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	custom implementation of similar notes algorithm
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							| @@ -8158,11 +8158,6 @@ | ||||
|       "resolved": "https://registry.npmjs.org/streamsearch/-/streamsearch-0.1.2.tgz", | ||||
|       "integrity": "sha1-gIudDlb8Jz2Am6VzOOkpkZoanxo=" | ||||
|     }, | ||||
|     "string-similarity": { | ||||
|       "version": "4.0.2", | ||||
|       "resolved": "https://registry.npmjs.org/string-similarity/-/string-similarity-4.0.2.tgz", | ||||
|       "integrity": "sha512-eCsPPyoQBgY4TMpVD6DVfO7pLrimUONriaO4Xjp3WPUW0YnNLqdHgRj23xotLlqrL90eJhBeq3zdAJf2mQgfBQ==" | ||||
|     }, | ||||
|     "string-width": { | ||||
|       "version": "1.0.2", | ||||
|       "resolved": "https://registry.npmjs.org/string-width/-/string-width-1.0.2.tgz", | ||||
|   | ||||
| @@ -36,6 +36,11 @@ const TPL = ` | ||||
|         overflow: hidden;  | ||||
|         text-overflow: ellipsis; | ||||
|     } | ||||
|      | ||||
|     .note-path-list { | ||||
|         max-height: 600px; | ||||
|         overflow-y: auto; | ||||
|     } | ||||
|     </style> | ||||
|  | ||||
|     <div class="current-path"></div> | ||||
|   | ||||
| @@ -141,7 +141,7 @@ export default class SimilarNotesWidget extends TabAwareWidget { | ||||
|             } | ||||
|  | ||||
|             const $item = (await linkService.createNoteLink(similarNote.notePath.join("/"))) | ||||
|                 .css("font-size", 24 * similarNote.score); | ||||
|                 .css("font-size", 24 * (1 - 1 / (similarNote.score - 1))); | ||||
|  | ||||
|             $list.append($item); | ||||
|         } | ||||
|   | ||||
| @@ -649,7 +649,7 @@ a.external:not(.no-arrow):after, a[href^="http://"]:not(.no-arrow):after, a[href | ||||
| } | ||||
|  | ||||
| .component { | ||||
|     contain: layout size; | ||||
|     contain: size; | ||||
| } | ||||
|  | ||||
| .toast { | ||||
|   | ||||
| @@ -1,6 +1,6 @@ | ||||
| "use strict"; | ||||
|  | ||||
| const noteCacheService = require('../../services/note_cache/note_cache_service'); | ||||
| const similarityService = require('../../services/note_cache/similarity.js'); | ||||
| const repository = require('../../services/repository'); | ||||
|  | ||||
| async function getSimilarNotes(req) { | ||||
| @@ -12,10 +12,7 @@ async function getSimilarNotes(req) { | ||||
|         return [404, `Note ${noteId} not found.`]; | ||||
|     } | ||||
|  | ||||
|     const results = await noteCacheService.findSimilarNotes(noteId); | ||||
|  | ||||
|     return results | ||||
|         .filter(note => note.noteId !== noteId); | ||||
|     return await similarityService.findSimilarNotes(noteId); | ||||
| } | ||||
|  | ||||
| module.exports = { | ||||
|   | ||||
| @@ -2,10 +2,47 @@ const noteCache = require('./note_cache'); | ||||
| const noteCacheService = require('./note_cache_service.js'); | ||||
| const dateUtils = require('../date_utils'); | ||||
|  | ||||
| function computeScore(candidateNote, dates) { | ||||
|     let score = 0; | ||||
| function gatherRewards(rewardMap, text) { | ||||
|     if (!text) { | ||||
|         return 0; | ||||
|     } | ||||
|  | ||||
|     let counter = 0; | ||||
|  | ||||
|     for (const word of text.toLowerCase().split(/\W+/)) { | ||||
|         counter += rewardMap[word] || 0; | ||||
|     } | ||||
|  | ||||
|     return counter; | ||||
| } | ||||
|  | ||||
| function computeScore(candidateNote, ancestorNoteIds, rewardMap, dates) { | ||||
|     let score = | ||||
|         gatherRewards(rewardMap, candidateNote.title) | ||||
|         + gatherRewards(rewardMap, candidateNote.type); | ||||
|         + gatherRewards(rewardMap, trimMime(candidateNote.mime)); | ||||
|  | ||||
|     for (const ancestorNote of candidateNote.ancestors) { | ||||
|         if (!ancestorNoteIds.includes(ancestorNote.noteId)) { | ||||
|             score += gatherRewards(rewardMap, ancestorNote.title); | ||||
|  | ||||
|             for (const branch of ancestorNote.parentBranches) { | ||||
|                 score += gatherRewards(rewardMap, branch.prefix); | ||||
|             } | ||||
|         } | ||||
|     } | ||||
|  | ||||
|     for (const branch of candidateNote.parentBranches) { | ||||
|         score += gatherRewards(rewardMap, branch.prefix); | ||||
|     } | ||||
|  | ||||
|     for (const attr of candidateNote.attributes) { | ||||
|         if (!IGNORED_ATTR_NAMES.includes(attr.name)) { | ||||
|             score += gatherRewards(rewardMap, attr.name); | ||||
|         } | ||||
|  | ||||
|         score += gatherRewards(rewardMap, attr.value); | ||||
|     } | ||||
|  | ||||
|     /** | ||||
|      * We want to improve standing of notes which have been created in similar time to each other since | ||||
| @@ -19,16 +56,16 @@ function computeScore(candidateNote, dates) { | ||||
|     if (utcDateCreated >= dates.minDate && utcDateCreated <= dates.maxDate | ||||
|         && utcDateCreated < dates.minExcludedDate && utcDateCreated > dates.maxExcludedDate) { | ||||
|  | ||||
|         score += 0.3; | ||||
|         score += 3; | ||||
|     } | ||||
|  | ||||
|     return score; | ||||
| } | ||||
|  | ||||
| function evaluateSimilarity(sourceNote, candidateNote, rewardMap, dates, results) { | ||||
|     let score = computeScore(candidateNote, rewardMap, dates); | ||||
| function evaluateSimilarity(sourceNote, candidateNote, ancestorNoteIds, rewardMap, dates, results) { | ||||
|     let score = computeScore(candidateNote, ancestorNoteIds, rewardMap, dates); | ||||
|  | ||||
|     if (score > 0.5) { | ||||
|     if (score >= 4) { | ||||
|         const notePath = noteCacheService.getSomePath(candidateNote); | ||||
|  | ||||
|         // this takes care of note hoisting | ||||
| @@ -37,7 +74,7 @@ function evaluateSimilarity(sourceNote, candidateNote, rewardMap, dates, results | ||||
|         } | ||||
|  | ||||
|         if (noteCacheService.isNotePathArchived(notePath)) { | ||||
|             score -= 0.2; // archived penalization | ||||
|             score -= 1; // archived penalization | ||||
|         } | ||||
|  | ||||
|         results.push({score, notePath, noteId: candidateNote.noteId}); | ||||
| @@ -68,36 +105,36 @@ function buildRewardMap(note) { | ||||
|     const map = {}; | ||||
|  | ||||
|     for (const ancestorNote of note.ancestors) { | ||||
|         updateMap(map, ancestorNote.title, 0.4); | ||||
|         addToRewardMap(map, ancestorNote.title, 0.4); | ||||
|  | ||||
|         for (const branch of ancestorNote.parentBranches) { | ||||
|             updateMap(map, branch.prefix, 0.4); | ||||
|             addToRewardMap(map, branch.prefix, 0.4); | ||||
|         } | ||||
|     } | ||||
|  | ||||
|     updateMap(map, note.type, 0.2); | ||||
|     updateMap(map, processMime(note.mime), 0.3); | ||||
|     addToRewardMap(map, note.type, 0.2); | ||||
|     addToRewardMap(map, trimMime(note.mime), 0.3); | ||||
|  | ||||
|     updateMap(map, note.title, 1); | ||||
|     addToRewardMap(map, note.title, 1); | ||||
|  | ||||
|     for (const branch of note.parentBranches) { | ||||
|         updateMap(map, branch.prefix, 1); | ||||
|         addToRewardMap(map, branch.prefix, 1); | ||||
|     } | ||||
|  | ||||
|     for (const attr of note.attributes) { | ||||
|         const reward = note.noteId === attr.noteId ? 0.8 : 0.5; | ||||
|  | ||||
|         if (!IGNORED_ATTR_NAMES.includes(attr.name)) { | ||||
|             updateMap(map, attr.name, reward); | ||||
|             addToRewardMap(map, attr.name, reward); | ||||
|         } | ||||
|  | ||||
|         updateMap(map, attr.value, reward); | ||||
|         addToRewardMap(map, attr.value, reward); | ||||
|     } | ||||
|  | ||||
|     return map; | ||||
| } | ||||
|  | ||||
| function processMime(mime) { | ||||
| function trimMime(mime) { | ||||
|     if (!mime) { | ||||
|         return; | ||||
|     } | ||||
| @@ -118,21 +155,19 @@ function processMime(mime) { | ||||
|     return str; | ||||
| } | ||||
|  | ||||
| function updateMap(map, text, baseReward) { | ||||
| function addToRewardMap(map, text, baseReward) { | ||||
|     if (!text) { | ||||
|         return; | ||||
|     } | ||||
|  | ||||
|     for (const word of text.split(/\W+/)) { | ||||
|     for (const word of text.toLowerCase().split(/\W+/)) { | ||||
|         if (word) { | ||||
|             map[word] = map[word] || 0; | ||||
|  | ||||
|             // reward grows with the length of matched string | ||||
|             map[word] += baseReward * Math.sqrt(word.length); | ||||
|         } | ||||
|     } | ||||
|  | ||||
| function tokenize(str) { | ||||
|     return ; | ||||
| } | ||||
|  | ||||
| async function findSimilarNotes(noteId) { | ||||
| @@ -155,24 +190,25 @@ async function findSimilarNotes(noteId) { | ||||
|     }; | ||||
|  | ||||
|     const rewardMap = buildRewardMap(baseNote); | ||||
|     const ancestorNoteIds = baseNote.ancestors.map(note => note.noteId); | ||||
|  | ||||
|     for (const candidateNote of Object.values(noteCache.notes)) { | ||||
|         if (candidateNote.noteId === baseNote.noteId) { | ||||
|             continue; | ||||
|         } | ||||
|  | ||||
|         evaluateSimilarity(baseNote, candidateNote, rewardMap, dates, results); | ||||
|         evaluateSimilarity(baseNote, candidateNote, ancestorNoteIds, rewardMap, dates, results); | ||||
|  | ||||
|         i++; | ||||
|  | ||||
|         if (i % 200 === 0) { | ||||
|         if (i % 1000 === 0) { | ||||
|             await setImmediatePromise(); | ||||
|         } | ||||
|     } | ||||
|  | ||||
|     results.sort((a, b) => a.score > b.score ? -1 : 1); | ||||
|  | ||||
|     return results.length > 50 ? results.slice(0, 200) : results; | ||||
|     return results.length > 200 ? results.slice(0, 200) : results; | ||||
| } | ||||
|  | ||||
| module.exports = { | ||||
|   | ||||
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