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Diff for: _modules/index.html

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<script src="../_static/jquery.js?v=5d32c60e"></script>
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<script src="../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
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<script src="../_static/documentation_options.js?v=5929fcd5"></script>
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<script src="../_static/doctools.js?v=888ff710"></script>
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<script src="../_static/doctools.js?v=9a2dae69"></script>
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<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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<script src="../_static/js/theme.js"></script>
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<link rel="index" title="Index" href="../genindex.html" />

Diff for: _modules/starling/starling.html

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<script src="../../_static/jquery.js?v=5d32c60e"></script>
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<script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
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<script src="../../_static/documentation_options.js?v=5929fcd5"></script>
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<script src="../../_static/doctools.js?v=888ff710"></script>
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<script src="../../_static/doctools.js?v=9a2dae69"></script>
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<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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<script src="../../_static/js/theme.js"></script>
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<link rel="index" title="Index" href="../../genindex.html" />

Diff for: _modules/starling/utility.html

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<script src="../../_static/jquery.js?v=5d32c60e"></script>
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<script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
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<script src="../../_static/documentation_options.js?v=5929fcd5"></script>
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<script src="../../_static/doctools.js?v=888ff710"></script>
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<script src="../../_static/doctools.js?v=9a2dae69"></script>
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<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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<script src="../../_static/js/theme.js"></script>
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<link rel="index" title="Index" href="../../genindex.html" />

Diff for: _sources/tutorial/getting-started.ipynb.txt

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},
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"outputs": [],
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"source": [
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"%pip install https://github.com/camlab-bioml/starling/archive/main.zip\n",
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"%pip install biostarling\n",
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"%pip install lightning_lite\n",
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"\n",
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"import anndata as ad\n",
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"import pandas as pd\n",
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"import torch\n",
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"from starling import starling, utility\n",
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"from lightning_lite import seed_everything\n",
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"from pytorch_lightning.callbacks import EarlyStopping # ModelCheckpoint\n",
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"from pytorch_lightning.loggers import TensorBoardLogger\n",
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"\n",
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"from starling import starling, utility"
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"import pytorch_lightning as pl\n",
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"\n"
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]
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},
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{
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"outputs": [],
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"source": [
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"## log training results via tensorboard\n",
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"log_tb = TensorBoardLogger(save_dir=\"log\")"
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"log_tb = pl.loggers.TensorBoardLogger(save_dir=\"log\")"
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]
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},
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{
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"outputs": [],
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"source": [
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"## set early stopping criterion\n",
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"cb_early_stopping = EarlyStopping(monitor=\"train_loss\", mode=\"min\", verbose=False)"
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"cb_early_stopping = pl.callbacks.EarlyStopping(monitor=\"train_loss\", mode=\"min\", verbose=False)"
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]
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},
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{
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.13"
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"version": "3.9.15"
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}
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},
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"nbformat": 4,

Diff for: _static/basic.css

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*
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* Sphinx stylesheet -- basic theme.
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*
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* :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
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* :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
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* :license: BSD, see LICENSE for details.
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*
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*/

Diff for: _static/doctools.js

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*
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* Base JavaScript utilities for all Sphinx HTML documentation.
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*
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* :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
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* :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
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* :license: BSD, see LICENSE for details.
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*
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*/

Diff for: _static/language_data.js

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* This script contains the language-specific data used by searchtools.js,
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* namely the list of stopwords, stemmer, scorer and splitter.
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*
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* :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
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* :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
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* :license: BSD, see LICENSE for details.
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*
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*/
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var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
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/* Non-minified version is copied as a separate JS file, is available */
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/* Non-minified version is copied as a separate JS file, if available */
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/**
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* Porter Stemmer

Diff for: _static/searchtools.js

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*
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* Sphinx JavaScript utilities for the full-text search.
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*
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* :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
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* :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
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* :license: BSD, see LICENSE for details.
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*
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*/
@@ -99,7 +99,7 @@ const _displayItem = (item, searchTerms, highlightTerms) => {
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.then((data) => {
100100
if (data)
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listItem.appendChild(
102-
Search.makeSearchSummary(data, searchTerms)
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Search.makeSearchSummary(data, searchTerms, anchor)
103103
);
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// highlight search terms in the summary
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if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js
@@ -116,8 +116,8 @@ const _finishSearch = (resultCount) => {
116116
);
117117
else
118118
Search.status.innerText = _(
119-
`Search finished, found ${resultCount} page(s) matching the search query.`
120-
);
119+
"Search finished, found ${resultCount} page(s) matching the search query."
120+
).replace('${resultCount}', resultCount);
121121
};
122122
const _displayNextItem = (
123123
results,
@@ -137,6 +137,22 @@ const _displayNextItem = (
137137
// search finished, update title and status message
138138
else _finishSearch(resultCount);
139139
};
140+
// Helper function used by query() to order search results.
141+
// Each input is an array of [docname, title, anchor, descr, score, filename].
142+
// Order the results by score (in opposite order of appearance, since the
143+
// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
144+
const _orderResultsByScoreThenName = (a, b) => {
145+
const leftScore = a[4];
146+
const rightScore = b[4];
147+
if (leftScore === rightScore) {
148+
// same score: sort alphabetically
149+
const leftTitle = a[1].toLowerCase();
150+
const rightTitle = b[1].toLowerCase();
151+
if (leftTitle === rightTitle) return 0;
152+
return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
153+
}
154+
return leftScore > rightScore ? 1 : -1;
155+
};
140156

141157
/**
142158
* Default splitQuery function. Can be overridden in ``sphinx.search`` with a
@@ -160,13 +176,26 @@ const Search = {
160176
_queued_query: null,
161177
_pulse_status: -1,
162178

163-
htmlToText: (htmlString) => {
179+
htmlToText: (htmlString, anchor) => {
164180
const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
165-
htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
181+
for (const removalQuery of [".headerlinks", "script", "style"]) {
182+
htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
183+
}
184+
if (anchor) {
185+
const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
186+
if (anchorContent) return anchorContent.textContent;
187+
188+
console.warn(
189+
`Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
190+
);
191+
}
192+
193+
// if anchor not specified or not found, fall back to main content
166194
const docContent = htmlElement.querySelector('[role="main"]');
167-
if (docContent !== undefined) return docContent.textContent;
195+
if (docContent) return docContent.textContent;
196+
168197
console.warn(
169-
"Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
198+
"Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
170199
);
171200
return "";
172201
},
@@ -239,16 +268,7 @@ const Search = {
239268
else Search.deferQuery(query);
240269
},
241270

242-
/**
243-
* execute search (requires search index to be loaded)
244-
*/
245-
query: (query) => {
246-
const filenames = Search._index.filenames;
247-
const docNames = Search._index.docnames;
248-
const titles = Search._index.titles;
249-
const allTitles = Search._index.alltitles;
250-
const indexEntries = Search._index.indexentries;
251-
271+
_parseQuery: (query) => {
252272
// stem the search terms and add them to the correct list
253273
const stemmer = new Stemmer();
254274
const searchTerms = new Set();
@@ -284,16 +304,32 @@ const Search = {
284304
// console.info("required: ", [...searchTerms]);
285305
// console.info("excluded: ", [...excludedTerms]);
286306

287-
// array of [docname, title, anchor, descr, score, filename]
288-
let results = [];
307+
return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
308+
},
309+
310+
/**
311+
* execute search (requires search index to be loaded)
312+
*/
313+
_performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
314+
const filenames = Search._index.filenames;
315+
const docNames = Search._index.docnames;
316+
const titles = Search._index.titles;
317+
const allTitles = Search._index.alltitles;
318+
const indexEntries = Search._index.indexentries;
319+
320+
// Collect multiple result groups to be sorted separately and then ordered.
321+
// Each is an array of [docname, title, anchor, descr, score, filename].
322+
const normalResults = [];
323+
const nonMainIndexResults = [];
324+
289325
_removeChildren(document.getElementById("search-progress"));
290326

291-
const queryLower = query.toLowerCase();
327+
const queryLower = query.toLowerCase().trim();
292328
for (const [title, foundTitles] of Object.entries(allTitles)) {
293-
if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
329+
if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
294330
for (const [file, id] of foundTitles) {
295331
let score = Math.round(100 * queryLower.length / title.length)
296-
results.push([
332+
normalResults.push([
297333
docNames[file],
298334
titles[file] !== title ? `${titles[file]} > ${title}` : title,
299335
id !== null ? "#" + id : "",
@@ -308,46 +344,47 @@ const Search = {
308344
// search for explicit entries in index directives
309345
for (const [entry, foundEntries] of Object.entries(indexEntries)) {
310346
if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
311-
for (const [file, id] of foundEntries) {
312-
let score = Math.round(100 * queryLower.length / entry.length)
313-
results.push([
347+
for (const [file, id, isMain] of foundEntries) {
348+
const score = Math.round(100 * queryLower.length / entry.length);
349+
const result = [
314350
docNames[file],
315351
titles[file],
316352
id ? "#" + id : "",
317353
null,
318354
score,
319355
filenames[file],
320-
]);
356+
];
357+
if (isMain) {
358+
normalResults.push(result);
359+
} else {
360+
nonMainIndexResults.push(result);
361+
}
321362
}
322363
}
323364
}
324365

325366
// lookup as object
326367
objectTerms.forEach((term) =>
327-
results.push(...Search.performObjectSearch(term, objectTerms))
368+
normalResults.push(...Search.performObjectSearch(term, objectTerms))
328369
);
329370

330371
// lookup as search terms in fulltext
331-
results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
372+
normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
332373

333374
// let the scorer override scores with a custom scoring function
334-
if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
335-
336-
// now sort the results by score (in opposite order of appearance, since the
337-
// display function below uses pop() to retrieve items) and then
338-
// alphabetically
339-
results.sort((a, b) => {
340-
const leftScore = a[4];
341-
const rightScore = b[4];
342-
if (leftScore === rightScore) {
343-
// same score: sort alphabetically
344-
const leftTitle = a[1].toLowerCase();
345-
const rightTitle = b[1].toLowerCase();
346-
if (leftTitle === rightTitle) return 0;
347-
return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
348-
}
349-
return leftScore > rightScore ? 1 : -1;
350-
});
375+
if (Scorer.score) {
376+
normalResults.forEach((item) => (item[4] = Scorer.score(item)));
377+
nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
378+
}
379+
380+
// Sort each group of results by score and then alphabetically by name.
381+
normalResults.sort(_orderResultsByScoreThenName);
382+
nonMainIndexResults.sort(_orderResultsByScoreThenName);
383+
384+
// Combine the result groups in (reverse) order.
385+
// Non-main index entries are typically arbitrary cross-references,
386+
// so display them after other results.
387+
let results = [...nonMainIndexResults, ...normalResults];
351388

352389
// remove duplicate search results
353390
// note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
@@ -361,7 +398,12 @@ const Search = {
361398
return acc;
362399
}, []);
363400

364-
results = results.reverse();
401+
return results.reverse();
402+
},
403+
404+
query: (query) => {
405+
const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
406+
const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
365407

366408
// for debugging
367409
//Search.lastresults = results.slice(); // a copy
@@ -466,14 +508,18 @@ const Search = {
466508
// add support for partial matches
467509
if (word.length > 2) {
468510
const escapedWord = _escapeRegExp(word);
469-
Object.keys(terms).forEach((term) => {
470-
if (term.match(escapedWord) && !terms[word])
471-
arr.push({ files: terms[term], score: Scorer.partialTerm });
472-
});
473-
Object.keys(titleTerms).forEach((term) => {
474-
if (term.match(escapedWord) && !titleTerms[word])
475-
arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
476-
});
511+
if (!terms.hasOwnProperty(word)) {
512+
Object.keys(terms).forEach((term) => {
513+
if (term.match(escapedWord))
514+
arr.push({ files: terms[term], score: Scorer.partialTerm });
515+
});
516+
}
517+
if (!titleTerms.hasOwnProperty(word)) {
518+
Object.keys(titleTerms).forEach((term) => {
519+
if (term.match(escapedWord))
520+
arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
521+
});
522+
}
477523
}
478524

479525
// no match but word was a required one
@@ -496,9 +542,8 @@ const Search = {
496542

497543
// create the mapping
498544
files.forEach((file) => {
499-
if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
500-
fileMap.get(file).push(word);
501-
else fileMap.set(file, [word]);
545+
if (!fileMap.has(file)) fileMap.set(file, [word]);
546+
else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
502547
});
503548
});
504549

@@ -549,8 +594,8 @@ const Search = {
549594
* search summary for a given text. keywords is a list
550595
* of stemmed words.
551596
*/
552-
makeSearchSummary: (htmlText, keywords) => {
553-
const text = Search.htmlToText(htmlText);
597+
makeSearchSummary: (htmlText, keywords, anchor) => {
598+
const text = Search.htmlToText(htmlText, anchor);
554599
if (text === "") return null;
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556601
const textLower = text.toLowerCase();

Diff for: genindex.html

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<script src="_static/jquery.js?v=5d32c60e"></script>
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<script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
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<script src="_static/documentation_options.js?v=5929fcd5"></script>
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<script src="_static/doctools.js?v=888ff710"></script>
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<script src="_static/doctools.js?v=9a2dae69"></script>
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<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
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<script src="_static/js/theme.js"></script>
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<link rel="index" title="Index" href="#" />

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