diff --git a/previews/PR13/.documenter-siteinfo.json b/previews/PR13/.documenter-siteinfo.json new file mode 100644 index 0000000..a519a00 --- /dev/null +++ b/previews/PR13/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-12T10:11:33","documenter_version":"1.8.0"}} \ No newline at end of file diff --git a/previews/PR13/API/api/index.html b/previews/PR13/API/api/index.html new file mode 100644 index 0000000..074af81 --- /dev/null +++ b/previews/PR13/API/api/index.html @@ -0,0 +1,2 @@ + +API Reference · AbstractImageReconstruction.jl

API for Solvers

This page contains documentation of the public API of the AbstractImageReconstruction. In the Julia REPL one can access this documentation by entering the help mode with ?

Algorithm and Parameters

AbstractImageReconstruction.reconstruct — Function
reconstruct(algo::T, u) where {T<:AbstractImageReconstructionAlgorithm}

Reconstruct an image from input u using algorithm algo. The àlgo will be locked until the result is available or an error occurs.

source
Base.put! — Method
put!(algo::AbstractImageReconstructionAlgorithm, inputs...)

Perform image reonstruction with algorithm algo on given ìnputs. Depending on the algorithm this might block. Result is stored and can be retrieved with take!.

source
Base.take! — Method
take!(algo::AbstractImageReconstructionAlgorithm)

Remove and return a stored result from the algorithm algo. Blocks until a result is available.

source
Base.lock — Method
lock(algo::AbstractImageReconstructionAlgorithm)

Acquire a lock on the algorithm algo. If the lock is already acquired, wait until it is released.

Each lock must be matched with a unlock.

source
Base.unlock — Method
unlock(algo::AbstractImageReconstructionAlgorithm)

Release a lock on the algorithm algo.

source
Base.isready — Method
isready(algo::AbstractImageReconstructionAlgorithm)

Determine if the algorithm algo has a result available.

source
Base.wait — Method
wait(algo::AbstractImageReconstructionAlgorithm)

Wait for a result to be available from the specified algo.

source
AbstractImageReconstruction.process — Function
process(algo::Union{A, Type{A}}, param::AbstractImageReconstructionParameters, inputs...) where A <: AbstractImageReconstructionAlgorithm

Process inputs with algorithm algo and parameters param. Returns the result of the processing step. If not implemented for an instance of algo, the default implementation is called with the type of algo.

source

RecoPlan

AbstractImageReconstruction.RecoPlan — Type
RecoPlan{T <: Union{AbstractImageReconstructionParameters, AbstractImageReconstructionAlgorithm}}

Configuration template for an image reconstruction algorithm or paremeters of type T. A RecoPlan{T} has the same properties with type checking as T with the exception that properties can be missing and nested algorithms and parameters can again be RecoPlans.

Plans can be nested and form a tree. A parent plan can be accessed with parent and set with parent!. Algorithms and parameters can be converted to a plan with toPlan.

Plans feature serialization with toTOML, toPlan and loadPlan and the ability to attach callbacks to property changes with Òbservables and on.

source
Base.propertynames — Method
propertynames(plan::RecoPlan{T}) where {T}

Return a tupel of configurable properties of T. Unlike propertynames(T) this does not include properties starting with _.

source
Base.getproperty — Method
getproperty(plan::RecoPlan{T}, name::Symbol) where {T}

Get the property name of plan. Equivalent to plan.name.

source
Base.getindex — Method
getindex(plan::RecoPlan{T}, name::Symbol) where {T}

Return the Observable for the name property of plan. Equivalent to plan[name].

source
Base.setproperty! — Method
setproperty!(plan::RecoPlan{T}, name::Symbol, x::X) where {T, X}

Set the property name of plan to x. Equivalent to plan.name = x. Triggers callbacks attached to the property.

source
AbstractImageReconstruction.setAll! — Function
setAll!(plan::RecoPlan{T}, name::Symbol, x) where {T<:AbstractImageReconstructionParameters}

Recursively set the property name of each nested RecoPlan of plan to x.

source
AbstractImageReconstruction.clear! — Function
clear!(plan::RecoPlan{T}, preserve::Bool = true) where {T<:AbstractImageReconstructionParameters}

Clear all properties of plan. If preserve is true, nested RecoPlans are preserved.

source
Base.ismissing — Method
ismissing(plan::RecoPlan, name::Symbol)

Indicate if the property name of plan is missing.

source
Observables.on — Method
on(f, plan::RecoPlan, property::Symbol; kwargs...)

Adds function f as listener to property of plan. The function is called whenever the property is changed with setproperty!.

source
Observables.off — Method
off(plan::RecoPlan, property::Symbol, f)

Remove f from the listeners of property of plan.

source
AbstractImageReconstruction.build — Function
build(plan::RecoPlan{T}) where {T}

Recursively build a plan from a RecoPlan by converting all properties to their actual values using keyword argument constructors.

source
AbstractImageReconstruction.toPlan — Function
toPlan(param::Union{AbstractImageReconstructionParameters, AbstractImageReconstructionAlgorithm})

Convert an AbstractImageReconstructionParameters or AbstractImageReconstructionAlgorithm to a (nested) RecoPlan.

source
AbstractImageReconstruction.loadPlan — Function
loadPlan(filename::Union{AbstractString, IO}, modules::Vector{Module})

Load a RecoPlan from a TOML file. The modules argument is a vector of modules that contain the types used in the plan. After loading the plan, the listeners are attached to the properties using loadListener!.

source
AbstractImageReconstruction.parentproperties — Function
parentproperties(plan::RecoPlan)

Return a vector of property names of plan in its parent, s.t. getproperty(parent(plan), last(parentproperties(plan))) === plan. Return an empty vector if plan has no parent.

source

Miscellaneous

AbstractImageReconstruction.LinkedPropertyListener — Type
LinkedPropertyListener(fn, target::RecoPlan, targetProp, source::RecoPlan, sourceProp)

Connect two properties of RecoPlans. Set target.targetProp to fn(source.sourceProp) whenever source.sourceProp changes and target.targetProp was not changed outside of the listener.

source
AbstractImageReconstruction.ProcessResultCache — Type
ProcessResultCache(params::AbstractImageReconstructionParameters; maxsize = 1, kwargs...)

Cache of size maxsize for the result of process methods. The cache is based on the hash of the inputs of the process function. Cache is shared between all algorithms constructed from the same plan. The cache is transparent for properties of the underlying parameter. Cache can be invalidated by calling empty! on the cache.

source
Base.hash — Method
hash(parameter::AbstractImageReconstructionParameters, h)

Default hash function for image reconstruction paramters. Uses nameof the parameter and all fields not starting with _ to compute the hash.

source
AbstractImageReconstruction.toKwargs — Method
toKwargs(value::AbstractImageReconstructionParameters; kwargs...)

Convert a AbstractImageReconstructionParameters to a Dict{Symbol, Any} of each property.

Optional keyword arguments:

  • flatten::Vector{DataType}: Types to flatten, per default only AbstractImageReconstructionParameters are flattened.
  • ignore::Vector{Symbol}: Properties to ignore.
  • default::Dict{Symbol, Any}: Default values for properties that are missing.
  • overwrite::Dict{Symbol, Any}: Overwrite values for properties.
source
AbstractImageReconstruction.toDict! — Function
toDict!(dict, value)

Extracts metadata such as the module and type name from value and adds it to dict. The value-representation of value is added using toDictValue!.

source
AbstractImageReconstruction.toDictValue! — Function
toDictValue!(dict, value)

Extracts the value-representation of value and adds it to dict. The default implementation for structs with fields adds each field of the argument as a key-value pair with the value being provided by the toDictValue function.

source
toDictValue!(dict, plan::RecoPlan)

Adds the properties of plan to dict using toDictValue for each not missing field. Additionally, adds each listener::AbstractPlanListener to the dict.

source
diff --git a/previews/PR13/assets/documenter.js b/previews/PR13/assets/documenter.js new file mode 100644 index 0000000..7d68cd8 --- /dev/null +++ b/previews/PR13/assets/documenter.js @@ -0,0 +1,1082 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on( + "click", + ".docstring .docstring-article-toggle-button", + function () { + let articleToggleTitle = "Expand docstring"; + const parent = $(this).parent(); + + debounce(() => { + if (parent.siblings("section").is(":visible")) { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + parent + .find("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + parent + .children(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + parent.siblings("section").slideToggle(); + }); + } +); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $("a.docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${escape(result.title)}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +/////// SEARCH MAIN /////// + +function runSearchMainCode() { + // `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! + const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), + ]; + const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; + const worker_blob = new Blob([worker_str], { type: "text/javascript" }); + const worker = new Worker(URL.createObjectURL(worker_blob)); + + // Whether the worker is currently handling a search. This is a boolean + // as the worker only ever handles 1 or 0 searches at a time. + var worker_is_running = false; + + // The last search text that was sent to the worker. This is used to determine + // if the worker should be launched again when it reports back results. + var last_search_text = ""; + + // The results of the last search. This, in combination with the state of the filters + // in the DOM, is used compute the results to display on calls to update_search. + var unfiltered_results = []; + + // Which filter is currently selected + var selected_filter = ""; + + $(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } + }); + + function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); + } + + worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); + }; + + $(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); + }); + + /** + * Make/Update the search component + */ + function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
${count_str}
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
Type something to get started!
+ `); + } + } + + /** + * Make the modal filter html + * + * @returns string + */ + function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
+ Filters: + ${str} +
`; + } +} + +function waitUntilSearchIndexAvailable() { + // It is possible that the documenter.js script runs before the page + // has finished loading and documenterSearchIndex gets defined. + // So we need to wait until the search index actually loads before setting + // up all the search-related stuff. + if (typeof documenterSearchIndex !== "undefined") { + runSearchMainCode(); + } else { + console.warn("Search Index not available, waiting"); + setTimeout(waitUntilSearchIndexAvailable, 1000); + } +} + +// The actual entry point to the search code +waitUntilSearchIndexAvailable(); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
+
+

+ + + + +

+
+
+ +
+
+ `; + + let initial_search_body = ` +
Type something to get started!
+ `; + + let search_modal_footer = ` + + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/previews/PR13/assets/themes/catppuccin-frappe.css b/previews/PR13/assets/themes/catppuccin-frappe.css new file mode 100644 index 0000000..32e3f00 --- /dev/null +++ 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.docstring>section>a.button.is-inverted.is-outlined.is-loading.is-focused.docs-sourcelink::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined[disabled],html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-primary.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-frappe .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-primary.is-light,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:hover,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:hover,html.theme--catppuccin-frappe .button.is-primary.is-light.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-frappe .button.is-primary.is-light.is-active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:hover,html.theme--catppuccin-frappe .button.is-link.is-hovered{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:focus,html.theme--catppuccin-frappe 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-light{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:hover,html.theme--catppuccin-frappe .button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-success{background-color:#a6d189;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:hover,html.theme--catppuccin-frappe .button.is-success.is-hovered{background-color:#9fcd80;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:focus,html.theme--catppuccin-frappe .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:focus:not(:active),html.theme--catppuccin-frappe .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,209,137,0.25)}html.theme--catppuccin-frappe .button.is-success:active,html.theme--catppuccin-frappe .button.is-success.is-active{background-color:#98ca77;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe 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.button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter 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select:not([multiple]){padding-right:2.5em}html.theme--catppuccin-frappe .select select[multiple]{height:auto;padding:0}html.theme--catppuccin-frappe .select select[multiple] option{padding:0.5em 1em}html.theme--catppuccin-frappe .select:not(.is-multiple):not(.is-loading):hover::after{border-color:#99d1db}html.theme--catppuccin-frappe .select.is-white:not(:hover)::after{border-color:#fff}html.theme--catppuccin-frappe .select.is-white select{border-color:#fff}html.theme--catppuccin-frappe .select.is-white select:hover,html.theme--catppuccin-frappe .select.is-white select.is-hovered{border-color:#f2f2f2}html.theme--catppuccin-frappe .select.is-white select:focus,html.theme--catppuccin-frappe .select.is-white select.is-focused,html.theme--catppuccin-frappe .select.is-white select:active,html.theme--catppuccin-frappe .select.is-white select.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-frappe 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select.is-focused,html.theme--catppuccin-frappe .select.is-dark select:active,html.theme--catppuccin-frappe .content kbd.select select:active,html.theme--catppuccin-frappe .select.is-dark select.is-active,html.theme--catppuccin-frappe .content kbd.select select.is-active{box-shadow:0 0 0 0.125em rgba(65,69,89,0.25)}html.theme--catppuccin-frappe .select.is-primary:not(:hover)::after,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink:not(:hover)::after{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-primary select,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-primary select:hover,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:hover,html.theme--catppuccin-frappe .select.is-primary select.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-hovered{border-color:#769aeb}html.theme--catppuccin-frappe .select.is-primary select:focus,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:focus,html.theme--catppuccin-frappe .select.is-primary select.is-focused,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-focused,html.theme--catppuccin-frappe .select.is-primary select:active,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select:active,html.theme--catppuccin-frappe .select.is-primary select.is-active,html.theme--catppuccin-frappe .docstring>section>a.select.docs-sourcelink select.is-active{box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .select.is-link:not(:hover)::after{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-link select{border-color:#8caaee}html.theme--catppuccin-frappe .select.is-link select:hover,html.theme--catppuccin-frappe .select.is-link select.is-hovered{border-color:#769aeb}html.theme--catppuccin-frappe .select.is-link select:focus,html.theme--catppuccin-frappe .select.is-link select.is-focused,html.theme--catppuccin-frappe .select.is-link select:active,html.theme--catppuccin-frappe .select.is-link select.is-active{box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .select.is-info:not(:hover)::after{border-color:#81c8be}html.theme--catppuccin-frappe .select.is-info select{border-color:#81c8be}html.theme--catppuccin-frappe .select.is-info select:hover,html.theme--catppuccin-frappe .select.is-info select.is-hovered{border-color:#6fc0b5}html.theme--catppuccin-frappe .select.is-info select:focus,html.theme--catppuccin-frappe .select.is-info select.is-focused,html.theme--catppuccin-frappe .select.is-info select:active,html.theme--catppuccin-frappe .select.is-info select.is-active{box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe 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a.navbar-item:focus,html.theme--catppuccin-frappe a.navbar-item:focus-within,html.theme--catppuccin-frappe a.navbar-item:hover,html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link:focus,html.theme--catppuccin-frappe .navbar-link:focus-within,html.theme--catppuccin-frappe .navbar-link:hover,html.theme--catppuccin-frappe .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#8caaee}html.theme--catppuccin-frappe .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .navbar-item img{max-height:1.75rem}html.theme--catppuccin-frappe .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-frappe .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-frappe .navbar-item.is-tab:focus,html.theme--catppuccin-frappe .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee}html.theme--catppuccin-frappe .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee;border-bottom-style:solid;border-bottom-width:3px;color:#8caaee;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-frappe .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-frappe .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-frappe .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-frappe .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-frappe 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a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#838ba7}html.theme--catppuccin-frappe .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#8caaee}.navbar.is-spaced html.theme--catppuccin-frappe .navbar-dropdown,html.theme--catppuccin-frappe .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-frappe .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-frappe .navbar-divider{display:block}html.theme--catppuccin-frappe .navbar>.container .navbar-brand,html.theme--catppuccin-frappe .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-frappe .navbar>.container .navbar-menu,html.theme--catppuccin-frappe .container>.navbar 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-previous,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-frappe .pagination.is-rounded .pagination-next,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-link,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-frappe .pagination,html.theme--catppuccin-frappe .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link{border-color:#626880;color:#8caaee;min-width:2.5em}html.theme--catppuccin-frappe .pagination-previous:hover,html.theme--catppuccin-frappe .pagination-next:hover,html.theme--catppuccin-frappe .pagination-link:hover{border-color:#737994;color:#99d1db}html.theme--catppuccin-frappe .pagination-previous:focus,html.theme--catppuccin-frappe .pagination-next:focus,html.theme--catppuccin-frappe .pagination-link:focus{border-color:#737994}html.theme--catppuccin-frappe .pagination-previous:active,html.theme--catppuccin-frappe .pagination-next:active,html.theme--catppuccin-frappe .pagination-link:active{box-shadow:inset 0 1px 2px 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768px){html.theme--catppuccin-frappe .pagination{flex-wrap:wrap}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-frappe .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination-previous{order:2}html.theme--catppuccin-frappe .pagination-next{order:3}html.theme--catppuccin-frappe .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-frappe .pagination.is-centered 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.button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus,html.theme--catppuccin-latte .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus:not(:active),html.theme--catppuccin-latte .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte 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kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table 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#documenter .docs-sidebar form.docs-search>input.file{font-size:.75rem}html.theme--catppuccin-latte .file.is-normal{font-size:1rem}html.theme--catppuccin-latte .file.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .file.is-medium .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-large{font-size:1.5rem}html.theme--catppuccin-latte .file.is-large .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.has-name .file-cta{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .file.has-name .file-name{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .file.has-name.is-empty .file-cta{border-radius:.4em}html.theme--catppuccin-latte .file.has-name.is-empty .file-name{display:none}html.theme--catppuccin-latte .file.is-boxed .file-label{flex-direction:column}html.theme--catppuccin-latte .file.is-boxed .file-cta{flex-direction:column;height:auto;padding:1em 3em}html.theme--catppuccin-latte .file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .label.is-large{font-size:1.5rem}html.theme--catppuccin-latte .help{display:block;font-size:.75rem;margin-top:0.25rem}html.theme--catppuccin-latte .help.is-white{color:#fff}html.theme--catppuccin-latte .help.is-black{color:#0a0a0a}html.theme--catppuccin-latte .help.is-light{color:#f5f5f5}html.theme--catppuccin-latte .help.is-dark,html.theme--catppuccin-latte .content kbd.help{color:#ccd0da}html.theme--catppuccin-latte .help.is-primary,html.theme--catppuccin-latte .docstring>section>a.help.docs-sourcelink{color:#1e66f5}html.theme--catppuccin-latte .help.is-link{color:#1e66f5}html.theme--catppuccin-latte .help.is-info{color:#179299}html.theme--catppuccin-latte .help.is-success{color:#40a02b}html.theme--catppuccin-latte .help.is-warning{color:#df8e1d}html.theme--catppuccin-latte .help.is-danger{color:#d20f39}html.theme--catppuccin-latte .field:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth .control{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.is-grouped>.control{flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped>.control:not(:last-child){margin-bottom:0;margin-right:.75rem}html.theme--catppuccin-latte .field.is-grouped>.control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.is-grouped.is-grouped-centered{justify-content:center}html.theme--catppuccin-latte .field.is-grouped.is-grouped-right{justify-content:flex-end}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline{flex-wrap:wrap}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:last-child,html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:last-child{margin-bottom:-0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:not(:last-child){margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field.is-horizontal{display:flex}}html.theme--catppuccin-latte .field-label .label{font-size:inherit}@media screen and (max-width: 768px){html.theme--catppuccin-latte .field-label{margin-bottom:0.5rem}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-label{flex-basis:0;flex-grow:1;flex-shrink:0;margin-right:1.5rem;text-align:right}html.theme--catppuccin-latte .field-label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.field-label{font-size:.75rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-normal{padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-medium{font-size:1.25rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-large{font-size:1.5rem;padding-top:0.375em}}html.theme--catppuccin-latte .field-body .field .field{margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-body{display:flex;flex-basis:0;flex-grow:5;flex-shrink:1}html.theme--catppuccin-latte .field-body .field{margin-bottom:0}html.theme--catppuccin-latte .field-body>.field{flex-shrink:1}html.theme--catppuccin-latte .field-body>.field:not(.is-narrow){flex-grow:1}html.theme--catppuccin-latte .field-body>.field:not(:last-child){margin-right:.75rem}}html.theme--catppuccin-latte .control{box-sizing:border-box;clear:both;font-size:1rem;position:relative;text-align:inherit}html.theme--catppuccin-latte .control.has-icons-left .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left .select:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .select:focus~.icon{color:#ccd0da}html.theme--catppuccin-latte .control.has-icons-left .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-small~.icon{font-size:.75rem}html.theme--catppuccin-latte .control.has-icons-left .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-medium~.icon{font-size:1.25rem}html.theme--catppuccin-latte .control.has-icons-left 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kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small 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.container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content 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ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table td,html.theme--catppuccin-mocha .content table th{border:1px solid #585b70;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-mocha .content table th{color:#b8c5ef}html.theme--catppuccin-mocha .content table th:not([align]){text-align:inherit}html.theme--catppuccin-mocha .content table thead td,html.theme--catppuccin-mocha .content table thead th{border-width:0 0 2px;color:#b8c5ef}html.theme--catppuccin-mocha .content table tfoot td,html.theme--catppuccin-mocha .content table tfoot th{border-width:2px 0 0;color:#b8c5ef}html.theme--catppuccin-mocha .content table tbody tr:last-child td,html.theme--catppuccin-mocha .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-mocha .content .tabs li+li{margin-top:0}html.theme--catppuccin-mocha .content.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-mocha .content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-mocha .image.is-square,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-mocha .image.is-1by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-mocha .image.is-5by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-mocha .image.is-4by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-mocha .image.is-3by2,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--catppuccin-mocha .image.is-5by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--catppuccin-mocha .image.is-16by9,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--catppuccin-mocha .image.is-2by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--catppuccin-mocha .image.is-3by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--catppuccin-mocha .image.is-4by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--catppuccin-mocha .image.is-3by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--catppuccin-mocha .image.is-2by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--catppuccin-mocha .image.is-3by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--catppuccin-mocha .image.is-9by16,html.theme--catppuccin-mocha #documenter 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark 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.button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark 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h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/previews/PR13/assets/warner.js b/previews/PR13/assets/warner.js new file mode 100644 index 0000000..3f6f5d0 --- /dev/null +++ b/previews/PR13/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/previews/PR13/example_intro/index.html b/previews/PR13/example_intro/index.html new file mode 100644 index 0000000..97370fb --- /dev/null +++ b/previews/PR13/example_intro/index.html @@ -0,0 +1,3 @@ + +Introduction · AbstractImageReconstruction.jl

Small Reconstruction Package for Radon projections

In this example we will implement a small image reconstruction package using AbstractImageReconstruction.jl. Our reconstruction package OurRadonreco aims to provide direct and iterative reconstruction algorithms for Radon projection data.

Most of the desired functionality is already implemented in various Julia packages. Our reconstruction package now needs to properly link these packages and transform the data into the appropriate formats for each package.

Note

The example is intended for developers of reconstruction packages that use AbstractImageReconstruction. End-users of such a package can consult the result sections of the example to see the high-level interface of AbstractImagerReconstruction and should otherwise consult the documentation of the concrete reconstruction package itself.

Installation

We can install AbstractImageReconstruction using the Julia package manager. Open a Julia REPL and run the following command:

using Pkg
+Pkg.add("AbstractImageReconstruction")

This will download and install AbstractImageReconstruction.jl and its dependencies. To install a different version, please consult the Pkg documentation. In addition to AbstractImageReconstruction.jl, we will need a few more packages to get started, which we can install the same way.

RadonKA.jl provides us with fast Radon forward and backward projections, which we can use for direct reconstructions and to prepare sample data for our package.

LinearOperatorCollection.jl wraps the functionality of RadonKA.jl into a matrix-free linear operator, that can be used in iterative solvers.

RegularizedLeastSquares.jl offers a variety of iterative solvers and regularization options.

ImagePhantoms.jl and ImageGeoms.jl allow us to define digital software "phantoms", which we will use to test our reconstruction algorithms.

Lastly, we will use CairoMakie.jl to visualize our results.

Outline

Radon Data: this section we will familiarise ourselves with RadonKA.jl and define a small data format for three-dimensional time series sinograms. We also create the inverse problem that we will solve in the rest of the example

Interface: Here we define the abstract types we will use in our package and take a look at what we need to implement to interact with AbstractImageReconstruction. We also start with a first processing step of our algorithms.

Direct Reconstruction: Now we extend our abstract types with a concrete implementation of reconstruction algorithms using the backprojection and filtered backprojection.

Direct Reconstruction Result: This section shows how to use the algorithm we have just implemented.

Iterative Reconstruction: We finish our small example package by implementing an iterative reconstruction algorithm. For this algorithm we require more complex parametrization and data processing.

Iterative Reconstruction Result: The last section shows again how to use the just implemented algorithm. But it also highlights RecoPlans, which are a core utility of AbstractImageReconstruction. These plans allow a user to easily configure, save and load algorithms as templates.

For an even more detailed reconstruction package we refer to the magnetic particle imaging reconstruction package MPIReco.jl.

diff --git a/previews/PR13/generated/example/0_radon_data/0cd0e5c8.png b/previews/PR13/generated/example/0_radon_data/0cd0e5c8.png new file mode 100644 index 0000000..aa2606c Binary files /dev/null and b/previews/PR13/generated/example/0_radon_data/0cd0e5c8.png differ diff --git a/previews/PR13/generated/example/0_radon_data/94fbae60.png b/previews/PR13/generated/example/0_radon_data/94fbae60.png new file mode 100644 index 0000000..1bd0f79 Binary files /dev/null and b/previews/PR13/generated/example/0_radon_data/94fbae60.png differ diff --git a/previews/PR13/generated/example/0_radon_data/bff4c7e5.png b/previews/PR13/generated/example/0_radon_data/bff4c7e5.png new file mode 100644 index 0000000..0e42a97 Binary files /dev/null and b/previews/PR13/generated/example/0_radon_data/bff4c7e5.png differ diff --git a/previews/PR13/generated/example/0_radon_data/index.html b/previews/PR13/generated/example/0_radon_data/index.html new file mode 100644 index 0000000..d7d1625 --- /dev/null +++ b/previews/PR13/generated/example/0_radon_data/index.html @@ -0,0 +1,52 @@ + +Radon Data · AbstractImageReconstruction.jl

Radon Data

In this example we will set up our radon data using RadonKA.jl, ImagePhantoms.jl and ImageGeoms.jl. We will start with simple 2D images and their sinograms and continue with a time series of 3D images and sinograms.

Background

The Radon transform is an integral transform that projects the values of a function(or a phantom) along straight lines onto a detector. These projections are recorded for a number of different angles and form the so-called sinogram. The Radon transform and its adjoint form the mathematical basis for computed tomography (CT) and other imaging modalities such as single photon emission computed tomography (SPECT) and positron emission tomography (PET).

2D Phantom

We will use a simple Shepp-Logan phantom to generate our Radon data. The phantom is a standard test image for medical imaging and consists of a number of ellipses with different intensities. It can be generated using ImagePhantoms.jl and ImageGeoms.jl. as follows:

using ImagePhantoms, ImageGeoms
+N = 256
+image = shepp_logan(N, SheppLoganToft())
+size(image)
(256, 256)

This produces a 256x256 image of a Shepp-Logan phantom. Next, we will generate the Radon data using radon from RadonKA.jl. The arguments of this function are the image or phantom to be transformed, the angles at which the projections are taken, and the used geometry of the system. For this example we will use the default parallel circle geometry. For more details, we refer to the RadonKA.jl documentation. We will use 256 angles for the projections, between 0 and π.

using RadonKA
+angles = collect(range(0, π, 256))
+sinogram = Array(RadonKA.radon(image, angles))
+size(sinogram)
(255, 256)

To visualize our progress so far, we will use CairoMakie.jl and a small helper function:

using CairoMakie
+function plot_image(figPos, img; title = "", width = 150, height = 150)
+  ax = CairoMakie.Axis(figPos[1, 1]; yreversed=true, title, width, height)
+  hidedecorations!(ax)
+  hm = heatmap!(ax, img)
+  Colorbar(figPos[1, 2], hm)
+end
+fig = Figure()
+plot_image(fig[1,1], image, title = "Image")
+plot_image(fig[1,2], sinogram, title = "Sinogram")
+resize_to_layout!(fig)
+fig
Example block output

3D Pnantom

RadonKA.jl also supports 3D Radon transforms. The first two dimensions are interpreted as the XY plane where the transform applied and the last dimensions is the rotational axis z of the projections. For that we need to create a 3D Shepp-Logan phantom. First we retrieve the parameters of the ellipsoids of the Shepp-Logan phantom:

shape = (64, 64, 64)
+params = map(collect, ellipsoid_parameters(; fovs = shape));

We then scale the intensities of the ellipsoids to [0.0, ..., 1.0]:

toft_settings = [1.0, -0.8, -0.2, -0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1]
+for idx in eachindex(toft_settings)
+  params[idx][10] = toft_settings[idx]
+end

Finally, we create the 3D Shepp-Logan phantom by defining and sampling our image geometry:

ob = ellipsoid(map(Tuple, params))
+ig = ImageGeom(;dims = shape)
+image = phantom(axes(ig)..., ob)
+size(image)
(64, 64, 64)

Now we can compute the 3D Radon transform of our phantom:

sinogram = Array(RadonKA.radon(image, angles))
+size(sinogram)
(63, 256, 64)

Let's visualize the 3D Radon data:

fig = Figure()
+plot_image(fig[1,1], reverse(image[26,:,:]), title = "Slice YZ at z=26")
+plot_image(fig[1,2], image[:,40,:], title = "Slice XZ at y=40")
+plot_image(fig[2,1], reverse(image[:, :, 24]), title = "Slice XY at z=24")
+plot_image(fig[2,2], reverse(sinogram[:,:,24]), title = "Sinogram at z=24")
+plot_image(fig[3,1], reverse(image[:, :,16]), title = "Slice XY at z=16")
+plot_image(fig[3,2], reverse(sinogram[:,:,16]), title = "Sinogram at z=16")
+resize_to_layout!(fig)
+fig
Example block output

Time Series of 3D Phantoms

Lastly, we want to add a time dimension to our 3D phantom. For our example we will increase the intensity of the third ellipsoid every time step or frame.

images = similar(image, size(image)..., 5)
+sinograms = similar(sinogram, size(sinogram)..., 5)
+for (i, intensity) in enumerate(range(params[3][end], 0.3, 5))
+  params[3][end] = intensity
+  local ob = ellipsoid(map(Tuple, params))
+  local ig = ImageGeom(;dims = shape)
+  images[:, :, :, i] = phantom(axes(ig)..., ob)
+  sinograms[:, :, :, i] = Array(RadonKA.radon(images[:, :, :, i], angles))
+end
+size(sinograms)
+
+fig = Figure()
+for i = 1:5
+  plot_image(fig[i,1], reverse(images[:, :, 24, i]))
+  plot_image(fig[i,2], sinograms[:, :, 24, i])
+end
+resize_to_layout!(fig)
+fig
Example block output

The goal of our reconstruction package is now to recover an approximation of the time-series 3D phantoms from a given time-series of sinograms. In the next section we will introduce our class hierarchies and explore the API of AbstractImageReconstruction.jl.

This page was generated using Literate.jl.

diff --git a/previews/PR13/generated/example/1_interface/index.html b/previews/PR13/generated/example/1_interface/index.html new file mode 100644 index 0000000..247353d --- /dev/null +++ b/previews/PR13/generated/example/1_interface/index.html @@ -0,0 +1,22 @@ + +Interface · AbstractImageReconstruction.jl

Interface

This section introduces the abstract types we need to implement for our reconstruction package and how they relate to interface and types of AbstractImageReconstruction.jl.

Abstract Types

We start by defining the abstract types we need to implement for our reconstruction package. AbstractImageReconstruction.jl provides two abstract types:

abstract type AbstractImageReconstructionAlgorithm end
+abstract type AbstractImageReconstructionParameters end

AbstractImageReconstructionAlgorithms represent a given reconstruction algorithm, while AbstractImageReconstructionParameters represent the parameters an algorithm was constructed with. Once constructed, algorithms can be used to reconstruct images repeatly and idealy without unecessary recomputations.

For our package we extend these abstract types with our own abstract subtypes:

using AbstractImageReconstruction
+abstract type AbstractRadonAlgorithm <: AbstractImageReconstructionAlgorithm end
+abstract type AbstractRadonParameters <: AbstractImageReconstructionParameters end

Later on we will have parameters that are shared between different algorithms and parameters for different processings steps of a reconstruction. In our case we will have preprocessing parameters and reconstruction parameters. For these we introduce the following abstract types:

abstract type AbstractRadonPreprocessingParameters <: AbstractRadonParameters end
+abstract type AbstractRadonReconstructionParameters <: AbstractRadonParameters end

Since we want to implement both direct and iterative methods for our reconstruction, we introduce the following abstract types:

abstract type AbstractDirectRadonAlgorithm <: AbstractRadonAlgorithm end
+abstract type AbstractIterativeRadonAlgorithm <: AbstractRadonAlgorithm end

Internal Interface

Reconstruction algorithms in AbstractImageReconstruction.jl are expected to be implemented in the form of distinct processing steps, implemented in their own process methods. The process function takes an algorithm, parameters, and inputs and returns the result of the processing step. If no function is defined for an instance of an algorithm, the default implementation is called. This method tries to call the function process with the type of the algorithm:

process(algo::AbstractImageReconstructionAlgorithm, param::AbstractImageReconstructionParameters, inputs...) = process(typeof(algo), param, inputs...)

The implementation of reconstruction algorithms is therefore expected to either implement the process function for the algorithm type or for the instance. Dispatch on instances allow an instance to change its state, while dispatch on types allows for pure helper functions.

A process itself can invoke other process functions to enable multiple processing steps and generally have arbitarry control flow. It is not required to implement a straight-foward pipeline. We will see this later when we implementd our algorithms.

Let's define a preprocessing step that we can share between our algorithms. We want to allow the user to select certain frames from a time series and average them. We will use the @kwdef macro to provide constructor with keyword arguments and default values

using Statistics
+Base.@kwdef struct RadonPreprocessingParameters <: AbstractRadonPreprocessingParameters
+  frames::Vector{Int64} = []
+  numAverages::Int64 = 1
+end
+function AbstractImageReconstruction.process(::Type{<:AbstractRadonAlgorithm}, params::RadonPreprocessingParameters, data::AbstractArray{T, 4}) where {T}
+  frames = isempty(params.frames) ? (1:size(data, 4)) : params.frames
+  data = data[:, :, :, frames]
+
+  if params.numAverages > 1
+    data = reshape(data, size(data)[1:3]..., params.numAverage, :)
+    data = dropdims(mean(data, dims = 4), dims = 4)
+  end
+
+  return data
+end

User Interface

A user of our package should be able to reconstruct images by calling the reconstruct function. This function takes an algorithm and an input and returns the reconstructed image. Internally, the reconstruct function calls the put! and take! functions of the algorithm to pass the input and retrieve the output. Algorithms must implement these functions and are expected to have FIFO behavior.

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diff --git a/previews/PR13/generated/example/2_direct/index.html b/previews/PR13/generated/example/2_direct/index.html new file mode 100644 index 0000000..004eacf --- /dev/null +++ b/previews/PR13/generated/example/2_direct/index.html @@ -0,0 +1,32 @@ + +Direct Reconstruction · AbstractImageReconstruction.jl

Direct Reconstruction

To implement our direct reconstruction algorithms we need to define a few more methods and types. We will start by defining the parameters for the backprojection and for the filtered backprojection. Afterwards we can implement the algorithm itself.

Parameters and Processing

For convenience we first introduce a new abstract type for the direct reconstruction paramters:

abstract type AbstractDirectRadonReconstructionParameters <: AbstractRadonReconstructionParameters end

The backprojection parameters are simple and only contain the number of angles:

Base.@kwdef struct RadonBackprojectionParameters <: AbstractDirectRadonReconstructionParameters
+  angles::Vector{Float64}
+end
Main.RadonBackprojectionParameters

The filtered backprojection parameters are more complex and contain the number of angles and optionally the filter which should be used:

Base.@kwdef struct RadonFilteredBackprojectionParameters <: AbstractDirectRadonReconstructionParameters
+  angles::Vector{Float64}
+  filter::Union{Nothing, Vector{Float64}} = nothing
+end
Main.RadonFilteredBackprojectionParameters

Since we have defined no default values for the angles, they are required to be set by the user. A more advanced implementation would also allow for the geometry to be set.

Next we will implement the process steps for both of our backprojection variants. Since RadonKA.jl expects 2D or 3D arrays we have to transform our time series accordingly.

function AbstractImageReconstruction.process(algoT::Type{<:AbstractDirectRadonAlgorithm}, params::AbstractDirectRadonReconstructionParameters, data::AbstractArray{T, 4}) where {T}
+  result = []
+  for i = 1:size(data, 4)
+    push!(result, process(algoT, params, view(data, :, :, :, i)))
+  end
+  return cat(result..., dims = 4)
+end
+AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::RadonBackprojectionParameters, data::AbstractArray{T, 3}) where {T} = RadonKA.backproject(data, params.angles)
+AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::RadonFilteredBackprojectionParameters, data::AbstractArray{T, 3}) where {T} = RadonKA.backproject_filtered(data, params.angles; filter = params.filter)

Algorithm

The direct reconstruction algorithm has essentially no state to store between reconstructions and thus only needs its parameters as fields. We want our algorithm to accept any combination of our preprocessing and direct reconstruction parameters. This we encode in a new type:

Base.@kwdef struct DirectRadonParameters{P <: AbstractRadonPreprocessingParameters, R <: AbstractDirectRadonReconstructionParameters} <: AbstractRadonParameters
+  pre::P
+  reco::R
+end

And the according processing step:

function AbstractImageReconstruction.process(algoT::Type{<:AbstractDirectRadonAlgorithm}, params::DirectRadonParameters{P, R}, data::AbstractArray{T, 4}) where {T, P<:AbstractRadonPreprocessingParameters, R<:AbstractDirectRadonReconstructionParameters}
+  data = process(algoT, params.pre, data)
+  return process(algoT, params.reco, data)
+end

Now we can define the algorithm type itself. Algorithms are usually constructed with one argument passing in the user parameters:

mutable struct DirectRadonAlgorithm{D <: DirectRadonParameters} <: AbstractDirectRadonAlgorithm
+  parameter::D
+  output::Channel{Any}
+  DirectRadonAlgorithm(parameter::D) where D = new{D}(parameter, Channel{Any}(Inf))
+end

And they implement a method to retrieve the used parameters:

AbstractImageReconstruction.parameter(algo::DirectRadonAlgorithm) = algo.parameter

Algorithms are assumed to be stateful. To ensure thread safety, we need to implement the lock and unlock functions. We will use the output channel as a lock:

Base.lock(algo::DirectRadonAlgorithm) = lock(algo.output)
+Base.unlock(algo::DirectRadonAlgorithm) = unlock(algo.output)

And implement the put! and take! functions, mimicking the behavior of a FIFO channel for reconstructions:

Base.take!(algo::DirectRadonAlgorithm) = Base.take!(algo.output)
+function Base.put!(algo::DirectRadonAlgorithm, data::AbstractArray{T, 4}) where {T}
+  lock(algo) do
+    put!(algo.output, process(algo, algo.parameter, data))
+  end
+end

The way the behaviour is implemented here, the algorithm does not buffer any inputs and instead blocks until the currenct reconstruction is done. Outputs are stored until they are retrieved.

With wait and isready we can check if the algorithm is currently processing data or if it is ready to accept new inputs:

Base.wait(algo::DirectRadonAlgorithm) = wait(algo.output)
+Base.isready(algo::DirectRadonAlgorithm) = isready(algo.output)

This page was generated using Literate.jl.

diff --git a/previews/PR13/generated/example/3_direct_result/0f638e45.png b/previews/PR13/generated/example/3_direct_result/0f638e45.png new file mode 100644 index 0000000..b7f9b62 Binary files /dev/null and b/previews/PR13/generated/example/3_direct_result/0f638e45.png differ diff --git a/previews/PR13/generated/example/3_direct_result/index.html b/previews/PR13/generated/example/3_direct_result/index.html new file mode 100644 index 0000000..04af879 --- /dev/null +++ b/previews/PR13/generated/example/3_direct_result/index.html @@ -0,0 +1,14 @@ + +Direct Reconstruction Result · AbstractImageReconstruction.jl

Direct Reconstruction Result

Now that we have implemented our direct reconstruction algorithm, we can use it to reconstruct for example the first three images of our time series. We first prepare our parameters:

pre = RadonPreprocessingParameters(frames = collect(1:3))
+back_reco = RadonBackprojectionParameters(;angles)
+filter_reco = RadonFilteredBackprojectionParameters(;angles);

Then we can construct the algorithms:

algo_back = DirectRadonAlgorithm(DirectRadonParameters(pre, back_reco))
+algo_filter = DirectRadonAlgorithm(DirectRadonParameters(pre, filter_reco));

And apply them to our sinograms:

imag_back = reconstruct(algo_back, sinograms)
+imag_filter = reconstruct(algo_filter, sinograms);

Finally we can visualize the results:

fig = Figure()
+for i = 1:3
+  plot_image(fig[i,1], reverse(images[:, :, 24, i]))
+  plot_image(fig[i,2], sinograms[:, :, 24, i])
+  plot_image(fig[i,3], reverse(imag_back[:, :, 24, i]))
+  plot_image(fig[i,4], reverse(imag_filter[:, :, 24, i]))
+end
+resize_to_layout!(fig)
+fig
Example block output

To add new functionality to our direct reconstruction algorithm, we can simply add new preprocessing or reconstruction parameters and implement the according processing steps. This way we can easily extend our algorithm to support new features. We can also define our own file format to store the results of our reconstruction algorithms or dispatch our preprocessing on files and pass files instead of the sinograms directly.

The way we use the algorithms here, requires the user to reconstruct the algorithm for each changed parameter. After we implement the more complex iterative reconstructions, we will take a look at how to make this process more manageable.

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diff --git a/previews/PR13/generated/example/4_iterative/index.html b/previews/PR13/generated/example/4_iterative/index.html new file mode 100644 index 0000000..e4c6d6d --- /dev/null +++ b/previews/PR13/generated/example/4_iterative/index.html @@ -0,0 +1,46 @@ + +Iterative Reconstruction · AbstractImageReconstruction.jl

Iterative Reconstruction

In this section we implement a more complex iterative reconstruction algorithm. We will use iterative solvers provided by RegularizedLeastSquares.jl. These solver feature a variety of arguments, in this example we will just focus on the parameters for the number of iterations and regularization. Each solver requires either a matrix or a matrix-free linear operator which implements multiplication with a vector as input. We will use LinearOperatorCollection.jl, which implements a wrapper around RadonKA.

For this example, we will further assume that the construction of this operator is costly and should be done only once. This means our algorithm will be stateful and has to store the operator.

Parameters and Processing

We will start by defining the parameters for the algorithm and the processing steps. Afterwards we can implement the algorithm itself. Since we will use the same preprocessing as for the direct reconstruction, we can reuse the parameters and processing steps and jump directly to the iterative parameters:

using RegularizedLeastSquares, LinearOperatorCollection
+abstract type AbstractIterativeRadonReconstructionParameters <: AbstractRadonReconstructionParameters end
+Base.@kwdef struct IterativeRadonReconstructionParameters{S <: AbstractLinearSolver, R <: AbstractRegularization, N} <: AbstractIterativeRadonReconstructionParameters
+  solver::Type{S}
+  iterations::Int64
+  reg::Vector{R}
+  shape::NTuple{N, Int64}
+  angles::Vector{Float64}
+end

The parameters of this struct can be grouped into three catergories. The solver type just specifies which solver to use. The number of iterations and the regularization term could be abstracted into a nested AbstractRadonParameter which describe the parameters for the solver. Lastly the shape and angles are required to construct the linear operator.

Since we want to construct the linear operator only once, we will write the process method with the operator as a given argument:

function AbstractImageReconstruction.process(::Type{<:AbstractIterativeRadonAlgorithm}, params::IterativeRadonReconstructionParameters, op, data::AbstractArray{T, 4}) where {T}
+  solver = createLinearSolver(params.solver, op; iterations = params.iterations, reg = params.reg)
+
+  result = similar(data, params.shape..., size(data, 4))
+
+  for i = 1:size(data, 4)
+    result[:, :, :, i] = solve!(solver, vec(data[:, :, :, i]))
+  end
+
+  return result
+end

Later we need to define to create the operator and pass it to this process method.

Algorithm

Similar to the direct reconstruction algorithm, we want our iterative algorithm to accept both preprocessing and reconstruction parameters. We will encode this in a new type:

Base.@kwdef struct IterativeRadonParameters{P<:AbstractRadonPreprocessingParameters, R<:AbstractIterativeRadonReconstructionParameters} <: AbstractRadonParameters
+  pre::P
+  reco::R
+end

Instead of defining essentially the same struct again, we could also define a more generic one and specify the supported reconstruction parameter as type constraints in the algorithm constructor.

Unlike the direct reconstruction algorithm, the iterative algorithm has to store the linear operator. We will store it as a field in the algorithm type:

mutable struct IterativeRadonAlgorithm{D <: IterativeRadonParameters} <: AbstractIterativeRadonAlgorithm
+  parameter::D
+  op::Union{Nothing, AbstractLinearOperator}
+  output::Channel{Any}
+end

We will set the operator to nothing in the constructor:

function IterativeRadonAlgorithm(parameter::D) where D
+  return IterativeRadonAlgorithm{D}(parameter, nothing, Channel{Any}(Inf))
+end
Main.IterativeRadonAlgorithm

Next we implement the process method for our reconstruction parameters and an algorithm instance. This allows us to access the operator and pass it to the processing step:

function AbstractImageReconstruction.process(algo::IterativeRadonAlgorithm, params::IterativeRadonParameters{P, R}, data::AbstractArray{T, 4}) where {T, P<:AbstractRadonPreprocessingParameters, R<:AbstractIterativeRadonReconstructionParameters}
+  data = process(algo, params.pre, data)
+  return process(algo, params.reco, algo.op, data)
+end

Note that initially the operator is nothing and the processing step would fail as it stands. To "fix" this we define a process method for the algorithm instance which creates the operator and stores it in the algorithm:

function AbstractImageReconstruction.process(algo::IterativeRadonAlgorithm, params::IterativeRadonReconstructionParameters, ::Nothing, data::AbstractArray{T, 4}) where {T}
+  op = RadonOp(T; shape = params.shape, angles = params.angles)
+  algo.op = op
+  return process(AbstractIterativeRadonAlgorithm, params, op, data)
+end

Our algorithm is not type stable. To fix this, we would need to know the element type of the sinograms during construction. Which is possible with a different parameterization of the algorithm. We will not do this here. Often times the performance impact of this is negligible as the critical sections are in the preprocessing or the iterative solver, especially since we still dispatch on the operator.

To finish up the implementation we need to implement the remaining runtime related functions:

Base.take!(algo::IterativeRadonAlgorithm) = Base.take!(algo.output)
+function Base.put!(algo::IterativeRadonAlgorithm, data::AbstractArray{T, 4}) where {T}
+  lock(algo.output) do
+    put!(algo.output, process(algo, algo.parameter, data))
+  end
+end
+Base.lock(algo::IterativeRadonAlgorithm) = lock(algo.output)
+Base.unlock(algo::IterativeRadonAlgorithm) = unlock(algo.output)
+Base.isready(algo::IterativeRadonAlgorithm) = isready(algo.output)
+Base.wait(algo::IterativeRadonAlgorithm) = wait(algo.output)
+AbstractImageReconstruction.parameter(algo::IterativeRadonAlgorithm) = algo.parameter

This page was generated using Literate.jl.

diff --git a/previews/PR13/generated/example/5_iterative_result/6e63013a.png b/previews/PR13/generated/example/5_iterative_result/6e63013a.png new file mode 100644 index 0000000..fc98935 Binary files /dev/null and b/previews/PR13/generated/example/5_iterative_result/6e63013a.png differ diff --git a/previews/PR13/generated/example/5_iterative_result/aa5e227e.png b/previews/PR13/generated/example/5_iterative_result/aa5e227e.png new file mode 100644 index 0000000..ca1d222 Binary files /dev/null and b/previews/PR13/generated/example/5_iterative_result/aa5e227e.png differ diff --git a/previews/PR13/generated/example/5_iterative_result/index.html b/previews/PR13/generated/example/5_iterative_result/index.html new file mode 100644 index 0000000..47afbdd --- /dev/null +++ b/previews/PR13/generated/example/5_iterative_result/index.html @@ -0,0 +1,85 @@ + +Iterative Reconstruction Result · AbstractImageReconstruction.jl

Iterative Reconstruction Result

We can now use the iterative algorithms to reconstruct the first three images of our time series. We first prepare our parameters. For this example we will use the Conjugate Gradient Normal Residual solver with 20 iterations and a L2 regularization of 0.001. Furthermore, we will project the final result to positive values:

pre = RadonPreprocessingParameters(frames = collect(1:3))
+iter_reco = IterativeRadonReconstructionParameters(; shape = size(images)[1:3], angles = angles, iterations = 20, reg = [L2Regularization(0.001), PositiveRegularization()], solver = CGNR);

Again we can construct the algorithm with our parameters:

algo_iter = IterativeRadonAlgorithm(IterativeRadonParameters(pre, iter_reco));

And apply it to our sinograms:

imag_iter = reconstruct(algo_iter, sinograms);

Finally we can visualize the results:

fig = Figure()
+for i = 1:3
+  plot_image(fig[i,1], reverse(images[:, :, 24, i]))
+  plot_image(fig[i,2], sinograms[:, :, 24, i])
+  plot_image(fig[i,3], reverse(imag_iter[:, :, 24, i]))
+end
+resize_to_layout!(fig)
+fig
Example block output

As was already mentioned for the direct reconstruction, the iterative algorithm also needs to be recreated for any parameter change. This can already be quite tedious with the number of parameters we have here. To make this process easier, we can use the RecoPlan feature of AbstractImageReconstruction. This allows us to define a plan for the reconstruction, which can then be used to easily reconstruct the images.

RecoPlan

A RecoPlan is a thin-wrapper around nested key-value pairs that represent the same tree structure of our algorithm and parameters. The plan can be fully parametertized and then used to create the algorithm. But it can also miss parameters and describe the structure of the algorithm only. This can be useful to create a template for the reconstruction, which can be filled with parameters later on.

We can create a plan from our algorithm:

plan = toPlan(algo_iter)
RecoPlan{Main.OurRadonReco.IterativeRadonAlgorithm}
+└─ parameter::RecoPlan{Main.OurRadonReco.IterativeRadonParameters}
+   ├─ reco::RecoPlan{Main.OurRadonReco.IterativeRadonReconstructionParameters}
+   │  ├─ iterations = 20
+   │  ├─ solver = CGNR
+   │  ├─ reg = AbstractRegularization[L2Regularization{Float64}(0.001), PositiveRegularization()]
+   │  ├─ angles = [0.0, 0.01232, 0.0246399, 0.0369599, 0.0492799, 0.0615999, 0.0739198, 0.0862398, 0.0985598, 0.11088  …  3.03071, 3.04303, 3.05535, 3.06767, 3.07999, 3.09231, 3.10463, 3.11695, 3.12927, 3.14159]
+   │  └─ shape = (64, 64, 64)
+   └─ pre::RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}
+      ├─ numAverages = 1
+      └─ frames = [1, 2, 3]
+

The parameters of our plan can be accessed/traversed the same way as the algorithm:

plan.parameter.pre.frames == algo_iter.parameter.pre.frames
true

And each nested algorithm and parameter struct was converted to a plan:

typeof(plan.parameter.pre)
RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}

Unlike the algorithm, we can easily change the parameters of the plan:

plan.parameter.reco.iterations = 30
+plan.parameter.pre.frames = collect(1:5)
5-element Vector{Int64}:
+ 1
+ 2
+ 3
+ 4
+ 5

Instead of traversing the properties of the plan/algorithm, we can also use the setAll! function to set all parameters of the same of the plan at once:

setAll!(plan, :solver, FISTA);

This also works with dictionaries of symbols and values:

dict = Dict{Symbol, Any}(:reg => [L1Regularization(0.001), PositiveRegularization()])
+setAll!(plan, dict);

Once we have parametertized our plan, we can build the algorithm from it:

algo_iter = build(plan)
+imag_iter = reconstruct(algo_iter, sinograms)
+fig = Figure()
+for i = 1:5
+  plot_image(fig[i,1], reverse(images[:, :, 24, i]))
+  plot_image(fig[i,2], sinograms[:, :, 24, i])
+  plot_image(fig[i,3], reverse(imag_iter[:, :, 24, i]))
+end
+resize_to_layout!(fig)
+fig
Example block output

It's also possible to clear the plan and remove all set parameters. By default this preserves the structure of the plan. Such a plan can be used as a template for further reconstructions and stored as a TOML file:

toTOML(stdout, plan) # to save to file use `savePlan("path/to/file.toml", plan)`
_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.IterativeRadonAlgorithm}"
+
+[parameter]
+_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.IterativeRadonParameters}"
+
+    [parameter.reco]
+    iterations = 30
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.IterativeRadonReconstructionParameters}"
+    angles = [0.0, 0.012319971190548208, 0.024639942381096416, 0.036959913571644624, 0.04927988476219283, 0.06159985595274104, 0.07391982714328925, 0.08623979833383746, 0.09855976952438567, 0.11087974071493388, 0.12319971190548208, 0.1355196830960303, 0.1478396542865785, 0.1601596254771267, 0.17247959666767493, 0.18479956785822313, 0.19711953904877133, 0.20943951023931953, 0.22175948142986776, 0.23407945262041596, 0.24639942381096416, 0.25871939500151236, 0.2710393661920606, 0.28335933738260877, 0.295679308573157, 0.3079992797637052, 0.3203192509542534, 0.3326392221448016, 0.34495919333534986, 0.35727916452589803, 0.36959913571644626, 0.38191910690699443, 0.39423907809754266, 0.4065590492880909, 0.41887902047863906, 0.4311989916691873, 0.4435189628597355, 0.4558389340502837, 0.4681589052408319, 0.4804788764313801, 0.4927988476219283, 0.5051188188124766, 0.5174387900030247, 0.5297587611935729, 0.5420787323841212, 0.5543987035746694, 0.5667186747652175, 0.5790386459557658, 0.591358617146314, 0.6036785883368622, 0.6159985595274104, 0.6283185307179586, 0.6406385019085068, 0.6529584730990551, 0.6652784442896033, 0.6775984154801514, 0.6899183866706997, 0.7022383578612479, 0.7145583290517961, 0.7268783002423443, 0.7391982714328925, 0.7515182426234407, 0.7638382138139889, 0.7761581850045371, 0.7884781561950853, 0.8007981273856335, 0.8131180985761818, 0.82543806976673, 0.8377580409572781, 0.8500780121478264, 0.8623979833383746, 0.8747179545289228, 0.887037925719471, 0.8993578969100192, 0.9116778681005674, 0.9239978392911157, 0.9363178104816638, 0.948637781672212, 0.9609577528627602, 0.9732777240533085, 0.9855976952438567, 0.9979176664344048, 1.010237637624953, 1.0225576088155013, 1.0348775800060495, 1.0471975511965976, 1.0595175223871458, 1.0718374935776942, 1.0841574647682424, 1.0964774359587905, 1.1087974071493387, 1.121117378339887, 1.133437349530435, 1.1457573207209835, 1.1580772919115316, 1.1703972631020798, 1.182717234292628, 1.1950372054831762, 1.2073571766737243, 1.2196771478642727, 1.231997119054821, 1.244317090245369, 1.2566370614359172, 1.2689570326264654, 1.2812770038170136, 1.2935969750075618, 1.3059169461981102, 1.3182369173886583, 1.3305568885792065, 1.3428768597697547, 1.3551968309603029, 1.367516802150851, 1.3798367733413994, 1.3921567445319476, 1.4044767157224958, 1.416796686913044, 1.4291166581035921, 1.4414366292941403, 1.4537566004846887, 1.4660765716752369, 1.478396542865785, 1.4907165140563332, 1.5030364852468814, 1.5153564564374296, 1.5276764276279777, 1.5399963988185261, 1.5523163700090743, 1.5646363411996225, 1.5769563123901706, 1.5892762835807188, 1.601596254771267, 1.6139162259618154, 1.6262361971523636, 1.6385561683429117, 1.65087613953346, 1.663196110724008, 1.6755160819145563, 1.6878360531051044, 1.7001560242956528, 1.712475995486201, 1.7247959666767492, 1.7371159378672973, 1.7494359090578455, 1.7617558802483937, 1.774075851438942, 1.7863958226294903, 1.7987157938200384, 1.8110357650105866, 1.8233557362011348, 1.835675707391683, 1.8479956785822313, 1.8603156497727795, 1.8726356209633277, 1.8849555921538759, 1.897275563344424, 1.9095955345349722, 1.9219155057255204, 1.9342354769160688, 1.946555448106617, 1.9588754192971651, 1.9711953904877133, 1.9835153616782615, 1.9958353328688097, 2.008155304059358, 2.020475275249906, 2.0327952464404544, 2.0451152176310026, 2.0574351888215507, 2.069755160012099, 2.082075131202647, 2.0943951023931953, 2.1067150735837434, 2.1190350447742916, 2.1313550159648402, 2.1436749871553884, 2.1559949583459366, 2.1683149295364847, 2.180634900727033, 2.192954871917581, 2.2052748431081293, 2.2175948142986774, 2.2299147854892256, 2.242234756679774, 2.254554727870322, 2.26687469906087, 2.2791946702514188, 2.291514641441967, 2.303834612632515, 2.3161545838230633, 2.3284745550136114, 2.3407945262041596, 2.353114497394708, 2.365434468585256, 2.377754439775804, 2.3900744109663523, 2.4023943821569005, 2.4147143533474487, 2.427034324537997, 2.4393542957285455, 2.4516742669190936, 2.463994238109642, 2.47631420930019, 2.488634180490738, 2.5009541516812863, 2.5132741228718345, 2.5255940940623827, 2.537914065252931, 2.550234036443479, 2.562554007634027, 2.5748739788245754, 2.5871939500151235, 2.599513921205672, 2.6118338923962203, 2.6241538635867685, 2.6364738347773167, 2.648793805967865, 2.661113777158413, 2.673433748348961, 2.6857537195395094, 2.6980736907300575, 2.7103936619206057, 2.722713633111154, 2.735033604301702, 2.7473535754922502, 2.759673546682799, 2.771993517873347, 2.784313489063895, 2.7966334602544434, 2.8089534314449915, 2.8212734026355397, 2.833593373826088, 2.845913345016636, 2.8582333162071842, 2.8705532873977324, 2.8828732585882806, 2.8951932297788288, 2.9075132009693774, 2.9198331721599255, 2.9321531433504737, 2.944473114541022, 2.95679308573157, 2.9691130569221182, 2.9814330281126664, 2.9937529993032146, 3.0060729704937628, 3.018392941684311, 3.030712912874859, 3.0430328840654073, 3.0553528552559555, 3.067672826446504, 3.0799927976370522, 3.0923127688276004, 3.1046327400181486, 3.1169527112086968, 3.129272682399245, 3.141592653589793]
+
+        [parameter.reco.shape]
+        1 = 64
+        2 = 64
+        _module = "Core"
+        _type = "Tuple"
+        3 = 64
+
+        [[parameter.reco.reg]]
+        "λ" = 0.001
+        _module = "RegularizedLeastSquares"
+        _type = "L1Regularization"
+
+        [parameter.reco.solver]
+        _module = "RegularizedLeastSquares"
+        _type = "Type"
+        _value = "RegularizedLeastSquares.FISTA"
+
+    [parameter.pre]
+    frames = [1, 2, 3, 4, 5]
+    numAverages = 1
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}"

After clearing we just have the structure of the plan left:

clear!(plan)
+toTOML(stdout, plan) # to save to file use `savePlan("path/to/file.toml", plan)`
_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.IterativeRadonAlgorithm}"
+
+[parameter]
+_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.IterativeRadonParameters}"
+
+    [parameter.reco]
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.IterativeRadonReconstructionParameters}"
+
+    [parameter.pre]
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}"

Note that the serialization here is not the same as storing the binary representation of the algorithm or the RecoPlan. We essentially store key-value pairs which can be used in keyword-argument constructors to recreate the algorithm, however depending on the version of our Reco package, the underlying structs might change. It is also possible to define custom serialization and deserialization functions for a plan's parameters.

For more information on RecoPlan, see the how-to guides in the documentation.

This page was generated using Literate.jl.

diff --git a/previews/PR13/generated/howto/caching/index.html b/previews/PR13/generated/howto/caching/index.html new file mode 100644 index 0000000..7a40b71 --- /dev/null +++ b/previews/PR13/generated/howto/caching/index.html @@ -0,0 +1,60 @@ + +Caching · AbstractImageReconstruction.jl

Caching

Image reconstruction algorithms can be computationally expensive. To avoid unnecessary recomputations, we can cache the results of processing steps. This can be especially helpful if a user wants to change parameters of an algorithm that only impact parts of the processing. We have seen a small example of caching in the IterativeRadonAlgorithm implementation. There the algorithm itself cached a result in its properties. AbstractImageReconstruction provides a more general caching mechanism that can be used for any processing step. However, the caching mechanism is not enabled by default and has to be explicitly implemented by the algorithm developer.

This How-To builds on the results of the example sections.

ProcessResultCache

The caching mechanism is based on the ProcessResultCache type. This type wraps around a different ÀbstractImageReconstructionParameter and caches the result of a processing step. The cache itself is connected to a RecoPlan and any instances build from the same plan instance share this cache and can reuse the result of the processing step.

Let's implement the ProcessResultCache type for the Radon preprocessing step. We first define a struct a very costly preprocessing step:

Base.@kwdef struct CostlyPreprocessingParameters <: AbstractRadonPreprocessingParameters
+  frames::Vector{Int64} = []
+  runtime::Float64 = 1.0
+end
+function AbstractImageReconstruction.process(::Type{<:AbstractRadonAlgorithm}, params::CostlyPreprocessingParameters, data::AbstractArray{T, 4}) where {T}
+  frames = isempty(params.frames) ? (1:size(data, 4)) : params.frames
+  data = data[:, :, :, frames]
+  @info "Very costly preprocessing step"
+  sleep(params.runtime)
+  return data
+end

Now we can define a processing step that internally uses another processing step. We allow this inner parameter to be cached by considering the following Union:

Base.@kwdef struct RadonCachedPreprocessingParameters{P <: AbstractRadonPreprocessingParameters} <: AbstractRadonPreprocessingParameters
+  params::Union{P, ProcessResultCache{P}}
+end

Note that this case is a bit artifical and a more sensible place would be the algorithm parameters themselves. However, for the case of simplicity we did not introduce the concept in the example. In this artifical case we just pass the parameters to the processing step. A real implementation might do some more processing with the result of the inner processing step:

AbstractImageReconstruction.process(algoT::Type{<:AbstractRadonAlgorithm}, params::RadonCachedPreprocessingParameters, args...) = process(algoT, params.params, args...)

We deliberaly implement the process function for algorithm type to avoid our cache being invalided by state changes of an algoritm instance.

Now we construct a plan for a direct reconstruction algorithm that uses the costly preprocessing step:

pre = CostlyPreprocessingParameters(; frames = collect(1:3), runtime = 1.0)
+preCached = RadonCachedPreprocessingParameters(ProcessResultCache(pre, maxsize = 2))
+prePlan = toPlan(preCached)
+recoPlan = RecoPlan(IterativeRadonReconstructionParameters; angles = angles, shape = size(images)[1:3],
+            iterations = 10, reg = [L2Regularization(0.001), PositiveRegularization()], solver = CGNR)
+params = RecoPlan(IterativeRadonParameters; pre = prePlan, reco = recoPlan)
+plan = RecoPlan(IterativeRadonAlgorithm; parameter = params)
RecoPlan{Main.OurRadonReco.IterativeRadonAlgorithm}
+└─ parameter::RecoPlan{Main.OurRadonReco.IterativeRadonParameters}
+   ├─ reco::RecoPlan{Main.OurRadonReco.IterativeRadonReconstructionParameters}
+   │  ├─ iterations = 10
+   │  ├─ solver = CGNR
+   │  ├─ reg = AbstractRegularization[L2Regularization{Float64}(0.001), PositiveRegularization()]
+   │  ├─ angles = [0.0, 0.01232, 0.0246399, 0.0369599, 0.0492799, 0.0615999, 0.0739198, 0.0862398, 0.0985598, 0.11088  …  3.03071, 3.04303, 3.05535, 3.06767, 3.07999, 3.09231, 3.10463, 3.11695, 3.12927, 3.14159]
+   │  └─ shape = (64, 64, 64)
+   └─ pre::RecoPlan{Main.RadonCachedPreprocessingParameters}
+      └─ params::RecoPlan{Main.CostlyPreprocessingParameters} [Cached, 2]
+         ├─ runtime = 1.0
+         └─ frames = [1, 2, 3]
+

When we built the algorithm from the plan, the costly preprocessing step is only executed once and the result is cached and can be reused:

algo = build(plan)
+reconstruct(algo, sinograms);
+reconstruct(algo, sinograms);
[ Info: Very costly preprocessing step

If we change the parameters of the algorithms without affecting the preprocessing step, we can still reuse the cached result:

setAll!(plan, :iterations, 5)
+algo = build(plan)
+reconstruct(algo, sinograms);
+plan.parameter.reco.iterations == 5
true

ProcessResultCache uses a least recently used (LRU) strategy to store the results. The cache size can be set by the user and defaults to 1. If the cache is full, the least recently used result is removed from the cache.

The cache is checked with a key formed with the hash of all arguments of the processing step. AbstractImageReconstruction provides a default hash method for AbstractImageReconstructionParameters`, which hashes all properties of a parameter.

Other methods of cache invalidation are creating a new plan or manual invalidation of the cache:

empty!(algo.parameter.pre.params)
+reconstruct(algo, sinograms);
[ Info: Very costly preprocessing step

Caches support serialization like other RecoPlans:

clear!(plan)
+toTOML(stdout, plan)
_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.IterativeRadonAlgorithm}"
+
+[parameter]
+_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.IterativeRadonParameters}"
+
+    [parameter.reco]
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.IterativeRadonReconstructionParameters}"
+
+    [parameter.pre]
+    _module = "Main"
+    _type = "RecoPlan{Main.RadonCachedPreprocessingParameters}"
+
+        [parameter.pre.params]
+        _module = "AbstractImageReconstruction"
+        _type = "RecoPlan{ProcessResultCache}"
+
+            [parameter.pre.params.param]
+            _module = "Main"
+            _type = "RecoPlan{Main.CostlyPreprocessingParameters}"

This page was generated using Literate.jl.

diff --git a/previews/PR13/generated/howto/observables/index.html b/previews/PR13/generated/howto/observables/index.html new file mode 100644 index 0000000..ba17418 --- /dev/null +++ b/previews/PR13/generated/howto/observables/index.html @@ -0,0 +1,68 @@ + +Observables · AbstractImageReconstruction.jl

Observables

Observables from Observables.jl are containers which can invoke callbacks whenever their stored value is changed. Each property of a RecoPlan is an Òbservable to which functions can be attached. These function listen to changes of the Observables value. This can be used to store "logic" about the parameter within a plan, such as a function to update and visualize the current state of a plan or to calculate default values whenever a parameter changes.

In this documentation we will focus on the interaction between RecoPlans and Observables. For more details on the Observables API we refer to the package and Makie documentation.

using Observables
+plan = RecoPlan(DirectRadonAlgorithm; parameter = RecoPlan(DirectRadonParameters;
+        pre = RecoPlan(RadonPreprocessingParameters; frames = collect(1:3)),
+        reco = RecoPlan(RadonBackprojectionParameters; angles = angles)))
RecoPlan{Main.OurRadonReco.DirectRadonAlgorithm}
+└─ parameter::RecoPlan{Main.OurRadonReco.DirectRadonParameters}
+   ├─ reco::RecoPlan{Main.OurRadonReco.RadonBackprojectionParameters}
+   │  └─ angles = [0.0, 0.01232, 0.0246399, 0.0369599, 0.0492799, 0.0615999, 0.0739198, 0.0862398, 0.0985598, 0.11088  …  3.03071, 3.04303, 3.05535, 3.06767, 3.07999, 3.09231, 3.10463, 3.11695, 3.12927, 3.14159]
+   └─ pre::RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}
+      ├─ numAverages
+      └─ frames = [1, 2, 3]
+

You can interact with parameters as if they are "normal" properties of a nested struct, which we shown in previous examples:

length(plan.parameter.pre.frames) == 3
true

Internally, these properties are stored as Observables to which we can attach functions:

on(plan.parameter.pre, :frames) do val
+  @info "Number of frames: $(length(val))"
+end
+setAll!(plan, :frames, collect(1:42))
[ Info: Number of frames: 42

Clearing the plan also resets the Observables and removes all listeners:

clear!(plan)
+setAll!(plan, :frames, collect(1:3))
+plan.parameter.pre.frames
3-element Vector{Int64}:
+ 1
+ 2
+ 3

To directly access the Observable of a property you can use getindex on the plan with the property name:

plan.parameter.pre[:frames]
Observable{Any}([1, 2, 3])
+

Observables can also be used to connect two properties of a plan. For example, we can set the number of averages to the number of frames:

on(plan.parameter.pre, :frames) do val
+  plan.parameter.pre.numAverages = length(val)
+end
+setAll!(plan, :frames, collect(1:42))
+plan.parameter.pre.numAverages
42

It is important to avoid circular dependencies when connecting Observables, as this can lead to infinite loops of callbacks. Also note that the connection shown above will always overwrite the number of averages even if a user has set the value manually:

plan.parameter.pre.numAverages = 5
+setAll!(plan, :frames, collect(1:42))
+plan.parameter.pre.numAverages
42

To connect two properties without overwriting user-prvided values, we can use the LinkedPropertyListener provided by AbstractImageReconstruction:

clear!(plan)
+listener = LinkedPropertyListener(plan.parameter.pre, :numAverages, plan.parameter.pre, :frames) do val
+  @info "Setting default numAverages value to: $(length(val))"
+  return length(val)
+end
+plan.parameter.pre.frames = collect(1:42)
+plan.parameter.pre.numAverages = 1
+plan.parameter.pre.frames = collect(1:3)
3-element Vector{Int64}:
+ 1
+ 2
+ 3

The LinkedPropertyListener can also be serialized and deserialized with the plan. However, for the function to be properly serialized, it should be a named function:

clear!(plan)
+defaultAverages(val) = length(val)
+LinkedPropertyListener(defaultAverages, plan.parameter.pre, :numAverages, plan.parameter.pre, :frames)
+plan.parameter.pre.frames = collect(1:42)
+@info plan.parameter.pre.numAverages == 42
+toTOML(stdout, plan)
[ Info: true
+_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.DirectRadonAlgorithm}"
+
+[parameter]
+_module = "Main.OurRadonReco"
+_type = "RecoPlan{Main.OurRadonReco.DirectRadonParameters}"
+
+    [parameter.reco]
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.RadonBackprojectionParameters}"
+
+    [parameter.pre]
+    frames = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42]
+    numAverages = 42
+    _module = "Main.OurRadonReco"
+    _type = "RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}"
+
+        [[parameter.pre._listener.numAverages]]
+        field = "frames"
+        _module = "AbstractImageReconstruction"
+        _type = "LinkedPropertyListener"
+        plan = ["parameter", "pre"]
+
+            [parameter.pre._listener.numAverages.fn]
+            _module = "Main"
+            _type = "defaultAverages"

To serialize custom listener one can inherit from AbstractPlanListener and follow the serialization How-To to implement the serialization. Listener are deserialized after the plan is built and the parameters are set. This means that the listener can access the parameters of the plan and the plan itself. For deserialization the listener has to implement loadListener!(::Type{<:AbstractPlanListener}, plan::RecoPlan, field::Symbol, dict::Dict{String, Any}, args...).

This page was generated using Literate.jl.

diff --git a/previews/PR13/generated/howto/serialization/index.html b/previews/PR13/generated/howto/serialization/index.html new file mode 100644 index 0000000..7d1efd4 --- /dev/null +++ b/previews/PR13/generated/howto/serialization/index.html @@ -0,0 +1,55 @@ + +Serialization · AbstractImageReconstruction.jl

Serialization

As was shown in the example, a RecoPlan AbstractImageReconstruction can be used to easily parametrize reconstruction algorithms or provide a template structure. Serializing and deserializing a plan can therefore be used to provide templates of algorithms as well as storing a fully parametrized algorithm to reproduce a reconstruction later on. The main goal of serialization is not to store and restore the concrete binary representation of the algorithm, but to store the parameters and the structure of the algorithm. Changes to parameters or algorithms internals could thus still be supported by a deserialized plan, as long as the keyword arguments of the constructor are still valid.

Warning

Serialization is still in an experimental state and might change in the future. It is intended as a best-effort feature to provide a way to store and load plans. Depending on the Julia version, the reconstruction package in question and the complexity of custom structs used in the parameters, serialization might not work as expected.

RecoPlans are serialized as TOML files using the TOML.jl standard library:

pre = RadonPreprocessingParameters(frames = collect(1:3))
+back_reco = RadonBackprojectionParameters(;angles)
+algo_back = DirectRadonAlgorithm(DirectRadonParameters(pre, back_reco))
+plan = toPlan(algo_back)
+clear!(plan)
+#toTOML(stdout, plan)
RecoPlan{Main.OurRadonReco.DirectRadonParameters}
+├─ reco::RecoPlan{Main.OurRadonReco.RadonBackprojectionParameters}
+│  └─ angles
+└─ pre::RecoPlan{Main.OurRadonReco.RadonPreprocessingParameters}
+   ├─ numAverages
+   └─ frames
+

Before serialization as a TOML file, the plan is turned into a nested dictionary using the functions toDict, toDict!, toDictValue and toDictValue!. The top-level function is toDict:

toDict(plan)
Dict{String, Any} with 3 entries:
+  "parameter" => Dict{String, Any}("reco"=>Dict{String, Any}("_module"=>Main.__…
+  "_module"   => Main.OurRadonReco
+  "_type"     => RecoPlan{DirectRadonAlgorithm}

This method creates a dictionary and records not only the value of the argument, but also the module and type name among other metadata. This metadata starts with a _ and is used during deserialization to recreate the correct types. After creating the dictionary, the function toDict! is called to add the argument and its metadata to the dictionary.

The value-representation of the argument is added to the dictionary using the toDictValue! method. The default toDictValue! for structs with fields adds each field of the argument as a key-value pair with the value being provided by the toDictValue function.

While AbstractImageReconstruction tries to provide default implementations, multiple dispatch can be used for custom serialization of types.

As an example we will add a new parameter struct for a filtered backprojection process using a given geometry:

export CustomGeomFilteredBackprojectionParameters
+Base.@kwdef struct CustomGeomFilteredBackprojectionParameters{G <: RadonGeometry} <: OurRadonReco.AbstractDirectRadonReconstructionParameters
+  angles::Vector{Float64}
+  filter::Union{Nothing, Vector{Float64}} = nothing
+  geometry::G
+end
+function AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::CustomGeomFilteredBackprojectionParameters, data::AbstractArray{T, 3}) where {T}
+  return RadonKA.backproject_filtered(data, params.angles; filter = params.filter, geometry = params.geometry)
+end

First we will take a look at the default serialization:

reco = RecoPlan(CustomGeomFilteredBackprojectionParameters; angles = [0.0],
+        geometry = RadonFlexibleCircle(size(sinograms, 1), [0.0, 0.0], [1.0, 1.0]))
+toTOML(stdout, reco)
_module = "Main"
+_type = "RecoPlan{Main.CustomGeomFilteredBackprojectionParameters}"
+angles = [0.0]
+
+[geometry]
+weights = [1.0, 1.0]
+N = 63
+in_height = [0.0, 0.0]
+_module = "RadonKA"
+_type = "RadonFlexibleCircle"
+out_height = [1.0, 1.0]

In this case the default seems to work, but we can also provide a custom serialization for the geometry. This is especially helpful for custom types that contain large amounts of data, which we don't want to serialize. An example of this could be a file with meeasurement data, where we just want to store the file path and not the whole data.

We want to serialize the geometry as a custom dictionary. For that we first need to override the default toDictValue method for the geometry:

AbstractImageReconstruction.toDictValue(value::RadonGeometry) = toDict(value)

This method is called when the fields for the CustomGeomFilteredBackprojectionParameters are serialized.

Now that we create a custom dict representation, we can override the behaviour after the metadata is recorded. For that we specialize the toDictValue! method:

function AbstractImageReconstruction.toDictValue!(dict, value::RadonFlexibleCircle)
+  dict["in"] = value.in_height
+  dict["out"] =  value.out_height
+  dict["N"] = value.N
+end

This results in our custom serialization:

toTOML(stdout, reco)
_module = "Main"
+_type = "RecoPlan{Main.CustomGeomFilteredBackprojectionParameters}"
+angles = [0.0]
+
+[geometry]
+out = [1.0, 1.0]
+N = 63
+_module = "RadonKA"
+_type = "RadonFlexibleCircle"
+in = [0.0, 0.0]

We also need to create the corresponding deserialization functions. This is done by defining a fromTOML method for the type. Since we defined our value to be represented as a dictionary, we will need to construct our type from a dictionary:

function AbstractImageReconstruction.fromTOML(::Type{<:RadonGeometry}, dict::Dict{String, Any})
+  return RadonFlexibleCircle(dict["N"], dict["in"], dict["out"])
+end

Finally, we can do a round-trip test to see if our serialization and deserialization works:

io = IOBuffer()
+toTOML(io, reco)
+seekstart(io)
+recoCopy = loadPlan(io, [Main, OurRadonReco, RadonKA])
+toTOML(stdout, recoCopy)

For deserialization we need to provide the module where the type is defined. This is necessary to "find" the correct type during deserialization that allows for the dispatch to the correct fromTOML method. Generally, this module selection can be done by the reconstruction package developer, though it is also possible for the user to add modules since they can easily extend algorithms with new processing steps.

This page was generated using Literate.jl.

diff --git a/previews/PR13/index.html b/previews/PR13/index.html new file mode 100644 index 0000000..d16d94d --- /dev/null +++ b/previews/PR13/index.html @@ -0,0 +1,14 @@ + +Home · AbstractImageReconstruction.jl

AbstractImageReconstruction.jl

Abstract Interface for Medical Image Reconstruction Packages

Introduction

AbstractImageReconstruction.jl is a Julia package that serves as the core API for medical imaging packages. It provides implementations an interface and type hierarchy to represent and implement image reconstruction algorithms, their parameters and runtime behaviour. In particular, this package serves as the API of the Julia packages MPIReco.jl.

Features

  • Reconstruction control flow defined with multiple-dispatch on extensible and exchangable type hierarchies
  • Storing, loading and manipulating of reconstruction algorithms with (partially) set parameters
  • Attaching callbacks to parameter changes with Observables.jl
  • Various generic utilities such as transparent caching of intermediate reconstruction results

Installation

Within Julia, use the package manager:

using Pkg
+Pkg.add("AbstractImageReconstruction")

AbstractImageReconstruction is not intended to be used alone, but together with an image reconstruction package that implements the provided interface, such as MPIReco.jl.

Usage

The actual construction of reconstruction algorithms depends on the implementation of the reconstruction package. Once an algorithm is constructed with the given parameters, images can be reconstructed as follows:

using AbstractImageReconstruction, MPIReco
+
+params = ... # Setup reconstruction paramter
+algo = ... # Setup chosen algorithm with params
+raw = ... # Setup raw data
+
+image = reconstruct(algo, raw)

An algorithm can be transformed into a RecoPlan. These are mutable and transparent wrappers around the nested types of the algorithm and its parameters, which can be saved and restored to and from TOML files.

plan = toPlan(algo)
+savePlan(MPIReco, "Example", plan)
+plan = loadPlan(MPIReco, "Example", [MPIReco, RegularizedLeastSquares, MPIFiles])
+
+algo2 = build(plan)
+algo == algo2 # true

Unlike concrete algorithm instances, a RecoPlan may still be missing certain values of its properties. Futhermore, they can encode the structure of an image reconstruction algorithm without concrete parameterization.

It is also possible to attach functions to RecoPlan properties, that call user-specified functions if they are changed using Observables.jl. This allows specific RecoPlans to provide smart default parameter choices or embedding a plan into a GUI.

diff --git a/previews/PR13/literate/example/0_radon_data.jl b/previews/PR13/literate/example/0_radon_data.jl new file mode 100644 index 0000000..d267c7f --- /dev/null +++ b/previews/PR13/literate/example/0_radon_data.jl @@ -0,0 +1,98 @@ +# # Radon Data + +# In this example we will set up our radon data using RadonKA.jl, ImagePhantoms.jl and ImageGeoms.jl. We will start with simple 2D images and their sinograms and continue with a time series of 3D images and sinograms. + +# ## Background +# The Radon transform is an integral transform that projects the values of a function(or a phantom) along straight lines onto a detector. +# These projections are recorded for a number of different angles and form the so-called sinogram. The Radon transform and its adjoint form the mathematical basis +# for computed tomography (CT) and other imaging modalities such as single photon emission computed tomography (SPECT) and positron emission tomography (PET). + +# ## 2D Phantom +# We will use a simple Shepp-Logan phantom to generate our Radon data. The phantom is a standard test image for medical imaging and consists of a number of ellipses with different intensities. +# It can be generated using ImagePhantoms.jl and ImageGeoms.jl. as follows: + +using ImagePhantoms, ImageGeoms +N = 256 +image = shepp_logan(N, SheppLoganToft()) +size(image) + +# This produces a 256x256 image of a Shepp-Logan phantom. Next, we will generate the Radon data using `radon` from RadonKA.jl. +# The arguments of this function are the image or phantom to be transformed, the angles at which the projections are taken, and the used geometry of the system. For this example we will use the default parallel circle geometry. +# For more details, we refer to the RadonKA.jl documentation. We will use 256 angles for the projections, between 0 and π. +using RadonKA +angles = collect(range(0, π, 256)) +sinogram = Array(RadonKA.radon(image, angles)) +size(sinogram) + + +# To visualize our progress so far, we will use CairoMakie.jl and a small helper function: +using CairoMakie +function plot_image(figPos, img; title = "", width = 150, height = 150) + ax = CairoMakie.Axis(figPos[1, 1]; yreversed=true, title, width, height) + hidedecorations!(ax) + hm = heatmap!(ax, img) + Colorbar(figPos[1, 2], hm) +end +fig = Figure() +plot_image(fig[1,1], image, title = "Image") +plot_image(fig[1,2], sinogram, title = "Sinogram") +resize_to_layout!(fig) +fig + +# ## 3D Pnantom +# RadonKA.jl also supports 3D Radon transforms. The first two dimensions are interpreted as the XY plane where the transform applied and the last dimensions is the rotational axis z of the projections. +# For that we need to create a 3D Shepp-Logan phantom. First we retrieve the parameters of the ellipsoids of the Shepp-Logan phantom: +shape = (64, 64, 64) +params = map(collect, ellipsoid_parameters(; fovs = shape)); + +# We then scale the intensities of the ellipsoids to [0.0, ..., 1.0]: +toft_settings = [1.0, -0.8, -0.2, -0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1] +for idx in eachindex(toft_settings) + params[idx][10] = toft_settings[idx] +end + +# Finally, we create the 3D Shepp-Logan phantom by defining and sampling our image geometry: +ob = ellipsoid(map(Tuple, params)) +ig = ImageGeom(;dims = shape) +image = phantom(axes(ig)..., ob) +size(image) + +# Now we can compute the 3D Radon transform of our phantom: +sinogram = Array(RadonKA.radon(image, angles)) +size(sinogram) + +# Let's visualize the 3D Radon data: +fig = Figure() +plot_image(fig[1,1], reverse(image[26,:,:]), title = "Slice YZ at z=26") +plot_image(fig[1,2], image[:,40,:], title = "Slice XZ at y=40") +plot_image(fig[2,1], reverse(image[:, :, 24]), title = "Slice XY at z=24") +plot_image(fig[2,2], reverse(sinogram[:,:,24]), title = "Sinogram at z=24") +plot_image(fig[3,1], reverse(image[:, :,16]), title = "Slice XY at z=16") +plot_image(fig[3,2], reverse(sinogram[:,:,16]), title = "Sinogram at z=16") +resize_to_layout!(fig) +fig + + +# ## Time Series of 3D Phantoms +# Lastly, we want to add a time dimension to our 3D phantom. For our example we will increase the intensity of the third ellipsoid every time step or frame. +images = similar(image, size(image)..., 5) +sinograms = similar(sinogram, size(sinogram)..., 5) +for (i, intensity) in enumerate(range(params[3][end], 0.3, 5)) + params[3][end] = intensity + local ob = ellipsoid(map(Tuple, params)) + local ig = ImageGeom(;dims = shape) + images[:, :, :, i] = phantom(axes(ig)..., ob) + sinograms[:, :, :, i] = Array(RadonKA.radon(images[:, :, :, i], angles)) +end +size(sinograms) + +fig = Figure() +for i = 1:5 + plot_image(fig[i,1], reverse(images[:, :, 24, i])) + plot_image(fig[i,2], sinograms[:, :, 24, i]) +end +resize_to_layout!(fig) +fig + +# The goal of our reconstruction package is now to recover an approximation of the time-series 3D phantoms from a given time-series of sinograms. +# In the next section we will introduce our class hierarchies and explore the API of AbstractImageReconstruction.jl. \ No newline at end of file diff --git a/previews/PR13/literate/example/1_interface.jl b/previews/PR13/literate/example/1_interface.jl new file mode 100644 index 0000000..da0c298 --- /dev/null +++ b/previews/PR13/literate/example/1_interface.jl @@ -0,0 +1,60 @@ +# # Interface +# This section introduces the abstract types we need to implement for our reconstruction package and how they relate to interface and types of AbstractImageReconstruction.jl. + +# ## Abstract Types +# We start by defining the abstract types we need to implement for our reconstruction package. AbstractImageReconstruction.jl provides two abstract types: +# ```julia +# abstract type AbstractImageReconstructionAlgorithm end +# abstract type AbstractImageReconstructionParameters end +# ``` +# `AbstractImageReconstructionAlgorithms` represent a given reconstruction algorithm, while `AbstractImageReconstructionParameters` represent the parameters an algorithm was constructed with. +# Once constructed, algorithms can be used to reconstruct images repeatly and idealy without unecessary recomputations. + +# For our package we extend these abstract types with our own abstract subtypes: +using AbstractImageReconstruction +export AbstractRadonAlgorithm, AbstractRadonParameters, AbstractRadonPreprocessingParameters, AbstractRadonReconstructionParameters, AbstractDirectRadonAlgorithm, AbstractIterativeRadonAlgorithm, RadonPreprocessingParameters # hide +abstract type AbstractRadonAlgorithm <: AbstractImageReconstructionAlgorithm end +abstract type AbstractRadonParameters <: AbstractImageReconstructionParameters end + +# Later on we will have parameters that are shared between different algorithms and parameters for different processings steps of a reconstruction. +# In our case we will have preprocessing parameters and reconstruction parameters. For these we introduce the following abstract types: +abstract type AbstractRadonPreprocessingParameters <: AbstractRadonParameters end +abstract type AbstractRadonReconstructionParameters <: AbstractRadonParameters end + +# Since we want to implement both direct and iterative methods for our reconstruction, we introduce the following abstract types: +abstract type AbstractDirectRadonAlgorithm <: AbstractRadonAlgorithm end +abstract type AbstractIterativeRadonAlgorithm <: AbstractRadonAlgorithm end + +# ## Internal Interface +# Reconstruction algorithms in AbstractImageReconstruction.jl are expected to be implemented in the form of distinct processing steps, implemented in their own `process` methods. +# The `process` function takes an algorithm, parameters, and inputs and returns the result of the processing step. +# If no function is defined for an instance of an algorithm, the default implementation is called. This method tries to call the function `process` with the type of the algorithm: +# ```julia +# process(algo::AbstractImageReconstructionAlgorithm, param::AbstractImageReconstructionParameters, inputs...) = process(typeof(algo), param, inputs...) +# ``` +# The implementation of reconstruction algorithms is therefore expected to either implement the `process` function for the algorithm type or for the instance. Dispatch on instances allow an instance to change its state, while dispatch on types allows for pure helper functions. + +# A `process` itself can invoke other `process` functions to enable multiple processing steps and generally have arbitarry control flow. It is not required to implement a straight-foward pipeline. We will see this later when we implementd our algorithms. + +# Let's define a preprocessing step that we can share between our algorithms. We want to allow the user to select certain frames from a time series and average them. +# We will use the `@kwdef` macro to provide constructor with keyword arguments and default values +using Statistics +Base.@kwdef struct RadonPreprocessingParameters <: AbstractRadonPreprocessingParameters + frames::Vector{Int64} = [] + numAverages::Int64 = 1 +end +function AbstractImageReconstruction.process(::Type{<:AbstractRadonAlgorithm}, params::RadonPreprocessingParameters, data::AbstractArray{T, 4}) where {T} + frames = isempty(params.frames) ? (1:size(data, 4)) : params.frames + data = data[:, :, :, frames] + + if params.numAverages > 1 + data = reshape(data, size(data)[1:3]..., params.numAverage, :) + data = dropdims(mean(data, dims = 4), dims = 4) + end + + return data +end + +# ## User Interface +# A user of our package should be able to reconstruct images by calling the `reconstruct` function. This function takes an algorithm and an input and returns the reconstructed image. +# Internally, the `reconstruct` function calls the `put!` and `take!` functions of the algorithm to pass the input and retrieve the output. Algorithms must implement these functions and are expected to have FIFO behavior. \ No newline at end of file diff --git a/previews/PR13/literate/example/2_direct.jl b/previews/PR13/literate/example/2_direct.jl new file mode 100644 index 0000000..a3fb458 --- /dev/null +++ b/previews/PR13/literate/example/2_direct.jl @@ -0,0 +1,72 @@ +include("../../literate/example/1_interface.jl") #hide +using RadonKA #hide +export AbstractDirectRadonReconstructionParameters, RadonFilteredBackprojectionParameters, RadonBackprojectionParameters, DirectRadonParameters, DirectRadonAlgorithm #hide + +# # Direct Reconstruction +# To implement our direct reconstruction algorithms we need to define a few more methods and types. We will start by defining the parameters for the backprojection and for the filtered backprojection. Afterwards we can implement the algorithm itself. + +# ## Parameters and Processing +# For convenience we first introduce a new abstract type for the direct reconstruction paramters: +abstract type AbstractDirectRadonReconstructionParameters <: AbstractRadonReconstructionParameters end +# The backprojection parameters are simple and only contain the number of angles: +Base.@kwdef struct RadonBackprojectionParameters <: AbstractDirectRadonReconstructionParameters + angles::Vector{Float64} +end + +# The filtered backprojection parameters are more complex and contain the number of angles and optionally the filter which should be used: +Base.@kwdef struct RadonFilteredBackprojectionParameters <: AbstractDirectRadonReconstructionParameters + angles::Vector{Float64} + filter::Union{Nothing, Vector{Float64}} = nothing +end +# Since we have defined no default values for the angles, they are required to be set by the user. A more advanced implementation would also allow for the geometry to be set. + +# Next we will implement the process steps for both of our backprojection variants. Since RadonKA.jl expects 2D or 3D arrays we have to transform our time series accordingly. +function AbstractImageReconstruction.process(algoT::Type{<:AbstractDirectRadonAlgorithm}, params::AbstractDirectRadonReconstructionParameters, data::AbstractArray{T, 4}) where {T} + result = [] + for i = 1:size(data, 4) + push!(result, process(algoT, params, view(data, :, :, :, i))) + end + return cat(result..., dims = 4) +end +AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::RadonBackprojectionParameters, data::AbstractArray{T, 3}) where {T} = RadonKA.backproject(data, params.angles) +AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::RadonFilteredBackprojectionParameters, data::AbstractArray{T, 3}) where {T} = RadonKA.backproject_filtered(data, params.angles; filter = params.filter) + +# ## Algorithm +# The direct reconstruction algorithm has essentially no state to store between reconstructions and thus only needs its parameters as fields. We want our algorithm to accept any combination of our preprocessing and direct reconstruction parameters. +# This we encode in a new type: +Base.@kwdef struct DirectRadonParameters{P <: AbstractRadonPreprocessingParameters, R <: AbstractDirectRadonReconstructionParameters} <: AbstractRadonParameters + pre::P + reco::R +end +# And the according processing step: +function AbstractImageReconstruction.process(algoT::Type{<:AbstractDirectRadonAlgorithm}, params::DirectRadonParameters{P, R}, data::AbstractArray{T, 4}) where {T, P<:AbstractRadonPreprocessingParameters, R<:AbstractDirectRadonReconstructionParameters} + data = process(algoT, params.pre, data) + return process(algoT, params.reco, data) +end + +# Now we can define the algorithm type itself. Algorithms are usually constructed with one argument passing in the user parameters: +mutable struct DirectRadonAlgorithm{D <: DirectRadonParameters} <: AbstractDirectRadonAlgorithm + parameter::D + output::Channel{Any} + DirectRadonAlgorithm(parameter::D) where D = new{D}(parameter, Channel{Any}(Inf)) +end +# And they implement a method to retrieve the used parameters: +AbstractImageReconstruction.parameter(algo::DirectRadonAlgorithm) = algo.parameter + +# Algorithms are assumed to be stateful. To ensure thread safety, we need to implement the `lock` and `unlock` functions. We will use the `output` channel as a lock: +Base.lock(algo::DirectRadonAlgorithm) = lock(algo.output) +Base.unlock(algo::DirectRadonAlgorithm) = unlock(algo.output) + +# And implement the `put!` and `take!` functions, mimicking the behavior of a FIFO channel for reconstructions: +Base.take!(algo::DirectRadonAlgorithm) = Base.take!(algo.output) +function Base.put!(algo::DirectRadonAlgorithm, data::AbstractArray{T, 4}) where {T} + lock(algo) do + put!(algo.output, process(algo, algo.parameter, data)) + end +end + +# The way the behaviour is implemented here, the algorithm does not buffer any inputs and instead blocks until the currenct reconstruction is done. Outputs are stored until they are retrieved. + +# With `wait` and `isready` we can check if the algorithm is currently processing data or if it is ready to accept new inputs: +Base.wait(algo::DirectRadonAlgorithm) = wait(algo.output) +Base.isready(algo::DirectRadonAlgorithm) = isready(algo.output) \ No newline at end of file diff --git a/previews/PR13/literate/example/3_direct_result.jl b/previews/PR13/literate/example/3_direct_result.jl new file mode 100644 index 0000000..539d7a0 --- /dev/null +++ b/previews/PR13/literate/example/3_direct_result.jl @@ -0,0 +1,32 @@ +include("../../literate/example/example_include_all.jl") #hide + +# # Direct Reconstruction Result +# Now that we have implemented our direct reconstruction algorithm, we can use it to reconstruct for example the first three images of our time series. +# We first prepare our parameters: +pre = RadonPreprocessingParameters(frames = collect(1:3)) +back_reco = RadonBackprojectionParameters(;angles) +filter_reco = RadonFilteredBackprojectionParameters(;angles); + +# Then we can construct the algorithms: +algo_back = DirectRadonAlgorithm(DirectRadonParameters(pre, back_reco)) +algo_filter = DirectRadonAlgorithm(DirectRadonParameters(pre, filter_reco)); + +# And apply them to our sinograms: +imag_back = reconstruct(algo_back, sinograms) +imag_filter = reconstruct(algo_filter, sinograms); + +# Finally we can visualize the results: +fig = Figure() +for i = 1:3 + plot_image(fig[i,1], reverse(images[:, :, 24, i])) + plot_image(fig[i,2], sinograms[:, :, 24, i]) + plot_image(fig[i,3], reverse(imag_back[:, :, 24, i])) + plot_image(fig[i,4], reverse(imag_filter[:, :, 24, i])) +end +resize_to_layout!(fig) +fig + +# To add new functionality to our direct reconstruction algorithm, we can simply add new preprocessing or reconstruction parameters and implement the according processing steps. This way we can easily extend our algorithm to support new features. +# We can also define our own file format to store the results of our reconstruction algorithms or dispatch our preprocessing on files and pass files instead of the sinograms directly. + +# The way we use the algorithms here, requires the user to reconstruct the algorithm for each changed parameter. After we implement the more complex iterative reconstructions, we will take a look at how to make this process more manageable. \ No newline at end of file diff --git a/previews/PR13/literate/example/4_iterative.jl b/previews/PR13/literate/example/4_iterative.jl new file mode 100644 index 0000000..d5727de --- /dev/null +++ b/previews/PR13/literate/example/4_iterative.jl @@ -0,0 +1,87 @@ +include("../../literate/example/1_interface.jl") #hide +using RadonKA #hide +export AbstractIterativeRadonReconstructionParameters, IterativeRadonReconstructionParameters, IterativeRadonParameters, IterativeRadonAlgorithm #hide + +# # Iterative Reconstruction +# In this section we implement a more complex iterative reconstruction algorithm. +# We will use iterative solvers provided by [RegularizedLeastSquares.jl](https://github.com/JuliaImageRecon/RegularizedLeastSquares.jl). These solver feature a variety of arguments, in this example we will just focus on the parameters for the number of iterations and regularization. +# Each solver requires either a matrix or a matrix-free linear operator which implements multiplication with a vector as input. We will use [LinearOperatorCollection.jl](https://github.com/JuliaImageRecon/LinearOperatorCollection.jl), which implements a wrapper around RadonKA. + +# For this example, we will further assume that the construction of this operator is costly and should be done only once. This means our algorithm will be stateful and has to store the operator. + +# ## Parameters and Processing +# We will start by defining the parameters for the algorithm and the processing steps. Afterwards we can implement the algorithm itself. Since we will use the same preprocessing as for the direct reconstruction, we can reuse the parameters and processing steps and jump directly to the iterative parameters: +using RegularizedLeastSquares, LinearOperatorCollection +abstract type AbstractIterativeRadonReconstructionParameters <: AbstractRadonReconstructionParameters end +Base.@kwdef struct IterativeRadonReconstructionParameters{S <: AbstractLinearSolver, R <: AbstractRegularization, N} <: AbstractIterativeRadonReconstructionParameters + solver::Type{S} + iterations::Int64 + reg::Vector{R} + shape::NTuple{N, Int64} + angles::Vector{Float64} +end +# The parameters of this struct can be grouped into three catergories. The solver type just specifies which solver to use. The number of iterations and the regularization term could be abstracted into a nested `AbstractRadonParameter` which describe the parameters for the solver. Lastly the shape and angles are required to construct the linear operator. + +# Since we want to construct the linear operator only once, we will write the `process` method with the operator as a given argument: +function AbstractImageReconstruction.process(::Type{<:AbstractIterativeRadonAlgorithm}, params::IterativeRadonReconstructionParameters, op, data::AbstractArray{T, 4}) where {T} + solver = createLinearSolver(params.solver, op; iterations = params.iterations, reg = params.reg) + + result = similar(data, params.shape..., size(data, 4)) + + for i = 1:size(data, 4) + result[:, :, :, i] = solve!(solver, vec(data[:, :, :, i])) + end + + return result +end + +# Later we need to define to create the operator and pass it to this `process` method. + +# ## Algorithm +# Similar to the direct reconstruction algorithm, we want our iterative algorithm to accept both preprocessing and reconstruction parameters. We will encode this in a new type: +Base.@kwdef struct IterativeRadonParameters{P<:AbstractRadonPreprocessingParameters, R<:AbstractIterativeRadonReconstructionParameters} <: AbstractRadonParameters + pre::P + reco::R +end +# Instead of defining essentially the same struct again, we could also define a more generic one and specify the supported reconstruction parameter as type constraints in the algorithm constructor. + +# Unlike the direct reconstruction algorithm, the iterative algorithm has to store the linear operator. We will store it as a field in the algorithm type: +mutable struct IterativeRadonAlgorithm{D <: IterativeRadonParameters} <: AbstractIterativeRadonAlgorithm + parameter::D + op::Union{Nothing, AbstractLinearOperator} + output::Channel{Any} +end + +# We will set the operator to `nothing` in the constructor: +function IterativeRadonAlgorithm(parameter::D) where D + return IterativeRadonAlgorithm{D}(parameter, nothing, Channel{Any}(Inf)) +end + +# Next we implement the `process` method for our reconstruction parameters and an algorithm instance. This allows us to access the operator and pass it to the processing step: +function AbstractImageReconstruction.process(algo::IterativeRadonAlgorithm, params::IterativeRadonParameters{P, R}, data::AbstractArray{T, 4}) where {T, P<:AbstractRadonPreprocessingParameters, R<:AbstractIterativeRadonReconstructionParameters} + data = process(algo, params.pre, data) + return process(algo, params.reco, algo.op, data) +end + +# Note that initially the operator is `nothing` and the processing step would fail as it stands. To "fix" this we define a `process` method for the algorithm instance which creates the operator and stores it in the algorithm: +function AbstractImageReconstruction.process(algo::IterativeRadonAlgorithm, params::IterativeRadonReconstructionParameters, ::Nothing, data::AbstractArray{T, 4}) where {T} + op = RadonOp(T; shape = params.shape, angles = params.angles) + algo.op = op + return process(AbstractIterativeRadonAlgorithm, params, op, data) +end + +# Our algorithm is not type stable. To fix this, we would need to know the element type of the sinograms during construction. Which is possible with a different parameterization of the algorithm. We will not do this here. +# Often times the performance impact of this is negligible as the critical sections are in the preprocessing or the iterative solver, especially since we still dispatch on the operator. + +# To finish up the implementation we need to implement the remaining runtime related functions: +Base.take!(algo::IterativeRadonAlgorithm) = Base.take!(algo.output) +function Base.put!(algo::IterativeRadonAlgorithm, data::AbstractArray{T, 4}) where {T} + lock(algo.output) do + put!(algo.output, process(algo, algo.parameter, data)) + end +end +Base.lock(algo::IterativeRadonAlgorithm) = lock(algo.output) +Base.unlock(algo::IterativeRadonAlgorithm) = unlock(algo.output) +Base.isready(algo::IterativeRadonAlgorithm) = isready(algo.output) +Base.wait(algo::IterativeRadonAlgorithm) = wait(algo.output) +AbstractImageReconstruction.parameter(algo::IterativeRadonAlgorithm) = algo.parameter \ No newline at end of file diff --git a/previews/PR13/literate/example/5_iterative_result.jl b/previews/PR13/literate/example/5_iterative_result.jl new file mode 100644 index 0000000..6fea879 --- /dev/null +++ b/previews/PR13/literate/example/5_iterative_result.jl @@ -0,0 +1,74 @@ +include("../../literate/example/example_include_all.jl") #hide + +# # Iterative Reconstruction Result +# We can now use the iterative algorithms to reconstruct the first three images of our time series. +# We first prepare our parameters. For this example we will use the Conjugate Gradient Normal Residual solver with 20 iterations and a L2 regularization of 0.001. Furthermore, we will project the final result to positive values: +pre = RadonPreprocessingParameters(frames = collect(1:3)) +iter_reco = IterativeRadonReconstructionParameters(; shape = size(images)[1:3], angles = angles, iterations = 20, reg = [L2Regularization(0.001), PositiveRegularization()], solver = CGNR); + +# Again we can construct the algorithm with our parameters: +algo_iter = IterativeRadonAlgorithm(IterativeRadonParameters(pre, iter_reco)); + +# And apply it to our sinograms: +imag_iter = reconstruct(algo_iter, sinograms); + +# Finally we can visualize the results: +fig = Figure() +for i = 1:3 + plot_image(fig[i,1], reverse(images[:, :, 24, i])) + plot_image(fig[i,2], sinograms[:, :, 24, i]) + plot_image(fig[i,3], reverse(imag_iter[:, :, 24, i])) +end +resize_to_layout!(fig) +fig + +# As was already mentioned for the direct reconstruction, the iterative algorithm also needs to be recreated for any parameter change. This can already be quite tedious with the number of parameters we have here. +# To make this process easier, we can use the `RecoPlan` feature of `AbstractImageReconstruction`. This allows us to define a plan for the reconstruction, which can then be used to easily reconstruct the images. + +# ## RecoPlan +# A `RecoPlan` is a thin-wrapper around nested key-value pairs that represent the same tree structure of our algorithm and parameters. The plan can be fully parametertized and then used to create the algorithm. +# But it can also miss parameters and describe the structure of the algorithm only. This can be useful to create a template for the reconstruction, which can be filled with parameters later on. + +# We can create a plan from our algorithm: +plan = toPlan(algo_iter) + +# The parameters of our plan can be accessed/traversed the same way as the algorithm: +plan.parameter.pre.frames == algo_iter.parameter.pre.frames + +# And each nested algorithm and parameter struct was converted to a plan: +typeof(plan.parameter.pre) + +# Unlike the algorithm, we can easily change the parameters of the plan: +plan.parameter.reco.iterations = 30 +plan.parameter.pre.frames = collect(1:5) + +# Instead of traversing the properties of the plan/algorithm, we can also use the `setAll!` function to set all parameters of the same of the plan at once: +setAll!(plan, :solver, FISTA); +# This also works with dictionaries of symbols and values: +dict = Dict{Symbol, Any}(:reg => [L1Regularization(0.001), PositiveRegularization()]) +setAll!(plan, dict); + +# Once we have parametertized our plan, we can build the algorithm from it: +algo_iter = build(plan) +imag_iter = reconstruct(algo_iter, sinograms) +fig = Figure() +for i = 1:5 + plot_image(fig[i,1], reverse(images[:, :, 24, i])) + plot_image(fig[i,2], sinograms[:, :, 24, i]) + plot_image(fig[i,3], reverse(imag_iter[:, :, 24, i])) +end +resize_to_layout!(fig) +fig + +# It's also possible to clear the plan and remove all set parameters. By default this preserves the structure of the plan. Such a plan can be used as a template for further reconstructions and stored as a TOML file: +toTOML(stdout, plan) # to save to file use `savePlan("path/to/file.toml", plan)` + +# After clearing we just have the structure of the plan left: +clear!(plan) +toTOML(stdout, plan) # to save to file use `savePlan("path/to/file.toml", plan)` + +# Note that the serialization here is not the same as storing the binary representation of the algorithm or the RecoPlan. +# We essentially store key-value pairs which can be used in keyword-argument constructors to recreate the algorithm, however depending on the version of our Reco package, the underlying structs might change. +# It is also possible to define custom serialization and deserialization functions for a plan's parameters. + +# For more information on `RecoPlan`, see the how-to guides in the documentation. \ No newline at end of file diff --git a/previews/PR13/literate/example/example_include_all.jl b/previews/PR13/literate/example/example_include_all.jl new file mode 100644 index 0000000..5ebd03d --- /dev/null +++ b/previews/PR13/literate/example/example_include_all.jl @@ -0,0 +1,2 @@ +include("../../literate/example/example_include_module.jl") +include("../../literate/example/example_include_data.jl") \ No newline at end of file diff --git a/previews/PR13/literate/example/example_include_data.jl b/previews/PR13/literate/example/example_include_data.jl new file mode 100644 index 0000000..653cff7 --- /dev/null +++ b/previews/PR13/literate/example/example_include_data.jl @@ -0,0 +1,35 @@ +using RadonKA, ImagePhantoms, ImageGeoms, CairoMakie, AbstractImageReconstruction, RegularizedLeastSquares +using CairoMakie +using .OurRadonReco +function plot_image(figPos, img; title = "", width = 150, height = 150) + ax = CairoMakie.Axis(figPos[1, 1]; yreversed=true, title, width, height) + hidedecorations!(ax) + hm = heatmap!(ax, img) + Colorbar(figPos[1, 2], hm) +end + +isDataDefined = @isdefined sinograms +angles, shape, sinograms, images = isDataDefined ? (angles, shape, sinograms, images) : begin + angles = collect(range(0, π, 256)) + shape = (64, 64, 64) + params = map(collect, ellipsoid_parameters(; fovs = shape)) + toft_settings = [1.0, -0.8, -0.2, -0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1] + for idx in eachindex(toft_settings) + params[idx][10] = toft_settings[idx] + end + ob = ellipsoid(map(Tuple, params)) + ig = ImageGeom(;dims = shape) + local image = phantom(axes(ig)..., ob) + sinogram = Array(RadonKA.radon(image, angles)) + sinograms = similar(sinogram, size(sinogram)..., 5) + images = similar(image, size(image)..., 5) + for (i, intensity) in enumerate(range(params[3][end], 0.3, 5)) + params[3][end] = intensity + local ob = ellipsoid(map(Tuple, params)) + local ig = ImageGeom(;dims = shape) + images[:, :, :, i] = phantom(axes(ig)..., ob) + sinograms[:, :, :, i] = Array(RadonKA.radon(images[:, :, :, i], angles)) + end + return angles, shape, sinograms, images +end +nothing diff --git a/previews/PR13/literate/example/example_include_module.jl b/previews/PR13/literate/example/example_include_module.jl new file mode 100644 index 0000000..610f258 --- /dev/null +++ b/previews/PR13/literate/example/example_include_module.jl @@ -0,0 +1,12 @@ +module OurRadonReco + +using RadonKA, ImagePhantoms, ImageGeoms, CairoMakie, AbstractImageReconstruction, RegularizedLeastSquares + + +include("../../literate/example/1_interface.jl") +include("../../literate/example/2_direct.jl") +include("../../literate/example/4_iterative.jl") + +end + +using .OurRadonReco \ No newline at end of file diff --git a/previews/PR13/literate/howto/caching.jl b/previews/PR13/literate/howto/caching.jl new file mode 100644 index 0000000..904b484 --- /dev/null +++ b/previews/PR13/literate/howto/caching.jl @@ -0,0 +1,69 @@ +include("../../literate/example/example_include_all.jl") #hide + + +# # Caching +# Image reconstruction algorithms can be computationally expensive. To avoid unnecessary recomputations, we can cache the results of processing steps. +# This can be especially helpful if a user wants to change parameters of an algorithm that only impact parts of the processing. +# We have seen a small example of caching in the `IterativeRadonAlgorithm` implementation. There the algorithm itself cached a result in its properties. +# `AbstractImageReconstruction` provides a more general caching mechanism that can be used for any processing step. However, the caching mechanism is not enabled by default and has to be explicitly implemented by the algorithm developer. + +# This How-To builds on the results of the example sections. + +# ## ProcessResultCache +# The caching mechanism is based on the `ProcessResultCache` type. This type wraps around a different `ÀbstractImageReconstructionParameter` and caches the result of a processing step. +# The cache itself is connected to a `RecoPlan` and any instances build from the same plan instance share this cache and can reuse the result of the processing step. + +# Let's implement the `ProcessResultCache` type for the Radon preprocessing step. We first define a struct a very costly preprocessing step: +Base.@kwdef struct CostlyPreprocessingParameters <: AbstractRadonPreprocessingParameters + frames::Vector{Int64} = [] + runtime::Float64 = 1.0 +end +function AbstractImageReconstruction.process(::Type{<:AbstractRadonAlgorithm}, params::CostlyPreprocessingParameters, data::AbstractArray{T, 4}) where {T} + frames = isempty(params.frames) ? (1:size(data, 4)) : params.frames + data = data[:, :, :, frames] + @info "Very costly preprocessing step" + sleep(params.runtime) + return data +end + +# Now we can define a processing step that internally uses another processing step. We allow this inner parameter to be cached by considering the following `Union`: +Base.@kwdef struct RadonCachedPreprocessingParameters{P <: AbstractRadonPreprocessingParameters} <: AbstractRadonPreprocessingParameters + params::Union{P, ProcessResultCache{P}} +end +# Note that this case is a bit artifical and a more sensible place would be the algorithm parameters themselves. However, for the case of simplicity we did not introduce the concept in the example. +# In this artifical case we just pass the parameters to the processing step. A real implementation might do some more processing with the result of the inner processing step: +AbstractImageReconstruction.process(algoT::Type{<:AbstractRadonAlgorithm}, params::RadonCachedPreprocessingParameters, args...) = process(algoT, params.params, args...) + +# We deliberaly implement the `process` function for algorithm type to avoid our cache being invalided by state changes of an algoritm instance. + +# Now we construct a plan for a direct reconstruction algorithm that uses the costly preprocessing step: +pre = CostlyPreprocessingParameters(; frames = collect(1:3), runtime = 1.0) +preCached = RadonCachedPreprocessingParameters(ProcessResultCache(pre, maxsize = 2)) +prePlan = toPlan(preCached) +recoPlan = RecoPlan(IterativeRadonReconstructionParameters; angles = angles, shape = size(images)[1:3], + iterations = 10, reg = [L2Regularization(0.001), PositiveRegularization()], solver = CGNR) +params = RecoPlan(IterativeRadonParameters; pre = prePlan, reco = recoPlan) +plan = RecoPlan(IterativeRadonAlgorithm; parameter = params) + +# When we built the algorithm from the plan, the costly preprocessing step is only executed once and the result is cached and can be reused: +algo = build(plan) +reconstruct(algo, sinograms); +reconstruct(algo, sinograms); + +# If we change the parameters of the algorithms without affecting the preprocessing step, we can still reuse the cached result: +setAll!(plan, :iterations, 5) +algo = build(plan) +reconstruct(algo, sinograms); +plan.parameter.reco.iterations == 5 + +# `ProcessResultCache` uses a least recently used (LRU) strategy to store the results. The cache size can be set by the user and defaults to 1. If the cache is full, the least recently used result is removed from the cache. + +# The cache is checked with a key formed with the hash of all arguments of the processing step. `AbstractImageReconstruction` provides a default `hash` method for AbstractImageReconstructionParameters`, which hashes all properties of a parameter. + +# Other methods of cache invalidation are creating a new plan or manual invalidation of the cache: +empty!(algo.parameter.pre.params) +reconstruct(algo, sinograms); + +# Caches support serialization like other `RecoPlans`: +clear!(plan) +toTOML(stdout, plan) \ No newline at end of file diff --git a/previews/PR13/literate/howto/observables.jl b/previews/PR13/literate/howto/observables.jl new file mode 100644 index 0000000..4c518b8 --- /dev/null +++ b/previews/PR13/literate/howto/observables.jl @@ -0,0 +1,64 @@ +include("../../literate/example/example_include_all.jl") #hide + +# # Observables +# Observables from [Observables.jl](https://github.com/JuliaGizmos/Observables.jl) are containers which can invoke callbacks whenever their stored value is changed. +# Each property of a `RecoPlan` is an `Òbservable` to which functions can be attached. These function listen to changes of the Observables value. +# This can be used to store "logic" about the parameter within a plan, such as a function to update and visualize the current state of a plan or to calculate default values whenever a parameter changes. + +# In this documentation we will focus on the interaction between `RecoPlans` and `Observables`. For more details on the `Observables` API we refer to the [package](https://juliagizmos.github.io/Observables.jl/stable/) and [Makie](https://docs.makie.org/stable/explanations/observables) documentation. +using Observables +plan = RecoPlan(DirectRadonAlgorithm; parameter = RecoPlan(DirectRadonParameters; + pre = RecoPlan(RadonPreprocessingParameters; frames = collect(1:3)), + reco = RecoPlan(RadonBackprojectionParameters; angles = angles))) + +# You can interact with parameters as if they are "normal" properties of a nested struct, which we shown in previous examples: +length(plan.parameter.pre.frames) == 3 + +# Internally, these properties are stored as `Observables` to which we can attach functions: +on(plan.parameter.pre, :frames) do val + @info "Number of frames: $(length(val))" +end +setAll!(plan, :frames, collect(1:42)) + +# Clearing the plan also resets the `Observables` and removes all listeners: +clear!(plan) +setAll!(plan, :frames, collect(1:3)) +plan.parameter.pre.frames + +# To directly access the Observable of a property you can use `getindex` on the plan with the property name: +plan.parameter.pre[:frames] + +# `Observables` can also be used to connect two properties of a plan. For example, we can set the number of averages to the number of frames: +on(plan.parameter.pre, :frames) do val + plan.parameter.pre.numAverages = length(val) +end +setAll!(plan, :frames, collect(1:42)) +plan.parameter.pre.numAverages + +# It is important to avoid circular dependencies when connecting Observables, as this can lead to infinite loops of callbacks. +# Also note that the connection shown above will always overwrite the number of averages even if a user has set the value manually: +plan.parameter.pre.numAverages = 5 +setAll!(plan, :frames, collect(1:42)) +plan.parameter.pre.numAverages + +# To connect two properties without overwriting user-prvided values, we can use the `LinkedPropertyListener` provided by `AbstractImageReconstruction`: +clear!(plan) +listener = LinkedPropertyListener(plan.parameter.pre, :numAverages, plan.parameter.pre, :frames) do val + @info "Setting default numAverages value to: $(length(val))" + return length(val) +end +plan.parameter.pre.frames = collect(1:42) +plan.parameter.pre.numAverages = 1 +plan.parameter.pre.frames = collect(1:3) + +# The `LinkedPropertyListener` can also be serialized and deserialized with the plan. However, for the function to be properly serialized, it should be a named function: +clear!(plan) +defaultAverages(val) = length(val) +LinkedPropertyListener(defaultAverages, plan.parameter.pre, :numAverages, plan.parameter.pre, :frames) +plan.parameter.pre.frames = collect(1:42) +@info plan.parameter.pre.numAverages == 42 +toTOML(stdout, plan) + +# To serialize custom listener one can inherit from `AbstractPlanListener` and follow the serialization How-To to implement the serialization. +# Listener are deserialized after the plan is built and the parameters are set. This means that the listener can access the parameters of the plan and the plan itself. +# For deserialization the listener has to implement `loadListener!(::Type{<:AbstractPlanListener}, plan::RecoPlan, field::Symbol, dict::Dict{String, Any}, args...)`. \ No newline at end of file diff --git a/previews/PR13/literate/howto/serialization.jl b/previews/PR13/literate/howto/serialization.jl new file mode 100644 index 0000000..16cda97 --- /dev/null +++ b/previews/PR13/literate/howto/serialization.jl @@ -0,0 +1,89 @@ +include("../../literate/example/example_include_all.jl") #hide + +# # Serialization +# As was shown in the example, a `RecoPlan` `AbstractImageReconstruction` can be used to easily parametrize reconstruction algorithms or provide a template structure. +# Serializing and deserializing a plan can therefore be used to provide templates of algorithms as well as storing a fully parametrized algorithm to reproduce a reconstruction later on. +# The main goal of serialization is not to store and restore the concrete binary representation of the algorithm, but to store the parameters and the structure of the algorithm. +# Changes to parameters or algorithms internals could thus still be supported by a deserialized plan, as long as the keyword arguments of the constructor are still valid. + +# !!! warning +# Serialization is still in an experimental state and might change in the future. It is intended as a best-effort feature to provide a way to store and load plans. +# Depending on the Julia version, the reconstruction package in question and the complexity of custom structs used in the parameters, serialization might not work as expected. + +# `RecoPlans` are serialized as TOML files using the [TOML.jl](https://docs.julialang.org/en/v1/stdlib/TOML/) standard library: +pre = RadonPreprocessingParameters(frames = collect(1:3)) +back_reco = RadonBackprojectionParameters(;angles) +algo_back = DirectRadonAlgorithm(DirectRadonParameters(pre, back_reco)) +plan = toPlan(algo_back) +clear!(plan) +#toTOML(stdout, plan) + +# Before serialization as a TOML file, the plan is turned into a nested dictionary using the functions `toDict, toDict!, toDictValue` and `toDictValue!`. +# The top-level function is `toDict`: +toDict(plan) + +# This method creates a dictionary and records not only the value of the argument, but also the module and type name among other metadata. This metadata starts with a `_` and is used during deserialization to recreate the correct types. +# After creating the dictionary, the function `toDict!` is called to add the argument and its metadata to the dictionary. + +# The value-representation of the argument is added to the dictionary using the `toDictValue!` method. +# The default `toDictValue!` for structs with fields adds each field of the argument as a key-value pair with the value being provided by the `toDictValue` function. + +# While `AbstractImageReconstruction` tries to provide default implementations, multiple dispatch can be used for custom serialization of types. + +# As an example we will add a new parameter struct for a filtered backprojection process using a given geometry: +export CustomGeomFilteredBackprojectionParameters +Base.@kwdef struct CustomGeomFilteredBackprojectionParameters{G <: RadonGeometry} <: OurRadonReco.AbstractDirectRadonReconstructionParameters + angles::Vector{Float64} + filter::Union{Nothing, Vector{Float64}} = nothing + geometry::G +end +function AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::CustomGeomFilteredBackprojectionParameters, data::AbstractArray{T, 3}) where {T} + return RadonKA.backproject_filtered(data, params.angles; filter = params.filter, geometry = params.geometry) +end + +# First we will take a look at the default serialization: +reco = RecoPlan(CustomGeomFilteredBackprojectionParameters; angles = [0.0], + geometry = RadonFlexibleCircle(size(sinograms, 1), [0.0, 0.0], [1.0, 1.0])) +toTOML(stdout, reco) + +# In this case the default seems to work, but we can also provide a custom serialization for the geometry. This is especially helpful for custom types that contain large amounts of data, which we don't want to serialize. +# An example of this could be a file with meeasurement data, where we just want to store the file path and not the whole data. + +# We want to serialize the geometry as a custom dictionary. For that we first need to override the default `toDictValue` method for the geometry: +AbstractImageReconstruction.toDictValue(value::RadonGeometry) = toDict(value) + +# This method is called when the fields for the `CustomGeomFilteredBackprojectionParameters` are serialized. + +# Now that we create a custom dict representation, we can override the behaviour after the metadata is recorded. For that we specialize the `toDictValue!` method: +function AbstractImageReconstruction.toDictValue!(dict, value::RadonFlexibleCircle) + dict["in"] = value.in_height + dict["out"] = value.out_height + dict["N"] = value.N +end + +# This results in our custom serialization: +toTOML(stdout, reco) + +# We also need to create the corresponding deserialization functions. This is done by defining a `fromTOML` method for the type. +# Since we defined our value to be represented as a dictionary, we will need to construct our type from a dictionary: +function AbstractImageReconstruction.fromTOML(::Type{<:RadonGeometry}, dict::Dict{String, Any}) + return RadonFlexibleCircle(dict["N"], dict["in"], dict["out"]) +end + +# Finally, we can do a round-trip test to see if our serialization and deserialization works: +#md # ```julia +#md # io = IOBuffer() +#md # toTOML(io, reco) +#md # seekstart(io) +#md # recoCopy = loadPlan(io, [Main, OurRadonReco, RadonKA]) +#md # toTOML(stdout, recoCopy) +#md # ``` +io = IOBuffer() #jl +toTOML(io, reco) #jl +seekstart(io) #jl +recoCopy = loadPlan(io, [Main, OurRadonReco, RadonKA]) #jl +toTOML(stdout, recoCopy) #jl + + +# For deserialization we need to provide the module where the type is defined. This is necessary to "find" the correct type during deserialization that allows for the dispatch to the correct `fromTOML` method. +# Generally, this module selection can be done by the reconstruction package developer, though it is also possible for the user to add modules since they can easily extend algorithms with new processing steps. \ No newline at end of file diff --git a/previews/PR13/objects.inv b/previews/PR13/objects.inv new file mode 100644 index 0000000..db1533f Binary files /dev/null and b/previews/PR13/objects.inv differ diff --git a/previews/PR13/search_index.js b/previews/PR13/search_index.js new file mode 100644 index 0000000..68246d8 --- /dev/null +++ b/previews/PR13/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"EditURL = \"../../literate/example/4_iterative.jl\"","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"include(\"../../literate/example/1_interface.jl\") #hide\nusing RadonKA #hide\nexport AbstractIterativeRadonReconstructionParameters, IterativeRadonReconstructionParameters, IterativeRadonParameters, IterativeRadonAlgorithm #hide","category":"page"},{"location":"generated/example/4_iterative/#Iterative-Reconstruction","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"","category":"section"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"In this section we implement a more complex iterative reconstruction algorithm. We will use iterative solvers provided by RegularizedLeastSquares.jl. These solver feature a variety of arguments, in this example we will just focus on the parameters for the number of iterations and regularization. Each solver requires either a matrix or a matrix-free linear operator which implements multiplication with a vector as input. We will use LinearOperatorCollection.jl, which implements a wrapper around RadonKA.","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"For this example, we will further assume that the construction of this operator is costly and should be done only once. This means our algorithm will be stateful and has to store the operator.","category":"page"},{"location":"generated/example/4_iterative/#Parameters-and-Processing","page":"Iterative Reconstruction","title":"Parameters and Processing","text":"","category":"section"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"We will start by defining the parameters for the algorithm and the processing steps. Afterwards we can implement the algorithm itself. Since we will use the same preprocessing as for the direct reconstruction, we can reuse the parameters and processing steps and jump directly to the iterative parameters:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"using RegularizedLeastSquares, LinearOperatorCollection\nabstract type AbstractIterativeRadonReconstructionParameters <: AbstractRadonReconstructionParameters end\nBase.@kwdef struct IterativeRadonReconstructionParameters{S <: AbstractLinearSolver, R <: AbstractRegularization, N} <: AbstractIterativeRadonReconstructionParameters\n solver::Type{S}\n iterations::Int64\n reg::Vector{R}\n shape::NTuple{N, Int64}\n angles::Vector{Float64}\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"The parameters of this struct can be grouped into three catergories. The solver type just specifies which solver to use. The number of iterations and the regularization term could be abstracted into a nested AbstractRadonParameter which describe the parameters for the solver. Lastly the shape and angles are required to construct the linear operator.","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Since we want to construct the linear operator only once, we will write the process method with the operator as a given argument:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"function AbstractImageReconstruction.process(::Type{<:AbstractIterativeRadonAlgorithm}, params::IterativeRadonReconstructionParameters, op, data::AbstractArray{T, 4}) where {T}\n solver = createLinearSolver(params.solver, op; iterations = params.iterations, reg = params.reg)\n\n result = similar(data, params.shape..., size(data, 4))\n\n for i = 1:size(data, 4)\n result[:, :, :, i] = solve!(solver, vec(data[:, :, :, i]))\n end\n\n return result\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Later we need to define to create the operator and pass it to this process method.","category":"page"},{"location":"generated/example/4_iterative/#Algorithm","page":"Iterative Reconstruction","title":"Algorithm","text":"","category":"section"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Similar to the direct reconstruction algorithm, we want our iterative algorithm to accept both preprocessing and reconstruction parameters. We will encode this in a new type:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Base.@kwdef struct IterativeRadonParameters{P<:AbstractRadonPreprocessingParameters, R<:AbstractIterativeRadonReconstructionParameters} <: AbstractRadonParameters\n pre::P\n reco::R\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Instead of defining essentially the same struct again, we could also define a more generic one and specify the supported reconstruction parameter as type constraints in the algorithm constructor.","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Unlike the direct reconstruction algorithm, the iterative algorithm has to store the linear operator. We will store it as a field in the algorithm type:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"mutable struct IterativeRadonAlgorithm{D <: IterativeRadonParameters} <: AbstractIterativeRadonAlgorithm\n parameter::D\n op::Union{Nothing, AbstractLinearOperator}\n output::Channel{Any}\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"We will set the operator to nothing in the constructor:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"function IterativeRadonAlgorithm(parameter::D) where D\n return IterativeRadonAlgorithm{D}(parameter, nothing, Channel{Any}(Inf))\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Next we implement the process method for our reconstruction parameters and an algorithm instance. This allows us to access the operator and pass it to the processing step:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"function AbstractImageReconstruction.process(algo::IterativeRadonAlgorithm, params::IterativeRadonParameters{P, R}, data::AbstractArray{T, 4}) where {T, P<:AbstractRadonPreprocessingParameters, R<:AbstractIterativeRadonReconstructionParameters}\n data = process(algo, params.pre, data)\n return process(algo, params.reco, algo.op, data)\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Note that initially the operator is nothing and the processing step would fail as it stands. To \"fix\" this we define a process method for the algorithm instance which creates the operator and stores it in the algorithm:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"function AbstractImageReconstruction.process(algo::IterativeRadonAlgorithm, params::IterativeRadonReconstructionParameters, ::Nothing, data::AbstractArray{T, 4}) where {T}\n op = RadonOp(T; shape = params.shape, angles = params.angles)\n algo.op = op\n return process(AbstractIterativeRadonAlgorithm, params, op, data)\nend","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Our algorithm is not type stable. To fix this, we would need to know the element type of the sinograms during construction. Which is possible with a different parameterization of the algorithm. We will not do this here. Often times the performance impact of this is negligible as the critical sections are in the preprocessing or the iterative solver, especially since we still dispatch on the operator.","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"To finish up the implementation we need to implement the remaining runtime related functions:","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"Base.take!(algo::IterativeRadonAlgorithm) = Base.take!(algo.output)\nfunction Base.put!(algo::IterativeRadonAlgorithm, data::AbstractArray{T, 4}) where {T}\n lock(algo.output) do\n put!(algo.output, process(algo, algo.parameter, data))\n end\nend\nBase.lock(algo::IterativeRadonAlgorithm) = lock(algo.output)\nBase.unlock(algo::IterativeRadonAlgorithm) = unlock(algo.output)\nBase.isready(algo::IterativeRadonAlgorithm) = isready(algo.output)\nBase.wait(algo::IterativeRadonAlgorithm) = wait(algo.output)\nAbstractImageReconstruction.parameter(algo::IterativeRadonAlgorithm) = algo.parameter","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"","category":"page"},{"location":"generated/example/4_iterative/","page":"Iterative Reconstruction","title":"Iterative Reconstruction","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"EditURL = \"../../literate/example/5_iterative_result.jl\"","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"include(\"../../literate/example/example_include_all.jl\") #hide","category":"page"},{"location":"generated/example/5_iterative_result/#Iterative-Reconstruction-Result","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"","category":"section"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"We can now use the iterative algorithms to reconstruct the first three images of our time series. We first prepare our parameters. For this example we will use the Conjugate Gradient Normal Residual solver with 20 iterations and a L2 regularization of 0.001. Furthermore, we will project the final result to positive values:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"pre = RadonPreprocessingParameters(frames = collect(1:3))\niter_reco = IterativeRadonReconstructionParameters(; shape = size(images)[1:3], angles = angles, iterations = 20, reg = [L2Regularization(0.001), PositiveRegularization()], solver = CGNR);\nnothing #hide","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"Again we can construct the algorithm with our parameters:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"algo_iter = IterativeRadonAlgorithm(IterativeRadonParameters(pre, iter_reco));\nnothing #hide","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"And apply it to our sinograms:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"imag_iter = reconstruct(algo_iter, sinograms);\nnothing #hide","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"Finally we can visualize the results:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"fig = Figure()\nfor i = 1:3\n plot_image(fig[i,1], reverse(images[:, :, 24, i]))\n plot_image(fig[i,2], sinograms[:, :, 24, i])\n plot_image(fig[i,3], reverse(imag_iter[:, :, 24, i]))\nend\nresize_to_layout!(fig)\nfig","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"As was already mentioned for the direct reconstruction, the iterative algorithm also needs to be recreated for any parameter change. This can already be quite tedious with the number of parameters we have here. To make this process easier, we can use the RecoPlan feature of AbstractImageReconstruction. This allows us to define a plan for the reconstruction, which can then be used to easily reconstruct the images.","category":"page"},{"location":"generated/example/5_iterative_result/#RecoPlan","page":"Iterative Reconstruction Result","title":"RecoPlan","text":"","category":"section"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"A RecoPlan is a thin-wrapper around nested key-value pairs that represent the same tree structure of our algorithm and parameters. The plan can be fully parametertized and then used to create the algorithm. But it can also miss parameters and describe the structure of the algorithm only. This can be useful to create a template for the reconstruction, which can be filled with parameters later on.","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"We can create a plan from our algorithm:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"plan = toPlan(algo_iter)","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"The parameters of our plan can be accessed/traversed the same way as the algorithm:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"plan.parameter.pre.frames == algo_iter.parameter.pre.frames","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"And each nested algorithm and parameter struct was converted to a plan:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"typeof(plan.parameter.pre)","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"Unlike the algorithm, we can easily change the parameters of the plan:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"plan.parameter.reco.iterations = 30\nplan.parameter.pre.frames = collect(1:5)","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"Instead of traversing the properties of the plan/algorithm, we can also use the setAll! function to set all parameters of the same of the plan at once:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"setAll!(plan, :solver, FISTA);\nnothing #hide","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"This also works with dictionaries of symbols and values:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"dict = Dict{Symbol, Any}(:reg => [L1Regularization(0.001), PositiveRegularization()])\nsetAll!(plan, dict);\nnothing #hide","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"Once we have parametertized our plan, we can build the algorithm from it:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"algo_iter = build(plan)\nimag_iter = reconstruct(algo_iter, sinograms)\nfig = Figure()\nfor i = 1:5\n plot_image(fig[i,1], reverse(images[:, :, 24, i]))\n plot_image(fig[i,2], sinograms[:, :, 24, i])\n plot_image(fig[i,3], reverse(imag_iter[:, :, 24, i]))\nend\nresize_to_layout!(fig)\nfig","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"It's also possible to clear the plan and remove all set parameters. By default this preserves the structure of the plan. Such a plan can be used as a template for further reconstructions and stored as a TOML file:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"toTOML(stdout, plan) # to save to file use `savePlan(\"path/to/file.toml\", plan)`","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"After clearing we just have the structure of the plan left:","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"clear!(plan)\ntoTOML(stdout, plan) # to save to file use `savePlan(\"path/to/file.toml\", plan)`","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"Note that the serialization here is not the same as storing the binary representation of the algorithm or the RecoPlan. We essentially store key-value pairs which can be used in keyword-argument constructors to recreate the algorithm, however depending on the version of our Reco package, the underlying structs might change. It is also possible to define custom serialization and deserialization functions for a plan's parameters.","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"For more information on RecoPlan, see the how-to guides in the documentation.","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"","category":"page"},{"location":"generated/example/5_iterative_result/","page":"Iterative Reconstruction Result","title":"Iterative Reconstruction Result","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"EditURL = \"../../literate/example/1_interface.jl\"","category":"page"},{"location":"generated/example/1_interface/#Interface","page":"Interface","title":"Interface","text":"","category":"section"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"This section introduces the abstract types we need to implement for our reconstruction package and how they relate to interface and types of AbstractImageReconstruction.jl.","category":"page"},{"location":"generated/example/1_interface/#Abstract-Types","page":"Interface","title":"Abstract Types","text":"","category":"section"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"We start by defining the abstract types we need to implement for our reconstruction package. AbstractImageReconstruction.jl provides two abstract types:","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"abstract type AbstractImageReconstructionAlgorithm end\nabstract type AbstractImageReconstructionParameters end","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"AbstractImageReconstructionAlgorithms represent a given reconstruction algorithm, while AbstractImageReconstructionParameters represent the parameters an algorithm was constructed with. Once constructed, algorithms can be used to reconstruct images repeatly and idealy without unecessary recomputations.","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"For our package we extend these abstract types with our own abstract subtypes:","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"using AbstractImageReconstruction\nexport AbstractRadonAlgorithm, AbstractRadonParameters, AbstractRadonPreprocessingParameters, AbstractRadonReconstructionParameters, AbstractDirectRadonAlgorithm, AbstractIterativeRadonAlgorithm, RadonPreprocessingParameters # hide\nabstract type AbstractRadonAlgorithm <: AbstractImageReconstructionAlgorithm end\nabstract type AbstractRadonParameters <: AbstractImageReconstructionParameters end","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"Later on we will have parameters that are shared between different algorithms and parameters for different processings steps of a reconstruction. In our case we will have preprocessing parameters and reconstruction parameters. For these we introduce the following abstract types:","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"abstract type AbstractRadonPreprocessingParameters <: AbstractRadonParameters end\nabstract type AbstractRadonReconstructionParameters <: AbstractRadonParameters end","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"Since we want to implement both direct and iterative methods for our reconstruction, we introduce the following abstract types:","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"abstract type AbstractDirectRadonAlgorithm <: AbstractRadonAlgorithm end\nabstract type AbstractIterativeRadonAlgorithm <: AbstractRadonAlgorithm end","category":"page"},{"location":"generated/example/1_interface/#Internal-Interface","page":"Interface","title":"Internal Interface","text":"","category":"section"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"Reconstruction algorithms in AbstractImageReconstruction.jl are expected to be implemented in the form of distinct processing steps, implemented in their own process methods. The process function takes an algorithm, parameters, and inputs and returns the result of the processing step. If no function is defined for an instance of an algorithm, the default implementation is called. This method tries to call the function process with the type of the algorithm:","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"process(algo::AbstractImageReconstructionAlgorithm, param::AbstractImageReconstructionParameters, inputs...) = process(typeof(algo), param, inputs...)","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"The implementation of reconstruction algorithms is therefore expected to either implement the process function for the algorithm type or for the instance. Dispatch on instances allow an instance to change its state, while dispatch on types allows for pure helper functions.","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"A process itself can invoke other process functions to enable multiple processing steps and generally have arbitarry control flow. It is not required to implement a straight-foward pipeline. We will see this later when we implementd our algorithms.","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"Let's define a preprocessing step that we can share between our algorithms. We want to allow the user to select certain frames from a time series and average them. We will use the @kwdef macro to provide constructor with keyword arguments and default values","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"using Statistics\nBase.@kwdef struct RadonPreprocessingParameters <: AbstractRadonPreprocessingParameters\n frames::Vector{Int64} = []\n numAverages::Int64 = 1\nend\nfunction AbstractImageReconstruction.process(::Type{<:AbstractRadonAlgorithm}, params::RadonPreprocessingParameters, data::AbstractArray{T, 4}) where {T}\n frames = isempty(params.frames) ? (1:size(data, 4)) : params.frames\n data = data[:, :, :, frames]\n\n if params.numAverages > 1\n data = reshape(data, size(data)[1:3]..., params.numAverage, :)\n data = dropdims(mean(data, dims = 4), dims = 4)\n end\n\n return data\nend","category":"page"},{"location":"generated/example/1_interface/#User-Interface","page":"Interface","title":"User Interface","text":"","category":"section"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"A user of our package should be able to reconstruct images by calling the reconstruct function. This function takes an algorithm and an input and returns the reconstructed image. Internally, the reconstruct function calls the put! and take! functions of the algorithm to pass the input and retrieve the output. Algorithms must implement these functions and are expected to have FIFO behavior.","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"","category":"page"},{"location":"generated/example/1_interface/","page":"Interface","title":"Interface","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"EditURL = \"../../literate/example/3_direct_result.jl\"","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"include(\"../../literate/example/example_include_all.jl\") #hide","category":"page"},{"location":"generated/example/3_direct_result/#Direct-Reconstruction-Result","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"","category":"section"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"Now that we have implemented our direct reconstruction algorithm, we can use it to reconstruct for example the first three images of our time series. We first prepare our parameters:","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"pre = RadonPreprocessingParameters(frames = collect(1:3))\nback_reco = RadonBackprojectionParameters(;angles)\nfilter_reco = RadonFilteredBackprojectionParameters(;angles);\nnothing #hide","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"Then we can construct the algorithms:","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"algo_back = DirectRadonAlgorithm(DirectRadonParameters(pre, back_reco))\nalgo_filter = DirectRadonAlgorithm(DirectRadonParameters(pre, filter_reco));\nnothing #hide","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"And apply them to our sinograms:","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"imag_back = reconstruct(algo_back, sinograms)\nimag_filter = reconstruct(algo_filter, sinograms);\nnothing #hide","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"Finally we can visualize the results:","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"fig = Figure()\nfor i = 1:3\n plot_image(fig[i,1], reverse(images[:, :, 24, i]))\n plot_image(fig[i,2], sinograms[:, :, 24, i])\n plot_image(fig[i,3], reverse(imag_back[:, :, 24, i]))\n plot_image(fig[i,4], reverse(imag_filter[:, :, 24, i]))\nend\nresize_to_layout!(fig)\nfig","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"To add new functionality to our direct reconstruction algorithm, we can simply add new preprocessing or reconstruction parameters and implement the according processing steps. This way we can easily extend our algorithm to support new features. We can also define our own file format to store the results of our reconstruction algorithms or dispatch our preprocessing on files and pass files instead of the sinograms directly.","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"The way we use the algorithms here, requires the user to reconstruct the algorithm for each changed parameter. After we implement the more complex iterative reconstructions, we will take a look at how to make this process more manageable.","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"","category":"page"},{"location":"generated/example/3_direct_result/","page":"Direct Reconstruction Result","title":"Direct Reconstruction Result","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"EditURL = \"../../literate/howto/observables.jl\"","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"include(\"../../literate/example/example_include_all.jl\") #hide","category":"page"},{"location":"generated/howto/observables/#Observables","page":"Observables","title":"Observables","text":"","category":"section"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"Observables from Observables.jl are containers which can invoke callbacks whenever their stored value is changed. Each property of a RecoPlan is an Òbservable to which functions can be attached. These function listen to changes of the Observables value. This can be used to store \"logic\" about the parameter within a plan, such as a function to update and visualize the current state of a plan or to calculate default values whenever a parameter changes.","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"In this documentation we will focus on the interaction between RecoPlans and Observables. For more details on the Observables API we refer to the package and Makie documentation.","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"using Observables\nplan = RecoPlan(DirectRadonAlgorithm; parameter = RecoPlan(DirectRadonParameters;\n pre = RecoPlan(RadonPreprocessingParameters; frames = collect(1:3)),\n reco = RecoPlan(RadonBackprojectionParameters; angles = angles)))","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"You can interact with parameters as if they are \"normal\" properties of a nested struct, which we shown in previous examples:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"length(plan.parameter.pre.frames) == 3","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"Internally, these properties are stored as Observables to which we can attach functions:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"on(plan.parameter.pre, :frames) do val\n @info \"Number of frames: $(length(val))\"\nend\nsetAll!(plan, :frames, collect(1:42))","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"Clearing the plan also resets the Observables and removes all listeners:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"clear!(plan)\nsetAll!(plan, :frames, collect(1:3))\nplan.parameter.pre.frames","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"To directly access the Observable of a property you can use getindex on the plan with the property name:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"plan.parameter.pre[:frames]","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"Observables can also be used to connect two properties of a plan. For example, we can set the number of averages to the number of frames:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"on(plan.parameter.pre, :frames) do val\n plan.parameter.pre.numAverages = length(val)\nend\nsetAll!(plan, :frames, collect(1:42))\nplan.parameter.pre.numAverages","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"It is important to avoid circular dependencies when connecting Observables, as this can lead to infinite loops of callbacks. Also note that the connection shown above will always overwrite the number of averages even if a user has set the value manually:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"plan.parameter.pre.numAverages = 5\nsetAll!(plan, :frames, collect(1:42))\nplan.parameter.pre.numAverages","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"To connect two properties without overwriting user-prvided values, we can use the LinkedPropertyListener provided by AbstractImageReconstruction:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"clear!(plan)\nlistener = LinkedPropertyListener(plan.parameter.pre, :numAverages, plan.parameter.pre, :frames) do val\n @info \"Setting default numAverages value to: $(length(val))\"\n return length(val)\nend\nplan.parameter.pre.frames = collect(1:42)\nplan.parameter.pre.numAverages = 1\nplan.parameter.pre.frames = collect(1:3)","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"The LinkedPropertyListener can also be serialized and deserialized with the plan. However, for the function to be properly serialized, it should be a named function:","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"clear!(plan)\ndefaultAverages(val) = length(val)\nLinkedPropertyListener(defaultAverages, plan.parameter.pre, :numAverages, plan.parameter.pre, :frames)\nplan.parameter.pre.frames = collect(1:42)\n@info plan.parameter.pre.numAverages == 42\ntoTOML(stdout, plan)","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"To serialize custom listener one can inherit from AbstractPlanListener and follow the serialization How-To to implement the serialization. Listener are deserialized after the plan is built and the parameters are set. This means that the listener can access the parameters of the plan and the plan itself. For deserialization the listener has to implement loadListener!(::Type{<:AbstractPlanListener}, plan::RecoPlan, field::Symbol, dict::Dict{String, Any}, args...).","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"","category":"page"},{"location":"generated/howto/observables/","page":"Observables","title":"Observables","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"EditURL = \"../../literate/example/0_radon_data.jl\"","category":"page"},{"location":"generated/example/0_radon_data/#Radon-Data","page":"Radon Data","title":"Radon Data","text":"","category":"section"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"In this example we will set up our radon data using RadonKA.jl, ImagePhantoms.jl and ImageGeoms.jl. We will start with simple 2D images and their sinograms and continue with a time series of 3D images and sinograms.","category":"page"},{"location":"generated/example/0_radon_data/#Background","page":"Radon Data","title":"Background","text":"","category":"section"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"The Radon transform is an integral transform that projects the values of a function(or a phantom) along straight lines onto a detector. These projections are recorded for a number of different angles and form the so-called sinogram. The Radon transform and its adjoint form the mathematical basis for computed tomography (CT) and other imaging modalities such as single photon emission computed tomography (SPECT) and positron emission tomography (PET).","category":"page"},{"location":"generated/example/0_radon_data/#2D-Phantom","page":"Radon Data","title":"2D Phantom","text":"","category":"section"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"We will use a simple Shepp-Logan phantom to generate our Radon data. The phantom is a standard test image for medical imaging and consists of a number of ellipses with different intensities. It can be generated using ImagePhantoms.jl and ImageGeoms.jl. as follows:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"using ImagePhantoms, ImageGeoms\nN = 256\nimage = shepp_logan(N, SheppLoganToft())\nsize(image)","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"This produces a 256x256 image of a Shepp-Logan phantom. Next, we will generate the Radon data using radon from RadonKA.jl. The arguments of this function are the image or phantom to be transformed, the angles at which the projections are taken, and the used geometry of the system. For this example we will use the default parallel circle geometry. For more details, we refer to the RadonKA.jl documentation. We will use 256 angles for the projections, between 0 and π.","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"using RadonKA\nangles = collect(range(0, π, 256))\nsinogram = Array(RadonKA.radon(image, angles))\nsize(sinogram)","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"To visualize our progress so far, we will use CairoMakie.jl and a small helper function:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"using CairoMakie\nfunction plot_image(figPos, img; title = \"\", width = 150, height = 150)\n ax = CairoMakie.Axis(figPos[1, 1]; yreversed=true, title, width, height)\n hidedecorations!(ax)\n hm = heatmap!(ax, img)\n Colorbar(figPos[1, 2], hm)\nend\nfig = Figure()\nplot_image(fig[1,1], image, title = \"Image\")\nplot_image(fig[1,2], sinogram, title = \"Sinogram\")\nresize_to_layout!(fig)\nfig","category":"page"},{"location":"generated/example/0_radon_data/#3D-Pnantom","page":"Radon Data","title":"3D Pnantom","text":"","category":"section"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"RadonKA.jl also supports 3D Radon transforms. The first two dimensions are interpreted as the XY plane where the transform applied and the last dimensions is the rotational axis z of the projections. For that we need to create a 3D Shepp-Logan phantom. First we retrieve the parameters of the ellipsoids of the Shepp-Logan phantom:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"shape = (64, 64, 64)\nparams = map(collect, ellipsoid_parameters(; fovs = shape));\nnothing #hide","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"We then scale the intensities of the ellipsoids to [0.0, ..., 1.0]:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"toft_settings = [1.0, -0.8, -0.2, -0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1]\nfor idx in eachindex(toft_settings)\n params[idx][10] = toft_settings[idx]\nend","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"Finally, we create the 3D Shepp-Logan phantom by defining and sampling our image geometry:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"ob = ellipsoid(map(Tuple, params))\nig = ImageGeom(;dims = shape)\nimage = phantom(axes(ig)..., ob)\nsize(image)","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"Now we can compute the 3D Radon transform of our phantom:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"sinogram = Array(RadonKA.radon(image, angles))\nsize(sinogram)","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"Let's visualize the 3D Radon data:","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"fig = Figure()\nplot_image(fig[1,1], reverse(image[26,:,:]), title = \"Slice YZ at z=26\")\nplot_image(fig[1,2], image[:,40,:], title = \"Slice XZ at y=40\")\nplot_image(fig[2,1], reverse(image[:, :, 24]), title = \"Slice XY at z=24\")\nplot_image(fig[2,2], reverse(sinogram[:,:,24]), title = \"Sinogram at z=24\")\nplot_image(fig[3,1], reverse(image[:, :,16]), title = \"Slice XY at z=16\")\nplot_image(fig[3,2], reverse(sinogram[:,:,16]), title = \"Sinogram at z=16\")\nresize_to_layout!(fig)\nfig","category":"page"},{"location":"generated/example/0_radon_data/#Time-Series-of-3D-Phantoms","page":"Radon Data","title":"Time Series of 3D Phantoms","text":"","category":"section"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"Lastly, we want to add a time dimension to our 3D phantom. For our example we will increase the intensity of the third ellipsoid every time step or frame.","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"images = similar(image, size(image)..., 5)\nsinograms = similar(sinogram, size(sinogram)..., 5)\nfor (i, intensity) in enumerate(range(params[3][end], 0.3, 5))\n params[3][end] = intensity\n local ob = ellipsoid(map(Tuple, params))\n local ig = ImageGeom(;dims = shape)\n images[:, :, :, i] = phantom(axes(ig)..., ob)\n sinograms[:, :, :, i] = Array(RadonKA.radon(images[:, :, :, i], angles))\nend\nsize(sinograms)\n\nfig = Figure()\nfor i = 1:5\n plot_image(fig[i,1], reverse(images[:, :, 24, i]))\n plot_image(fig[i,2], sinograms[:, :, 24, i])\nend\nresize_to_layout!(fig)\nfig","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"The goal of our reconstruction package is now to recover an approximation of the time-series 3D phantoms from a given time-series of sinograms. In the next section we will introduce our class hierarchies and explore the API of AbstractImageReconstruction.jl.","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"","category":"page"},{"location":"generated/example/0_radon_data/","page":"Radon Data","title":"Radon Data","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"EditURL = \"../../literate/howto/caching.jl\"","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"include(\"../../literate/example/example_include_all.jl\") #hide","category":"page"},{"location":"generated/howto/caching/#Caching","page":"Caching","title":"Caching","text":"","category":"section"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Image reconstruction algorithms can be computationally expensive. To avoid unnecessary recomputations, we can cache the results of processing steps. This can be especially helpful if a user wants to change parameters of an algorithm that only impact parts of the processing. We have seen a small example of caching in the IterativeRadonAlgorithm implementation. There the algorithm itself cached a result in its properties. AbstractImageReconstruction provides a more general caching mechanism that can be used for any processing step. However, the caching mechanism is not enabled by default and has to be explicitly implemented by the algorithm developer.","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"This How-To builds on the results of the example sections.","category":"page"},{"location":"generated/howto/caching/#ProcessResultCache","page":"Caching","title":"ProcessResultCache","text":"","category":"section"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"The caching mechanism is based on the ProcessResultCache type. This type wraps around a different ÀbstractImageReconstructionParameter and caches the result of a processing step. The cache itself is connected to a RecoPlan and any instances build from the same plan instance share this cache and can reuse the result of the processing step.","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Let's implement the ProcessResultCache type for the Radon preprocessing step. We first define a struct a very costly preprocessing step:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Base.@kwdef struct CostlyPreprocessingParameters <: AbstractRadonPreprocessingParameters\n frames::Vector{Int64} = []\n runtime::Float64 = 1.0\nend\nfunction AbstractImageReconstruction.process(::Type{<:AbstractRadonAlgorithm}, params::CostlyPreprocessingParameters, data::AbstractArray{T, 4}) where {T}\n frames = isempty(params.frames) ? (1:size(data, 4)) : params.frames\n data = data[:, :, :, frames]\n @info \"Very costly preprocessing step\"\n sleep(params.runtime)\n return data\nend","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Now we can define a processing step that internally uses another processing step. We allow this inner parameter to be cached by considering the following Union:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Base.@kwdef struct RadonCachedPreprocessingParameters{P <: AbstractRadonPreprocessingParameters} <: AbstractRadonPreprocessingParameters\n params::Union{P, ProcessResultCache{P}}\nend","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Note that this case is a bit artifical and a more sensible place would be the algorithm parameters themselves. However, for the case of simplicity we did not introduce the concept in the example. In this artifical case we just pass the parameters to the processing step. A real implementation might do some more processing with the result of the inner processing step:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"AbstractImageReconstruction.process(algoT::Type{<:AbstractRadonAlgorithm}, params::RadonCachedPreprocessingParameters, args...) = process(algoT, params.params, args...)","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"We deliberaly implement the process function for algorithm type to avoid our cache being invalided by state changes of an algoritm instance.","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Now we construct a plan for a direct reconstruction algorithm that uses the costly preprocessing step:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"pre = CostlyPreprocessingParameters(; frames = collect(1:3), runtime = 1.0)\npreCached = RadonCachedPreprocessingParameters(ProcessResultCache(pre, maxsize = 2))\nprePlan = toPlan(preCached)\nrecoPlan = RecoPlan(IterativeRadonReconstructionParameters; angles = angles, shape = size(images)[1:3],\n iterations = 10, reg = [L2Regularization(0.001), PositiveRegularization()], solver = CGNR)\nparams = RecoPlan(IterativeRadonParameters; pre = prePlan, reco = recoPlan)\nplan = RecoPlan(IterativeRadonAlgorithm; parameter = params)","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"When we built the algorithm from the plan, the costly preprocessing step is only executed once and the result is cached and can be reused:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"algo = build(plan)\nreconstruct(algo, sinograms);\nreconstruct(algo, sinograms);\nnothing #hide","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"If we change the parameters of the algorithms without affecting the preprocessing step, we can still reuse the cached result:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"setAll!(plan, :iterations, 5)\nalgo = build(plan)\nreconstruct(algo, sinograms);\nplan.parameter.reco.iterations == 5","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"ProcessResultCache uses a least recently used (LRU) strategy to store the results. The cache size can be set by the user and defaults to 1. If the cache is full, the least recently used result is removed from the cache.","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"The cache is checked with a key formed with the hash of all arguments of the processing step. AbstractImageReconstruction provides a default hash method for AbstractImageReconstructionParameters`, which hashes all properties of a parameter.","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Other methods of cache invalidation are creating a new plan or manual invalidation of the cache:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"empty!(algo.parameter.pre.params)\nreconstruct(algo, sinograms);\nnothing #hide","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"Caches support serialization like other RecoPlans:","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"clear!(plan)\ntoTOML(stdout, plan)","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"","category":"page"},{"location":"generated/howto/caching/","page":"Caching","title":"Caching","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"EditURL = \"../../literate/example/2_direct.jl\"","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"include(\"../../literate/example/1_interface.jl\") #hide\nusing RadonKA #hide\nexport AbstractDirectRadonReconstructionParameters, RadonFilteredBackprojectionParameters, RadonBackprojectionParameters, DirectRadonParameters, DirectRadonAlgorithm #hide","category":"page"},{"location":"generated/example/2_direct/#Direct-Reconstruction","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"","category":"section"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"To implement our direct reconstruction algorithms we need to define a few more methods and types. We will start by defining the parameters for the backprojection and for the filtered backprojection. Afterwards we can implement the algorithm itself.","category":"page"},{"location":"generated/example/2_direct/#Parameters-and-Processing","page":"Direct Reconstruction","title":"Parameters and Processing","text":"","category":"section"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"For convenience we first introduce a new abstract type for the direct reconstruction paramters:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"abstract type AbstractDirectRadonReconstructionParameters <: AbstractRadonReconstructionParameters end","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"The backprojection parameters are simple and only contain the number of angles:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Base.@kwdef struct RadonBackprojectionParameters <: AbstractDirectRadonReconstructionParameters\n angles::Vector{Float64}\nend","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"The filtered backprojection parameters are more complex and contain the number of angles and optionally the filter which should be used:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Base.@kwdef struct RadonFilteredBackprojectionParameters <: AbstractDirectRadonReconstructionParameters\n angles::Vector{Float64}\n filter::Union{Nothing, Vector{Float64}} = nothing\nend","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Since we have defined no default values for the angles, they are required to be set by the user. A more advanced implementation would also allow for the geometry to be set.","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Next we will implement the process steps for both of our backprojection variants. Since RadonKA.jl expects 2D or 3D arrays we have to transform our time series accordingly.","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"function AbstractImageReconstruction.process(algoT::Type{<:AbstractDirectRadonAlgorithm}, params::AbstractDirectRadonReconstructionParameters, data::AbstractArray{T, 4}) where {T}\n result = []\n for i = 1:size(data, 4)\n push!(result, process(algoT, params, view(data, :, :, :, i)))\n end\n return cat(result..., dims = 4)\nend\nAbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::RadonBackprojectionParameters, data::AbstractArray{T, 3}) where {T} = RadonKA.backproject(data, params.angles)\nAbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::RadonFilteredBackprojectionParameters, data::AbstractArray{T, 3}) where {T} = RadonKA.backproject_filtered(data, params.angles; filter = params.filter)","category":"page"},{"location":"generated/example/2_direct/#Algorithm","page":"Direct Reconstruction","title":"Algorithm","text":"","category":"section"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"The direct reconstruction algorithm has essentially no state to store between reconstructions and thus only needs its parameters as fields. We want our algorithm to accept any combination of our preprocessing and direct reconstruction parameters. This we encode in a new type:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Base.@kwdef struct DirectRadonParameters{P <: AbstractRadonPreprocessingParameters, R <: AbstractDirectRadonReconstructionParameters} <: AbstractRadonParameters\n pre::P\n reco::R\nend","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"And the according processing step:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"function AbstractImageReconstruction.process(algoT::Type{<:AbstractDirectRadonAlgorithm}, params::DirectRadonParameters{P, R}, data::AbstractArray{T, 4}) where {T, P<:AbstractRadonPreprocessingParameters, R<:AbstractDirectRadonReconstructionParameters}\n data = process(algoT, params.pre, data)\n return process(algoT, params.reco, data)\nend","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Now we can define the algorithm type itself. Algorithms are usually constructed with one argument passing in the user parameters:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"mutable struct DirectRadonAlgorithm{D <: DirectRadonParameters} <: AbstractDirectRadonAlgorithm\n parameter::D\n output::Channel{Any}\n DirectRadonAlgorithm(parameter::D) where D = new{D}(parameter, Channel{Any}(Inf))\nend","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"And they implement a method to retrieve the used parameters:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"AbstractImageReconstruction.parameter(algo::DirectRadonAlgorithm) = algo.parameter","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Algorithms are assumed to be stateful. To ensure thread safety, we need to implement the lock and unlock functions. We will use the output channel as a lock:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Base.lock(algo::DirectRadonAlgorithm) = lock(algo.output)\nBase.unlock(algo::DirectRadonAlgorithm) = unlock(algo.output)","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"And implement the put! and take! functions, mimicking the behavior of a FIFO channel for reconstructions:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Base.take!(algo::DirectRadonAlgorithm) = Base.take!(algo.output)\nfunction Base.put!(algo::DirectRadonAlgorithm, data::AbstractArray{T, 4}) where {T}\n lock(algo) do\n put!(algo.output, process(algo, algo.parameter, data))\n end\nend","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"The way the behaviour is implemented here, the algorithm does not buffer any inputs and instead blocks until the currenct reconstruction is done. Outputs are stored until they are retrieved.","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"With wait and isready we can check if the algorithm is currently processing data or if it is ready to accept new inputs:","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"Base.wait(algo::DirectRadonAlgorithm) = wait(algo.output)\nBase.isready(algo::DirectRadonAlgorithm) = isready(algo.output)","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"","category":"page"},{"location":"generated/example/2_direct/","page":"Direct Reconstruction","title":"Direct Reconstruction","text":"This page was generated using Literate.jl.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"EditURL = \"../../literate/howto/serialization.jl\"","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"include(\"../../literate/example/example_include_all.jl\") #hide","category":"page"},{"location":"generated/howto/serialization/#Serialization","page":"Serialization","title":"Serialization","text":"","category":"section"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"As was shown in the example, a RecoPlan AbstractImageReconstruction can be used to easily parametrize reconstruction algorithms or provide a template structure. Serializing and deserializing a plan can therefore be used to provide templates of algorithms as well as storing a fully parametrized algorithm to reproduce a reconstruction later on. The main goal of serialization is not to store and restore the concrete binary representation of the algorithm, but to store the parameters and the structure of the algorithm. Changes to parameters or algorithms internals could thus still be supported by a deserialized plan, as long as the keyword arguments of the constructor are still valid.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"warning: Warning\nSerialization is still in an experimental state and might change in the future. It is intended as a best-effort feature to provide a way to store and load plans. Depending on the Julia version, the reconstruction package in question and the complexity of custom structs used in the parameters, serialization might not work as expected.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"RecoPlans are serialized as TOML files using the TOML.jl standard library:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"pre = RadonPreprocessingParameters(frames = collect(1:3))\nback_reco = RadonBackprojectionParameters(;angles)\nalgo_back = DirectRadonAlgorithm(DirectRadonParameters(pre, back_reco))\nplan = toPlan(algo_back)\nclear!(plan)\n#toTOML(stdout, plan)","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"Before serialization as a TOML file, the plan is turned into a nested dictionary using the functions toDict, toDict!, toDictValue and toDictValue!. The top-level function is toDict:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"toDict(plan)","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"This method creates a dictionary and records not only the value of the argument, but also the module and type name among other metadata. This metadata starts with a _ and is used during deserialization to recreate the correct types. After creating the dictionary, the function toDict! is called to add the argument and its metadata to the dictionary.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"The value-representation of the argument is added to the dictionary using the toDictValue! method. The default toDictValue! for structs with fields adds each field of the argument as a key-value pair with the value being provided by the toDictValue function.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"While AbstractImageReconstruction tries to provide default implementations, multiple dispatch can be used for custom serialization of types.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"As an example we will add a new parameter struct for a filtered backprojection process using a given geometry:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"export CustomGeomFilteredBackprojectionParameters\nBase.@kwdef struct CustomGeomFilteredBackprojectionParameters{G <: RadonGeometry} <: OurRadonReco.AbstractDirectRadonReconstructionParameters\n angles::Vector{Float64}\n filter::Union{Nothing, Vector{Float64}} = nothing\n geometry::G\nend\nfunction AbstractImageReconstruction.process(::Type{<:AbstractDirectRadonAlgorithm}, params::CustomGeomFilteredBackprojectionParameters, data::AbstractArray{T, 3}) where {T}\n return RadonKA.backproject_filtered(data, params.angles; filter = params.filter, geometry = params.geometry)\nend","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"First we will take a look at the default serialization:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"reco = RecoPlan(CustomGeomFilteredBackprojectionParameters; angles = [0.0],\n geometry = RadonFlexibleCircle(size(sinograms, 1), [0.0, 0.0], [1.0, 1.0]))\ntoTOML(stdout, reco)","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"In this case the default seems to work, but we can also provide a custom serialization for the geometry. This is especially helpful for custom types that contain large amounts of data, which we don't want to serialize. An example of this could be a file with meeasurement data, where we just want to store the file path and not the whole data.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"We want to serialize the geometry as a custom dictionary. For that we first need to override the default toDictValue method for the geometry:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"AbstractImageReconstruction.toDictValue(value::RadonGeometry) = toDict(value)","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"This method is called when the fields for the CustomGeomFilteredBackprojectionParameters are serialized.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"Now that we create a custom dict representation, we can override the behaviour after the metadata is recorded. For that we specialize the toDictValue! method:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"function AbstractImageReconstruction.toDictValue!(dict, value::RadonFlexibleCircle)\n dict[\"in\"] = value.in_height\n dict[\"out\"] = value.out_height\n dict[\"N\"] = value.N\nend","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"This results in our custom serialization:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"toTOML(stdout, reco)","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"We also need to create the corresponding deserialization functions. This is done by defining a fromTOML method for the type. Since we defined our value to be represented as a dictionary, we will need to construct our type from a dictionary:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"function AbstractImageReconstruction.fromTOML(::Type{<:RadonGeometry}, dict::Dict{String, Any})\n return RadonFlexibleCircle(dict[\"N\"], dict[\"in\"], dict[\"out\"])\nend","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"Finally, we can do a round-trip test to see if our serialization and deserialization works:","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"io = IOBuffer()\ntoTOML(io, reco)\nseekstart(io)\nrecoCopy = loadPlan(io, [Main, OurRadonReco, RadonKA])\ntoTOML(stdout, recoCopy)","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"For deserialization we need to provide the module where the type is defined. This is necessary to \"find\" the correct type during deserialization that allows for the dispatch to the correct fromTOML method. Generally, this module selection can be done by the reconstruction package developer, though it is also possible for the user to add modules since they can easily extend algorithms with new processing steps.","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"","category":"page"},{"location":"generated/howto/serialization/","page":"Serialization","title":"Serialization","text":"This page was generated using Literate.jl.","category":"page"},{"location":"example_intro/#Small-Reconstruction-Package-for-Radon-projections","page":"Introduction","title":"Small Reconstruction Package for Radon projections","text":"","category":"section"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"In this example we will implement a small image reconstruction package using AbstractImageReconstruction.jl. Our reconstruction package OurRadonreco aims to provide direct and iterative reconstruction algorithms for Radon projection data. ","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Most of the desired functionality is already implemented in various Julia packages. Our reconstruction package now needs to properly link these packages and transform the data into the appropriate formats for each package. ","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"note: Note\nThe example is intended for developers of reconstruction packages that use AbstractImageReconstruction. End-users of such a package can consult the result sections of the example to see the high-level interface of AbstractImagerReconstruction and should otherwise consult the documentation of the concrete reconstruction package itself.","category":"page"},{"location":"example_intro/#Installation","page":"Introduction","title":"Installation","text":"","category":"section"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"We can install AbstractImageReconstruction using the Julia package manager. Open a Julia REPL and run the following command:","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"using Pkg\nPkg.add(\"AbstractImageReconstruction\")","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"This will download and install AbstractImageReconstruction.jl and its dependencies. To install a different version, please consult the Pkg documentation. In addition to AbstractImageReconstruction.jl, we will need a few more packages to get started, which we can install the same way.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"RadonKA.jl provides us with fast Radon forward and backward projections, which we can use for direct reconstructions and to prepare sample data for our package.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"LinearOperatorCollection.jl wraps the functionality of RadonKA.jl into a matrix-free linear operator, that can be used in iterative solvers.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"RegularizedLeastSquares.jl offers a variety of iterative solvers and regularization options.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"ImagePhantoms.jl and ImageGeoms.jl allow us to define digital software \"phantoms\", which we will use to test our reconstruction algorithms.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Lastly, we will use CairoMakie.jl to visualize our results.","category":"page"},{"location":"example_intro/#Outline","page":"Introduction","title":"Outline","text":"","category":"section"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Radon Data: this section we will familiarise ourselves with RadonKA.jl and define a small data format for three-dimensional time series sinograms. We also create the inverse problem that we will solve in the rest of the example","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Interface: Here we define the abstract types we will use in our package and take a look at what we need to implement to interact with AbstractImageReconstruction. We also start with a first processing step of our algorithms.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Direct Reconstruction: Now we extend our abstract types with a concrete implementation of reconstruction algorithms using the backprojection and filtered backprojection.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Direct Reconstruction Result: This section shows how to use the algorithm we have just implemented.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Iterative Reconstruction: We finish our small example package by implementing an iterative reconstruction algorithm. For this algorithm we require more complex parametrization and data processing.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"Iterative Reconstruction Result: The last section shows again how to use the just implemented algorithm. But it also highlights RecoPlans, which are a core utility of AbstractImageReconstruction. These plans allow a user to easily configure, save and load algorithms as templates.","category":"page"},{"location":"example_intro/","page":"Introduction","title":"Introduction","text":"For an even more detailed reconstruction package we refer to the magnetic particle imaging reconstruction package MPIReco.jl.","category":"page"},{"location":"API/api/#API-for-Solvers","page":"API Reference","title":"API for Solvers","text":"","category":"section"},{"location":"API/api/","page":"API Reference","title":"API Reference","text":"This page contains documentation of the public API of the AbstractImageReconstruction. In the Julia REPL one can access this documentation by entering the help mode with ?","category":"page"},{"location":"API/api/#Algorithm-and-Parameters","page":"API Reference","title":"Algorithm and Parameters","text":"","category":"section"},{"location":"API/api/","page":"API Reference","title":"API Reference","text":"AbstractImageReconstruction.AbstractImageReconstructionAlgorithm\nAbstractImageReconstruction.reconstruct\nBase.put!(::AbstractImageReconstructionAlgorithm, ::Any)\nBase.take!(::AbstractImageReconstructionAlgorithm)\nBase.lock(::AbstractImageReconstructionAlgorithm)\nBase.unlock(::AbstractImageReconstructionAlgorithm)\nBase.isready(::AbstractImageReconstructionAlgorithm)\nBase.wait(::AbstractImageReconstructionAlgorithm)\nAbstractImageReconstruction.AbstractImageReconstructionParameters\nAbstractImageReconstruction.process\nAbstractImageReconstruction.parameter","category":"page"},{"location":"API/api/#AbstractImageReconstruction.AbstractImageReconstructionAlgorithm","page":"API Reference","title":"AbstractImageReconstruction.AbstractImageReconstructionAlgorithm","text":"AbstractImageReconstructionAlgorithm\n\nAbstract type for image reconstruction algorithms. Must implement put! and take! functions. Serialization expects a constructor with a single AbstractImageReconstructionParameters argument.\n\n\n\n\n\n","category":"type"},{"location":"API/api/#AbstractImageReconstruction.reconstruct","page":"API Reference","title":"AbstractImageReconstruction.reconstruct","text":"reconstruct(algo::T, u) where {T<:AbstractImageReconstructionAlgorithm}\n\nReconstruct an image from input u using algorithm algo. The àlgo will be locked until the result is available or an error occurs.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#Base.put!-Tuple{AbstractImageReconstructionAlgorithm, Any}","page":"API Reference","title":"Base.put!","text":"put!(algo::AbstractImageReconstructionAlgorithm, inputs...)\n\nPerform image reonstruction with algorithm algo on given ìnputs. Depending on the algorithm this might block. Result is stored and can be retrieved with take!.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.take!-Tuple{AbstractImageReconstructionAlgorithm}","page":"API Reference","title":"Base.take!","text":"take!(algo::AbstractImageReconstructionAlgorithm)\n\nRemove and return a stored result from the algorithm algo. Blocks until a result is available.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.lock-Tuple{AbstractImageReconstructionAlgorithm}","page":"API Reference","title":"Base.lock","text":"lock(algo::AbstractImageReconstructionAlgorithm)\n\nAcquire a lock on the algorithm algo. If the lock is already acquired, wait until it is released.\n\nEach lock must be matched with a unlock.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.unlock-Tuple{AbstractImageReconstructionAlgorithm}","page":"API Reference","title":"Base.unlock","text":"unlock(algo::AbstractImageReconstructionAlgorithm)\n\nRelease a lock on the algorithm algo.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.isready-Tuple{AbstractImageReconstructionAlgorithm}","page":"API Reference","title":"Base.isready","text":"isready(algo::AbstractImageReconstructionAlgorithm)\n\nDetermine if the algorithm algo has a result available.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.wait-Tuple{AbstractImageReconstructionAlgorithm}","page":"API Reference","title":"Base.wait","text":"wait(algo::AbstractImageReconstructionAlgorithm)\n\nWait for a result to be available from the specified algo.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.AbstractImageReconstructionParameters","page":"API Reference","title":"AbstractImageReconstruction.AbstractImageReconstructionParameters","text":"AbstractImageReconstructionParameters\n\nAbstract type for image reconstruction parameters. An algorithm consists of one ore more process steps, each can have its own parameters. Parameters can be arbitrarly nested. \n\n\n\n\n\n","category":"type"},{"location":"API/api/#AbstractImageReconstruction.process","page":"API Reference","title":"AbstractImageReconstruction.process","text":"process(algo::Union{A, Type{A}}, param::AbstractImageReconstructionParameters, inputs...) where A <: AbstractImageReconstructionAlgorithm\n\nProcess inputs with algorithm algo and parameters param. Returns the result of the processing step. If not implemented for an instance of algo, the default implementation is called with the type of algo.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.parameter","page":"API Reference","title":"AbstractImageReconstruction.parameter","text":"parameter(algo::AbstractImageReconstructionAlgorithm)\n\nReturn the parameters of the algorithm algo.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#RecoPlan","page":"API Reference","title":"RecoPlan","text":"","category":"section"},{"location":"API/api/","page":"API Reference","title":"API Reference","text":"AbstractImageReconstruction.RecoPlan\nBase.propertynames(::RecoPlan)\nBase.getproperty(::RecoPlan, ::Symbol)\nBase.getindex(::RecoPlan, ::Symbol)\nBase.setproperty!(::RecoPlan, ::Symbol, ::Any)\nAbstractImageReconstruction.setAll!\nAbstractImageReconstruction.clear!\nBase.ismissing(::RecoPlan, ::Symbol)\nObservables.on(::Any, ::RecoPlan, ::Symbol)\nObservables.off(::RecoPlan, ::Symbol, ::Any)\nAbstractImageReconstruction.build\nAbstractImageReconstruction.toPlan\nAbstractImageReconstruction.savePlan\nAbstractImageReconstruction.loadPlan\nAbstractImageReconstruction.loadListener!\nAbstractImageReconstruction.parent(::RecoPlan)\nAbstractImageReconstruction.parent!(::RecoPlan, ::RecoPlan)\nAbstractImageReconstruction.parentproperty\nAbstractImageReconstruction.parentproperties","category":"page"},{"location":"API/api/#AbstractImageReconstruction.RecoPlan","page":"API Reference","title":"AbstractImageReconstruction.RecoPlan","text":"RecoPlan{T <: Union{AbstractImageReconstructionParameters, AbstractImageReconstructionAlgorithm}}\n\nConfiguration template for an image reconstruction algorithm or paremeters of type T. A RecoPlan{T} has the same properties with type checking as T with the exception that properties can be missing and nested algorithms and parameters can again be RecoPlans.\n\nPlans can be nested and form a tree. A parent plan can be accessed with parent and set with parent!. Algorithms and parameters can be converted to a plan with toPlan.\n\nPlans feature serialization with toTOML, toPlan and loadPlan and the ability to attach callbacks to property changes with Òbservables and on.\n\n\n\n\n\n","category":"type"},{"location":"API/api/#Base.propertynames-Tuple{RecoPlan}","page":"API Reference","title":"Base.propertynames","text":"propertynames(plan::RecoPlan{T}) where {T}\n\nReturn a tupel of configurable properties of T. Unlike propertynames(T) this does not include properties starting with _.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.getproperty-Tuple{RecoPlan, Symbol}","page":"API Reference","title":"Base.getproperty","text":"getproperty(plan::RecoPlan{T}, name::Symbol) where {T}\n\nGet the property name of plan. Equivalent to plan.name.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.getindex-Tuple{RecoPlan, Symbol}","page":"API Reference","title":"Base.getindex","text":"getindex(plan::RecoPlan{T}, name::Symbol) where {T}\n\nReturn the Observable for the name property of plan. Equivalent to plan[name].\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Base.setproperty!-Tuple{RecoPlan, Symbol, Any}","page":"API Reference","title":"Base.setproperty!","text":"setproperty!(plan::RecoPlan{T}, name::Symbol, x::X) where {T, X}\n\nSet the property name of plan to x. Equivalent to plan.name = x. Triggers callbacks attached to the property.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.setAll!","page":"API Reference","title":"AbstractImageReconstruction.setAll!","text":"setAll!(plan::RecoPlan{T}, name::Symbol, x) where {T<:AbstractImageReconstructionParameters}\n\nRecursively set the property name of each nested RecoPlan of plan to x.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.clear!","page":"API Reference","title":"AbstractImageReconstruction.clear!","text":"clear!(plan::RecoPlan{T}, preserve::Bool = true) where {T<:AbstractImageReconstructionParameters}\n\nClear all properties of plan. If preserve is true, nested RecoPlans are preserved.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#Base.ismissing-Tuple{RecoPlan, Symbol}","page":"API Reference","title":"Base.ismissing","text":"ismissing(plan::RecoPlan, name::Symbol)\n\nIndicate if the property name of plan is missing.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Observables.on-Tuple{Any, RecoPlan, Symbol}","page":"API Reference","title":"Observables.on","text":"on(f, plan::RecoPlan, property::Symbol; kwargs...)\n\nAdds function f as listener to property of plan. The function is called whenever the property is changed with setproperty!.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#Observables.off-Tuple{RecoPlan, Symbol, Any}","page":"API Reference","title":"Observables.off","text":"off(plan::RecoPlan, property::Symbol, f)\n\nRemove f from the listeners of property of plan.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.build","page":"API Reference","title":"AbstractImageReconstruction.build","text":"build(plan::RecoPlan{T}) where {T}\n\nRecursively build a plan from a RecoPlan by converting all properties to their actual values using keyword argument constructors.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.toPlan","page":"API Reference","title":"AbstractImageReconstruction.toPlan","text":"toPlan(param::Union{AbstractImageReconstructionParameters, AbstractImageReconstructionAlgorithm})\n\nConvert an AbstractImageReconstructionParameters or AbstractImageReconstructionAlgorithm to a (nested) RecoPlan.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.savePlan","page":"API Reference","title":"AbstractImageReconstruction.savePlan","text":"savePlan(file::Union{AbstractString, IO}, plan::RecoPlan)\n\nSave the plan to the file in TOML format. See also loadPlan, toTOML, toDict.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.loadPlan","page":"API Reference","title":"AbstractImageReconstruction.loadPlan","text":"loadPlan(filename::Union{AbstractString, IO}, modules::Vector{Module})\n\nLoad a RecoPlan from a TOML file. The modules argument is a vector of modules that contain the types used in the plan. After loading the plan, the listeners are attached to the properties using loadListener!.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.loadListener!","page":"API Reference","title":"AbstractImageReconstruction.loadListener!","text":"loadListener!(plan, name::Symbol, dict, modDict)\n\nLoad a listener from dict and attach it to property name of plan\n\n\n\n\n\n","category":"function"},{"location":"API/api/#Base.parent-Tuple{RecoPlan}","page":"API Reference","title":"Base.parent","text":"parent(plan::RecoPlan)\n\nReturn the parent of plan.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.parent!-Tuple{RecoPlan, RecoPlan}","page":"API Reference","title":"AbstractImageReconstruction.parent!","text":"parent!(plan::RecoPlan, parent::RecoPlan)\n\nSet the parent of plan to parent.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.parentproperty","page":"API Reference","title":"AbstractImageReconstruction.parentproperty","text":"parentproperty(plan::RecoPlan)\n\nReturn the property name of plan in its parent, s.t. getproperty(parent(plan), parentproperty(plan)) === plan. Return nothing if plan has no parent.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.parentproperties","page":"API Reference","title":"AbstractImageReconstruction.parentproperties","text":"parentproperties(plan::RecoPlan)\n\nReturn a vector of property names of plan in its parent, s.t. getproperty(parent(plan), last(parentproperties(plan))) === plan. Return an empty vector if plan has no parent.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#Miscellaneous","page":"API Reference","title":"Miscellaneous","text":"","category":"section"},{"location":"API/api/","page":"API Reference","title":"API Reference","text":"AbstractImageReconstruction.LinkedPropertyListener\nAbstractImageReconstruction.ProcessResultCache\nBase.hash(::AbstractImageReconstructionParameters, ::UInt64)\nAbstractImageReconstruction.toKwargs(::AbstractImageReconstructionParameters)\nAbstractImageReconstruction.fromKwargs\nAbstractImageReconstruction.toDict\nAbstractImageReconstruction.toDict!\nAbstractImageReconstruction.toDictValue\nAbstractImageReconstruction.toDictValue!","category":"page"},{"location":"API/api/#AbstractImageReconstruction.LinkedPropertyListener","page":"API Reference","title":"AbstractImageReconstruction.LinkedPropertyListener","text":"LinkedPropertyListener(fn, target::RecoPlan, targetProp, source::RecoPlan, sourceProp)\n\nConnect two properties of RecoPlans. Set target.targetProp to fn(source.sourceProp) whenever source.sourceProp changes and target.targetProp was not changed outside of the listener. \n\n\n\n\n\n","category":"type"},{"location":"API/api/#AbstractImageReconstruction.ProcessResultCache","page":"API Reference","title":"AbstractImageReconstruction.ProcessResultCache","text":"ProcessResultCache(params::AbstractImageReconstructionParameters; maxsize = 1, kwargs...)\n\nCache of size maxsize for the result of process methods. The cache is based on the hash of the inputs of the process function. Cache is shared between all algorithms constructed from the same plan. The cache is transparent for properties of the underlying parameter. Cache can be invalidated by calling empty! on the cache.\n\n\n\n\n\n","category":"type"},{"location":"API/api/#Base.hash-Tuple{AbstractImageReconstructionParameters, UInt64}","page":"API Reference","title":"Base.hash","text":"hash(parameter::AbstractImageReconstructionParameters, h)\n\nDefault hash function for image reconstruction paramters. Uses nameof the parameter and all fields not starting with _ to compute the hash.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.toKwargs-Tuple{AbstractImageReconstructionParameters}","page":"API Reference","title":"AbstractImageReconstruction.toKwargs","text":"toKwargs(value::AbstractImageReconstructionParameters; kwargs...)\n\nConvert a AbstractImageReconstructionParameters to a Dict{Symbol, Any} of each property.\n\nOptional keyword arguments:\n\nflatten::Vector{DataType}: Types to flatten, per default only AbstractImageReconstructionParameters are flattened.\nignore::Vector{Symbol}: Properties to ignore.\ndefault::Dict{Symbol, Any}: Default values for properties that are missing.\noverwrite::Dict{Symbol, Any}: Overwrite values for properties.\n\n\n\n\n\n","category":"method"},{"location":"API/api/#AbstractImageReconstruction.fromKwargs","page":"API Reference","title":"AbstractImageReconstruction.fromKwargs","text":"fromKwargs(type::Type{T}; kwargs...) where {T}\n\nCreate a new instance of type from the keyword arguments. Only properties that are part of type are considered.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.toDict","page":"API Reference","title":"AbstractImageReconstruction.toDict","text":"toDict(value)\n\nRecursively convert value to a Dict{String, Any} using toDict!.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.toDict!","page":"API Reference","title":"AbstractImageReconstruction.toDict!","text":"toDict!(dict, value)\n\nExtracts metadata such as the module and type name from value and adds it to dict. The value-representation of value is added using toDictValue!.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.toDictValue","page":"API Reference","title":"AbstractImageReconstruction.toDictValue","text":"toDictValue(value)\n\nTransform value to a value-representation in a dict that can later be serialized as a TOML file.\n\n\n\n\n\n","category":"function"},{"location":"API/api/#AbstractImageReconstruction.toDictValue!","page":"API Reference","title":"AbstractImageReconstruction.toDictValue!","text":"toDictValue!(dict, value)\n\nExtracts the value-representation of value and adds it to dict. The default implementation for structs with fields adds each field of the argument as a key-value pair with the value being provided by the toDictValue function.\n\n\n\n\n\ntoDictValue!(dict, plan::RecoPlan)\n\nAdds the properties of plan to dict using toDictValue for each not missing field. Additionally, adds each listener::AbstractPlanListener to the dict.\n\n\n\n\n\n","category":"function"},{"location":"#AbstractImageReconstruction.jl","page":"Home","title":"AbstractImageReconstruction.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Abstract Interface for Medical Image Reconstruction Packages","category":"page"},{"location":"#Introduction","page":"Home","title":"Introduction","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"AbstractImageReconstruction.jl is a Julia package that serves as the core API for medical imaging packages. It provides implementations an interface and type hierarchy to represent and implement image reconstruction algorithms, their parameters and runtime behaviour. In particular, this package serves as the API of the Julia packages MPIReco.jl.","category":"page"},{"location":"#Features","page":"Home","title":"Features","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Reconstruction control flow defined with multiple-dispatch on extensible and exchangable type hierarchies \nStoring, loading and manipulating of reconstruction algorithms with (partially) set parameters\nAttaching callbacks to parameter changes with Observables.jl\nVarious generic utilities such as transparent caching of intermediate reconstruction results","category":"page"},{"location":"#Installation","page":"Home","title":"Installation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Within Julia, use the package manager:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using Pkg\nPkg.add(\"AbstractImageReconstruction\")","category":"page"},{"location":"","page":"Home","title":"Home","text":"AbstractImageReconstruction is not intended to be used alone, but together with an image reconstruction package that implements the provided interface, such as MPIReco.jl.","category":"page"},{"location":"#Usage","page":"Home","title":"Usage","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"The actual construction of reconstruction algorithms depends on the implementation of the reconstruction package. Once an algorithm is constructed with the given parameters, images can be reconstructed as follows:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using AbstractImageReconstruction, MPIReco\n\nparams = ... # Setup reconstruction paramter\nalgo = ... # Setup chosen algorithm with params\nraw = ... # Setup raw data\n\nimage = reconstruct(algo, raw)","category":"page"},{"location":"","page":"Home","title":"Home","text":"An algorithm can be transformed into a RecoPlan. These are mutable and transparent wrappers around the nested types of the algorithm and its parameters, which can be saved and restored to and from TOML files.","category":"page"},{"location":"","page":"Home","title":"Home","text":"plan = toPlan(algo)\nsavePlan(MPIReco, \"Example\", plan)\nplan = loadPlan(MPIReco, \"Example\", [MPIReco, RegularizedLeastSquares, MPIFiles])\n\nalgo2 = build(plan)\nalgo == algo2 # true","category":"page"},{"location":"","page":"Home","title":"Home","text":"Unlike concrete algorithm instances, a RecoPlan may still be missing certain values of its properties. Futhermore, they can encode the structure of an image reconstruction algorithm without concrete parameterization.","category":"page"},{"location":"","page":"Home","title":"Home","text":"It is also possible to attach functions to RecoPlan properties, that call user-specified functions if they are changed using Observables.jl. This allows specific RecoPlans to provide smart default parameter choices or embedding a plan into a GUI.","category":"page"}] +} diff --git a/previews/PR13/siteinfo.js b/previews/PR13/siteinfo.js new file mode 100644 index 0000000..29dd892 --- /dev/null +++ b/previews/PR13/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR13";