diff --git a/.gitignore b/.gitignore index b51748e..f52dd68 100644 --- a/.gitignore +++ b/.gitignore @@ -7,13 +7,13 @@ __pycache__/ *.so *.ipynb .ipynb_checkpoints -_build +# _build build/ dist/ *.pkl *.hd5 *.csv -*.html +# *.html *.xml .env .vim @@ -30,8 +30,5 @@ dist/ .idea/ .DS_Store node_modules/ -build/ -_build/ -dist/ cache/ tmp/ diff --git a/README.md b/README.md index 2bf8b45..26f5049 100644 --- a/README.md +++ b/README.md @@ -1,40 +1,3 @@ -# Learnware Market 规范 -## 1 提交规范 +# Learnware Market -### 1.1 Commit 内容 - -请按照以下方式提交: -按照 前缀 + Space + 后缀 的方法提交 -* 前缀有三种选择,可使用逗号链接 - * [ENH]:表示 enhancement,意味着增加新功能 - * [DOC]:表示修改了文档 - * [FIX]:表示修改了 bug,修改了 tyoo - * [MNT]:表示其他小修改,比如更新版本号 - -* 后缀表示具体修改的内容,首字母大写 - -* 举例:一下都合法 - * [DOC] Fix the document - * [FIX, ENT] Fix the bug and add some feature - -### 1.2 格式 - -提交前使用以下命令进行format: -``` -black -l 120 . -``` -其中black安装命令为: -``` -pip install black -``` - -## 2 以开发模式安装方法 - -使用以下方式进行安装开发: -* 使用 python 3.8 进行开发 -* 安装代码(代码根目录运行 -``` -python setup.py develop -``` -* 直接增加,删除修改对应文件即可 - +This is learnware market project. \ No newline at end of file diff --git a/dev/1. 提交规范.md b/dev/1. 提交规范.md new file mode 100644 index 0000000..1215647 --- /dev/null +++ b/dev/1. 提交规范.md @@ -0,0 +1,28 @@ +# Learnware Market 提交规范 + +## 1.1 comments 格式 + +请按照以下方式提交: +按照 前缀 + Space + 后缀 的方法提交 +* 前缀有三种选择,可使用逗号链接 + * [ENH]:表示 enhancement,意味着增加新功能 + * [DOC]:表示修改了文档 + * [FIX]:表示修改了 bug,修改了 tyoo + * [MNT]:表示其他小修改,比如更新版本号 + +* 后缀表示具体修改的内容,首字母大写 + +* 举例:一下都合法 + * [DOC] Fix the document + * [FIX, ENT] Fix the bug and add some feature + +### 1.2 format 代码 + +提交前使用以下命令进行format: +``` +black -l 120 . +``` +其中black安装命令为: +``` +pip install black +``` \ No newline at end of file diff --git a/dev/2. 开发模式安装项目方法.md b/dev/2. 开发模式安装项目方法.md new file mode 100644 index 0000000..62084a9 --- /dev/null +++ b/dev/2. 开发模式安装项目方法.md @@ -0,0 +1,9 @@ +# Learnware Market 开发模式安装方法 + +使用以下方式进行安装开发: +* 使用 python 3.8 进行开发 +* 安装代码(代码根目录运行 +``` +python setup.py develop +``` +* 直接增加,删除修改对应文件即可实时修改 import 的包功能 \ No newline at end of file diff --git a/dev/3. 代码规范.md b/dev/3. 代码规范.md new file mode 100644 index 0000000..0e7ff34 --- /dev/null +++ b/dev/3. 代码规范.md @@ -0,0 +1,51 @@ +# Learnware Market 代码规范 + +## 1 类和函数命名 +* 关于类名使用大驼峰方法 +* 函数使用小写和下划线的形式 + +## 2 相对引用和绝对引用 +* 在learnware包内务必使用相对 import 的方法 +* 在learnware包外使用绝对 import 的方法 + +## 3 如果读取通用配置 +* 在需要一些全局配置时使用下属语句进行获取全局配置 (包内相对引用使用) + +```python +from learnware.config import C +print(C.root_path) # 获取项目全局路径 +``` + +* 如果要修改或者增添全局配置,直接在 learnware.config 的 _DEFAULT_CONFIG 中进行增删和修改即可 + +## 4 关于路径硬编码 +* 请勿使用路径硬编码 +* 例如我想的到当前文件的文件夹路径,我可以用下述语句: + +```python +os.path.dirname(os.path.abspath(__file__)) +``` + +* 例如我想获取文件根目录路径下的cache文件夹,我可以使用下述语句: + +```python +from learnware.config import C +cache_dirpath = os.path.join(C.root_path, 'cache') +``` + +## 5 关于通用函数的位置 +* 全局通用函数请写在 learn.utils 中 +* 如果是子包通用函数,写在该子包的 utils 中即可,例如 learnware.specification.utils 中存放了 generate_stat_spec 作为该子包通用函数 + +## 6 关于如何打 log +* 当出现一些不符合期待行为(例如参数缺失等),请使用 logger 功能 (包内相对引用使用) +* 例子: + +```python +from learnware.logger import get_module_logger + +def function(self): + self.logger = get_module_logger(self.__class__.__name__) + self.logger.info("this is a info") + self.logger.warning("this is a warning") +``` \ No newline at end of file diff --git a/docs/Makefile b/docs/Makefile index d0c3cbf..fa234c6 100644 --- a/docs/Makefile +++ b/docs/Makefile @@ -1,12 +1,12 @@ # Minimal makefile for Sphinx documentation # -# You can set these variables from the command line, and also -# from the environment for the first two. -SPHINXOPTS ?= -SPHINXBUILD ?= sphinx-build -SOURCEDIR = source -BUILDDIR = build +# You can set these variables from the command line. +SPHINXOPTS = +SPHINXBUILD = python3 -msphinx +SPHINXPROJ = learnware +SOURCEDIR = . +BUILDDIR = _build # Put it first so that "make" without argument is like "make help". help: @@ -17,4 +17,4 @@ help: # Catch-all target: route all unknown targets to Sphinx using the new # "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). %: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) \ No newline at end of file diff --git a/docs/_build/doctrees/components/market.doctree b/docs/_build/doctrees/components/market.doctree new file mode 100644 index 0000000..f8aae7c Binary files /dev/null and b/docs/_build/doctrees/components/market.doctree differ diff --git a/docs/_build/doctrees/components/spec.doctree b/docs/_build/doctrees/components/spec.doctree new file mode 100644 index 0000000..ab17b0f Binary files /dev/null and b/docs/_build/doctrees/components/spec.doctree differ diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle new file mode 100644 index 0000000..c96ab1c Binary files /dev/null and b/docs/_build/doctrees/environment.pickle differ diff --git a/docs/_build/doctrees/index.doctree b/docs/_build/doctrees/index.doctree new file mode 100644 index 0000000..354a153 Binary files /dev/null and b/docs/_build/doctrees/index.doctree differ diff --git a/docs/_build/doctrees/introduction/intro.doctree b/docs/_build/doctrees/introduction/intro.doctree new file mode 100644 index 0000000..341e3e0 Binary files /dev/null and b/docs/_build/doctrees/introduction/intro.doctree differ diff --git a/docs/_build/doctrees/references/api.doctree b/docs/_build/doctrees/references/api.doctree new file mode 100644 index 0000000..ead1569 Binary files /dev/null and b/docs/_build/doctrees/references/api.doctree differ diff --git a/docs/_build/html/.buildinfo b/docs/_build/html/.buildinfo new file mode 100644 index 0000000..d8aacd3 --- /dev/null +++ b/docs/_build/html/.buildinfo @@ -0,0 +1,4 @@ +# Sphinx build info version 1 +# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. +config: b5cd31d294cf0ae8d96bb2ee3edfd253 +tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_build/html/_sources/components/market.rst.txt b/docs/_build/html/_sources/components/market.rst.txt new file mode 100644 index 0000000..ac1ae69 --- /dev/null +++ b/docs/_build/html/_sources/components/market.rst.txt @@ -0,0 +1,5 @@ +.. _market: +================================ +Market +================================ + diff --git a/docs/_build/html/_sources/components/spec.rst.txt b/docs/_build/html/_sources/components/spec.rst.txt new file mode 100644 index 0000000..38be349 --- /dev/null +++ b/docs/_build/html/_sources/components/spec.rst.txt @@ -0,0 +1,5 @@ +.. _spec: +================================ +Specification +================================ + diff --git a/docs/_build/html/_sources/index.rst.txt b/docs/_build/html/_sources/index.rst.txt new file mode 100644 index 0000000..e35cc7f --- /dev/null +++ b/docs/_build/html/_sources/index.rst.txt @@ -0,0 +1,39 @@ +.. learnware documentation master file, created by + sphinx-quickstart on Tue Mar 28 22:06:47 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +============================================================ +``Learnware`` Documentation +============================================================ + +``Learnware`` is ... + +.. _user_guide: + +Document Structure +==================== + +.. toctree:: + :hidden: + + Home + +.. toctree:: + :maxdepth: 3 + :caption: GETTING STARTED: + + Introduction + +.. toctree:: + :maxdepth: 3 + :caption: COMPONENTS: + + Market + Specification + +.. toctree:: + :maxdepth: 3 + :caption: REFERENCES: + + API diff --git a/docs/_build/html/_sources/introduction/intro.rst.txt b/docs/_build/html/_sources/introduction/intro.rst.txt new file mode 100644 index 0000000..da30abc --- /dev/null +++ b/docs/_build/html/_sources/introduction/intro.rst.txt @@ -0,0 +1,5 @@ +.. _intro: +================================ +Introduction +================================ + diff --git a/docs/_build/html/_sources/references/api.rst.txt b/docs/_build/html/_sources/references/api.rst.txt new file mode 100644 index 0000000..92a8fb7 --- /dev/null +++ b/docs/_build/html/_sources/references/api.rst.txt @@ -0,0 +1,33 @@ +.. _api: +================================ +API Reference +================================ + + + +Here you can find all ``learnware`` interfaces. + + +Market +==================== + +.. autoclass:: learnware.market.LearnwareMarket + :members: + + + +Learnware +==================== + +.. autoclass:: learnware.learnware.Learnware + :members: + + +Specification +==================== + +.. autoclass:: learnware.specification.Specification + :members: + +.. autoclass:: learnware.specification.StatSpecification + :members: \ No newline at end of file diff --git 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// [C]VC[V] is m=1 + var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1 + var s_v = "^(" + C + ")?" + v; // vowel in stem + + this.stemWord = function (w) { + var stem; + var suffix; + var firstch; + var origword = w; + + if (w.length < 3) + return w; + + var re; + var re2; + var re3; + var re4; + + firstch = w.substr(0,1); + if (firstch == "y") + w = firstch.toUpperCase() + w.substr(1); + + // Step 1a + re = /^(.+?)(ss|i)es$/; + re2 = /^(.+?)([^s])s$/; + + if (re.test(w)) + w = w.replace(re,"$1$2"); + else if (re2.test(w)) + w = w.replace(re2,"$1$2"); + + // Step 1b + re = /^(.+?)eed$/; + re2 = /^(.+?)(ed|ing)$/; + if (re.test(w)) { + var fp = re.exec(w); + re = new RegExp(mgr0); + if (re.test(fp[1])) { + re = /.$/; + w = w.replace(re,""); + } + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1]; + re2 = new RegExp(s_v); + if (re2.test(stem)) { + w = stem; + re2 = /(at|bl|iz)$/; + re3 = new RegExp("([^aeiouylsz])\\1$"); + re4 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re2.test(w)) + w = w + "e"; + else if (re3.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + else if (re4.test(w)) + w = w + "e"; + } + } + + // Step 1c + re = /^(.+?)y$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(s_v); + if (re.test(stem)) + w = stem + "i"; + } + + // Step 2 + re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step2list[suffix]; + } + + // Step 3 + re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step3list[suffix]; + } + + // Step 4 + re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; + re2 = /^(.+?)(s|t)(ion)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + if (re.test(stem)) + w = stem; + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1] + fp[2]; + re2 = new RegExp(mgr1); + if (re2.test(stem)) + w = stem; + } + + // Step 5 + re = /^(.+?)e$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + re2 = new RegExp(meq1); + re3 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re.test(stem) || (re2.test(stem) && !(re3.test(stem)))) + w = stem; + } + re = /ll$/; + re2 = new RegExp(mgr1); + if (re.test(w) && re2.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + + // and turn initial Y back to y + if (firstch == "y") + w = firstch.toLowerCase() + w.substr(1); + return w; + } +} + diff --git a/docs/_build/html/_static/minus.png b/docs/_build/html/_static/minus.png new file mode 100644 index 0000000..d96755f Binary files /dev/null and b/docs/_build/html/_static/minus.png differ diff --git a/docs/_build/html/_static/plus.png b/docs/_build/html/_static/plus.png new file mode 100644 index 0000000..7107cec Binary files /dev/null and b/docs/_build/html/_static/plus.png differ diff --git a/docs/_build/html/_static/pygments.css b/docs/_build/html/_static/pygments.css new file mode 100644 index 0000000..691aeb8 --- /dev/null +++ b/docs/_build/html/_static/pygments.css @@ -0,0 +1,74 @@ +pre { line-height: 125%; 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+ +/** + * Simple result scoring code. + */ +if (typeof Scorer === "undefined") { + var Scorer = { + // Implement the following function to further tweak the score for each result + // The function takes a result array [docname, title, anchor, descr, score, filename] + // and returns the new score. + /* + score: result => { + const [docname, title, anchor, descr, score, filename] = result + return score + }, + */ + + // query matches the full name of an object + objNameMatch: 11, + // or matches in the last dotted part of the object name + objPartialMatch: 6, + // Additive scores depending on the priority of the object + objPrio: { + 0: 15, // used to be importantResults + 1: 5, // used to be objectResults + 2: -5, // used to be unimportantResults + }, + // Used when the priority is not in the mapping. + objPrioDefault: 0, + + // query found in title + title: 15, + partialTitle: 7, + // query found in terms + term: 5, + partialTerm: 2, + }; +} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = docUrlRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = docUrlRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/docs/_build/html/_static/sphinx_highlight.js b/docs/_build/html/_static/sphinx_highlight.js new file mode 100644 index 0000000..aae669d --- /dev/null +++ b/docs/_build/html/_static/sphinx_highlight.js @@ -0,0 +1,144 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + parent.insertBefore( + span, + parent.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '" + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(SphinxHighlight.highlightSearchWords); +_ready(SphinxHighlight.initEscapeListener); diff --git a/docs/_build/html/components/market.html b/docs/_build/html/components/market.html new file mode 100644 index 0000000..8fe6ffe --- /dev/null +++ b/docs/_build/html/components/market.html @@ -0,0 +1,122 @@ + + + + + + + Market — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Market

+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/components/spec.html b/docs/_build/html/components/spec.html new file mode 100644 index 0000000..a599bb8 --- /dev/null +++ b/docs/_build/html/components/spec.html @@ -0,0 +1,122 @@ + + + + + + + Specification — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Specification

+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html new file mode 100644 index 0000000..d5a9829 --- /dev/null +++ b/docs/_build/html/genindex.html @@ -0,0 +1,207 @@ + + + + + + Index — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html new file mode 100644 index 0000000..1094673 --- /dev/null +++ b/docs/_build/html/index.html @@ -0,0 +1,172 @@ + + + + + + + Learnware Documentation — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Learnware Documentation

+

Learnware is …

+
+

Document Structure

+
+
+
+

GETTING STARTED:

+ +
+
+

COMPONENTS:

+ +
+ +
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/introduction/intro.html b/docs/_build/html/introduction/intro.html new file mode 100644 index 0000000..53d9a37 --- /dev/null +++ b/docs/_build/html/introduction/intro.html @@ -0,0 +1,122 @@ + + + + + + + Introduction — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

Introduction

+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv new file mode 100644 index 0000000..6924c1e Binary files /dev/null and b/docs/_build/html/objects.inv differ diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html new file mode 100644 index 0000000..89d7c05 --- /dev/null +++ b/docs/_build/html/py-modindex.html @@ -0,0 +1,139 @@ + + + + + + Python Module Index — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
  • + +
  • +
  • +
+
+
+
+
+ + +

Python Module Index

+ +
+ l +
+ + + + + + + + + + +
 
+ l
+ learnware +
    + learnware.market +
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/references/api.html b/docs/_build/html/references/api.html new file mode 100644 index 0000000..daea8e3 --- /dev/null +++ b/docs/_build/html/references/api.html @@ -0,0 +1,334 @@ + + + + + + + API Reference — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

API Reference

+

Here you can find all learnware interfaces.

+
+

Market

+
+
+class learnware.market.LearnwareMarket
+

Market for Learnware

+
# Provide some python examples
+learnmarket = LearnwareMarket()
+
+
+
+
+add_learnware(learnware_name: str, model_path: str, stat_spec_path: str, properties: dict, desc: str) Tuple[str, bool]
+

Add a learnware into the market.

+
+

Note

+

Given a prediction of a certain time, all signals before this time will be prepared well.

+
+
+
Parameters:
+
    +
  • learnware_name (str) – Name of new learnware.

  • +
  • model_path (str) – Filepath for learnware model, a zipped file.

  • +
  • stat_spec_path (str) – Filepath for statistical specification, a ‘.npy’ file. +How to pass parameters requires further discussion.

  • +
  • properties (dict) – property for new learnware, in dictionary format.

  • +
  • desc (str) – Brief desciption for new learnware.

  • +
+
+
Returns:
+

str indicating model_id, bool indicating whether the learnware is added successfully.

+
+
Return type:
+

Tuple[str, bool]

+
+
Raises:
+

FileNotFoundError – file for model or statistical specification not found

+
+
+
+ +
+
+delete_learnware(id: str) bool
+
+

deleted a learnware from market

+
+
+
Parameters:
+

id (str) – id of learnware to be deleted

+
+
Returns:
+

True if the target learnware is deleted successfully.

+
+
Return type:
+

bool

+
+
Raises:
+

Exception – Raise an excpetion when give id is NOT found in learnware list

+
+
+
+ +
+
+get_learnware_by_ids(id: str | List[str]) Learnware | List[Learnware]
+
+

Get Learnware from market by id

+
+
+
Parameters:
+

id (Union[str, List[str]]) – Given one id or a list of ids as target.

+
+
Returns:
+

Return a Learnware object or a list of Learnware objects based on the type of input param.

+
    +
  • The returned items are search results.

  • +
  • ’None’ indicating the target id not found.

  • +
+

+
+
Return type:
+

Union[Learnware, List[Learnware]]

+
+
+
+ +
+
+get_property_list() dict
+

Return all properties available

+
+
Returns:
+

All properties in dictionary format

+
+
Return type:
+

dict

+
+
+
+ +
+
+reload_market(market_path: str, property_list_path: str, load_mode: str = 'database') bool
+

Reload the market when server restared.

+
+
Parameters:
+
    +
  • market_path (str) – Directory for market data. ‘_IP_:_port_’ for loading from database.

  • +
  • property_list_path (str) – Directory for available properties. Should be a json file.

  • +
  • load_mode (str, optional) – Type of reload source. Currently, only ‘database’ is available. Defaults to ‘database’, by default “database”

  • +
+
+
Returns:
+

A flag indicating whether the market is reload successfully.

+
+
Return type:
+

bool

+
+
Raises:
+
    +
  • NotImplementedError – Reload method NOT implemented. Currently, only loading from database is supported.

  • +
  • FileNotFoundError – Loading source/property_list NOT found. Check whether the source and property_list are available.

  • +
+
+
+
+ +
+
+search_learnware(target_properties: dict | None = None, target_stat_specification: str | None = None) Tuple[Any, Dict[str, List[Any]]]
+
+

Search Learnware based on properties and statistical specification.

+
    +
  • Return random learnwares when both target_properties and target_stat_specification is None

  • +
  • Search only based on properties when target_stat_specification is None

  • +
  • Filter through properties and rank according to statistical specification otherwise

  • +
+
+
+
Parameters:
+
    +
  • target_properties (dict, optional) – Properties selected by user, by default None

  • +
  • target_stat_specification (str, optional) – statistical specification uploaded by user, by default None

  • +
+
+
Returns:
+

return two items:

+
    +
  • first is recommended combination, None when no recommended combination is calculated or statistical specification is not provided.

  • +
  • second is a list of matched learnwares

  • +
+

+
+
Return type:
+

Tuple[Any, Dict[str, List[Any]]]

+
+
Raises:
+

FileNotFoundError – Give file path is empty.

+
+
+
+ +
+
+update_learnware(id: str) bool
+
+

Update Learnware with id and content to be updated. +Empty interface. TODO

+
+
+
Parameters:
+

id (str) – id of target learnware.

+
+
+
+ +
+ +
+
+

Learnware

+
+
+class learnware.learnware.Learnware(id: str, name: str, model_path: str, specification: Specification, desc: str)
+
+ +
+
+

Specification

+
+
+class learnware.specification.Specification
+
+ +
+
+class learnware.specification.StatSpecification
+
+ +
+
+ + +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/search.html b/docs/_build/html/search.html new file mode 100644 index 0000000..d4d453a --- /dev/null +++ b/docs/_build/html/search.html @@ -0,0 +1,145 @@ + + + + + + Search — learnware 0.1.0.99 documentation + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
  • + +
  • +
  • +
+
+
+
+
+ + + + +
+ +
+ +
+
+ +
+
+
+
+ + + + + + + + + \ No newline at end of file diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js new file mode 100644 index 0000000..92de32e --- /dev/null +++ b/docs/_build/html/searchindex.js @@ -0,0 +1 @@ +Search.setIndex({"docnames": ["components/market", "components/spec", "index", "introduction/intro", "references/api"], "filenames": ["components/market.rst", "components/spec.rst", "index.rst", "introduction/intro.rst", "references/api.rst"], "titles": ["Market", "Specification", "Learnware Documentation", "Introduction", "API Reference"], "terms": {"i": [2, 4], "api": 2, "market": 2, "here": 4, "you": 4, "can": 4, "find": 4, "all": 4, "learnwar": [], "interfac": 4, "introduct": 2, "specif": 2, "learnwaremarket": [2, 4], "class": 4, "provid": 4, "some": 4, "python": 4, "exampl": 4, "learnmarket": 4, "add_learnwar": 4, "learnware_nam": 4, "str": 4, "model_path": 4, "stat_spec_path": 4, "properti": 4, "dict": 4, "desc": 4, "tupl": 4, "bool": 4, "add": 4, "given": 4, "predict": 4, "certain": 4, "time": 4, "signal": 4, "befor": 4, "thi": 4, "prepar": 4, "well": 4, "paramet": 4, "name": 4, "new": 4, "filepath": 4, "model": 4, "zip": 4, "file": 4, "statist": 4, "npy": 4, "how": 4, "pass": 4, "requir": 4, "further": 4, "discuss": 4, "dictionari": 4, "format": 4, "brief": 4, "descipt": 4, "return": 4, "indic": 4, "model_id": 4, "whether": 4, "ad": 4, "successfulli": 4, "type": 4, "rais": 4, "filenotfounderror": 4, "found": 4, "delete_learnwar": 4, "id": 4, "delet": 4, "from": 4, "true": 4, "target": 4, "except": 4, "an": 4, "excpet": 4, "when": 4, "give": 4, "NOT": 4, "list": 4, "get_learnware_by_id": 4, "baselearnwar": [], "get": 4, "union": 4, "one": 4, "object": 4, "base": 4, "input": 4, "param": 4, "The": 4, "item": 4, "ar": 4, "search": 4, "result": 4, "none": 4, "get_property_list": 4, "avail": 4, "reload_market": 4, "market_path": 4, "property_list_path": 4, "load_mod": 4, "databas": 4, "reload": 4, "server": 4, "restar": 4, "directori": 4, "data": 4, "_ip_": 4, "_port_": 4, "load": 4, "should": 4, "json": 4, "option": 4, "sourc": 4, "current": 4, "onli": 4, "default": 4, "A": 4, "flag": 4, "notimplementederror": 4, "method": 4, "implement": 4, "support": 4, "property_list": 4, "check": 4, "search_learnwar": 4, "target_properti": 4, "target_stat_specif": 4, "ani": 4, "random": 4, "both": 4, "filter": 4, "through": 4, "rank": 4, "accord": 4, "otherwis": 4, "select": 4, "user": 4, "upload": 4, "two": 4, "first": 4, "recommend": 4, "combin": 4, "calcul": 4, "second": 4, "match": 4, "path": 4, "empti": 4, "update_learnwar": 4, "updat": 4, "content": 4, "todo": 4, "statspecif": [2, 4]}, "objects": {"learnware.learnware": [[4, 0, 1, "", "Learnware"]], "learnware.market": [[4, 0, 1, "", "LearnwareMarket"]], "learnware.market.LearnwareMarket": [[4, 1, 1, "", "add_learnware"], [4, 1, 1, "", "delete_learnware"], [4, 1, 1, "", "get_learnware_by_ids"], [4, 1, 1, "", "get_property_list"], [4, 1, 1, "", "reload_market"], [4, 1, 1, "", "search_learnware"], [4, 1, 1, "", "update_learnware"]], "learnware.specification": [[4, 0, 1, "", "Specification"], [4, 0, 1, "", "StatSpecification"]]}, "objtypes": {"0": "py:class", "1": "py:method"}, "objnames": {"0": ["py", "class", "Python class"], "1": ["py", "method", "Python method"]}, "titleterms": {"learnwar": [2, 4], "document": 2, "structur": 2, "refer": [2, 4], "api": 4, "market": [0, 4], "specif": [1, 4], "get": 2, "start": 2, "compon": 2, "introduct": 3}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.todo": 2, "sphinx": 57}, "alltitles": {"Market": [[0, "market"], [4, "market"]], "Specification": [[1, "specification"], [4, "specification"]], "Learnware Documentation": [[2, "learnware-documentation"]], "Document Structure": [[2, "document-structure"]], "GETTING STARTED:": [[2, null]], "COMPONENTS:": [[2, null]], "REFERENCES:": [[2, null]], "Introduction": [[3, "introduction"]], "API Reference": [[4, "api-reference"]], "Learnware": [[4, "learnware"]]}, "indexentries": {"learnware (class in learnware.learnware)": [[4, "learnware.learnware.Learnware"]], "learnwaremarket (class in learnware.market)": [[4, "learnware.market.LearnwareMarket"]], "specification (class in learnware.specification)": [[4, "learnware.specification.Specification"]], "statspecification (class in learnware.specification)": [[4, "learnware.specification.StatSpecification"]], "add_learnware() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.add_learnware"]], "delete_learnware() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.delete_learnware"]], "get_learnware_by_ids() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.get_learnware_by_ids"]], "get_property_list() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.get_property_list"]], "reload_market() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.reload_market"]], "search_learnware() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.search_learnware"]], "update_learnware() (learnware.market.learnwaremarket method)": [[4, "learnware.market.LearnwareMarket.update_learnware"]]}}) \ No newline at end of file diff --git a/docs/components/market.rst b/docs/components/market.rst new file mode 100644 index 0000000..ac1ae69 --- /dev/null +++ b/docs/components/market.rst @@ -0,0 +1,5 @@ +.. _market: +================================ +Market +================================ + diff --git a/docs/components/spec.rst b/docs/components/spec.rst new file mode 100644 index 0000000..38be349 --- /dev/null +++ b/docs/components/spec.rst @@ -0,0 +1,5 @@ +.. _spec: +================================ +Specification +================================ + diff --git a/docs/conf.py b/docs/conf.py new file mode 100644 index 0000000..ed54e7c --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,113 @@ +import pkg_resources + +# Configuration file for the Sphinx documentation builder. +# +# For the full list of built-in configuration values, see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- General configuration ------------------------------------------------ + +# If your documentation needs a minimal Sphinx version, state it here. +# +# needs_sphinx = '1.0' + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + "sphinx.ext.autodoc", + "sphinx.ext.todo", + "sphinx.ext.mathjax", + "sphinx.ext.napoleon", +] + +language = "en_US" + +# Add any paths that contain templates here, relative to this directory. +templates_path = ["_templates"] + +# The suffix(es) of source filenames. +# You can specify multiple suffix as a list of string: +# +# source_suffix = ['.rst', '.md'] +source_suffix = ".rst" + +# The master toctree document. +master_doc = "index" + + +# -- Project information ----------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information + +project = "learnware" +copyright = "2023, LAMDA Group" +author = "LAMDA Group" + +# The version info for the project you're documenting, acts as replacement for +# |version| and |release|, also used in various other places throughout the +# built documents. +# +# The short X.Y version. +version = pkg_resources.get_distribution("learnware").version +# The full version, including alpha/beta/rc tags. +release = pkg_resources.get_distribution("learnware").version + +release = "0.1.0.99" + + +# -- Options for HTML output ------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output + + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This patterns also effect to html_static_path and html_extra_path +exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = "sphinx" + +# If true, `todo` and `todoList` produce output, else they produce nothing. +todo_include_todos = False + +# If true, '()' will be appended to :func: etc. cross-reference text. +add_function_parentheses = False + +# If true, the current module name will be prepended to all description +# unit titles (such as .. function::). +add_module_names = True + +# If true, `todo` and `todoList` produce output, else they produce nothing. +todo_include_todos = True + + +# -- Options for HTML output ---------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = "sphinx_rtd_theme" + +# html_logo = '_static/img/logo/1.png' + + +# Theme options are theme-specific and customize the look and feel of a theme +# further. For a list of options available for each theme, see the +# documentation. +# html_context = { +# "display_github": False, +# "last_updated": True, +# "commit": True, +# "github_user": "Microsoft", +# "github_repo": "QLib", +# 'github_version': 'master', +# 'conf_py_path': '/docs/', + +# } +# +html_theme_options = { + "logo_only": True, + "collapse_navigation": False, + "display_version": False, + "navigation_depth": 3, +} diff --git a/docs/index.rst b/docs/index.rst new file mode 100644 index 0000000..e35cc7f --- /dev/null +++ b/docs/index.rst @@ -0,0 +1,39 @@ +.. learnware documentation master file, created by + sphinx-quickstart on Tue Mar 28 22:06:47 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +============================================================ +``Learnware`` Documentation +============================================================ + +``Learnware`` is ... + +.. _user_guide: + +Document Structure +==================== + +.. toctree:: + :hidden: + + Home + +.. toctree:: + :maxdepth: 3 + :caption: GETTING STARTED: + + Introduction + +.. toctree:: + :maxdepth: 3 + :caption: COMPONENTS: + + Market + Specification + +.. toctree:: + :maxdepth: 3 + :caption: REFERENCES: + + API diff --git a/docs/introduction/intro.rst b/docs/introduction/intro.rst new file mode 100644 index 0000000..da30abc --- /dev/null +++ b/docs/introduction/intro.rst @@ -0,0 +1,5 @@ +.. _intro: +================================ +Introduction +================================ + diff --git a/docs/make.bat b/docs/make.bat deleted file mode 100644 index 747ffb7..0000000 --- a/docs/make.bat +++ /dev/null @@ -1,35 +0,0 @@ -@ECHO OFF - -pushd %~dp0 - -REM Command file for Sphinx documentation - -if "%SPHINXBUILD%" == "" ( - set SPHINXBUILD=sphinx-build -) -set SOURCEDIR=source -set BUILDDIR=build - -%SPHINXBUILD% >NUL 2>NUL -if errorlevel 9009 ( - echo. - echo.The 'sphinx-build' command was not found. Make sure you have Sphinx - echo.installed, then set the SPHINXBUILD environment variable to point - echo.to the full path of the 'sphinx-build' executable. Alternatively you - echo.may add the Sphinx directory to PATH. - echo. - echo.If you don't have Sphinx installed, grab it from - echo.https://www.sphinx-doc.org/ - exit /b 1 -) - -if "%1" == "" goto help - -%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% -goto end - -:help -%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% - -:end -popd diff --git a/docs/references/api.rst b/docs/references/api.rst new file mode 100644 index 0000000..92a8fb7 --- /dev/null +++ b/docs/references/api.rst @@ -0,0 +1,33 @@ +.. _api: +================================ +API Reference +================================ + + + +Here you can find all ``learnware`` interfaces. + + +Market +==================== + +.. autoclass:: learnware.market.LearnwareMarket + :members: + + + +Learnware +==================== + +.. autoclass:: learnware.learnware.Learnware + :members: + + +Specification +==================== + +.. autoclass:: learnware.specification.Specification + :members: + +.. autoclass:: learnware.specification.StatSpecification + :members: \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py deleted file mode 100644 index e363f04..0000000 --- a/docs/source/conf.py +++ /dev/null @@ -1,28 +0,0 @@ -# Configuration file for the Sphinx documentation builder. -# -# For the full list of built-in configuration values, see the documentation: -# https://www.sphinx-doc.org/en/master/usage/configuration.html - -# -- Project information ----------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information - -project = "learnware" -copyright = "2023, LAMDA Group" -author = "LAMDA Group" -release = "0.1.0.99" - -# -- General configuration --------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration - -extensions = [] - -templates_path = ["_templates"] -exclude_patterns = [] - -language = "zh_CN" - -# -- Options for HTML output ------------------------------------------------- -# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output - -html_theme = "alabaster" -html_static_path = ["_static"] diff --git a/docs/source/index.rst b/docs/source/index.rst deleted file mode 100644 index a83e33d..0000000 --- a/docs/source/index.rst +++ /dev/null @@ -1,20 +0,0 @@ -.. learnware documentation master file, created by - sphinx-quickstart on Tue Mar 28 22:06:47 2023. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -Welcome to learnware's documentation! -===================================== - -.. toctree:: - :maxdepth: 2 - :caption: Contents: - - - -Indices and tables -================== - -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` diff --git a/learnware/config.py b/learnware/config.py new file mode 100644 index 0000000..9429668 --- /dev/null +++ b/learnware/config.py @@ -0,0 +1,57 @@ +import os +import copy + + +class Config: + def __init__(self, default_conf): + self.__dict__["_default_config"] = copy.deepcopy(default_conf) # avoiding conflictions with __getattr__ + self.reset() + + def __getitem__(self, key): + return self.__dict__["_config"][key] + + def __getattr__(self, attr): + if attr in self.__dict__["_config"]: + return self.__dict__["_config"][attr] + + raise AttributeError(f"No such {attr} in self._config") + + def get(self, key, default=None): + return self.__dict__["_config"].get(key, default) + + def __setitem__(self, key, value): + self.__dict__["_config"][key] = value + + def __setattr__(self, attr, value): + self.__dict__["_config"][attr] = value + + def __contains__(self, item): + return item in self.__dict__["_config"] + + def __getstate__(self): + return self.__dict__ + + def __setstate__(self, state): + self.__dict__.update(state) + + def __str__(self): + return str(self.__dict__["_config"]) + + def __repr__(self): + return str(self.__dict__["_config"]) + + def reset(self): + self.__dict__["_config"] = copy.deepcopy(self._default_config) + + def update(self, *args, **kwargs): + self.__dict__["_config"].update(*args, **kwargs) + + +ROOT_DIRPATH = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + +_DEFAULT_CONFIG = { + "root_path": ROOT_DIRPATH, + "logging_level": "INFO", +} + +C = Config(_DEFAULT_CONFIG) diff --git a/learnware/learnware/__init__.py b/learnware/learnware/__init__.py index 7a90eec..ddb5df2 100644 --- a/learnware/learnware/__init__.py +++ b/learnware/learnware/__init__.py @@ -1,3 +1 @@ -class BaseLearnware: - def __init__(self) -> None: - pass +from .base import Learnware diff --git a/learnware/learnware/base_learnware.py b/learnware/learnware/base.py similarity index 89% rename from learnware/learnware/base_learnware.py rename to learnware/learnware/base.py index e1961cc..781819a 100644 --- a/learnware/learnware/base_learnware.py +++ b/learnware/learnware/base.py @@ -23,4 +23,4 @@ class Learnware: def update(self): # Empty Interface. - raise Exception("'update' Method NOT Implemented.") + raise NotImplementedError("'update' Method NOT Implemented.") diff --git a/learnware/logger.py b/learnware/logger.py new file mode 100644 index 0000000..e838dc9 --- /dev/null +++ b/learnware/logger.py @@ -0,0 +1,25 @@ +import logging +import logging.handlers + +from .config import C + + +def get_module_logger(module_name, level=None): + """ + Get a logger for a specific module. + :param module_name: str + Logic module name. + :param level: int + :param sh_level: int + Stream handler log level. + :param log_format: str + :return: Logger + Logger object. + """ + if level is None: + level = C.logging_level + + # Get logger. + module_logger = logging.getLogger(module_name) + module_logger.setLevel(level) + return module_logger diff --git a/learnware/market/__init__.py b/learnware/market/__init__.py index 33010d3..0fef201 100644 --- a/learnware/market/__init__.py +++ b/learnware/market/__init__.py @@ -1 +1 @@ -from .base_market import LearnwareMarket +from .base import LearnwareMarket diff --git a/learnware/market/base_market.py b/learnware/market/base.py similarity index 78% rename from learnware/market/base_market.py rename to learnware/market/base.py index 64d8cb9..f16ae8b 100644 --- a/learnware/market/base_market.py +++ b/learnware/market/base.py @@ -2,21 +2,28 @@ import numpy as np import pandas as pd from typing import Tuple, Any, List, Union, Dict import os -from ..learnware import BaseLearnware +from ..learnware import Learnware class LearnwareMarket: + """Market for Learnware + + .. code-block:: python + + # Provide some python examples + learnmarket = LearnwareMarket() + + + """ + def __init__(self): - """ - Initializing an empty market - """ - self.learnware_list = {} # id:BaseLearnware + """Initializing an empty market""" + self.learnware_list = {} # id:Learnware self.count = 0 self.property_list = None def reload_market(self, market_path: str, property_list_path: str, load_mode: str = "database") -> bool: - """ - Reload the market when server restared. + """Reload the market when server restared. Parameters ---------- @@ -54,9 +61,12 @@ class LearnwareMarket: def add_learnware( self, learnware_name: str, model_path: str, stat_spec_path: str, properties: dict, desc: str ) -> Tuple[str, bool]: - """ - Add a learnware into the market. - Market will pack contents into a BaseLearnware object and assign an id automatically. + """Add a learnware into the market. + + .. note:: + + Given a prediction of a certain time, all signals before this time will be prepared well. + Parameters ---------- @@ -89,12 +99,13 @@ class LearnwareMarket: def search_learnware( self, target_properties: dict = None, target_stat_specification: str = None - ) -> Tuple[Any, Dict[str : List[Any]]]: + ) -> Tuple[Any, Dict[str, List[Any]]]: """ Search Learnware based on properties and statistical specification. - Return random learnwares when both target_properties and target_stat_specification is None, - Search only based on properties when target_stat_specification is None, - Filter through properties and rank according to statistical specification otherwise. + + - Return random learnwares when both target_properties and target_stat_specification is None + - Search only based on properties when target_stat_specification is None + - Filter through properties and rank according to statistical specification otherwise Parameters ---------- @@ -105,10 +116,11 @@ class LearnwareMarket: Returns ------- - Tuple[Any, Dict[str:List[Any]]] + Tuple[Any, Dict[str, List[Any]]] return two items: - first is recommended combination, None when no recommended combination is calculated or statistical specification is not provided. - second is a list of matched learnwares + + - first is recommended combination, None when no recommended combination is calculated or statistical specification is not provided. + - second is a list of matched learnwares Raises ------ @@ -122,7 +134,7 @@ class LearnwareMarket: ) return None, [] - def get_learnware_by_ids(self, id: Union[str, List[str]]) -> Union[BaseLearnware, List[BaseLearnware]]: + def get_learnware_by_ids(self, id: Union[str, List[str]]) -> Union[Learnware, List[Learnware]]: """ Get Learnware from market by id @@ -133,10 +145,11 @@ class LearnwareMarket: Returns ------- - Union[BaseLearnware, List[BaseLearnware]] - Return a BaseLearnware object or a list of BaseLearnware objects based on the type of input param. - The returned items are search results. - 'None' indicating the target id not found. + Union[Learnware, List[Learnware]] + Return a Learnware object or a list of Learnware objects based on the type of input param. + + - The returned items are search results. + - 'None' indicating the target id not found. """ return None diff --git a/learnware/specification/__init__.py b/learnware/specification/__init__.py index ece2dc9..79cf38e 100644 --- a/learnware/specification/__init__.py +++ b/learnware/specification/__init__.py @@ -1,2 +1,2 @@ -from .functional_tools import generate_stat_spec -from .base_specification import Specification, StatSpecification +from .utils import generate_stat_spec +from .base import Specification, StatSpecification diff --git a/learnware/specification/base_specification.py b/learnware/specification/base.py similarity index 100% rename from learnware/specification/base_specification.py rename to learnware/specification/base.py diff --git a/learnware/specification/functional_tools.py b/learnware/specification/utils.py similarity index 90% rename from learnware/specification/functional_tools.py rename to learnware/specification/utils.py index 61dd41a..23b72b3 100644 --- a/learnware/specification/functional_tools.py +++ b/learnware/specification/utils.py @@ -1,5 +1,5 @@ import numpy as np -from .base_specification import StatSpecification +from .base import StatSpecification def generate_stat_spec(X: np.ndarray) -> StatSpecification: diff --git a/learnware/utils.py b/learnware/utils.py new file mode 100644 index 0000000..3da69c8 --- /dev/null +++ b/learnware/utils.py @@ -0,0 +1,11 @@ +import os +from .logger import get_module_logger + +logger = get_module_logger("utils") + + +def make_dir_by_path(dirpath): + if not os.path.exists(dirpath): + os.makedirs(dirpath) + else: + logger.warning(f"Directorty {dirpath} has been exited, ignore mkdir") diff --git a/setup.py b/setup.py index 347e388..da7d7fe 100644 --- a/setup.py +++ b/setup.py @@ -32,7 +32,11 @@ if os.path.exists("MANIFEST"): # What packages are required for this module to be executed? # `estimator` may depend on other packages. In order to reduce dependencies, it is not written here. REQUIRED = [ - "numpy>=1.16.0,<1.20.0", + "numpy>=1.12.0", + "pandas>=0.25.1", + "scipy>=1.0.0", + "matplotlib==3.1.3", + "tqdm", ] here = os.path.abspath(os.path.dirname(__file__))