From c342b95dfe6ab701b4aa55cc6d44dc6d84e06d0a Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Tue, 2 Apr 2024 15:44:56 +0000 Subject: [PATCH] build based on 9d7195a --- previews/PR74/.documenter-siteinfo.json | 1 + previews/PR74/api/index.html | 24 + previews/PR74/assets/documenter.js | 1050 +++++++++++++++++ .../PR74/assets/themes/documenter-dark.css | 7 + .../PR74/assets/themes/documenter-light.css | 9 + previews/PR74/assets/themeswap.js | 84 ++ previews/PR74/assets/warner.js | 52 + previews/PR74/index.html | 27 + previews/PR74/objects.inv | Bin 0 -> 594 bytes previews/PR74/search_index.js | 3 + previews/PR74/siteinfo.js | 1 + .../PR74/tutorials/error_recovery/index.html | 22 + previews/PR74/tutorials/hot_loop/index.html | 58 + .../optional_debugging_and_logging/index.html | 28 + 14 files changed, 1366 insertions(+) create mode 100644 previews/PR74/.documenter-siteinfo.json create mode 100644 previews/PR74/api/index.html create mode 100644 previews/PR74/assets/documenter.js create mode 100644 previews/PR74/assets/themes/documenter-dark.css create mode 100644 previews/PR74/assets/themes/documenter-light.css create mode 100644 previews/PR74/assets/themeswap.js create mode 100644 previews/PR74/assets/warner.js create mode 100644 previews/PR74/index.html create mode 100644 previews/PR74/objects.inv create mode 100644 previews/PR74/search_index.js create mode 100644 previews/PR74/siteinfo.js create mode 100644 previews/PR74/tutorials/error_recovery/index.html create mode 100644 previews/PR74/tutorials/hot_loop/index.html create mode 100644 previews/PR74/tutorials/optional_debugging_and_logging/index.html diff --git a/previews/PR74/.documenter-siteinfo.json b/previews/PR74/.documenter-siteinfo.json new file mode 100644 index 0000000..7a7decb --- /dev/null +++ b/previews/PR74/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.10.2","generation_timestamp":"2024-04-02T15:44:52","documenter_version":"1.3.0"}} \ No newline at end of file diff --git a/previews/PR74/api/index.html b/previews/PR74/api/index.html new file mode 100644 index 0000000..bfa61f8 --- /dev/null +++ b/previews/PR74/api/index.html @@ -0,0 +1,24 @@ + +API · AllocCheck Documentation
GitHub

Exported functions and types

Index

Docstrings

AllocCheck.check_allocs — Function
check_allocs(func, types; ignore_throw=true)

Compiles the given function and types to LLVM IR and checks for allocations.

Returns a vector of AllocationSite, DynamicDispatch, and AllocatingRuntimeCall

Warning

The Julia language/compiler does not guarantee that this result is stable across Julia invocations.

If you rely on allocation-free code for safety/correctness, it is not sufficient to verify check_allocs in test code and expect that the corresponding call in production will not allocate at runtime.

For this case, you must use @check_allocs instead.

Example

julia> function foo(x::Int, y::Int)
+           z = x + y
+           return z
+       end
+foo (generic function with 1 method)
+
+julia> allocs = check_allocs(foo, (Int, Int))
+AllocCheck.AllocationSite[]
source
AllocCheck.@check_allocs — Macro
@check_allocs ignore_throw=true (function def)

Wraps the provided function definition so that all calls to it will be automatically checked for allocations.

If the check fails, an AllocCheckFailure exception is thrown containing the detailed failures, including the backtrace for each defect.

Note: All calls to the wrapped function are effectively a dynamic dispatch, which means they are type-unstable and may allocate memory at function entry. @check_allocs only guarantees the absence of allocations after the function has started running.

Example

julia> @check_allocs multiply(x,y) = x*y
+multiply (generic function with 1 method)
+
+julia> multiply(1.5, 3.5) # no allocations for Float64
+5.25
+
+julia> multiply(rand(3,3), rand(3,3)) # matmul needs to allocate the result
+ERROR: @check_allocs function contains 1 allocations.
+
+Stacktrace:
+ [1] macro expansion
+   @ ~/repos/AllocCheck/src/macro.jl:134 [inlined]
+ [2] multiply(x::Matrix{Float64}, y::Matrix{Float64})
+   @ Main ./REPL[2]:133
+ [3] top-level scope
+   @ REPL[5]:1
source
diff --git a/previews/PR74/assets/documenter.js b/previews/PR74/assets/documenter.js new file mode 100644 index 0000000..c6562b5 --- /dev/null +++ b/previews/PR74/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@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${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 + '$&' + ) + + "..." + : ""; // 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 = ` + +
+
${escape(result.title)}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${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 = `
`; + + 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 = `
${count_str}
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".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"); + } + + $(".search-modal-card-body").html(` +
Type something to get started!
+ `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
+ Filters: + ${str} +
`; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// 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 = ` +
+
+

+ + + + +

+
+
+ +
+
+ `; + + let initial_search_body = ` +
Type something to get started!
+ `; + + let search_modal_footer = ` + + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".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 = $( + "" + ); + 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 = $( + "" + ); + 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/PR74/assets/themes/documenter-dark.css b/previews/PR74/assets/themes/documenter-dark.css new file mode 100644 index 0000000..53889fb --- /dev/null +++ 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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 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.docs-logo>img.is-5by4{padding-top:80%}html.theme--documenter-dark .image.is-4by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--documenter-dark .image.is-3by2,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--documenter-dark .image.is-5by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--documenter-dark .image.is-16by9,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--documenter-dark .image.is-2by1,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--documenter-dark .image.is-3by1,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--documenter-dark .image.is-4by5,html.theme--documenter-dark #documenter .docs-sidebar 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Gets put into the 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 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 + 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 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 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/PR74/assets/warner.js b/previews/PR74/assets/warner.js new file mode 100644 index 0000000..3f6f5d0 --- /dev/null +++ b/previews/PR74/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.
Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/previews/PR74/index.html b/previews/PR74/index.html new file mode 100644 index 0000000..7789e21 --- /dev/null +++ b/previews/PR74/index.html @@ -0,0 +1,27 @@ + +Home · AllocCheck Documentation
GitHub

AllocCheck

AllocCheck.jl is a Julia package that statically checks if a function call may allocate, analyzing the generated LLVM IR of it and it's callees using LLVM.jl and GPUCompiler.jl

AllocCheck operates on functions, trying to statically determine wether or not a function may allocate memory, and if so, where that allocation appears. This is different from measuring allocations using, e.g., @time or @allocated, which measures the allocations that did happen during the execution of a function.

Getting started

The primary entry point to check allocations is the macro @check_allocs which is used to annotate a function definition that you'd like to enforce allocation checks for:

julia> using AllocCheck
julia> @check_allocs mymod(x) = mod(x, 2.5)mymod (generic function with 1 method)
julia> mymod(1.5) # call automatically checked for allocations1.5

This call happened without error, indicating that the function was proven to not allocate any memory after it starts 🎉

When used on a function that may allocate memory

julia> @check_allocs linsolve(a, b) = a \ blinsolve (generic function with 1 method)
julia> linsolve(rand(10,10), rand(10))ERROR: @check_allocs function encountered 54 errors (53 allocations / 1 dynamic dispatches).

the function call raises an AllocCheckFailure.

The errors field allows us to inspect the individual errors to get some useful information. For example:

try
+  linsolve(rand(10,10), rand(10))
+catch err
+  err.errors[1]
+end
Allocation of Vector{Float64} in ./boot.jl:477
+  | Array{T,1}(::UndefInitializer, m::Int) where {T} =
+
+Stacktrace:
+ [1] Array
+   @ ./boot.jl:477 [inlined]
+ [2] Array
+   @ ./boot.jl:486 [inlined]
+ [3] similar
+   @ ./array.jl:420 [inlined]
+ [4] \
+   @ /opt/hostedtoolcache/julia/1.10.2/x64/share/julia/stdlib/v1.10/LinearAlgebra/src/triangular.jl:1483 [inlined]
+ [5] \(A::Matrix{Float64}, B::Vector{Float64})
+   @ LinearAlgebra /opt/hostedtoolcache/julia/1.10.2/x64/share/julia/stdlib/v1.10/LinearAlgebra/src/generic.jl:1118
+ [6] var"##linsolve#228"(a::Matrix{Float64}, b::Vector{Float64})
+   @ Main ./REPL[1]:1
+

we see what type of object was allocated, and where in the code the allocation appeared.

Functions that throw exceptions

Some functions that we do not expect may allocate memory, like sin, actually may:

@allocated try sin(Inf) catch end
48

The reason for this is that sin needs to allocate if it throws an error.

By default, @check_allocs ignores all such allocations and assumes that no exceptions are thrown. If you care about detecting these allocations anyway, you can use ignore_throw=false:

@check_allocs mysin1(x) = sin(x)
+@check_allocs ignore_throw=false mysin2(x) = sin(x)
+
+@test mysin1(1.5) == sin(1.5)
+@test_throws AllocCheckFailure mysin2(1.5)
Test Passed
+      Thrown: AllocCheckFailure

Limitations

Every call into a @check_allocs function behaves like a dynamic dispatch. This means that it can trigger compilation dynamically (involving lots of allocation), and even when the function has already been compiled, a small amount of allocation is still expected on function entry.

For most applications, the solution is to use @check_allocs to wrap your top-level entry point or your main application loop, in which case those applications are only incurred once. @check_allocs will guarantee that no dynamic compilation or allocation occurs once your function has started running.

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While errors are not supposed to occur, they sometimes do anyways 😦, and when they do, we may want to make sure that the recovery logic runs with minimum latency.","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"In the following example, we are executing a loop that may throw an error. By default check_allocs allows allocations on the error path, i.e., allocations that occur as a consequence of an exception being thrown. This can cause the garbage collector to be invoked by the allocation, and introduce an unbounded latency before we execute the error recovery logic.","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"To guard ourselves against this, we may follow these steps","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"Prove that the function does not allocate memory except for on exception paths.\nSince we have proved that we are not allocating memory, we may disable the garbage collector. This prevents it from running before the error recovery logic.\nTo make sure that the garbage collector is re-enabled after an error has been recovered from, we re-enable it in a finally block.","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"function treading_lightly()\n a = 0.0\n GC.enable(false) # Turn off the GC before entering the loop\n try\n for i = 10:-1:-1\n a += sqrt(i) # This throws an error for negative values of i\n end\n catch\n exit_gracefully() # This function is supposed to run with minimum latency\n finally\n GC.enable(true) # Always turn the GC back on before exiting the function\n end\n a\nend\nexit_gracefully() = println(\"Calling mother\")\n\nusing AllocCheck, Test\nallocs = check_allocs(treading_lightly, ()) # Check that it's safe to proceed","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"@test isempty(allocs)","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"check_allocs returned zero allocations. If we invoke check_allocs with the flag ignore_throw = false, we will see that the function may allocate memory on the error path:","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"allocs = check_allocs(treading_lightly, (); ignore_throw = false)\nlength(allocs)","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"Finally, we test that the function is producing the expected result:","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"val = treading_lightly()\n@test val ≈ 22.468278186204103 # hide","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"In this example, we accepted an allocation on the exception path with the motivation that it occurred once only, after which the program was terminated. Implicit in this approach is an assumption that the exception path does not allocate too much memory to execute the error recovery logic before the garbage collector is turned back on. We should thus convince ourselves that this assumption is valid, e.g., by means of testing:","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"treading_lightly() # Warm start\nallocated_memory = @allocated treading_lightly() # A call that triggers the exception path\n# @test allocated_memory < 1e4","category":"page"},{"location":"tutorials/error_recovery/","page":"Minimum latency error recovery","title":"Minimum latency error recovery","text":"The allocations sites reported with the flag ignore_throw = false may be used as a guide as to what to test.","category":"page"},{"location":"api/#Exported-functions-and-types","page":"API","title":"Exported functions and types","text":"","category":"section"},{"location":"api/#Index","page":"API","title":"Index","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"","category":"page"},{"location":"api/#Docstrings","page":"API","title":"Docstrings","text":"","category":"section"},{"location":"api/","page":"API","title":"API","text":"AllocCheck.check_allocs","category":"page"},{"location":"api/#AllocCheck.check_allocs","page":"API","title":"AllocCheck.check_allocs","text":"check_allocs(func, types; ignore_throw=true)\n\nCompiles the given function and types to LLVM IR and checks for allocations.\n\nReturns a vector of AllocationSite, DynamicDispatch, and AllocatingRuntimeCall\n\nwarning: Warning\nThe Julia language/compiler does not guarantee that this result is stable across Julia invocations.If you rely on allocation-free code for safety/correctness, it is not sufficient to verify check_allocs in test code and expect that the corresponding call in production will not allocate at runtime.For this case, you must use @check_allocs instead.\n\nExample\n\njulia> function foo(x::Int, y::Int)\n z = x + y\n return z\n end\nfoo (generic function with 1 method)\n\njulia> allocs = check_allocs(foo, (Int, Int))\nAllocCheck.AllocationSite[]\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"API","title":"API","text":"AllocCheck.@check_allocs","category":"page"},{"location":"api/#AllocCheck.@check_allocs","page":"API","title":"AllocCheck.@check_allocs","text":"@check_allocs ignore_throw=true (function def)\n\nWraps the provided function definition so that all calls to it will be automatically checked for allocations.\n\nIf the check fails, an AllocCheckFailure exception is thrown containing the detailed failures, including the backtrace for each defect.\n\nNote: All calls to the wrapped function are effectively a dynamic dispatch, which means they are type-unstable and may allocate memory at function entry. @check_allocs only guarantees the absence of allocations after the function has started running.\n\nExample\n\njulia> @check_allocs multiply(x,y) = x*y\nmultiply (generic function with 1 method)\n\njulia> multiply(1.5, 3.5) # no allocations for Float64\n5.25\n\njulia> multiply(rand(3,3), rand(3,3)) # matmul needs to allocate the result\nERROR: @check_allocs function contains 1 allocations.\n\nStacktrace:\n [1] macro expansion\n @ ~/repos/AllocCheck/src/macro.jl:134 [inlined]\n [2] multiply(x::Matrix{Float64}, y::Matrix{Float64})\n @ Main ./REPL[2]:133\n [3] top-level scope\n @ REPL[5]:1\n\n\n\n\n\n","category":"macro"},{"location":"tutorials/optional_debugging_and_logging/#Optional-debugging-and-logging","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"","category":"section"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"For debugging purposes, it may sometimes be beneficial to include logging statements in a function, for example","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"using AllocCheck # hide\n@check_allocs function myfun(verbose::Bool)\n a = 0.0\n for i = 1:3\n a = a + i\n verbose && @info \"a = $a\"\n end\nend\nnothing # hide","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"Here, the printing of some relevant information is only performed if verbose = true. While the printing is optional, and not performed if verbose = false, check_allocs operates on types rather than values, i.e., check_allocs only knows that the argument is of type Bool, not that it may have the value false:","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"myfun(false)","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"Indeed, this function was determined to potentially allocate memory.","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"To allow such optional features while still being able to prove that a function does not allocate if the allocating features are turned off, we may lift the value true into the type domain, we do this by means of the Val type:","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"function typed_myfun(::Val{verbose}) where verbose\n a = 0.0\n for i = 1:3\n a = a + i\n verbose && @info \"a = $a\"\n end\nend\n\nlength(check_allocs(typed_myfun, (Val{false},)))","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"The compiler, and thus also AllocCheck, now knows that the value of verbose is false, since this is encoded in the type Val{false}. The compiler can use this knowledge to figure out that the @info statement won't be executed, and thus prove that the function will not allocate memory.","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"The user may still use this function with the debug print enabled by calling it like","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"typed_myfun(Val{true}())","category":"page"},{"location":"tutorials/optional_debugging_and_logging/#Advanced:-Constant-propagation","page":"Optional debugging and logging","title":"Advanced: Constant propagation","text":"","category":"section"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"Sometimes, code written without this trick will still work just fine with AllocCheck.","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"That's because in some limited scenarios, the compiler is able to use constant propagation to determine what path through a program will be taken based on the value of constants.","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"We demonstrate this effect below, where the value verbose = false is hard-coded into the function:","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"@check_allocs function constant_myfun()\n verbose = false\n a = 0.0\n for i = 1:3\n a = a + i\n verbose && @info \"a = $a\"\n end\n return a\nend\n\nconstant_myfun()","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"When looking at constant_myfun, the compiler knows that verbose = false since this constant is hard coded into the program. Sometimes, the compiler can even propagate constant values all the way into called functions.","category":"page"},{"location":"tutorials/optional_debugging_and_logging/","page":"Optional debugging and logging","title":"Optional debugging and logging","text":"This is useful, but it's not guaranteed to happen in general. The Val{T} trick described here ensures that the variable is propagated as a constant everywhere it is required.","category":"page"},{"location":"#AllocCheck","page":"Home","title":"AllocCheck","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"AllocCheck.jl is a Julia package that statically checks if a function call may allocate, analyzing the generated LLVM IR of it and it's callees using LLVM.jl and GPUCompiler.jl","category":"page"},{"location":"","page":"Home","title":"Home","text":"AllocCheck operates on functions, trying to statically determine wether or not a function may allocate memory, and if so, where that allocation appears. This is different from measuring allocations using, e.g., @time or @allocated, which measures the allocations that did happen during the execution of a function.","category":"page"},{"location":"#Getting-started","page":"Home","title":"Getting started","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"The primary entry point to check allocations is the macro @check_allocs which is used to annotate a function definition that you'd like to enforce allocation checks for:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using AllocCheck\nusing Test # hide\n@check_allocs mymod(x) = mod(x, 2.5)\n\nmymod(1.5) # call automatically checked for allocations","category":"page"},{"location":"","page":"Home","title":"Home","text":"This call happened without error, indicating that the function was proven to not allocate any memory after it starts 🎉","category":"page"},{"location":"","page":"Home","title":"Home","text":"When used on a function that may allocate memory","category":"page"},{"location":"","page":"Home","title":"Home","text":"@check_allocs linsolve(a, b) = a \\ b\n\nlinsolve(rand(10,10), rand(10))","category":"page"},{"location":"","page":"Home","title":"Home","text":"the function call raises an AllocCheckFailure.","category":"page"},{"location":"","page":"Home","title":"Home","text":"The errors field allows us to inspect the individual errors to get some useful information. For example:","category":"page"},{"location":"","page":"Home","title":"Home","text":"try\n linsolve(rand(10,10), rand(10))\ncatch err\n err.errors[1]\nend","category":"page"},{"location":"","page":"Home","title":"Home","text":"we see what type of object was allocated, and where in the code the allocation appeared.","category":"page"},{"location":"#Functions-that-throw-exceptions","page":"Home","title":"Functions that throw exceptions","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Some functions that we do not expect may allocate memory, like sin, actually may:","category":"page"},{"location":"","page":"Home","title":"Home","text":"@allocated try sin(Inf) catch end","category":"page"},{"location":"","page":"Home","title":"Home","text":"The reason for this is that sin needs to allocate if it throws an error.","category":"page"},{"location":"","page":"Home","title":"Home","text":"By default, @check_allocs ignores all such allocations and assumes that no exceptions are thrown. If you care about detecting these allocations anyway, you can use ignore_throw=false:","category":"page"},{"location":"","page":"Home","title":"Home","text":"@check_allocs mysin1(x) = sin(x)\n@check_allocs ignore_throw=false mysin2(x) = sin(x)\n\n@test mysin1(1.5) == sin(1.5)\n@test_throws AllocCheckFailure mysin2(1.5)","category":"page"},{"location":"#Limitations","page":"Home","title":"Limitations","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Every call into a @check_allocs function behaves like a dynamic dispatch. This means that it can trigger compilation dynamically (involving lots of allocation), and even when the function has already been compiled, a small amount of allocation is still expected on function entry.","category":"page"},{"location":"","page":"Home","title":"Home","text":"For most applications, the solution is to use @check_allocs to wrap your top-level entry point or your main application loop, in which case those applications are only incurred once. @check_allocs will guarantee that no dynamic compilation or allocation occurs once your function has started running.","category":"page"},{"location":"tutorials/hot_loop/#Allocations-followed-by-a-hot-loop","page":"Hot loops","title":"Allocations followed by a hot loop","text":"","category":"section"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"A common pattern in high-performance Julia code, as well as in real-time systems, is to initially allocate some working memory, followed by the execution of a performance sensitive hot loop that should perform no allocations. In the example below, we show a function run_almost_forever that resembles the implementation of a simple control system. The function starts by allocating a large logvector in which some measurement data is to be saved, followed by the execution of a loop which should run with as predictable timing as possible, i.e., we do not want to perform any allocations or invoke the garbage collector while executing the loop.","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"function run_almost_forever()\n N = 100_000 # A large number\n logvector = zeros(N) # Allocate a large vector for storing results\n for i = 1:N # Run a hot loop that may not allocate\n y = sample_measurement()\n logvector[i] = y\n u = controller(y)\n apply_control(u)\n Libc.systemsleep(0.01)\n end\nend\n\n# Silly implementations of the functions used in the example\nsample_measurement() = 2.0\ncontroller(y) = -2y\napply_control(u) = nothing\nnothing # hide","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"Here, the primary concern is the loop, while the preamble of the function should be allowed to allocate memory. The recommended strategy in this case is to refactor the function into a separate preamble and loop, like this","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"function run_almost_forever2() # The preamble that performs allocations\n N = 100_000 # A large number\n logvector = zeros(N) # Allocate a large vector for storing results\n run_almost_forever!(logvector)\nend\n\nfunction run_almost_forever!(logvector) # The hot loop that is allocation free\n for i = eachindex(logvector) # Run a hot loop that may not allocate\n y = sample_measurement()\n @inbounds logvector[i] = y\n u = controller(y)\n apply_control(u)\n Libc.systemsleep(0.01)\n end\nend\nnothing # hide","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"We may now analyze the loop function run_almost_forever! to verify that it does not allocate memory:","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"using AllocCheck, Test\nallocs = check_allocs(run_almost_forever!, (Vector{Float64},));\n@test isempty(allocs)","category":"page"},{"location":"tutorials/hot_loop/#More-complicated-initialization","page":"Hot loops","title":"More complicated initialization","text":"","category":"section"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"In practice, a function may need to perform several distinct allocations upfront, including potentially allocating objects of potentially complicated types, like closures etc. In situations like this, the following pattern may be useful:","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"struct Workspace\n # All you need to run the hot loop, for example:\n cache1::Vector{Float64}\n cache2::Matrix{Float64}\nend\n\nfunction setup(max_iterations::Int = 100_000)\n # Allocate and initialize the workspace\n cache1 = zeros(max_iterations)\n cache2 = zeros(max_iterations, max_iterations)\n return Workspace(cache1, cache2)\nend\n\nfunction run!(workspace::Workspace)\n # The hot loop\n for i = eachindex(workspace.cache1)\n workspace.cache1[i] = my_important_calculation() # The allocated cache is modified in place\n ...\n end\nend\n\nfunction run()\n workspace = setup()\n run!(workspace)\nend","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"Here, workspace is a custom struct designed to serve as a workspace for the hot loop, but it could also be realized as a simple tuple of all the allocated objects required for the computations. Note, the struct Workspace in this example was not marked as mutable. However, its contents, the two cache arrays, are. This means that the run! function may modify the contents of the cache arrays.","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"The benefit of breaking the function up into two parts which are called from a third, is that we may now create the workspace object individually, and use it to compute the type of the arguments to the run! function that we are interested in analyzing:","category":"page"},{"location":"tutorials/hot_loop/","page":"Hot loops","title":"Hot loops","text":"workspace = setup()\nallocs = check_allocs(run!, (typeof(workspace),))","category":"page"}] +} diff --git a/previews/PR74/siteinfo.js b/previews/PR74/siteinfo.js new file mode 100644 index 0000000..df0d8a4 --- /dev/null +++ b/previews/PR74/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR74"; diff --git a/previews/PR74/tutorials/error_recovery/index.html b/previews/PR74/tutorials/error_recovery/index.html new file mode 100644 index 0000000..502045b --- /dev/null +++ b/previews/PR74/tutorials/error_recovery/index.html @@ -0,0 +1,22 @@ + +Minimum latency error recovery · AllocCheck Documentation
GitHub

Guaranteed Error Recovery

Safety-critical real-time systems are often required to have performance critical error-recovery logic. While errors are not supposed to occur, they sometimes do anyways 😦, and when they do, we may want to make sure that the recovery logic runs with minimum latency.

In the following example, we are executing a loop that may throw an error. By default check_allocs allows allocations on the error path, i.e., allocations that occur as a consequence of an exception being thrown. This can cause the garbage collector to be invoked by the allocation, and introduce an unbounded latency before we execute the error recovery logic.

To guard ourselves against this, we may follow these steps

  1. Prove that the function does not allocate memory except for on exception paths.
  2. Since we have proved that we are not allocating memory, we may disable the garbage collector. This prevents it from running before the error recovery logic.
  3. To make sure that the garbage collector is re-enabled after an error has been recovered from, we re-enable it in a finally block.
function treading_lightly()
+    a = 0.0
+    GC.enable(false) # Turn off the GC before entering the loop
+    try
+        for i = 10:-1:-1
+            a += sqrt(i) # This throws an error for negative values of i
+        end
+    catch
+        exit_gracefully() # This function is supposed to run with minimum latency
+    finally
+        GC.enable(true) # Always turn the GC back on before exiting the function
+    end
+    a
+end
+exit_gracefully() = println("Calling mother")
+
+using AllocCheck, Test
+allocs = check_allocs(treading_lightly, ()) # Check that it's safe to proceed
Any[]
@test isempty(allocs)
Test Passed

check_allocs returned zero allocations. If we invoke check_allocs with the flag ignore_throw = false, we will see that the function may allocate memory on the error path:

allocs = check_allocs(treading_lightly, (); ignore_throw = false)
+length(allocs)
6

Finally, we test that the function is producing the expected result:

val = treading_lightly()
Test Passed

In this example, we accepted an allocation on the exception path with the motivation that it occurred once only, after which the program was terminated. Implicit in this approach is an assumption that the exception path does not allocate too much memory to execute the error recovery logic before the garbage collector is turned back on. We should thus convince ourselves that this assumption is valid, e.g., by means of testing:

treading_lightly() # Warm start
+allocated_memory = @allocated treading_lightly() # A call that triggers the exception path
+# @test allocated_memory < 1e4
205440

The allocations sites reported with the flag ignore_throw = false may be used as a guide as to what to test.

diff --git a/previews/PR74/tutorials/hot_loop/index.html b/previews/PR74/tutorials/hot_loop/index.html new file mode 100644 index 0000000..c54db1d --- /dev/null +++ b/previews/PR74/tutorials/hot_loop/index.html @@ -0,0 +1,58 @@ + +Hot loops · AllocCheck Documentation
GitHub

Allocations followed by a hot loop

A common pattern in high-performance Julia code, as well as in real-time systems, is to initially allocate some working memory, followed by the execution of a performance sensitive hot loop that should perform no allocations. In the example below, we show a function run_almost_forever that resembles the implementation of a simple control system. The function starts by allocating a large logvector in which some measurement data is to be saved, followed by the execution of a loop which should run with as predictable timing as possible, i.e., we do not want to perform any allocations or invoke the garbage collector while executing the loop.

function run_almost_forever()
+    N = 100_000 # A large number
+    logvector = zeros(N) # Allocate a large vector for storing results
+    for i = 1:N # Run a hot loop that may not allocate
+        y = sample_measurement()
+        logvector[i] = y
+        u = controller(y)
+        apply_control(u)
+        Libc.systemsleep(0.01)
+    end
+end
+
+# Silly implementations of the functions used in the example
+sample_measurement() = 2.0
+controller(y) = -2y
+apply_control(u) = nothing

Here, the primary concern is the loop, while the preamble of the function should be allowed to allocate memory. The recommended strategy in this case is to refactor the function into a separate preamble and loop, like this

function run_almost_forever2() # The preamble that performs allocations
+    N = 100_000 # A large number
+    logvector = zeros(N) # Allocate a large vector for storing results
+    run_almost_forever!(logvector)
+end
+
+function run_almost_forever!(logvector) # The hot loop that is allocation free
+    for i = eachindex(logvector) # Run a hot loop that may not allocate
+        y = sample_measurement()
+        @inbounds logvector[i] = y
+        u = controller(y)
+        apply_control(u)
+        Libc.systemsleep(0.01)
+    end
+end

We may now analyze the loop function run_almost_forever! to verify that it does not allocate memory:

using AllocCheck, Test
+allocs = check_allocs(run_almost_forever!, (Vector{Float64},));
+@test isempty(allocs)
Test Passed

More complicated initialization

In practice, a function may need to perform several distinct allocations upfront, including potentially allocating objects of potentially complicated types, like closures etc. In situations like this, the following pattern may be useful:

struct Workspace
+    # All you need to run the hot loop, for example:
+    cache1::Vector{Float64}
+    cache2::Matrix{Float64}
+end
+
+function setup(max_iterations::Int = 100_000)
+    # Allocate and initialize the workspace
+    cache1 = zeros(max_iterations)
+    cache2 = zeros(max_iterations, max_iterations)
+    return Workspace(cache1, cache2)
+end
+
+function run!(workspace::Workspace)
+    # The hot loop
+    for i = eachindex(workspace.cache1)
+        workspace.cache1[i] = my_important_calculation() # The allocated cache is modified in place
+        ...
+    end
+end
+
+function run()
+    workspace = setup()
+    run!(workspace)
+end

Here, workspace is a custom struct designed to serve as a workspace for the hot loop, but it could also be realized as a simple tuple of all the allocated objects required for the computations. Note, the struct Workspace in this example was not marked as mutable. However, its contents, the two cache arrays, are. This means that the run! function may modify the contents of the cache arrays.

The benefit of breaking the function up into two parts which are called from a third, is that we may now create the workspace object individually, and use it to compute the type of the arguments to the run! function that we are interested in analyzing:

workspace = setup()
+allocs = check_allocs(run!, (typeof(workspace),))
diff --git a/previews/PR74/tutorials/optional_debugging_and_logging/index.html b/previews/PR74/tutorials/optional_debugging_and_logging/index.html new file mode 100644 index 0000000..14947e4 --- /dev/null +++ b/previews/PR74/tutorials/optional_debugging_and_logging/index.html @@ -0,0 +1,28 @@ + +Optional debugging and logging · AllocCheck Documentation
GitHub

Optional debugging and logging

For debugging purposes, it may sometimes be beneficial to include logging statements in a function, for example

@check_allocs function myfun(verbose::Bool)
+    a = 0.0
+    for i = 1:3
+        a = a + i
+        verbose && @info "a = $a"
+    end
+end

Here, the printing of some relevant information is only performed if verbose = true. While the printing is optional, and not performed if verbose = false, check_allocs operates on types rather than values, i.e., check_allocs only knows that the argument is of type Bool, not that it may have the value false:

julia> myfun(false)ERROR: @check_allocs function encountered 97 errors (89 allocations / 8 dynamic dispatches).

Indeed, this function was determined to potentially allocate memory.

To allow such optional features while still being able to prove that a function does not allocate if the allocating features are turned off, we may lift the value true into the type domain, we do this by means of the Val type:

function typed_myfun(::Val{verbose}) where verbose
+    a = 0.0
+    for i = 1:3
+        a = a + i
+        verbose && @info "a = $a"
+    end
+end
+
+length(check_allocs(typed_myfun, (Val{false},)))
0

The compiler, and thus also AllocCheck, now knows that the value of verbose is false, since this is encoded in the type Val{false}. The compiler can use this knowledge to figure out that the @info statement won't be executed, and thus prove that the function will not allocate memory.

The user may still use this function with the debug print enabled by calling it like

typed_myfun(Val{true}())
[ Info: a = 1.0
+[ Info: a = 3.0
+[ Info: a = 6.0

Advanced: Constant propagation

Sometimes, code written without this trick will still work just fine with AllocCheck.

That's because in some limited scenarios, the compiler is able to use constant propagation to determine what path through a program will be taken based on the value of constants.

We demonstrate this effect below, where the value verbose = false is hard-coded into the function:

@check_allocs function constant_myfun()
+    verbose = false
+    a = 0.0
+    for i = 1:3
+        a = a + i
+        verbose && @info "a = $a"
+    end
+    return a
+end
+
+constant_myfun()
6.0

When looking at constant_myfun, the compiler knows that verbose = false since this constant is hard coded into the program. Sometimes, the compiler can even propagate constant values all the way into called functions.

This is useful, but it's not guaranteed to happen in general. The Val{T} trick described here ensures that the variable is propagated as a constant everywhere it is required.