From bc5a0a8b4b6ac42b19bc369dca1ed1ceb074a52f Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Wed, 6 Sep 2023 11:07:15 +0000 Subject: [PATCH] build based on c9b3fc9 --- previews/PR486/api/index.html | 2 + previews/PR486/assets/documenter.js | 331 ++++++++++++++++++ previews/PR486/assets/logo.png | Bin 0 -> 75886 bytes previews/PR486/assets/profiling-1.png | Bin 0 -> 150762 bytes previews/PR486/assets/profiling-2.png | Bin 0 -> 150695 bytes previews/PR486/assets/profiling-3.png | Bin 0 -> 156954 bytes previews/PR486/assets/profiling-4.png | Bin 0 -> 169167 bytes previews/PR486/assets/search.js | 267 ++++++++++++++ .../PR486/assets/themes/documenter-dark.css | 7 + .../PR486/assets/themes/documenter-light.css | 9 + previews/PR486/assets/themeswap.js | 66 ++++ previews/PR486/assets/warner.js | 49 +++ previews/PR486/devices/index.html | 9 + previews/PR486/exceptions/index.html | 40 +++ previews/PR486/execution_control/index.html | 2 + previews/PR486/hostcall/index.html | 15 + previews/PR486/index.html | 5 + previews/PR486/kernel_launch/index.html | 5 + previews/PR486/logging/index.html | 8 + previews/PR486/memory/index.html | 61 ++++ previews/PR486/printing/index.html | 37 ++ previews/PR486/profiling/index.html | 33 ++ previews/PR486/quickstart/index.html | 17 + previews/PR486/search/index.html | 2 + previews/PR486/search_index.js | 3 + previews/PR486/siteinfo.js | 1 + previews/PR486/streams/index.html | 8 + previews/PR486/wavefront_ops/index.html | 2 + 28 files changed, 979 insertions(+) create mode 100644 previews/PR486/api/index.html create mode 100644 previews/PR486/assets/documenter.js create mode 100644 previews/PR486/assets/logo.png create mode 100644 previews/PR486/assets/profiling-1.png create mode 100644 previews/PR486/assets/profiling-2.png create mode 100644 previews/PR486/assets/profiling-3.png create mode 100644 previews/PR486/assets/profiling-4.png create mode 100644 previews/PR486/assets/search.js create mode 100644 previews/PR486/assets/themes/documenter-dark.css create mode 100644 previews/PR486/assets/themes/documenter-light.css create mode 100644 previews/PR486/assets/themeswap.js create mode 100644 previews/PR486/assets/warner.js create mode 100644 previews/PR486/devices/index.html create mode 100644 previews/PR486/exceptions/index.html create mode 100644 previews/PR486/execution_control/index.html create mode 100644 previews/PR486/hostcall/index.html create mode 100644 previews/PR486/index.html create mode 100644 previews/PR486/kernel_launch/index.html create mode 100644 previews/PR486/logging/index.html create mode 100644 previews/PR486/memory/index.html create mode 100644 previews/PR486/printing/index.html create mode 100644 previews/PR486/profiling/index.html create mode 100644 previews/PR486/quickstart/index.html create mode 100644 previews/PR486/search/index.html create mode 100644 previews/PR486/search_index.js create mode 100644 previews/PR486/siteinfo.js create mode 100644 previews/PR486/streams/index.html create mode 100644 previews/PR486/wavefront_ops/index.html diff --git a/previews/PR486/api/index.html b/previews/PR486/api/index.html new file mode 100644 index 000000000..b4c7fd196 --- /dev/null +++ b/previews/PR486/api/index.html @@ -0,0 +1,2 @@ + +API Reference · AMDGPU.jl
Edit on GitHub

AMDGPU API Reference

Synchronization

AMDGPU.synchronize — Function
synchronize(stream::HIPStream = stream(); blocking::Bool = true)

Blocks until all kernels currently executing on stream have completed.

If there are running HostCalls, then it non-blocking synchronization is required which can be done with blocking=false keyword. Additionally, it stops any running global hostcall afterwards. Note, that non-blocking synchronization is slower than blocking.

source
AMDGPU.@sync — Macro
@sync ex

Run expression ex on currently active stream and synchronize the GPU on that stream afterwards.

See also: synchronize.

source

Device code API

Thread indexing

HSA nomenclature

AMDGPU.Device.gridItemDim — Function
gridItemDim()::ROCDim3

Returns the size of the grid in workitems. This behaviour is different from CUDA where gridDim gives the size of the grid in blocks.

source

CUDA nomenclature

Use these functions for compatibility with CUDA.jl.

Synchronization

AMDGPU.Device.sync_workgroup — Function
sync_workgroup()

Waits until all wavefronts in a workgroup have reached this call. This function is meant to be used inside kernels.

source
diff --git a/previews/PR486/assets/documenter.js b/previews/PR486/assets/documenter.js new file mode 100644 index 000000000..6adfbbbf4 --- /dev/null +++ b/previews/PR486/assets/documenter.js @@ -0,0 +1,331 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/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/0.13.24/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/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([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fas", "fa-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-times"); + 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-times"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API 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function parseUri (str) { + var o = parseUri.options, + m = o.parser[o.strictMode ? "strict" : "loose"].exec(str), + uri = {}, + i = 14; + + while (i--) uri[o.key[i]] = m[i] || ""; + + uri[o.q.name] = {}; + uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) { + if ($1) uri[o.q.name][$1] = $2; + }); + + return uri; + }; + parseUri.options = { + strictMode: false, + key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"], + q: { + name: "queryKey", + parser: /(?:^|&)([^&=]*)=?([^&]*)/g + }, + parser: { + strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/, + loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/ + } + }; + + $("#search-form").submit(function(e) { + e.preventDefault() + }) + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + lunr.stopWordFilter = lunr.generateStopWordFilter([ + 'a', + 'able', + 'about', + 'across', + 'after', + 'almost', + 'also', + 'am', + 'among', + 'an', + 'and', + 'are', + 'as', + 'at', + 'be', + 'because', + 'been', + 'but', + 'by', + 'can', + 'cannot', + 'could', + 'dear', + 'did', + 'does', + 'either', + 'ever', + 'every', + 'from', + 'got', + 'had', + 'has', + 'have', + 'he', + 'her', + 'hers', + 'him', + 'his', + 'how', + 'however', + 'i', + 'if', + 'into', + 'it', + 'its', + 'just', + 'least', + 'like', + 'likely', + 'may', + 'me', + 'might', + 'most', + 'must', + 'my', + 'neither', + 'no', + 'nor', + 'not', + 'of', + 'off', + 'often', + 'on', + 'or', + 'other', + 'our', + 'own', + 'rather', + 'said', + 'say', + 'says', + 'she', + 'should', + 'since', + 'so', + 'some', + 'than', + 'that', + 'the', + 'their', + 'them', + 'then', + 'there', + 'these', + 'they', + 'this', + 'tis', + 'to', + 'too', + 'twas', + 'us', + 'wants', + 'was', + 'we', + 'were', + 'what', + 'when', + 'who', + 'whom', + 'why', + 'will', + 'would', + 'yet', + 'you', + 'your' + ]) + + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!" + // would not find anything if searching for "add!", only for the entire qualification + lunr.tokenizer.separator = /[\s\-\.]+/ + + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + lunr.trimmer = function (token) { + return token.update(function (s) { + return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '') + }) + } + + lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter') + lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer') + + var index = lunr(function () { + this.ref('location') + this.field('title',{boost: 100}) + this.field('text') + documenterSearchIndex['docs'].forEach(function(e) { + this.add(e) + }, this) + }) + var store = {} + + documenterSearchIndex['docs'].forEach(function(e) { + store[e.location] = {title: e.title, category: e.category, page: e.page} + }) + + $(function(){ + searchresults = $('#documenter-search-results'); + searchinfo = $('#documenter-search-info'); + searchbox = $('#documenter-search-query'); + searchform = $('.docs-search'); + sidebar = $('.docs-sidebar'); + function update_search(querystring) { + tokens = lunr.tokenizer(querystring) + results = index.query(function (q) { + tokens.forEach(function (t) { + q.term(t.toString(), { + fields: ["title"], + boost: 100, + usePipeline: true, + editDistance: 0, + wildcard: lunr.Query.wildcard.NONE + }) + q.term(t.toString(), { + fields: ["title"], + boost: 10, + usePipeline: true, + editDistance: 2, + wildcard: lunr.Query.wildcard.NONE + }) + q.term(t.toString(), { + fields: ["text"], + boost: 1, + usePipeline: true, + editDistance: 0, + wildcard: lunr.Query.wildcard.NONE + }) + }) + }) + searchinfo.text("Number of results: " + results.length) + searchresults.empty() + results.forEach(function(result) { + data = store[result.ref] + link = $(''+data.title+'') + link.attr('href', documenterBaseURL+'/'+result.ref) + if (data.category != "page"){ + cat = $('('+data.category+', '+data.page+')') + } else { + cat = $('('+data.category+')') + } + li = $('

  • ').append(link).append(" ").append(cat) + searchresults.append(li) + }) + } + + function update_search_box() { + querystring = searchbox.val() + update_search(querystring) + } + + searchbox.keyup(_.debounce(update_search_box, 250)) + searchbox.change(update_search_box) + + // Disable enter-key form submission for the searchbox on the search page + // and just re-run search rather than refresh the whole page. + searchform.keypress( + function(event){ + if (event.which == '13') { + if (sidebar.hasClass('visible')) { + sidebar.removeClass('visible'); + } + update_search_box(); + event.preventDefault(); + } + } + ); + + search_query_uri = parseUri(window.location).queryKey["q"] + if(search_query_uri !== undefined) { + search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20')) + searchbox.val(search_query) + } + update_search_box(); + }) +}) + +}) diff --git a/previews/PR486/assets/themes/documenter-dark.css b/previews/PR486/assets/themes/documenter-dark.css new file mode 100644 index 000000000..c94a294dc --- /dev/null +++ b/previews/PR486/assets/themes/documenter-dark.css @@ -0,0 +1,7 @@ +@keyframes spinAround{from{transform:rotate(0deg)}to{transform:rotate(359deg)}}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,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}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:" 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html.theme--documenter-dark .button.is-white.is-inverted{background-color:#0a0a0a;border-color:transparent;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-white.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--documenter-dark .button.is-white.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-white.is-outlined:hover,html.theme--documenter-dark .button.is-white.is-outlined.is-hovered,html.theme--documenter-dark .button.is-white.is-outlined:focus,html.theme--documenter-dark .button.is-white.is-outlined.is-focused{background-color:#fff;border-color:#fff;color:#0a0a0a}html.theme--documenter-dark .button.is-white.is-outlined.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-white.is-outlined.is-loading:hover::after,html.theme--documenter-dark 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.button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-outlined.is-hovered,html.theme--documenter-dark .button.is-black.is-outlined:focus,html.theme--documenter-dark .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--documenter-dark .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a 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.button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark .content kbd.button:focus,html.theme--documenter-dark .button.is-dark.is-focused,html.theme--documenter-dark .content kbd.button.is-focused{border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark:focus:not(:active),html.theme--documenter-dark .content kbd.button:focus:not(:active),html.theme--documenter-dark .button.is-dark.is-focused:not(:active),html.theme--documenter-dark .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(40,47,47,0.25)}html.theme--documenter-dark .button.is-dark:active,html.theme--documenter-dark .content kbd.button:active,html.theme--documenter-dark .button.is-dark.is-active,html.theme--documenter-dark .content kbd.button.is-active{background-color:#1d2122;border-color:transparent;color:#ecf0f1}html.theme--documenter-dark .button.is-dark[disabled],html.theme--documenter-dark .content kbd.button[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark,fieldset[disabled] html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;box-shadow:none}html.theme--documenter-dark .button.is-dark.is-inverted,html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#ecf0f1;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted:hover,html.theme--documenter-dark .content kbd.button.is-inverted:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-hovered{background-color:#dde4e6}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#ecf0f1;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#ecf0f1}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content 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 #ecf0f1 #ecf0f1 !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 kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#ecf0f1;color:#ecf0f1}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#ecf0f1;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--documenter-dark .content 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form.docs-search>input.button{border-radius:290486px;padding-left:1em;padding-right:1em}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:0.5rem}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){border-radius:3px;font-size:.85em}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 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Gets put into the tag.. +function set_theme_from_local_storage() { + // Intialize 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 browser supports user color preference + var darkPreference = false; + // Check if the users preference is for dark color scheme + if(window.matchMedia('(prefers-color-scheme: dark)').matches === true) { + darkPreference = 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 darkTheme = 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. + var isprimary = (ss.ownerNode.getAttribute("data-theme-primary") !== null); + // Check if the theme is primary dark theme + var isDarkTheme = (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null); + // If ss is for dark theme then set the value of darkTheme to the name of the theme + if(isDarkTheme) darkTheme = 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); + } + if(active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName('html')[0].className = "theme--" + theme; + // and (2) disable all the other theme stylesheets + disabled.forEach(function(ss){ + ss.disabled = true; + }); + } + else if(darkTheme !== null && darkPreference === true) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName('html')[0].className = "theme--" + darkTheme; + // and (2) disable all the other theme stylesheets + disabled.forEach(function(ss){ + if (ss.ownerNode.getAttribute("data-theme-name") !== darkTheme) { + ss.disabled = true; + } + }); + } +} +set_theme_from_local_storage(); diff --git a/previews/PR486/assets/warner.js b/previews/PR486/assets/warner.js new file mode 100644 index 000000000..5531c8851 --- /dev/null +++ b/previews/PR486/assets/warner.js @@ -0,0 +1,49 @@ +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/PR486/devices/index.html b/previews/PR486/devices/index.html new file mode 100644 index 000000000..677ff8465 --- /dev/null +++ b/previews/PR486/devices/index.html @@ -0,0 +1,9 @@ + +Devices · AMDGPU.jl
    Edit on GitHub

    Devices

    In AMDGPU, all GPU devices are auto-detected by the runtime, if they're supported.

    AMDGPU maintains a global default device. The default device is relevant for all kernel and GPUArray operations. If one is not specified via @roc or an equivalent interface, then the default device is used for those operations, which affects compilation and kernel launch.

    Task-Local Storage

    AMDGPU.jl relies on Task-Local Storage, this means that default devices are default only within a given task. Other tasks migh have different default devices if user switched them.

    The device bound to a current Julia task is accessible via AMDGPU.device(). The list of available devices can be queried with AMDGPU.devices.

    If you have a HIPDevice object, you can also switch the device with AMDGPU.device!. This will switch it only within the task it is called from.

    xd1 = AMDGPU.ones(Float32, 16) # On `AMDGPU.device()` device.
+
+AMDGPU.device!(AMDGPU.devices()[2]) # Switch to second device.
+xd2 = AMDPGU.ones(Float32, 16) # On second device.

    To select a default device for newly created tasks, use AMDGPU.default_device!.

    AMDGPU.default_device!(AMDGPU.devices()[3]) # New tasks will use 3rd device by default.
+Threads.@spawn begin
+    x = AMDGPU.ones(Float32, 16) # On third device.
+    return
+end

    Additionally, devices have an associated numeric ID. The default device ID can be queried with AMDGPU.default_device_id, which returns an Int. This value is bounded between 1 and length(AMDGPU.devices()), and device 1 is the default device when AMDGPU is first loaded. The ID of the device associated with the current task can be queried with AMDGPU.device_id and changed with AMDGPU.device_id!.

    AMDGPU.device — Function
    device()::HIPDevice

    Get currently active device. This device is used when launching kernels via @roc.

    source
    device(A::ROCArray) -> HIPDevice

    Return the device associated with the array A.

    source
    AMDGPU.device! — Function
    device!(device::HIPDevice)

    Switch current device being used. This switches only for a task inside which it is called.

    Note

    To select default device that will be used when creating new tasks, refer to default_device! for that.

    source
    AMDGPU.default_device — Function
    default_device()::HIPDevice

    Default device which will be used by default in tasks. Meaning when a task is created, it selects this device as default.

    All subsequent uses rely on device() for device selection.

    source
    AMDGPU.default_device! — Function
    default_device!(device::HIPDevice)

    Set default device that will be used when creating new tasks.

    Note

    This does not change current device being used. Refer to device! for that.

    source
    AMDGPU.device_id! — Function
    device_id!(idx::Integer)

    Sets the current device to AMDGPU.devices()[idx]. See device_id for details on the numbering semantics.

    source
    AMDGPU.default_device_id — Function
    default_device_id() -> Int

    Returns the numeric ID of the current default device, which is in the range of 1:length(AMDGPU.devices()). This number should be stable for all processes on the same node, The default_device_id! function accepts the same numeric ID that is produced by this function.

    source
    diff --git a/previews/PR486/exceptions/index.html b/previews/PR486/exceptions/index.html new file mode 100644 index 000000000..428c4402d --- /dev/null +++ b/previews/PR486/exceptions/index.html @@ -0,0 +1,40 @@ + +Exceptions · AMDGPU.jl
    Edit on GitHub

    Kernel Exceptions

    Just like regular CPU-executed Julia functions, GPU kernels can throw exceptions!

    For example, the following kernel will throw an out-of-bounds exception:

    julia> using AMDGPU
+
+julia> function kerr(x)
+           x[0] = 1
+           return
+       end
+kerr (generic function with 1 method)
+
+julia> x = ROCArray([1]);
+
+julia> @roc kerr(x);
+
+julia> AMDGPU.synchronize()
+ERROR: GPU Kernel Exception
+Stacktrace:
+ [1] error(s::String)
+   @ Base ./error.jl:35
+ [2] throw_if_exception(dev::HIPDevice)
+   @ AMDGPU ~/.julia/dev/AMDGPU/src/exception_handler.jl:115
+ [3] synchronize(stm::HIPStream)
+   @ AMDGPU ~/.julia/dev/AMDGPU/src/highlevel.jl:154
+ [4] synchronize()
+   @ AMDGPU ~/.julia/dev/AMDGPU/src/highlevel.jl:154
+ [5] top-level scope
+   @ REPL[5]:1
+
+julia> @roc kerr(x) # Next kernel launch also throws.
+ERROR: GPU Kernel Exception
+Stacktrace:
+ [1] error(s::String)
+   @ Base ./error.jl:35
+ [2] throw_if_exception(dev::HIPDevice)
+   @ AMDGPU ~/.julia/dev/AMDGPU/src/exception_handler.jl:115
+ [3] #_#30
+   @ ~/.julia/dev/AMDGPU/src/runtime/hip-execution.jl:44 [inlined]
+ [4] (::AMDGPU.Runtime.HIPKernel{typeof(kerr), Tuple{AMDGPU.Device.ROCDeviceVector{Int64, 1}}})(args::ROCVector{Int64})
+   @ AMDGPU.Runtime ~/.julia/dev/AMDGPU/src/runtime/hip-execution.jl:41
+ [5] top-level scope
+   @ ~/.julia/dev/AMDGPU/src/highlevel.jl:228

    Kernel-thrown exceptions are thrown during the host synchronization AMDGPU.synchronize or on the next kernel launch.

    Kernels that hit an exception will write its information into a pre-allocated host buffer. Once complete, the wavefront throwing the exception will lock the buffer to prevent other wavefronts from overwriting the exception and stop itself, but other wavefronts will continue executing.

    diff --git a/previews/PR486/execution_control/index.html b/previews/PR486/execution_control/index.html new file mode 100644 index 000000000..3f454420a --- /dev/null +++ b/previews/PR486/execution_control/index.html @@ -0,0 +1,2 @@ + +Execution Control · AMDGPU.jl
    Edit on GitHub

    Execution Control and Intrinsics

    GPU execution is similar to CPU execution in some ways, although there are many differences. AMD GPUs have Compute Units (CUs), which can be thought of like CPU cores. Those CUs have (on pre-Navi architectures) 64 "shader processors", which are essentially the same as CPU SIMD lanes. The lanes in a CU operate in lockstep just like CPU SIMD lanes, and have execution masks and various kinds of SIMD instructions available. CUs execute wavefronts, which are pieces of work split off from a single kernel launch. A single CU can run one out of many wavefronts (one is chosen by the CU scheduler each cycle), which allows for very efficient parallel and concurrent execution on the device. Each wavefront runs independently of the other wavefronts, only stopping to synchronize with other wavefronts or terminate when specified by the program.

    We can control wavefront execution through a variety of intrinsics provided by ROCm. For example, the endpgm() intrinsic stops the current wavefront's execution, and is also automatically inserted by the compiler at the end of each kernel (except in certain unique cases).

    signal_completion(x) signals the "kernel doorbell" with the value x, which is the signal checked by the CPU wait call to determine when the kernel has completed. This doorbell is set to 0 automatically by GPU hardware once the kernel is complete.

    sendmsg(x,y=0) and sendmsghalt(x,y=0) can be used to signal special conditions to the scheduler/hardware, such as making requests to stop wavefront generation, or halt all running wavefronts. Check the ISA manual for details!

    diff --git a/previews/PR486/hostcall/index.html b/previews/PR486/hostcall/index.html new file mode 100644 index 000000000..154fb2bfe --- /dev/null +++ b/previews/PR486/hostcall/index.html @@ -0,0 +1,15 @@ + +Host-Call · AMDGPU.jl
    Edit on GitHub

    Hostcall

    Hostcalls provide a means for GPU-CPU communications within running kernels.

    AMDGPU.jl provides its own implementation of hostcalls, relying on HSA signals. Currently, hostcalls are used for device-side allocations, printing and exception reporting.

    Some of the hostcalls (global hostcalls), are launched automatically, if their usage is detected during compilation (e.g. device-side allocations, exception reporting).

    Hostcalls require careful usage, since they each spawn their own Tasks. There should be no blocking operations during this time.

    For example, using non-blocking synchronization instead of blocking with AMDGPU.synchronize(; blocking=false).

    Non-blocking synchronization is also responsible for stopping global hostcalls, otherwise the performance might degarde because of constant pooling of HSA signals in a loop.

    Example

    hc = Device.HostCallHolder(Float32, Tuple{Float32}) do x
+    return x + 42f0
+end
+
+function kernel!(y, hc)
+    y[1] = Device.hostcall!(hc, y[1])
+    return
+end
+
+y = ROCArray(Float32[0f0])
+@roc kernel!(y, hc)
+AMDGPU.synchronize(; blocking=false) # Non-blocking sync to prevent hanging.
+
+@assert Array(y)[1] ≈ 42f0

    In this example, HostCallHolder is used to create and launch HostCall. HostCallHolder contains the HostCall structure itself that is passed to kernel, a task that is spawned on creation and some additional info for controlling the lifetime of the task.

    First argument is a function we want to execute when we call the hostcall. In this case we add 42f0 to input argument x and return the result.

    Second and third arguments are the return type Float32 and the tuple of types of input arguments Tuple{Float32}.

    hostcall! is used to execute the function on the host, wait on the result, and obtain the return values. At the moment, it is performed once per workgroup.

    Continuous Host-Call

    By default, hostcalls can be used only once. After executing the function on the host, the task finishes and exits.

    However, if you need your hostcall to live indefinitely, pass continuous=true keyword argument to HostCallHolder(...; continuous=true).

    To then stop the hostcall, call Device.non_continuous!(hc) or Device.finish!(hc) on the HostCallHolder.

    The difference between them is that non_continuous! will allow calling hostcall one more time before exiting, while finish! will exit immediately.

    finish! can be used on any HostCallHolder to force-exit the running hostcall task.

    diff --git a/previews/PR486/index.html b/previews/PR486/index.html new file mode 100644 index 000000000..52b001ada --- /dev/null +++ b/previews/PR486/index.html @@ -0,0 +1,5 @@ + +Home · AMDGPU.jl
    Edit on GitHub

    Programming AMD GPUs with Julia

    The Julia AMDGPU stack

    Julia support for programming AMD GPUs is currently provided by the AMDGPU.jl package. This package contains everything necessary to program for AMD GPUs in Julia, including:

    • An interface for compiling and running kernels written in Julia through LLVM's AMDGPU backend.
    • An interface for working with the HIP runtime API, necessary for launching compiled kernels and controlling the GPU.
    • An array type implementing the GPUArrays.jl interface, providing high-level array operations.

    Installation

    Simply add the AMDGPU.jl package to your Julia environment:

    using Pkg
+Pkg.add("AMDGPU")

    To ensure that everything works, you can run the test suite:

    using AMDGPU
+using Pkg
+Pkg.test("AMDGPU")

    Required Software

    For optimal experience, you should have full ROCm stack installed. Refer to official ROCm stack installation instructions: https://rocm.docs.amd.com/en/latest/deploy/linux/index.html

    Currently, AMDGPU.jl utilizes following libraries:

    ROCT, ROCR, ROCm-Device-Libs, HIP, rocBLAS, rocFFT, rocSOLVER, rocSPARSE, rocRAND, MIOpen.

    Other ROCm packages are currently unused by AMDGPU.

    ROCm artifacts

    Currently AMDGPU.jl does not provide ROCm artifacts. One needs to build a newer version of them. See #440 issue: https://github.com/JuliaGPU/AMDGPU.jl/issues/440.

    LLVM compatibility

    As a rule of thumb, Julia's LLVM version should match ROCm LLVM's version. For example, Julia 1.9 relies on LLVM 14, so the matching ROCm version is 5.2.x (although 5.4 is confirmed to work as well).

    Extra Setup Details

    List of additional steps that may be needed to take to ensure everything is working:

    • Make sure your user is in the same group as /dev/kfd, other than root.

      For example, it might be the render group:

      crw-rw---- 1 root render 234, 0 Aug 5 11:43 kfd

      In this case, you can add yourself to it:

      sudo usermod -aG render username

    • ROCm libraries should be in the standard library locations, or in your LD_LIBRARY_PATH.

    • If you get an error message along the lines of GLIB_CXX_... not found, it's possible that the C++ runtime used to build the ROCm stack and the one used by Julia are different. If you built the ROCm stack yourself this is very likely the case since Julia normally ships with its own C++ runtime.

      For more information, check out this GitHub issue. A quick fix is to use the LD_PRELOAD environment variable to make Julia use the system C++ runtime library, for example:

      LD_PRELOAD=/usr/lib/libstdc++.so julia

      Alternatively, you can build Julia from source as described here. To quickly debug this issue start Julia and try to load a ROCm library:

      using Libdl Libdl.dlopen("/opt/rocm/hsa/lib/libhsa-runtime64.so.1")

    • ld.lld should be in your PATH.

    • For better experience use whatever Linux kernel is officially supported by ROCm stack.

    Once all of this is setup properly, you should be able to do using AMDGPU successfully.

    See the Quick Start documentation for an introduction to using AMDGPU.jl.

    diff --git a/previews/PR486/kernel_launch/index.html b/previews/PR486/kernel_launch/index.html new file mode 100644 index 000000000..fb7327e84 --- /dev/null +++ b/previews/PR486/kernel_launch/index.html @@ -0,0 +1,5 @@ + +Kernel Launch · AMDGPU.jl
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    Kernel Launch

    Launch Configuration

    While an almost arbitrarily large number of workitems can be executed per kernel launch, the hardware can only support executing a limited number of wavefronts at one time.

    To alleviate this, the compiler calculates the "occupancy" of each compiled kernel (which is the number of wavefronts that can be simultaneously executing on the GPU), and passes this information to the hardware; the hardware then launches a limited number of wavefronts at once, based on the kernel's "occupancy" values.

    The rest of the wavefronts are not launched until hardware resources become available, which means that a kernel with better occupancy will see more of its wavefronts executing simultaneously (which often leads to better performance). Suffice to say, it's important to know the occupancy of kernels if you want the best performance.

    Like CUDA.jl, AMDGPU.jl has the ability to calculate kernel occupancy, with the launch_configuration function:

    kernel = @roc launch=false mykernel(args...)
+occupancy = AMDGPU.launch_configuration(kernel)
+@show occupancy.gridsize
+@show occupancy.groupsize

    Specifically, launch_configuration calculates the occupancy of mykernel(args...), and then calculates an optimal groupsize based on the occupancy. This value can then be used to select the groupsize for the kernel:

    @roc groupsize=occupancy.groupsize mykernel(args...)
    diff --git a/previews/PR486/logging/index.html b/previews/PR486/logging/index.html new file mode 100644 index 000000000..e3d81be1c --- /dev/null +++ b/previews/PR486/logging/index.html @@ -0,0 +1,8 @@ + +Logging · AMDGPU.jl
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    Runtime and Compiler Logging

    AMDGPU.jl has a built-in logging system integrated into various runtime and compiler operations, which is provided by TimespanLogging.jl. Operations such as compilation and linking, signal and buffer allocation/freeing, kernel launch, etc. are instrumented with logging statements, allowing the user to record the start and end of operations.

    While disabled by default, logging can be enabled by first running AMDGPU.Runtime.enable_logging!() to globally enable logging, after which Julia must be restarted for the changes to take effect.

    Once logging is globally enabled, AMDGPU.Runtime.start_logging() causes new log events to be saved, while AMDGPU.Runtime.stop_logging() causes new log events to be discarded. Log events can be collected with AMDGPU.Runtime.fetch_logs!(). A more convenient option is AMDGPU.Runtime.log_and_fetch!(f), which can be used to easily log operations within a region of code:

    logs = AMDGPU.Runtime.log_and_fetch!() do
+    A = AMDGPU.ones(3, 4)
+    B = copy(A)
+    fill!(B, 1f0)
+    C = Array(B)
+end
+@show logs[1]
    diff --git a/previews/PR486/memory/index.html b/previews/PR486/memory/index.html new file mode 100644 index 000000000..1c758bcb3 --- /dev/null +++ b/previews/PR486/memory/index.html @@ -0,0 +1,61 @@ + +Memory · AMDGPU.jl
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    Memory Allocation and Intrinsics

    Memory Varieties

    GPUs contain various kinds of memory, just like CPUs:

    • Global: Globally accessible by all CUs on a GPU, and possibly accessible from outside of the GPU (by the CPU host, by other GPUs, by PCIe devices, etc.). Slowest form of memory.
    • Constant: Same as global memory, but signals to the hardware that it can use special instructions to access and cache this memory. Can be changed between kernel invocations.
    • Region: Also known as Global Data Store (GDS), all wavefronts on a CU can access the same memory region from the same address. Faster than Global/Constant. Automatically allocated by the compiler/runtime, not user accessible.
    • Local: Also known as Local Data Store (LDS), all wavefronts in the same workgroup can access the same memory region from the same address. Faster than GDS.
    • Private: Uses the hardware scratch space, and is private to each SIMD lane in a wavefront. Fastest form of traditional memory.

    Local Memory

    Local memory may be allocated within a kernel by calling either:

    • @ROCStaticLocalArray(T, dims) - if dims is passed as a constant value, known at compile-time. E.g. @ROCStaticLocalArray(Float32, 8).

    • @ROCDynamicLocalArray(T, dims) - otherwise. E.g. @ROCStaticLocalArray(Float32, length(X)).

    Local memory is zero-initialized by default. If this is unnecessary and undesired for performance reasons, disable this, passing false as a last argument: @ROCStaticLocalArray(Float32, 8, false) or @ROCStaticLocalArray(Float32, length(X), false)

    Local memory does not need to be freed, as it is automatically freed by the hardware.

    If @ROCDynamicLocalArray is used, then local memory is dynamically allocated at kernel execution time. The shmem option to @roc must be set appropriately to ensure that enough local memory is allocated by the hardware.

    It is allocated in addition to the local memory that is statically allocated by the kernel.

    function kernel(C, A)
+    # Allocate local memory dynamically
+    Ctmp = @ROCDynamicLocalArray(Float64, length(C))
+    # Or, allocate local memory statically if the size is known ahead-of-time
+    Ctmp = @ROCStaticLocalArray(Float64, 8) # if we want 8 elements
+
+    idx = AMDGPU.workitemIdx().x
+    Ctmp[idx] = A[idx] + C[1]
+    AMDGPU.Device.sync_workgroup()
+
+    C[idx] = Ctmp[idx]
+    return
+end
+
+...
+# Note: The `shmem` option isn't necessary if `@ROCStaticLocalArray` is used
+shmem = sizeof(Float64) * length(RC)
+@roc groupsize=8 shmem=shmem kernel(RC, RA)

    Device-Side Allocations

    Global memory may be allocated/freed dynamically from kernels by calling AMDGPU.Device.malloc(::Csize_t)::Ptr{Cvoid} and AMDGPU.Device.free(::Ptr{Cvoid}).

    This memory allocation/deallocation uses hostcalls to operate, and so is relatively slow, but is also very useful. See Hostcall section for more info about them.

    Memory allocated with AMDGPU.Device.malloc is a host-pinned memory. Calls to malloc and free are performed once per workgroup, so ensure that enough memory has been allocated to feed the lanes that will be accessing it.

    As an example, here's how an array could be allocated on-device to store temporary results:

    function kernel(C, A)
+    # Allocate memory dynamically and get a pointer to it.
+    Ctmp_ptr = AMDGPU.Device.malloc(Csize_t(sizeof(Float64) * length(C)))
+    # Turn a pointer into a device-side array.
+    Ctmp = ROCDeviceArray(length(C), reinterpret(Core.LLVMPtr{Float64,1}, Ctmp_ptr))
+
+    # Use it
+    idx = AMDGPU.workitemIdx().x
+    Ctmp[idx] = A[idx] + C[1]
+    AMDGPU.Device.sync_workgroup()
+
+    C[idx] = Ctmp[idx]
+    # Make sure to free it.
+    AMDGPU.Device.free(Ctmp_ptr)
+    return
+end
+
+RA = AMDGPU.rand(4)
+RC = AMDGPU.rand(4)
+RC_elem = Array(RC)[1]
+@roc groupsize=4 kernel(RC, RA)
+@assert Array(RC) ≈ Array(RA) .+ RC_elem

    Memory Modification Intrinsics

    Like C, AMDGPU.jl provides the memset! and memcpy! intrinsics, which are useful for setting a memory region to a value, or copying one region to another, respectively. Check test/device/memory.jl for examples of their usage.

    Wrapping in ROCArray

    You can wrap host array to be accessible (pinned) on the device with:

    x = rand(Float32, 4, 4)
+xd = unsafe_wrap(ROCArray, pointer(x), size(x))
+
+# Pointer to `xd` is a device-mapped pointer, not host pointer.
+@show pointer(xd) == xd.buf.dev_ptr
+@show pointer(xd) == xd.buf.ptr
+
+# Can be used in kernels, host array `x` is also updated.
+xd .+= 1f0
+
+# Can be used with HIP libraries.
+xd * xd

    Pinned memory is automatically unregistered upon array destruction. You can't free it, since it is managed by the host.

    Additionally, you can wrap the device array with:

    x = AMDGPU.rand(Float32, 4, 4)
+xd = unsafe_wrap(ROCArray, pointer(x), size(x); lock=false)
+
+# Can be used in kernels, `x` is also updated.
+xd .+= 1f0
+
+# Can be used with HIP libraries.
+xd * xd
+
+# Freeing is a no-op for `xd`, since `xd` does not own the underlying memory.
+AMDGPU.unsafe_free!(xd) # No-op.

    Notice mandatory ; lock=false keyword, this is to be able to differentiate between host & device pointers.

    diff --git a/previews/PR486/printing/index.html b/previews/PR486/printing/index.html new file mode 100644 index 000000000..67aa9b1cc --- /dev/null +++ b/previews/PR486/printing/index.html @@ -0,0 +1,37 @@ + +Printing · AMDGPU.jl
    Edit on GitHub

    Printing

    Writing GPU kernels can be a difficult endeavor, owing to the fact that the LLVM GPU backends turn serial code into parallel code automatically. Recognizing this, every good GPU programming interface allows the user's GPU kernels to print output to a buffer, which will be passed to the host for display. With the ability to interpolate variables, this functionality serves as the "printf of GPUs". Quite literally, the primary tool for this is @rocprintf. Here's a simple example of printing the current workgroup index:

    kernel(x) = @rocprintf "Workgroup index: %d\n" workgroupIdx().x

    The above kernel would print out the string "Workgroup index: 1\n" when run with a single workgroup (where "\n" means a newline).

    Any number of variables may be passed to @rocprintf, as long as those variables have a printf-compatible implementation in Printf.@printf. Calls to @rocprintf are blocking, and will not return control to the kernel until the string has been formatted and sent to the OS runtime for printing (the same as for calls to Printf.@printf).

    While @rocprintf is printed once per workgroup by default, it's possible to print once per lane, once per wavefront, or once per grid by specifying an execution mode as the first argument:

    # Once per lane
+kernel(x) = @rocprintf :lane "My index is: %d\n" workitemIdx().x
+
+# Once per wavefront
+kernel(x) = @rocprintf :wave "My index is: %d\n" workitemIdx().x
+
+# Once per workgroup
+kernel(x) = @rocprintf :group "My index is: %d\n" workitemIdx().x
+# OR (:group is the default)
+kernel(x) = @rocprintf "My index is: %d\n" workitemIdx().x
+
+# Once total
+kernel(x) = @rocprintf :grid "My index is: %d\n" workitemIdx().x

    Executing those kernels with 256 workitems split evenly between 2 workgroups would print out:

    # :lane
+My index is 1
+My index is 2
+...
+My index is 127
+My index is 128
+My index is 1
+My index is 2
+...
+My index is 127
+My index is 128
+
+# :wave
+My index is 1
+My index is 65
+My index is 1
+My index is 65
+
+# :group
+My index is 1
+My index is 1
+
+# :grid
+My index is 1

    Differences to @cuprintf

    Similar to CUDA's @cuprintf, @rocprintf is a printf-compatible macro which takes a format string and arguments, and commands the host CPU to display it as formatted text. However, in contrast to @cuprintf, we use AMDGPU's hostcall and Julia's Printf stdlib to implement this. This means that anything that Printf can print, so can @rocprintf (assuming such an object can be represented on the GPU). The macro is also handled as a regular hostcall, which means that argument types are checked at compile time (although currently, any errors while printing will be detected on the host, and will terminate the kernel).

    diff --git a/previews/PR486/profiling/index.html b/previews/PR486/profiling/index.html new file mode 100644 index 000000000..1641e6cb8 --- /dev/null +++ b/previews/PR486/profiling/index.html @@ -0,0 +1,33 @@ + +Profiling · AMDGPU.jl
    Edit on GitHub

    rocprof

    rocprof allows profiling both HSA & HIP API calls.

    Let's profile simple copying kernel saved in profile.jl file:

    using AMDGPU
+
+function mycopy!(dst, src)
+    i = workitemIdx().x + (workgroupIdx().x - 1) * workgroupDim().x
+    if i ≤ length(dst)
+        @inbounds dst[i] = src[i]
+    end
+    return
+end
+
+function main(N)
+    src = ROCArray{Float64}(undef, N)
+    dst = ROCArray{Float64}(undef, N)
+    groupsize = 256               # nthreads
+    gridsize = cld(N, groupsize)  # nblocks
+
+    for i in 1:10
+        @roc groupsize=groupsize gridsize=gridsize mycopy!(dst, src)
+        AMDGPU.synchronize()
+    end
+
+    AMDGPU.unsafe_free!(dst)
+    AMDGPU.unsafe_free!(src)
+    AMDGPU.synchronize()
+    return
+end
+main(2^24)
    ENABLE_JITPROFILING=1 rocprof --hip-trace --hsa-trace julia ./profile.jl

    This will produce results.json (among other files) which can be visualized using Perfetto UI.

    Zoomed outZoomed in
    imageimage

    Here we can clearly see that host synchronization after each kernel dispatch causes poor device occupancy (empty spaces between kernel dispatches).

    We can fix this by moving synchronization outside the loop so that it happens only once.

        ...
+    for i in 1:10
+        @roc groupsize=groupsize gridsize=gridsize mycopy!(dst, src)
+    end
+    AMDGPU.synchronize()
+    ...

    Running profiling again and visualizing results we now see that kernel launches are adjacent to each other and that the average wall duaration is lower.

    Zoomed outZoomed in
    imageimage
    diff --git a/previews/PR486/quickstart/index.html b/previews/PR486/quickstart/index.html new file mode 100644 index 000000000..deed708fc --- /dev/null +++ b/previews/PR486/quickstart/index.html @@ -0,0 +1,17 @@ + +Quick Start · AMDGPU.jl
    Edit on GitHub

    Quick Start

    Running a simple kernel

    As a simple test, we will try to add two random vectors and make sure that the results from the CPU and the GPU are indeed the same.

    We can start by first performing this simple calculation on the CPU:

    N = 1024
+a = rand(Float64, N)
+b = rand(Float64, N)
+c_cpu = a + b

    To do the same computation on the GPU, we first need to copy the two input arrays a and b to the device. Toward that end, we will use the ROCArray type to represent our GPU arrays. We can create the two arrays by passing the host data to the constructor as follows:

    using AMDGPU
+a_d = ROCArray(a)
+b_d = ROCArray(b)

    We need to create one additional array c_d to store the results:

    c_d = similar(a_d)

    In this example, the postfix _d distinguishes a device memory object from its host memory counterpart. This convention is completely arbitrary and you may name your device-side variables whatever you like; they are regular Julia variables.

    Next, we will define the GPU kernel that does the actual computation:

    function vadd!(c, a, b)
+    i = workitemIdx().x + (workgroupIdx().x - 1) * workgroupDim().x
+    c[i] = a[i] + b[i]
+    return
+end

    The index of a single workitem can be uniquely identified by its grid index (computed linearly as (workgroupDim().x * (workgroupIdx().x - 1)) + workitemIdx().x when only a single dimension is used).

    The grid is the domain over which the entire kernel executes over. The grid will be split into multiple workgroups by hardware automatically, and the kernel does not complete until all workgroups complete.

    Like OpenCL, AMDGPU has the concept of "workitems", "workgroups", and the "grid". A workitem is a single thread of execution, capable of performing arithmentic operations. Workitems are grouped into "wavefronts" ("warps" in CUDA) which share the same compute unit, and execute the same instructions simulatenously. The workgroup is a logical unit of compute supported by hardware which comprises multiple wavefronts, which shares resources (specifically local memory) and can be efficiently synchronized. A workgroup may be executed by one or multiple hardware compute units, making it often the only dimension of importance for smaller kernel launches.

    Notice how we explicitly specify that this function does not return a value by adding the return statement. This is necessary for all GPU kernels and we can enforce it by adding a return, return nothing, or even nothing at the end of the kernel. If this statement is omitted, Julia will attempt to return the value of the last evaluated expression, in this case a Float64, which will cause a compilation failure as kernels cannot return values.

    The easiest way to launch a GPU kernel is with the @roc macro, specifying groupsize and gridsize to cover full array, and calling it like a regular function:

    groupsize = 128
+gridsize = cld(length(c_d), groupsize)
+@roc gridsize=gridsize groupsize=groupsize vadd!(c_d, a_d, b_d)

    Keep in mind that kernel launches are asynchronous, meaning that you need to do some kind of synchronization before you use the result. For instance, you can call AMDGPU.synchronize():

    @roc groupsize=N vadd!(c_d, a_d, b_d)
+AMDGPU.synchronize()

    Finally, we can make sure that the results match, by first copying the data to the host and then comparing it with the CPU results:

    c = Array(c_d)
+
+using Test
+@test isapprox(c, c_cpu)

    Naming conventions

    Throughout this example we use terms like "work group" and "work item". These terms are used by the Khronos consortium and their APIs including OpenCL and Vulkan, as well as the HSA foundation.

    NVIDIA, on the other hand, uses some different terms in their CUDA API, which might be confusing to some users porting their kernels from CUDA to AMDGPU.

    As a quick summary, here is a mapping of the most common terms:

    AMDGPUCUDA
    workitemIdxthreadIdx
    workgroupIdxblockIdx
    workgroupDimblockDim
    gridItemDimNo equivalent
    gridGroupDimgridDim
    groupsizethreads
    gridsizeblocks
    streamstream
    Warning

    Since AMDGPU v0.5.0 gridsize represents the number of "workgroups" (or blocks in CUDA) and no longer "workitems * workgroups" (or threads * blocks in CUDA).

    diff --git a/previews/PR486/search/index.html b/previews/PR486/search/index.html new file mode 100644 index 000000000..88b1cbd87 --- /dev/null +++ b/previews/PR486/search/index.html @@ -0,0 +1,2 @@ + +Search · AMDGPU.jl

    Loading search...

      diff --git a/previews/PR486/search_index.js b/previews/PR486/search_index.js new file mode 100644 index 000000000..2eaf7d44c --- /dev/null +++ b/previews/PR486/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"wavefront_ops/#Wavefront-Operations","page":"Wavefront Operations","title":"Wavefront Operations","text":"","category":"section"},{"location":"wavefront_ops/","page":"Wavefront Operations","title":"Wavefront Operations","text":"These intrinsics provide efficient operations across wavefronts.","category":"page"},{"location":"wavefront_ops/","page":"Wavefront Operations","title":"Wavefront Operations","text":"AMDGPU.wfred","category":"page"},{"location":"execution_control/#Execution-Control-and-Intrinsics","page":"Execution Control","title":"Execution Control and Intrinsics","text":"","category":"section"},{"location":"execution_control/","page":"Execution Control","title":"Execution Control","text":"GPU execution is similar to CPU execution in some ways, although there are many differences. AMD GPUs have Compute Units (CUs), which can be thought of like CPU cores. Those CUs have (on pre-Navi architectures) 64 \"shader processors\", which are essentially the same as CPU SIMD lanes. The lanes in a CU operate in lockstep just like CPU SIMD lanes, and have execution masks and various kinds of SIMD instructions available. CUs execute wavefronts, which are pieces of work split off from a single kernel launch. A single CU can run one out of many wavefronts (one is chosen by the CU scheduler each cycle), which allows for very efficient parallel and concurrent execution on the device. Each wavefront runs independently of the other wavefronts, only stopping to synchronize with other wavefronts or terminate when specified by the program.","category":"page"},{"location":"execution_control/","page":"Execution Control","title":"Execution Control","text":"We can control wavefront execution through a variety of intrinsics provided by ROCm. For example, the endpgm() intrinsic stops the current wavefront's execution, and is also automatically inserted by the compiler at the end of each kernel (except in certain unique cases).","category":"page"},{"location":"execution_control/","page":"Execution Control","title":"Execution Control","text":"signal_completion(x) signals the \"kernel doorbell\" with the value x, which is the signal checked by the CPU wait call to determine when the kernel has completed. This doorbell is set to 0 automatically by GPU hardware once the kernel is complete.","category":"page"},{"location":"execution_control/","page":"Execution Control","title":"Execution Control","text":"sendmsg(x,y=0) and sendmsghalt(x,y=0) can be used to signal special conditions to the scheduler/hardware, such as making requests to stop wavefront generation, or halt all running wavefronts. Check the ISA manual for details!","category":"page"},{"location":"devices/#Devices","page":"Devices","title":"Devices","text":"","category":"section"},{"location":"devices/","page":"Devices","title":"Devices","text":"In AMDGPU, all GPU devices are auto-detected by the runtime, if they're supported.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"AMDGPU maintains a global default device. The default device is relevant for all kernel and GPUArray operations. If one is not specified via @roc or an equivalent interface, then the default device is used for those operations, which affects compilation and kernel launch.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"note: Task-Local Storage\nAMDGPU.jl relies on Task-Local Storage, this means that default devices are default only within a given task. Other tasks migh have different default devices if user switched them.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"The device bound to a current Julia task is accessible via AMDGPU.device(). The list of available devices can be queried with AMDGPU.devices.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"If you have a HIPDevice object, you can also switch the device with AMDGPU.device!. This will switch it only within the task it is called from.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"xd1 = AMDGPU.ones(Float32, 16) # On `AMDGPU.device()` device.\n\nAMDGPU.device!(AMDGPU.devices()[2]) # Switch to second device.\nxd2 = AMDPGU.ones(Float32, 16) # On second device.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"To select a default device for newly created tasks, use AMDGPU.default_device!.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"AMDGPU.default_device!(AMDGPU.devices()[3]) # New tasks will use 3rd device by default.\nThreads.@spawn begin\n x = AMDGPU.ones(Float32, 16) # On third device.\n return\nend","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"Additionally, devices have an associated numeric ID. The default device ID can be queried with AMDGPU.default_device_id, which returns an Int. This value is bounded between 1 and length(AMDGPU.devices()), and device 1 is the default device when AMDGPU is first loaded. The ID of the device associated with the current task can be queried with AMDGPU.device_id and changed with AMDGPU.device_id!.","category":"page"},{"location":"devices/","page":"Devices","title":"Devices","text":"AMDGPU.devices\nAMDGPU.device\nAMDGPU.device!\nAMDGPU.default_device\nAMDGPU.default_device!\nAMDGPU.device_id\nAMDGPU.device_id!\nAMDGPU.default_device_id\nAMDGPU.default_device_id!","category":"page"},{"location":"devices/#AMDGPU.devices","page":"Devices","title":"AMDGPU.devices","text":"devices()\n\nGet list of all devices.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.device","page":"Devices","title":"AMDGPU.device","text":"device()::HIPDevice\n\nGet currently active device. This device is used when launching kernels via @roc.\n\n\n\n\n\ndevice(A::ROCArray) -> HIPDevice\n\nReturn the device associated with the array A.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.device!","page":"Devices","title":"AMDGPU.device!","text":"device!(device::HIPDevice)\n\nSwitch current device being used. This switches only for a task inside which it is called.\n\nnote: Note\nTo select default device that will be used when creating new tasks, refer to default_device! for that.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.default_device","page":"Devices","title":"AMDGPU.default_device","text":"default_device()::HIPDevice\n\nDefault device which will be used by default in tasks. Meaning when a task is created, it selects this device as default.\n\nAll subsequent uses rely on device() for device selection.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.default_device!","page":"Devices","title":"AMDGPU.default_device!","text":"default_device!(device::HIPDevice)\n\nSet default device that will be used when creating new tasks.\n\nnote: Note\nThis does not change current device being used. Refer to device! for that.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.device_id","page":"Devices","title":"AMDGPU.device_id","text":"device_id(device::HIPDevice) -> Int\n\nReturns the numerical device ID for device. See default_device_id for details on the numbering semantics.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.device_id!","page":"Devices","title":"AMDGPU.device_id!","text":"device_id!(idx::Integer)\n\nSets the current device to AMDGPU.devices()[idx]. See device_id for details on the numbering semantics.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.default_device_id","page":"Devices","title":"AMDGPU.default_device_id","text":"default_device_id() -> Int\n\nReturns the numeric ID of the current default device, which is in the range of 1:length(AMDGPU.devices()). This number should be stable for all processes on the same node, The default_device_id! function accepts the same numeric ID that is produced by this function.\n\n\n\n\n\n","category":"function"},{"location":"devices/#AMDGPU.default_device_id!","page":"Devices","title":"AMDGPU.default_device_id!","text":"default_device_id!(idx::Integer)\n\nSets the default device to AMDGPU.devices()[idx]. See default_device_id for details on the numbering semantics.\n\n\n\n\n\n","category":"function"},{"location":"hostcall/#Hostcall","page":"Host-Call","title":"Hostcall","text":"","category":"section"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"Hostcalls provide a means for GPU-CPU communications within running kernels.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"AMDGPU.jl provides its own implementation of hostcalls, relying on HSA signals. Currently, hostcalls are used for device-side allocations, printing and exception reporting.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"Some of the hostcalls (global hostcalls), are launched automatically, if their usage is detected during compilation (e.g. device-side allocations, exception reporting).","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"Hostcalls require careful usage, since they each spawn their own Tasks. There should be no blocking operations during this time.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"For example, using non-blocking synchronization instead of blocking with AMDGPU.synchronize(; blocking=false).","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"Non-blocking synchronization is also responsible for stopping global hostcalls, otherwise the performance might degarde because of constant pooling of HSA signals in a loop.","category":"page"},{"location":"hostcall/#Example","page":"Host-Call","title":"Example","text":"","category":"section"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"hc = Device.HostCallHolder(Float32, Tuple{Float32}) do x\n return x + 42f0\nend\n\nfunction kernel!(y, hc)\n y[1] = Device.hostcall!(hc, y[1])\n return\nend\n\ny = ROCArray(Float32[0f0])\n@roc kernel!(y, hc)\nAMDGPU.synchronize(; blocking=false) # Non-blocking sync to prevent hanging.\n\n@assert Array(y)[1] ≈ 42f0","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"In this example, HostCallHolder is used to create and launch HostCall. HostCallHolder contains the HostCall structure itself that is passed to kernel, a task that is spawned on creation and some additional info for controlling the lifetime of the task.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"First argument is a function we want to execute when we call the hostcall. In this case we add 42f0 to input argument x and return the result.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"Second and third arguments are the return type Float32 and the tuple of types of input arguments Tuple{Float32}.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"hostcall! is used to execute the function on the host, wait on the result, and obtain the return values. At the moment, it is performed once per workgroup.","category":"page"},{"location":"hostcall/#Continuous-Host-Call","page":"Host-Call","title":"Continuous Host-Call","text":"","category":"section"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"By default, hostcalls can be used only once. After executing the function on the host, the task finishes and exits.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"However, if you need your hostcall to live indefinitely, pass continuous=true keyword argument to HostCallHolder(...; continuous=true).","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"To then stop the hostcall, call Device.non_continuous!(hc) or Device.finish!(hc) on the HostCallHolder.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"The difference between them is that non_continuous! will allow calling hostcall one more time before exiting, while finish! will exit immediately.","category":"page"},{"location":"hostcall/","page":"Host-Call","title":"Host-Call","text":"finish! can be used on any HostCallHolder to force-exit the running hostcall task.","category":"page"},{"location":"logging/#Runtime-and-Compiler-Logging","page":"Logging","title":"Runtime and Compiler Logging","text":"","category":"section"},{"location":"logging/","page":"Logging","title":"Logging","text":"AMDGPU.jl has a built-in logging system integrated into various runtime and compiler operations, which is provided by TimespanLogging.jl. Operations such as compilation and linking, signal and buffer allocation/freeing, kernel launch, etc. are instrumented with logging statements, allowing the user to record the start and end of operations.","category":"page"},{"location":"logging/","page":"Logging","title":"Logging","text":"While disabled by default, logging can be enabled by first running AMDGPU.Runtime.enable_logging!() to globally enable logging, after which Julia must be restarted for the changes to take effect.","category":"page"},{"location":"logging/","page":"Logging","title":"Logging","text":"Once logging is globally enabled, AMDGPU.Runtime.start_logging() causes new log events to be saved, while AMDGPU.Runtime.stop_logging() causes new log events to be discarded. Log events can be collected with AMDGPU.Runtime.fetch_logs!(). A more convenient option is AMDGPU.Runtime.log_and_fetch!(f), which can be used to easily log operations within a region of code:","category":"page"},{"location":"logging/","page":"Logging","title":"Logging","text":"logs = AMDGPU.Runtime.log_and_fetch!() do\n A = AMDGPU.ones(3, 4)\n B = copy(A)\n fill!(B, 1f0)\n C = Array(B)\nend\n@show logs[1]","category":"page"},{"location":"api/#AMDGPU-API-Reference","page":"API Reference","title":"AMDGPU API Reference","text":"","category":"section"},{"location":"api/#Synchronization","page":"API Reference","title":"Synchronization","text":"","category":"section"},{"location":"api/","page":"API Reference","title":"API Reference","text":"AMDGPU.synchronize\nAMDGPU.@sync\nAMDGPU.device_synchronize","category":"page"},{"location":"api/#AMDGPU.synchronize","page":"API Reference","title":"AMDGPU.synchronize","text":"synchronize(stream::HIPStream = stream(); blocking::Bool = true)\n\nBlocks until all kernels currently executing on stream have completed.\n\nIf there are running HostCalls, then it non-blocking synchronization is required which can be done with blocking=false keyword. Additionally, it stops any running global hostcall afterwards. Note, that non-blocking synchronization is slower than blocking.\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.@sync","page":"API Reference","title":"AMDGPU.@sync","text":"@sync ex\n\nRun expression ex on currently active stream and synchronize the GPU on that stream afterwards.\n\nSee also: synchronize.\n\n\n\n\n\n","category":"macro"},{"location":"api/#AMDGPU.device_synchronize","page":"API Reference","title":"AMDGPU.device_synchronize","text":"Blocks until all kernels on all streams have completed. Uses currently active device.\n\n\n\n\n\n","category":"function"},{"location":"api/#Device-code-API","page":"API Reference","title":"Device code API","text":"","category":"section"},{"location":"api/#Thread-indexing","page":"API Reference","title":"Thread indexing","text":"","category":"section"},{"location":"api/#HSA-nomenclature","page":"API Reference","title":"HSA nomenclature","text":"","category":"section"},{"location":"api/","page":"API Reference","title":"API Reference","text":"AMDGPU.workitemIdx\nAMDGPU.workgroupIdx\nAMDGPU.workgroupDim\nAMDGPU.gridItemDim\nAMDGPU.gridGroupDim","category":"page"},{"location":"api/#AMDGPU.Device.workitemIdx","page":"API Reference","title":"AMDGPU.Device.workitemIdx","text":"workitemIdx()::ROCDim3\n\nReturns the work item index within the work group. See also: threadIdx\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.Device.workgroupIdx","page":"API Reference","title":"AMDGPU.Device.workgroupIdx","text":"workgroupIdx()::ROCDim3\n\nReturns the work group index. See also: blockIdx\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.Device.workgroupDim","page":"API Reference","title":"AMDGPU.Device.workgroupDim","text":"workgroupDim()::ROCDim3\n\nReturns the size of each workgroup in workitems. See also: blockDim\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.Device.gridItemDim","page":"API Reference","title":"AMDGPU.Device.gridItemDim","text":"gridItemDim()::ROCDim3\n\nReturns the size of the grid in workitems. This behaviour is different from CUDA where gridDim gives the size of the grid in blocks.\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.Device.gridGroupDim","page":"API Reference","title":"AMDGPU.Device.gridGroupDim","text":"gridGroupDim()::ROCDim3\n\nReturns the size of the grid in workgroups. This is equivalent to CUDA's gridDim.\n\n\n\n\n\n","category":"function"},{"location":"api/#CUDA-nomenclature","page":"API Reference","title":"CUDA nomenclature","text":"","category":"section"},{"location":"api/","page":"API Reference","title":"API Reference","text":"Use these functions for compatibility with CUDA.jl.","category":"page"},{"location":"api/","page":"API Reference","title":"API Reference","text":"AMDGPU.Device.threadIdx\nAMDGPU.Device.blockIdx\nAMDGPU.Device.blockDim","category":"page"},{"location":"api/#AMDGPU.Device.threadIdx","page":"API Reference","title":"AMDGPU.Device.threadIdx","text":"threadIdx()::ROCDim3\n\nReturns the thread index within the block. See also: workitemIdx\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.Device.blockIdx","page":"API Reference","title":"AMDGPU.Device.blockIdx","text":"blockIdx()::ROCDim3\n\nReturns the block index within the grid. See also: workgroupIdx\n\n\n\n\n\n","category":"function"},{"location":"api/#AMDGPU.Device.blockDim","page":"API Reference","title":"AMDGPU.Device.blockDim","text":"blockDim()::ROCDim3\n\nReturns the dimensions of the block. See also: workgroupDim\n\n\n\n\n\n","category":"function"},{"location":"api/#Synchronization-2","page":"API Reference","title":"Synchronization","text":"","category":"section"},{"location":"api/","page":"API Reference","title":"API Reference","text":"AMDGPU.sync_workgroup","category":"page"},{"location":"api/#AMDGPU.Device.sync_workgroup","page":"API Reference","title":"AMDGPU.Device.sync_workgroup","text":"sync_workgroup()\n\nWaits until all wavefronts in a workgroup have reached this call. This function is meant to be used inside kernels.\n\n\n\n\n\n","category":"function"},{"location":"kernel_launch/#Kernel-Launch","page":"Kernel Launch","title":"Kernel Launch","text":"","category":"section"},{"location":"kernel_launch/#Launch-Configuration","page":"Kernel Launch","title":"Launch Configuration","text":"","category":"section"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"While an almost arbitrarily large number of workitems can be executed per kernel launch, the hardware can only support executing a limited number of wavefronts at one time.","category":"page"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"To alleviate this, the compiler calculates the \"occupancy\" of each compiled kernel (which is the number of wavefronts that can be simultaneously executing on the GPU), and passes this information to the hardware; the hardware then launches a limited number of wavefronts at once, based on the kernel's \"occupancy\" values.","category":"page"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"The rest of the wavefronts are not launched until hardware resources become available, which means that a kernel with better occupancy will see more of its wavefronts executing simultaneously (which often leads to better performance). Suffice to say, it's important to know the occupancy of kernels if you want the best performance.","category":"page"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"Like CUDA.jl, AMDGPU.jl has the ability to calculate kernel occupancy, with the launch_configuration function:","category":"page"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"kernel = @roc launch=false mykernel(args...)\noccupancy = AMDGPU.launch_configuration(kernel)\n@show occupancy.gridsize\n@show occupancy.groupsize","category":"page"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"Specifically, launch_configuration calculates the occupancy of mykernel(args...), and then calculates an optimal groupsize based on the occupancy. This value can then be used to select the groupsize for the kernel:","category":"page"},{"location":"kernel_launch/","page":"Kernel Launch","title":"Kernel Launch","text":"@roc groupsize=occupancy.groupsize mykernel(args...)","category":"page"},{"location":"quickstart/#Quick-Start","page":"Quick Start","title":"Quick Start","text":"","category":"section"},{"location":"quickstart/#Running-a-simple-kernel","page":"Quick Start","title":"Running a simple kernel","text":"","category":"section"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"As a simple test, we will try to add two random vectors and make sure that the results from the CPU and the GPU are indeed the same.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"We can start by first performing this simple calculation on the CPU:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"N = 1024\na = rand(Float64, N)\nb = rand(Float64, N)\nc_cpu = a + b","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"To do the same computation on the GPU, we first need to copy the two input arrays a and b to the device. Toward that end, we will use the ROCArray type to represent our GPU arrays. We can create the two arrays by passing the host data to the constructor as follows:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"using AMDGPU\na_d = ROCArray(a)\nb_d = ROCArray(b)","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"We need to create one additional array c_d to store the results:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"c_d = similar(a_d)","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"In this example, the postfix _d distinguishes a device memory object from its host memory counterpart. This convention is completely arbitrary and you may name your device-side variables whatever you like; they are regular Julia variables.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"Next, we will define the GPU kernel that does the actual computation:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"function vadd!(c, a, b)\n i = workitemIdx().x + (workgroupIdx().x - 1) * workgroupDim().x\n c[i] = a[i] + b[i]\n return\nend","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"The index of a single workitem can be uniquely identified by its grid index (computed linearly as (workgroupDim().x * (workgroupIdx().x - 1)) + workitemIdx().x when only a single dimension is used).","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"The grid is the domain over which the entire kernel executes over. The grid will be split into multiple workgroups by hardware automatically, and the kernel does not complete until all workgroups complete.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"Like OpenCL, AMDGPU has the concept of \"workitems\", \"workgroups\", and the \"grid\". A workitem is a single thread of execution, capable of performing arithmentic operations. Workitems are grouped into \"wavefronts\" (\"warps\" in CUDA) which share the same compute unit, and execute the same instructions simulatenously. The workgroup is a logical unit of compute supported by hardware which comprises multiple wavefronts, which shares resources (specifically local memory) and can be efficiently synchronized. A workgroup may be executed by one or multiple hardware compute units, making it often the only dimension of importance for smaller kernel launches.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"Notice how we explicitly specify that this function does not return a value by adding the return statement. This is necessary for all GPU kernels and we can enforce it by adding a return, return nothing, or even nothing at the end of the kernel. If this statement is omitted, Julia will attempt to return the value of the last evaluated expression, in this case a Float64, which will cause a compilation failure as kernels cannot return values.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"The easiest way to launch a GPU kernel is with the @roc macro, specifying groupsize and gridsize to cover full array, and calling it like a regular function:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"groupsize = 128\ngridsize = cld(length(c_d), groupsize)\n@roc gridsize=gridsize groupsize=groupsize vadd!(c_d, a_d, b_d)","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"Keep in mind that kernel launches are asynchronous, meaning that you need to do some kind of synchronization before you use the result. For instance, you can call AMDGPU.synchronize():","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"@roc groupsize=N vadd!(c_d, a_d, b_d)\nAMDGPU.synchronize()","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"Finally, we can make sure that the results match, by first copying the data to the host and then comparing it with the CPU results:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"c = Array(c_d)\n\nusing Test\n@test isapprox(c, c_cpu)","category":"page"},{"location":"quickstart/#Naming-conventions","page":"Quick Start","title":"Naming conventions","text":"","category":"section"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"Throughout this example we use terms like \"work group\" and \"work item\". These terms are used by the Khronos consortium and their APIs including OpenCL and Vulkan, as well as the HSA foundation.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"NVIDIA, on the other hand, uses some different terms in their CUDA API, which might be confusing to some users porting their kernels from CUDA to AMDGPU.","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"As a quick summary, here is a mapping of the most common terms:","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"AMDGPU CUDA\nworkitemIdx threadIdx\nworkgroupIdx blockIdx\nworkgroupDim blockDim\ngridItemDim No equivalent\ngridGroupDim gridDim\ngroupsize threads\ngridsize blocks\nstream stream","category":"page"},{"location":"quickstart/","page":"Quick Start","title":"Quick Start","text":"warning: Warning\nSince AMDGPU v0.5.0 gridsize represents the number of \"workgroups\" (or blocks in CUDA) and no longer \"workitems * workgroups\" (or threads * blocks in CUDA).","category":"page"},{"location":"memory/#Memory-Allocation-and-Intrinsics","page":"Memory","title":"Memory Allocation and Intrinsics","text":"","category":"section"},{"location":"memory/#Memory-Varieties","page":"Memory","title":"Memory Varieties","text":"","category":"section"},{"location":"memory/","page":"Memory","title":"Memory","text":"GPUs contain various kinds of memory, just like CPUs:","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Global: Globally accessible by all CUs on a GPU, and possibly accessible from outside of the GPU (by the CPU host, by other GPUs, by PCIe devices, etc.). Slowest form of memory.\nConstant: Same as global memory, but signals to the hardware that it can use special instructions to access and cache this memory. Can be changed between kernel invocations.\nRegion: Also known as Global Data Store (GDS), all wavefronts on a CU can access the same memory region from the same address. Faster than Global/Constant. Automatically allocated by the compiler/runtime, not user accessible.\nLocal: Also known as Local Data Store (LDS), all wavefronts in the same workgroup can access the same memory region from the same address. Faster than GDS.\nPrivate: Uses the hardware scratch space, and is private to each SIMD lane in a wavefront. Fastest form of traditional memory.","category":"page"},{"location":"memory/#Local-Memory","page":"Memory","title":"Local Memory","text":"","category":"section"},{"location":"memory/","page":"Memory","title":"Memory","text":"Local memory may be allocated within a kernel by calling either:","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"@ROCStaticLocalArray(T, dims) - if dims is passed as a constant value, known at compile-time. E.g. @ROCStaticLocalArray(Float32, 8).\n@ROCDynamicLocalArray(T, dims) - otherwise. E.g. @ROCStaticLocalArray(Float32, length(X)).","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Local memory is zero-initialized by default. If this is unnecessary and undesired for performance reasons, disable this, passing false as a last argument: @ROCStaticLocalArray(Float32, 8, false) or @ROCStaticLocalArray(Float32, length(X), false)","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Local memory does not need to be freed, as it is automatically freed by the hardware.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"If @ROCDynamicLocalArray is used, then local memory is dynamically allocated at kernel execution time. The shmem option to @roc must be set appropriately to ensure that enough local memory is allocated by the hardware.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"It is allocated in addition to the local memory that is statically allocated by the kernel.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"function kernel(C, A)\n # Allocate local memory dynamically\n Ctmp = @ROCDynamicLocalArray(Float64, length(C))\n # Or, allocate local memory statically if the size is known ahead-of-time\n Ctmp = @ROCStaticLocalArray(Float64, 8) # if we want 8 elements\n\n idx = AMDGPU.workitemIdx().x\n Ctmp[idx] = A[idx] + C[1]\n AMDGPU.Device.sync_workgroup()\n\n C[idx] = Ctmp[idx]\n return\nend\n\n...\n# Note: The `shmem` option isn't necessary if `@ROCStaticLocalArray` is used\nshmem = sizeof(Float64) * length(RC)\n@roc groupsize=8 shmem=shmem kernel(RC, RA)","category":"page"},{"location":"memory/#Device-Side-Allocations","page":"Memory","title":"Device-Side Allocations","text":"","category":"section"},{"location":"memory/","page":"Memory","title":"Memory","text":"Global memory may be allocated/freed dynamically from kernels by calling AMDGPU.Device.malloc(::Csize_t)::Ptr{Cvoid} and AMDGPU.Device.free(::Ptr{Cvoid}).","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"This memory allocation/deallocation uses hostcalls to operate, and so is relatively slow, but is also very useful. See Hostcall section for more info about them.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Memory allocated with AMDGPU.Device.malloc is a host-pinned memory. Calls to malloc and free are performed once per workgroup, so ensure that enough memory has been allocated to feed the lanes that will be accessing it.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"As an example, here's how an array could be allocated on-device to store temporary results:","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"function kernel(C, A)\n # Allocate memory dynamically and get a pointer to it.\n Ctmp_ptr = AMDGPU.Device.malloc(Csize_t(sizeof(Float64) * length(C)))\n # Turn a pointer into a device-side array.\n Ctmp = ROCDeviceArray(length(C), reinterpret(Core.LLVMPtr{Float64,1}, Ctmp_ptr))\n\n # Use it\n idx = AMDGPU.workitemIdx().x\n Ctmp[idx] = A[idx] + C[1]\n AMDGPU.Device.sync_workgroup()\n\n C[idx] = Ctmp[idx]\n # Make sure to free it.\n AMDGPU.Device.free(Ctmp_ptr)\n return\nend\n\nRA = AMDGPU.rand(4)\nRC = AMDGPU.rand(4)\nRC_elem = Array(RC)[1]\n@roc groupsize=4 kernel(RC, RA)\n@assert Array(RC) ≈ Array(RA) .+ RC_elem","category":"page"},{"location":"memory/#Memory-Modification-Intrinsics","page":"Memory","title":"Memory Modification Intrinsics","text":"","category":"section"},{"location":"memory/","page":"Memory","title":"Memory","text":"Like C, AMDGPU.jl provides the memset! and memcpy! intrinsics, which are useful for setting a memory region to a value, or copying one region to another, respectively. Check test/device/memory.jl for examples of their usage.","category":"page"},{"location":"memory/#Wrapping-in-ROCArray","page":"Memory","title":"Wrapping in ROCArray","text":"","category":"section"},{"location":"memory/","page":"Memory","title":"Memory","text":"You can wrap host array to be accessible (pinned) on the device with:","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"x = rand(Float32, 4, 4)\nxd = unsafe_wrap(ROCArray, pointer(x), size(x))\n\n# Pointer to `xd` is a device-mapped pointer, not host pointer.\n@show pointer(xd) == xd.buf.dev_ptr\n@show pointer(xd) == xd.buf.ptr\n\n# Can be used in kernels, host array `x` is also updated.\nxd .+= 1f0\n\n# Can be used with HIP libraries.\nxd * xd","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Pinned memory is automatically unregistered upon array destruction. You can't free it, since it is managed by the host.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Additionally, you can wrap the device array with:","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"x = AMDGPU.rand(Float32, 4, 4)\nxd = unsafe_wrap(ROCArray, pointer(x), size(x); lock=false)\n\n# Can be used in kernels, `x` is also updated.\nxd .+= 1f0\n\n# Can be used with HIP libraries.\nxd * xd\n\n# Freeing is a no-op for `xd`, since `xd` does not own the underlying memory.\nAMDGPU.unsafe_free!(xd) # No-op.","category":"page"},{"location":"memory/","page":"Memory","title":"Memory","text":"Notice mandatory ; lock=false keyword, this is to be able to differentiate between host & device pointers.","category":"page"},{"location":"printing/#Printing","page":"Printing","title":"Printing","text":"","category":"section"},{"location":"printing/","page":"Printing","title":"Printing","text":"Writing GPU kernels can be a difficult endeavor, owing to the fact that the LLVM GPU backends turn serial code into parallel code automatically. Recognizing this, every good GPU programming interface allows the user's GPU kernels to print output to a buffer, which will be passed to the host for display. With the ability to interpolate variables, this functionality serves as the \"printf of GPUs\". Quite literally, the primary tool for this is @rocprintf. Here's a simple example of printing the current workgroup index:","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"kernel(x) = @rocprintf \"Workgroup index: %d\\n\" workgroupIdx().x","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"The above kernel would print out the string \"Workgroup index: 1\\n\" when run with a single workgroup (where \"\\n\" means a newline).","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"Any number of variables may be passed to @rocprintf, as long as those variables have a printf-compatible implementation in Printf.@printf. Calls to @rocprintf are blocking, and will not return control to the kernel until the string has been formatted and sent to the OS runtime for printing (the same as for calls to Printf.@printf).","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"While @rocprintf is printed once per workgroup by default, it's possible to print once per lane, once per wavefront, or once per grid by specifying an execution mode as the first argument:","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"# Once per lane\nkernel(x) = @rocprintf :lane \"My index is: %d\\n\" workitemIdx().x\n\n# Once per wavefront\nkernel(x) = @rocprintf :wave \"My index is: %d\\n\" workitemIdx().x\n\n# Once per workgroup\nkernel(x) = @rocprintf :group \"My index is: %d\\n\" workitemIdx().x\n# OR (:group is the default)\nkernel(x) = @rocprintf \"My index is: %d\\n\" workitemIdx().x\n\n# Once total\nkernel(x) = @rocprintf :grid \"My index is: %d\\n\" workitemIdx().x","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"Executing those kernels with 256 workitems split evenly between 2 workgroups would print out:","category":"page"},{"location":"printing/","page":"Printing","title":"Printing","text":"# :lane\nMy index is 1\nMy index is 2\n...\nMy index is 127\nMy index is 128\nMy index is 1\nMy index is 2\n...\nMy index is 127\nMy index is 128\n\n# :wave\nMy index is 1\nMy index is 65\nMy index is 1\nMy index is 65\n\n# :group\nMy index is 1\nMy index is 1\n\n# :grid\nMy index is 1","category":"page"},{"location":"printing/#Differences-to-@cuprintf","page":"Printing","title":"Differences to @cuprintf","text":"","category":"section"},{"location":"printing/","page":"Printing","title":"Printing","text":"Similar to CUDA's @cuprintf, @rocprintf is a printf-compatible macro which takes a format string and arguments, and commands the host CPU to display it as formatted text. However, in contrast to @cuprintf, we use AMDGPU's hostcall and Julia's Printf stdlib to implement this. This means that anything that Printf can print, so can @rocprintf (assuming such an object can be represented on the GPU). The macro is also handled as a regular hostcall, which means that argument types are checked at compile time (although currently, any errors while printing will be detected on the host, and will terminate the kernel).","category":"page"},{"location":"streams/#Streams","page":"Streams","title":"Streams","text":"","category":"section"},{"location":"streams/","page":"Streams","title":"Streams","text":"Similar to CUDA streams, ROCm has HIP streams, which are buffers used to instruct the GPU hardware which kernels to launch. HIP streams are synchronous, like CUDA streams.","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"Each device has a default stream associated, which is accessible with AMDGPU.stream().","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"There are several ways to specify which stream to launch a kernel on:","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"Using AMDGPU.stream! to change default stream to be used within the same Julia task.","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"stream = AMDGPU.HIPStream()\nAMDGPU.stream!(stream) # Change default stream to be used for subsequent operations.\nAMDGPU.ones(Float32, 16) # Will be executed on `stream`.","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"Using AMDGPU.stream! to execute given function and reset to the original stream after completion:","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"stream = AMDGPU.HIPStream()\nx = AMDGPU.stream!(() -> AMDGPU.ones(Float32, 16), stream)","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"Using stream argument to @roc macro:","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"stream = AMDGPU.HIPStream()\n@roc stream=stream kernel(...)","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"Streams also have an inherent priority, which allows control of kernel submission latency and on-device scheduling preference with respect to kernels submitted on other streams. There are three priorities: normal (the default), low, and high priority.","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"Priority of the default stream can be set with AMDGPU.priority!. Alternatively, it can be set at stream creation time:","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"low_prio = HIPStream(:low)\nhigh_prio = HIPStream(:high)\nnormal_prio = HIPStream(:normal) # or just omit \"priority\"","category":"page"},{"location":"streams/","page":"Streams","title":"Streams","text":"AMDGPU.stream\nAMDGPU.stream!\nAMDGPU.priority!\nAMDGPU.HIPStream","category":"page"},{"location":"streams/#AMDGPU.stream","page":"Streams","title":"AMDGPU.stream","text":"stream()\n\nGet the HIP stream that should be used as the default one for the currently executing task.\n\n\n\n\n\n","category":"function"},{"location":"streams/#AMDGPU.stream!","page":"Streams","title":"AMDGPU.stream!","text":"stream!(stream::HIPStream)\n\nChange the default stream to be used within the same Julia task.\n\n\n\n\n\nstream!(f::Base.Callable, stream::HIPStream)\n\nChange the default stream to be used within the same Julia task, execute f and revert to the original stream.\n\nReturns\n\nReturn value of the function f.\n\n\n\n\n\n","category":"function"},{"location":"streams/#AMDGPU.priority!","page":"Streams","title":"AMDGPU.priority!","text":"priority!(priority::Symbol)\n\nChange the priority of the default stream. Accepted values are :normal (the default), :low and :high.\n\n\n\n\n\npriority!(f::Base.Callable, priority::Symbol)\n\nChnage the priority of default stream, execute f and revert to the original priority. Accepted values are :normal (the default), :low and :high.\n\nReturns\n\nReturn value of the function f.\n\n\n\n\n\n","category":"function"},{"location":"streams/#AMDGPU.HIP.HIPStream","page":"Streams","title":"AMDGPU.HIP.HIPStream","text":"HIPStream(priority::Symbol = :normal)\n\nArguments:\n\npriority::Symbol: Priority of the stream: :normal, :high or :low.\n\nCreate HIPStream with given priority. Device is the default device that's currently in use.\n\n\n\n\n\nHIPStream(stream::hipStream_t)\n\nCreate HIPStream from hipStream_t handle. Device is the default device that's currently in use.\n\n\n\n\n\n","category":"type"},{"location":"#Programming-AMD-GPUs-with-Julia","page":"Home","title":"Programming AMD GPUs with Julia","text":"","category":"section"},{"location":"#The-Julia-AMDGPU-stack","page":"Home","title":"The Julia AMDGPU stack","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Julia support for programming AMD GPUs is currently provided by the AMDGPU.jl package. This package contains everything necessary to program for AMD GPUs in Julia, including:","category":"page"},{"location":"","page":"Home","title":"Home","text":"An interface for compiling and running kernels written in Julia through LLVM's AMDGPU backend.\nAn interface for working with the HIP runtime API, necessary for launching compiled kernels and controlling the GPU.\nAn array type implementing the GPUArrays.jl interface, providing high-level array operations.","category":"page"},{"location":"#Installation","page":"Home","title":"Installation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Simply add the AMDGPU.jl package to your Julia environment:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using Pkg\nPkg.add(\"AMDGPU\")","category":"page"},{"location":"","page":"Home","title":"Home","text":"To ensure that everything works, you can run the test suite:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using AMDGPU\nusing Pkg\nPkg.test(\"AMDGPU\")","category":"page"},{"location":"#Required-Software","page":"Home","title":"Required Software","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"For optimal experience, you should have full ROCm stack installed. Refer to official ROCm stack installation instructions: https://rocm.docs.amd.com/en/latest/deploy/linux/index.html","category":"page"},{"location":"","page":"Home","title":"Home","text":"Currently, AMDGPU.jl utilizes following libraries:","category":"page"},{"location":"","page":"Home","title":"Home","text":"ROCT, ROCR, ROCm-Device-Libs, HIP, rocBLAS, rocFFT, rocSOLVER, rocSPARSE, rocRAND, MIOpen.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Other ROCm packages are currently unused by AMDGPU.","category":"page"},{"location":"#ROCm-artifacts","page":"Home","title":"ROCm artifacts","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Currently AMDGPU.jl does not provide ROCm artifacts. One needs to build a newer version of them. See #440 issue: https://github.com/JuliaGPU/AMDGPU.jl/issues/440.","category":"page"},{"location":"#LLVM-compatibility","page":"Home","title":"LLVM compatibility","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"As a rule of thumb, Julia's LLVM version should match ROCm LLVM's version. For example, Julia 1.9 relies on LLVM 14, so the matching ROCm version is 5.2.x (although 5.4 is confirmed to work as well).","category":"page"},{"location":"#Extra-Setup-Details","page":"Home","title":"Extra Setup Details","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"List of additional steps that may be needed to take to ensure everything is working:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Make sure your user is in the same group as /dev/kfd, other than root.\nFor example, it might be the render group:\ncrw-rw---- 1 root render 234, 0 Aug 5 11:43 kfd\nIn this case, you can add yourself to it:\nsudo usermod -aG render username\nROCm libraries should be in the standard library locations, or in your LD_LIBRARY_PATH.\nIf you get an error message along the lines of GLIB_CXX_... not found, it's possible that the C++ runtime used to build the ROCm stack and the one used by Julia are different. If you built the ROCm stack yourself this is very likely the case since Julia normally ships with its own C++ runtime.\nFor more information, check out this GitHub issue. A quick fix is to use the LD_PRELOAD environment variable to make Julia use the system C++ runtime library, for example:\nLD_PRELOAD=/usr/lib/libstdc++.so julia\nAlternatively, you can build Julia from source as described here. To quickly debug this issue start Julia and try to load a ROCm library:\nusing Libdl Libdl.dlopen(\"/opt/rocm/hsa/lib/libhsa-runtime64.so.1\")\nld.lld should be in your PATH.\nFor better experience use whatever Linux kernel is officially supported by ROCm stack.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Once all of this is setup properly, you should be able to do using AMDGPU successfully.","category":"page"},{"location":"","page":"Home","title":"Home","text":"See the Quick Start documentation for an introduction to using AMDGPU.jl.","category":"page"},{"location":"profiling/#rocprof","page":"Profiling","title":"rocprof","text":"","category":"section"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"rocprof allows profiling both HSA & HIP API calls.","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"Let's profile simple copying kernel saved in profile.jl file:","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"using AMDGPU\n\nfunction mycopy!(dst, src)\n i = workitemIdx().x + (workgroupIdx().x - 1) * workgroupDim().x\n if i ≤ length(dst)\n @inbounds dst[i] = src[i]\n end\n return\nend\n\nfunction main(N)\n src = ROCArray{Float64}(undef, N)\n dst = ROCArray{Float64}(undef, N)\n groupsize = 256 # nthreads\n gridsize = cld(N, groupsize) # nblocks\n\n for i in 1:10\n @roc groupsize=groupsize gridsize=gridsize mycopy!(dst, src)\n AMDGPU.synchronize()\n end\n\n AMDGPU.unsafe_free!(dst)\n AMDGPU.unsafe_free!(src)\n AMDGPU.synchronize()\n return\nend\nmain(2^24)","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"ENABLE_JITPROFILING=1 rocprof --hip-trace --hsa-trace julia ./profile.jl","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"This will produce results.json (among other files) which can be visualized using Perfetto UI.","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"Zoomed out Zoomed in\n(Image: image) (Image: image)","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"Here we can clearly see that host synchronization after each kernel dispatch causes poor device occupancy (empty spaces between kernel dispatches).","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"We can fix this by moving synchronization outside the loop so that it happens only once.","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":" ...\n for i in 1:10\n @roc groupsize=groupsize gridsize=gridsize mycopy!(dst, src)\n end\n AMDGPU.synchronize()\n ...","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"Running profiling again and visualizing results we now see that kernel launches are adjacent to each other and that the average wall duaration is lower.","category":"page"},{"location":"profiling/","page":"Profiling","title":"Profiling","text":"Zoomed out Zoomed in\n(Image: image) (Image: image)","category":"page"},{"location":"exceptions/#Kernel-Exceptions","page":"Exceptions","title":"Kernel Exceptions","text":"","category":"section"},{"location":"exceptions/","page":"Exceptions","title":"Exceptions","text":"Just like regular CPU-executed Julia functions, GPU kernels can throw exceptions!","category":"page"},{"location":"exceptions/","page":"Exceptions","title":"Exceptions","text":"For example, the following kernel will throw an out-of-bounds exception:","category":"page"},{"location":"exceptions/","page":"Exceptions","title":"Exceptions","text":"julia> using AMDGPU\n\njulia> function kerr(x)\n x[0] = 1\n return\n end\nkerr (generic function with 1 method)\n\njulia> x = ROCArray([1]);\n\njulia> @roc kerr(x);\n\njulia> AMDGPU.synchronize()\nERROR: GPU Kernel Exception\nStacktrace:\n [1] error(s::String)\n @ Base ./error.jl:35\n [2] throw_if_exception(dev::HIPDevice)\n @ AMDGPU ~/.julia/dev/AMDGPU/src/exception_handler.jl:115\n [3] synchronize(stm::HIPStream)\n @ AMDGPU ~/.julia/dev/AMDGPU/src/highlevel.jl:154\n [4] synchronize()\n @ AMDGPU ~/.julia/dev/AMDGPU/src/highlevel.jl:154\n [5] top-level scope\n @ REPL[5]:1\n\njulia> @roc kerr(x) # Next kernel launch also throws.\nERROR: GPU Kernel Exception\nStacktrace:\n [1] error(s::String)\n @ Base ./error.jl:35\n [2] throw_if_exception(dev::HIPDevice)\n @ AMDGPU ~/.julia/dev/AMDGPU/src/exception_handler.jl:115\n [3] #_#30\n @ ~/.julia/dev/AMDGPU/src/runtime/hip-execution.jl:44 [inlined]\n [4] (::AMDGPU.Runtime.HIPKernel{typeof(kerr), Tuple{AMDGPU.Device.ROCDeviceVector{Int64, 1}}})(args::ROCVector{Int64})\n @ AMDGPU.Runtime ~/.julia/dev/AMDGPU/src/runtime/hip-execution.jl:41\n [5] top-level scope\n @ ~/.julia/dev/AMDGPU/src/highlevel.jl:228","category":"page"},{"location":"exceptions/","page":"Exceptions","title":"Exceptions","text":"Kernel-thrown exceptions are thrown during the host synchronization AMDGPU.synchronize or on the next kernel launch.","category":"page"},{"location":"exceptions/","page":"Exceptions","title":"Exceptions","text":"Kernels that hit an exception will write its information into a pre-allocated host buffer. Once complete, the wavefront throwing the exception will lock the buffer to prevent other wavefronts from overwriting the exception and stop itself, but other wavefronts will continue executing.","category":"page"}] +} diff --git a/previews/PR486/siteinfo.js b/previews/PR486/siteinfo.js new file mode 100644 index 000000000..9ba5dd318 --- /dev/null +++ b/previews/PR486/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR486"; diff --git a/previews/PR486/streams/index.html b/previews/PR486/streams/index.html new file mode 100644 index 000000000..55cc24755 --- /dev/null +++ b/previews/PR486/streams/index.html @@ -0,0 +1,8 @@ + +Streams · AMDGPU.jl
      Edit on GitHub

      Streams

      Similar to CUDA streams, ROCm has HIP streams, which are buffers used to instruct the GPU hardware which kernels to launch. HIP streams are synchronous, like CUDA streams.

      Each device has a default stream associated, which is accessible with AMDGPU.stream().

      There are several ways to specify which stream to launch a kernel on:

      • Using AMDGPU.stream! to change default stream to be used within the same Julia task.
      stream = AMDGPU.HIPStream()
+AMDGPU.stream!(stream) # Change default stream to be used for subsequent operations.
+AMDGPU.ones(Float32, 16) # Will be executed on `stream`.
      • Using AMDGPU.stream! to execute given function and reset to the original stream after completion:
      stream = AMDGPU.HIPStream()
+x = AMDGPU.stream!(() -> AMDGPU.ones(Float32, 16), stream)
      • Using stream argument to @roc macro:
      stream = AMDGPU.HIPStream()
+@roc stream=stream kernel(...)

      Streams also have an inherent priority, which allows control of kernel submission latency and on-device scheduling preference with respect to kernels submitted on other streams. There are three priorities: normal (the default), low, and high priority.

      Priority of the default stream can be set with AMDGPU.priority!. Alternatively, it can be set at stream creation time:

      low_prio = HIPStream(:low)
+high_prio = HIPStream(:high)
+normal_prio = HIPStream(:normal) # or just omit "priority"
      AMDGPU.stream — Function
      stream()

      Get the HIP stream that should be used as the default one for the currently executing task.

      source
      AMDGPU.stream! — Function
      stream!(stream::HIPStream)

      Change the default stream to be used within the same Julia task.

      source
      stream!(f::Base.Callable, stream::HIPStream)

      Change the default stream to be used within the same Julia task, execute f and revert to the original stream.

      Returns

      Return value of the function f.

      source
      AMDGPU.priority! — Function
      priority!(priority::Symbol)

      Change the priority of the default stream. Accepted values are :normal (the default), :low and :high.

      source
      priority!(f::Base.Callable, priority::Symbol)

      Chnage the priority of default stream, execute f and revert to the original priority. Accepted values are :normal (the default), :low and :high.

      Returns

      Return value of the function f.

      source
      AMDGPU.HIP.HIPStream — Type
      HIPStream(priority::Symbol = :normal)

      Arguments:

      • priority::Symbol: Priority of the stream: :normal, :high or :low.

      Create HIPStream with given priority. Device is the default device that's currently in use.

      source
      HIPStream(stream::hipStream_t)

      Create HIPStream from hipStream_t handle. Device is the default device that's currently in use.

      source
      diff --git a/previews/PR486/wavefront_ops/index.html b/previews/PR486/wavefront_ops/index.html new file mode 100644 index 000000000..f598b51f2 --- /dev/null +++ b/previews/PR486/wavefront_ops/index.html @@ -0,0 +1,2 @@ + +Wavefront Operations · AMDGPU.jl
      Edit on GitHub

      Wavefront Operations

      These intrinsics provide efficient operations across wavefronts.

      Missing docstring.

      Missing docstring for AMDGPU.wfred. Check Documenter's build log for details.