","page":"Job submission","title":"JuliaHub.BatchImage","text":"struct BatchImage\n\nRepresents an available JuliaHub batch job image. These can be passed to BatchJob to specify which underlying job image will be used for the job.\n\nA list of available batch images can be accessed with batchimages and specific images can be constructed with batchimage.\n\ncompat: No public constructors\nObjects of this type should not be constructed explicitly. The contructor methods are not considered to be part of the public API.\n\nSee also: batchimages, batchimage, BatchJob, script, appbundle.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.batchimages","page":"Job submission","title":"JuliaHub.batchimages","text":"JuliaHub.batchimages([product::AbstractString]; [auth::Authentication]) -> Vector{BatchImage}\n\nReturn the list of all batch job images available to the currently authenticated user, as a list of BatchImage objects. These can be passed to BatchJob.\n\nOptionally, by passing a product identifier, the list can be narrowed down to images available for that specific product.\n\nnote: Batch images on older instances\nWhen using the package with an older JuliaHub instance (<= 6.1), the non-default batch images show up with @legacy as the product name. This indicates that the package is using an older API, and not that the images themselves are outdated.\n\nSee also: BatchImage, batchimage, BatchJob, script, appbundle.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.batchimage","page":"Job submission","title":"JuliaHub.batchimage","text":"JuliaHub.batchimage(\n    [product::AbstractString, [image::AbstractString]];\n    throw::Bool=true, [auth::Authentication]\n) -> BatchImage\n\nPick a product job batch image from the list of all batch image, returning a BatchImage object. If image is omitted, it will return the default image corresponding to product. If product is omitted as well, it will return the default image of the instance (generally the standard Julia batch image).\n\nWill throw an InvalidRequestError if the specified image can not be found. If throw=false, it will return nothing instead in this situation.\n\nnote: Batch images on older instances\nWhen using the package with an older JuliaHub instance (<= 6.1), the non-default batch images show up with @legacy as the product name. This indicates that the package is using an older API, and not that the images themselves are outdated.\n\nSee also: BatchImage, batchimages, BatchJob, script, appbundle.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.AbstractJobConfig","page":"Job submission","title":"JuliaHub.AbstractJobConfig","text":"abstract type AbstractJobConfig\n\nAbstract supertype of all application configuration types that can be passed to submit_job for submission as a JuliaHub job. The package has built-in support for the following application configurations:\n\nJuliaHub.BatchJob\nJuliaHub.ApplicationJob\nJuliaHub.PackageApp\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.BatchJob","page":"Job submission","title":"JuliaHub.BatchJob","text":"struct BatchJob <: AbstractJobConfig\n\nRepresents the application configuration of a JuliaHub batch job. A batch job is defined by the following information:\n\nThe Julia code that is to be executed in the job.\nJulia package environment (i.e. Project.toml, Manifest.toml) and other files, such as the appbundle.\nThe underlying batch job container image (see also batchimages), which defaults to the standard Julia image by default.\n\nInstances of this types should normally not be constructed directly, and the following functions should be used instead:\n\nscript or @script_str: for submitting simple Julia scripts or code snippets\nappbundle: for submitting more complex \"appbundles\" that include additional file, private or modified package dependencies etc.\n\nOptional arguments\n\nimage  :: Union{BatchImage, Nothing}: can be used to specify which product's batch job image will be used when running the job, by passing the appropriate BatchImage object (see also: batchimage and batchimages). If set to nothing (the default), the job runs with the default Julia image.\nsysimage :: Bool: if set to true, requests that a system image is built from the job's Manifest.toml file before starting the job. Defaults to false.\n\ncompat: JuliaHub compatibility\nThe sysimage = true option requires JuliaHub 6.3 to have an effect. When running against older JuliaHub versions, it does not have an effect.\n\nConstructors\n\nBatchJob(::BatchJob; [image::BatchImage], [sysimage::Bool]) -> BatchJob\n\nConstruct a BatchJob, but override some of the optional arguments documented above. When the argument is omitted, the value from the underlying BatchJob object is used. This is the only constructor that is part of the public API.\n\nThis method is particularly useful when used in in combination with the @script_str string macro, to be able to specify the job image or trigger a sysimage build. For example, the following snippet will set a different batch image for the script-type job:\n\nJuliaHub.BatchJob(\n    JuliaHub.script\"\"\"\n    @info \"Hello World\"\n    \"\"\",\n    image = JuliaHub.batchimage(\"...\")\n)\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.script","page":"Job submission","title":"JuliaHub.script","text":"JuliaHub.script(...) -> BatchJob\n\nConstructs the configuration for a script-type batch job, returning the respective BatchJob object that can then be passed to submit_job. A script-type batch job is defined by the following:\n\nA user-provided Julia script that gets executed on the server. Note that no validation of the input code is done.\nAn optional Julia package environment (e.g. Project.toml, Manifest.toml and Artifacts.toml). If any of the TOML files are provided, they must parse as valid TOML files, but no further validation is done client-side.\nIf the manifest is not provided, the project environment must be instantiated from scratch, generally pulling in the latest versions of all the dependencies (although [compat] sections are honored).\nIt is also fine to omit the project file, and just provide the manifest, and the environment defined by the manifest still gets instantiated. If both are omitted, the job runs in an empty environment.\nA JuliaHub job image, which determines the container environment that will be used to execute the code in (see batchimage, batchimages, BatchImage). If omitted, the default Julia image is used.\n\nSee also the @script_str string macro to more easily submit simple scripts that are defined in code.\n\nMethods\n\nscript(\n    scriptfile::AbstractString;\n    [project_directory::AbstractString], [image::BatchImage], [sysimage::Bool]\n) -> BatchJob\n\nConstructs a script-type batch job configuration the will execute the code in scriptfile. Optionally, a path to a project environment directory can be passed via project_directory, which will be searched for the environment TOML files, and a job image can be specified via image.\n\nscript(;\n    code::AbstractString,\n    [project::AbstractString], [manifest::AbstractString], [artifacts::AbstractString],\n    [image::BatchImage], [sysimage::Bool]\n) -> BatchJob\n\nA lower-level method that can be used to construct the script-type BatchJob configuration directly in memory (i.e. without having to write out intermediate files).\n\nThe code keyword argument is mandatory and will specify contents of the Julia script that gets executed on the server. The Julia project environment can be specified by passing the contents of the TOML files via the corresponding arguments (project, manifest, artifacts). The job image can be specified via image.\n\nnote: Optional arguments\nSee BatchJob for a more thorough description of the optional arguments.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.@script_str","page":"Job submission","title":"JuliaHub.@script_str","text":"JuliaHub.@script_str -> JuliaHub.BatchJob\n\nA string macro to conveniently construct a script-type batch job configuration (BatchJob) that can be submitted as a JuliaHub job.\n\nscript = JuliaHub.script\"\"\"\n@info \"Hello World!\"\n\"\"\"\n\nThis allows for an easy submission of simple single-script jobs to JuliaHub:\n\nJuliaHub.submit_job(\n    JuliaHub.script\"\"\"\n    @info \"Hello World!\"\n    \"\"\"\n)\n\nBy default, the macro picks up the currently active Julia project environment (via Base.active_project()), and attaches the environment .toml files to the script. To disable this, you can call the macro with the noenv suffix, e.g.\n\nscript = JuliaHub.script\"\"\"\n@info \"Hello World!\"\n\"\"\"noenv\n\nHowever, if your local environment has development dependencies, you likely need to use an appbundle instead (see appbundle).\n\nnote: Using a different job image\nThere is no way to specify the job image with the string macro, and it will use the default Julia image. To use a different job image, you should either use the script function, either by fully constructing the batch job configuration with the keyword arguments, or by using the BatchJob(::BatchJob; image=...) method.JuliaHub.submit_job(\n    JuliaHub.BatchJob(\n        JuliaHub.script\"\"\"\n        @info \"Hello World!\"\n        \"\"\",\n        image = JuliaHub.batchimage(...)\n    )\n)You can also use this pattern to set the sysimage option.\n\n\n\n\n\n","category":"macro"},{"location":"reference/job-submission/#JuliaHub.appbundle","page":"Job submission","title":"JuliaHub.appbundle","text":"JuliaHub.appbundle(\n    directory::AbstractString, codefile::AbstractString;\n    [image::BatchImage], [sysimage::Bool]\n) -> BatchJob\nJuliaHub.appbundle(\n    directory::AbstractString;\n    code::AbstractString, [image::BatchImage], [sysimage::Bool]\n) -> BatchJob\n\nConstruct an appbundle-type JuliaHub batch job configuration. An appbundle is a directory containing a Julia environment that is bundled up, uploaded to JuliaHub, and then unpacked and instantiated as the job starts.\n\nThe primary, two-argument method will submit a job that runs a file from within the appbundle (specified by codefile, which must be a path relative to the root of the appbundle). The code that gets executed is read from codefile, which should be a path to Julia source file relative to directory.\n\nJuliaHub.appbundle(@__DIR__, \"my-script.jl\")\n\nAlternatively, if codefile is omitted, the code must be provided as a string via the code keyword argument.\n\nJuliaHub.appbundle(\n    @__DIR__,\n    code = \"\"\"\n    @show ENV\n    \"\"\"\n)\n\nSee BatchJob for a description of the optional arguments.\n\nExtended help\n\nThe following should be kept in mind about how appbundles are handled:\n\nThe bundler looks for a Julia environment (i.e. Project.toml and/or Manifest.toml files) at the root of the directory. If the environment does not exist (i.e. the files are missing), the missing files are created. If the manifest is missing, then the environment is re-instantiated from scratch based on the contents of Project.toml. The generated files will also be left in the user-provided directory directory.\nDevelopment dependencies of the environment (i.e. packages added with pkg> develop or Pkg.develop()) are also bundled up into the archive that gets submitted to JuliaHub (including any current, uncommitted changes). Registered packages are installed via the package manager via the standard environment instantiation, and their source code is not included in the bundle directly.\nWhen the JuliaHub job starts, the bundle is unpacked and the job's starting working directory is set to the root of the unpacked appbundle directory, and you can e.g. load the data from those files with just read(\"my-data.txt\", String).\ncompat: JuliaHub 6.2 and older\nOn some JuliaHub versions (6.2 and older), the working directory was set to the parent directory of unpacked appbundle (with the appbundle directory called appbundle), and so it was necessary to do joinpath(\"appbundle\", \"mydata.dat\") to load files.\nWhen submitting appbundles with the two-argument codefile method, you can expect @__DIR__ and include to work as expected.\nHowever, when submitting the Julia code as a string (via the code keyword argument), the behavior of @__DIR__ and include should be considered undefined and subject to change in the future.\nThe one-argument + code keyword argument method is a lower-level method, that more closely mirrors the underlying platform API. The custom code that is passed via code is sometimes referred to as the \"driver script\", and the two-argument method is implemented by submitting an automatically constructed driver script that actually loads the specified file.\n\ncompat: Deprecation: v0.1.10\nAs of JuliaHub.jl v0.1.10, the ability to launch appbundles using the two-argument method where the codefile parameter point to a file outside of the appbundle itself, is deprecated. You can still submit the contents of the script as the driver script via the code keyword argument.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.ComputeConfig","page":"Job submission","title":"JuliaHub.ComputeConfig","text":"struct ComputeConfig\n\nThis type encapsulates the configuration of a jobs's compute cluster, including the hardware configuration and the cluster topology.\n\nSee also: submit_job.\n\nConstructors\n\nJuliaHub.ComputeConfig(\n    node::NodeSpec;\n    nnodes::Integer = 1,\n    process_per_node::Bool = true,\n    elastic::Bool = false,\n)\n\nnode: a NodeSpec object that specifies the hardware of a single node.\nnnodes::Union{Integer, Tuple{Integer, Integer}} = 1: specifies the number of nodes of type node that will be allocated. Alternatively, a two-integer tuple can also be passed, where the first value specifies the minimum number of nodes required to start a job. By default, a single-node job is started.\nprocess_per_node::Bool = true: if true, there will only be a single Julia process per node, and the total number of Julia processes will be nnodes. If set to false, however, each core on each node will be allocated a separate Julia process (running in an isolated container on the same node), and so the total number of Julia processes will be nnodes × ncpu, and it will essentially always be a multi-process job.\nelastic::Bool = false: if set, the job will be started in an elastic cluster mode. In this case, a minimum number of nnodes must not be passed.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.submit_job","page":"Job submission","title":"JuliaHub.submit_job","text":"JuliaHub.submit_job(\n    app::Union{AbstractJuliaHubApp, AbstractJobConfig},\n    [compute::ComputeConfig];\n    # Compute keyword arguments\n    ncpu::Integer = 1, ngpu::Integer = 0, memory::Integer = 1,\n    nnodes::Integer = 1, minimum_nnodes::Union{Integer,Nothing} = nothing,\n    elastic::Bool = false,\n    process_per_node::Bool = true,\n    # Runtime configuration keyword arguments\n    [alias::AbstractString], [env], [project::Union{UUID, AbstractString}],\n    timelimit::Limit = Hour(1),\n    # General keyword arguments\n    dryrun::Bool = false,\n    [auth :: Authentication]\n) -> Job\n\nSubmits the specified application config app as a job to JuliaHub. Returns a Job object corresponding to the submitted job.\n\nCompute arguments. If compute is passed, the compute keyword arguments can not be passed. If compute is not passed, the following arguments can be used to specify the compute configration via keyword arguments:\n\nncpu, ngpu and memory are used to pick a node type that will be used to run the job. The node type will be a minimum one that satisfies the constraints, but may have more compute resources than specified by the arguments (it corresponds to the exactmatch = false case of nodespec).\nnnodes, minimum_nnodes, process_per_node, and elastic specify the corresponding arguments in ComputeConfig.\n\nRuntime configuration. These are used to set the Runtime configuration of the job.\n\nalias :: Union{AbstractString, Nothing}: can be used to override the name of the job that gets displayed in the UI. Passing nothing is equivalent to omitting the argument.\ntimelimit :: Limit: sets the job's time limit (see Limit for valid values)\nenv: an iterable of key-value pairs that can be used to set environment variable that get set before, the job code gets executed.\nproject :: Union{UUID, AbstractString, Nothing}: the UUID of the project that the job will be associated with. If a string is passed, it must parse as a valid UUID. Passing nothing is equivalent to omitting the argument.\n\nGeneral arguments.\n\nauth :: Authentication: optional authentication object (see the authentication section for more information)\ndryrun :: Bool: if set to true, submit_job does not actually submit the job, but instead returns a WorkloadConfig object, which can be used to inspect the configuration that would be submitted.\nThe WorkloadConfig object can then be submitted to JuliaHub with the additional submit_job method:\nJuliaHub.submit_job(::WorkloadConfig; [auth::Authentication])\n\ncompat: JuliaHub compatibility\nThe timelimit = JuliaHub.Unlimited() argument requires JuliaHub 6.3+.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.Limit","page":"Job submission","title":"JuliaHub.Limit","text":"JuliaHub.Limit\n\nType-constraint on JuliaHub job timelimit arguments in submit_job.\n\nThe job time limit can either be a time period (an instance of Dates.Period), an Integer, (interpreted as the number of hours), or JuliaHub.Unlimited().\n\nOnly an integer number of hours are accepted by JuliaHub, and fractional hours from get rounded up to the next full integer number of hours (e.g. Dates.Minute(90) will be interpreted as 2 hours).\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.Unlimited","page":"Job submission","title":"JuliaHub.Unlimited","text":"struct Unlimited\n\nAn instance of this type can be passed as the [timelimit] option to submit_job to start jobs that run indefinitely, until killed manually.\n\nJuliaHub.submit_job(..., timelimit = JuliaHub.Unlimited())\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.WorkloadConfig","page":"Job submission","title":"JuliaHub.WorkloadConfig","text":"struct WorkloadConfig\n\nRepresents a full job configuration, including the application, compute and runtime configuration.\n\nInstances of this type can be constructed by passing dryrun = true to submit_job, and can also be directly submitted to JuliaHub with the same function.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#Experimental-APIs","page":"Job submission","title":"Experimental APIs","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"compat: Experimental features\nStarting application jobs with JuliaHub.jl is considered to be experimental. The APIs are likely to change in future JuliaHub.jl version.","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"AbstractJuliaHubApp\napplications\napplication\nDefaultApp\nPackageApp\nUserApp\nApplicationJob\nPackageJob","category":"page"},{"location":"reference/job-submission/#JuliaHub.AbstractJuliaHubApp","page":"Job submission","title":"JuliaHub.AbstractJuliaHubApp","text":"abstract type AbstractJuliaHubApp\n\nAbstract supertype for JuliaHub applications object types.\n\ncompat: Experimental API\nApplications-related APIs are experimental, and may be changed or removed without notice.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.applications","page":"Job submission","title":"JuliaHub.applications","text":"JuliaHub.applications([category::Symbol]; [auth::Authentication]) -> Vector{AbstractJuliaHubApp}\n\nReturns the list of applications enabled for the authenticated user, optionally in the specified category only. Returns a vector of AbstractJuliaHubApp instances.\n\njulia> JuliaHub.applications()\n7-element Vector{JuliaHub.AbstractJuliaHubApp}:\n JuliaHub.application(:default, \"Linux Desktop\")\n JuliaHub.application(:default, \"Julia IDE\")\n JuliaHub.application(:default, \"Pluto\")\n JuliaHub.application(:default, \"Windows Workstation\")\n JuliaHub.application(:package, \"RegisteredPackageApp\")\n JuliaHub.application(:package, \"CustomDashboardApp\")\n JuliaHub.application(:user, \"ExampleApp.jl\")\n\njulia> JuliaHub.applications(:default)\n4-element Vector{JuliaHub.DefaultApp}:\n JuliaHub.application(:default, \"Linux Desktop\")\n JuliaHub.application(:default, \"Julia IDE\")\n JuliaHub.application(:default, \"Pluto\")\n JuliaHub.application(:default, \"Windows Workstation\")\n\njulia> JuliaHub.applications(:package)\n2-element Vector{JuliaHub.PackageApp}:\n JuliaHub.application(:package, \"RegisteredPackageApp\")\n JuliaHub.application(:package, \"CustomDashboardApp\")\n\njulia> JuliaHub.applications(:user)\n1-element Vector{JuliaHub.UserApp}:\n JuliaHub.application(:user, \"ExampleApp.jl\")\n\n\ncompat: Experimental API\nApplications-related APIs are experimental, and may be changed or removed without notice.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.application","page":"Job submission","title":"JuliaHub.application","text":"JuliaHub.application(\n    category::Symbol, name::AbstractString;\n    throw::Bool=true, [auth::Authentication]\n) -> AbstractJuliaHubApp\n\nReturns the application corresponding to name from the specified category of applications. Will throw an InvalidRequestError if the application can't be found, or returns nothing in this situation if throw=false is passed.\n\ncategory specifies the application category and must be one of: :default, :package, or :user. This is necessary to disambiguate apps with the same name in the different categories.\n\nSee also: applications.\n\nExamples\n\njulia> JuliaHub.applications()\n7-element Vector{JuliaHub.AbstractJuliaHubApp}:\n JuliaHub.application(:default, \"Linux Desktop\")\n JuliaHub.application(:default, \"Julia IDE\")\n JuliaHub.application(:default, \"Pluto\")\n JuliaHub.application(:default, \"Windows Workstation\")\n JuliaHub.application(:package, \"RegisteredPackageApp\")\n JuliaHub.application(:package, \"CustomDashboardApp\")\n JuliaHub.application(:user, \"ExampleApp.jl\")\n\ncompat: Experimental API\nApplications-related APIs are experimental, and may be changed or removed without notice.\n\n\n\n\n\n","category":"function"},{"location":"reference/job-submission/#JuliaHub.DefaultApp","page":"Job submission","title":"JuliaHub.DefaultApp","text":"struct DefaultApp <: AbstractJuliaHubApp\n\nRepresents a default JuliaHub instance application, and they can be started as jobs with submit_job.\n\nThe list of available applications can be accessed via the applications function, and specific applications can be picked out with application.\n\njulia> apps = JuliaHub.applications(:default)\n4-element Vector{JuliaHub.DefaultApp}:\n JuliaHub.application(:default, \"Linux Desktop\")\n JuliaHub.application(:default, \"Julia IDE\")\n JuliaHub.application(:default, \"Pluto\")\n JuliaHub.application(:default, \"Windows Workstation\")\n\njulia> JuliaHub.application(:default, \"Pluto\")\nDefaultApp\n name: Pluto\n key: pluto\n\ncompat: Experimental API\nApplications-related APIs are experimental, and may be changed or removed without notice.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.PackageApp","page":"Job submission","title":"JuliaHub.PackageApp","text":"struct PackageApp <: AbstractJuliaHubApp\n\nRepresents a JuliaHub package application that is available in one of the instance's package registries. These packages can be started as JuliaHub jobs with submit_job.\n\nThe list of available applications can be accessed via the applications function, and specific applications can be picked out with application.\n\njulia> apps = JuliaHub.applications(:package)\n2-element Vector{JuliaHub.PackageApp}:\n JuliaHub.application(:package, \"RegisteredPackageApp\")\n JuliaHub.application(:package, \"CustomDashboardApp\")\n\njulia> JuliaHub.application(:package, \"RegisteredPackageApp\")\nPackageApp\n name: RegisteredPackageApp\n uuid: db8b4d46-bfad-4aa5-a5f8-40df1e9542e5\n registry: General (23338594-aafe-5451-b93e-139f81909106)\n\nSee also: help.juliahub.com on applications\n\ncompat: Experimental API\nApplications-related APIs are experimental, and may be changed or removed without notice.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.UserApp","page":"Job submission","title":"JuliaHub.UserApp","text":"struct UserApp <: AbstractJuliaHubApp\n\nRepresents a private application that has been added to the user account via a Git repository. These applications can be started as JuliaHub jobs with submit_job.\n\nThe list of available applications can be accessed via the applications function, and specific applications can be picked out with application.\n\njulia> apps = JuliaHub.applications(:user)\n1-element Vector{JuliaHub.UserApp}:\n JuliaHub.application(:user, \"ExampleApp.jl\")\n\njulia> JuliaHub.application(:user, \"ExampleApp.jl\")\nUserApp\n name: ExampleApp.jl\n repository: https://github.com/JuliaHubExampleOrg/ExampleApp.jl\n\nSee also: help.juliahub.com on applications\n\ncompat: Experimental API\nApplications-related APIs are experimental, and may be changed or removed without notice.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.ApplicationJob","page":"Job submission","title":"JuliaHub.ApplicationJob","text":"struct ApplicationJob <: AbstractJobConfig\n\nAbstractJobConfig that wraps a DefaultApp. This is primarily used internally and should rarely be constructed explicitly.\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#JuliaHub.PackageJob","page":"Job submission","title":"JuliaHub.PackageJob","text":"struct PackageJob <: AbstractJobConfig\n\nAbstractJobConfig that wraps a PackageApp or UserApp. This is primarily used internally and should rarely be constructed explicitly.\n\nConstructors\n\nJuliaHub.PackageJob(app::Union{JuliaHub.PackageApp,JuliaHub.UserApp}; [sysimage::Bool = false])\n\nCan be used to construct a PackageApp or UserApp based job, but allows for some job parameters to be overridden. Currently, only support the enabling of a system image based job by setting sysimage = true.\n\njulia> app = JuliaHub.application(:package, \"RegisteredPackageApp\")\nPackageApp\n name: RegisteredPackageApp\n uuid: db8b4d46-bfad-4aa5-a5f8-40df1e9542e5\n registry: General (23338594-aafe-5451-b93e-139f81909106)\n\njulia> JuliaHub.submit_job(JuliaHub.PackageJob(app; sysimage = true))\nJuliaHub.Job: jr-xf4tslavut (Submitted)\n submitted: 2023-03-15T07:56:50.974+00:00\n started:   2023-03-15T07:56:51.251+00:00\n finished:  2023-03-15T07:56:59.000+00:00\n\n\n\n\n\n","category":"type"},{"location":"reference/job-submission/#Index","page":"Job submission","title":"Index","text":"","category":"section"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"Pages = [\"job-submission.md\"]","category":"page"},{"location":"reference/job-submission/","page":"Job submission","title":"Job submission","text":"","category":"page"},{"location":"","page":"Home","title":"Home","text":"CurrentModule=JuliaHub","category":"page"},{"location":"#JuliaHub.jl","page":"Home","title":"JuliaHub.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"The JuliaHub.jl package offers a programmatic Julia interface to the JuliaHub platform.","category":"page"},{"location":"","page":"Home","title":"Home","text":"With JuliaHub.jl you can do things such as start JuliaHub jobs, access job outputs, and manage your datasets, programmatically, directly in the REPL or in your Julia script. It can also be used in JuliaHub jobs to interact with the platform (to upload datasets, for example).","category":"page"},{"location":"","page":"Home","title":"Home","text":"If you are unfamiliar with JuliaHub.jl, you may want to start out by reading through the package's Getting Started tutorial. If you want to know in detail how to programmatically work with a particular JuliaHub feature, you may want to skim through the applicable how-to guide:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Pages = Main.PAGES_GUIDES\nDepth = 1:1","category":"page"},{"location":"","page":"Home","title":"Home","text":"Finally, detailed explanations and API references of JuliaHub.jl features and functions are available in the reference section of the manual:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Pages = Main.PAGES_REFERENCE\nDepth = 1:1","category":"page"},{"location":"","page":"Home","title":"Home","text":"tip: JuliaHub platform documentation\nThe documentation here focuses on working with the JuliaHub.jl Julia library. See the main JuliaHub documentation to learn more about the JuliaHub platform, and see product (e.g. JuliaSim) documentation for product-specific questions.","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Enterprise use\nJuliaHub.jl works with both juliahub.com and private enterprise instances. For enterprise users: the instance URL can be passed to the authenticate function either directly via an argument, or via the JULIA_PKG_SERVER environment variable.","category":"page"},{"location":"","page":"Home","title":"Home","text":"","category":"page"}]
+}
diff --git a/previews/PR64/siteinfo.js b/previews/PR64/siteinfo.js
new file mode 100644
index 000000000..9d333efdc
--- /dev/null
+++ b/previews/PR64/siteinfo.js
@@ -0,0 +1 @@
+var DOCUMENTER_CURRENT_VERSION = "previews/PR64";
diff --git a/previews/PR64/vscode-pkg-server.png b/previews/PR64/vscode-pkg-server.png
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