import { stemmer } from "https://esm.sh/porter-stemmer@0.9.1"; export type Document = { id: string; text: string; }; export interface BatchKVStore { get(keys: K[]): Promise<(V | undefined)[]>; set(entries: Map): Promise; delete(keys: K[]): Promise; } type ResultObject = { score: number; id: string; }; export class SimpleSearchEngine { private stopWords = ["and", "or", "the", "a", "an"]; constructor( public index: BatchKVStore, public reverseIndex: BatchKVStore, ) { } // Tokenize text into words private tokenize(text: string): string[] { return text.toLowerCase().split(/[^\p{L}]+/u); } // Remove stop words from array of words private removeStopWords(words: string[]): string[] { return words.filter((word) => word.length > 2 && !this.stopWords.includes(word) && /^\p{L}+$/u.test(word) ); } // Basic stemming function private stem(word: string): string { return stemmer(word); } // Index an array of documents public async indexDocument(document: Document): Promise { const updateIndexMap = new Map(); const updateReverseIndexMap = new Map(); const pageContent = this.tokenize(document.text); const pageName = this.tokenize(document.id); const words = [...pageContent, ...pageName]; const filteredWords = this.removeStopWords(words); const stemmedWords = filteredWords.map((word) => this.stem(word)); // Get the current IDs for these stemmed words const uniqueStemmedWords = [...new Set(stemmedWords)]; const currentIdsArray = await this.index.get(uniqueStemmedWords); stemmedWords.forEach((stemmedWord, i) => { const currentIds = currentIdsArray[uniqueStemmedWords.indexOf(stemmedWord)] || []; currentIds.push(document.id); updateIndexMap.set(stemmedWord, currentIds); if (!updateReverseIndexMap.has(document.id)) { updateReverseIndexMap.set(document.id, []); } if (!updateReverseIndexMap.get(document.id)!.includes(stemmedWord)) { updateReverseIndexMap.get(document.id)!.push(stemmedWord); } }); // console.log("updateIndexMap", updateIndexMap); await this.index.set(updateIndexMap); await this.reverseIndex.set(updateReverseIndexMap); } // Search for a phrase and return document ids sorted by match count public async search(phrase: string): Promise { const words = this.tokenize(phrase); const filteredWords = this.removeStopWords(words); const stemmedWords = filteredWords.map((word) => this.stem(word)); const wordIdsArray = await this.index.get(stemmedWords); const matchCounts: Map = new Map(); wordIdsArray.forEach((wordIds) => { if (wordIds) { wordIds.forEach((id) => { if (matchCounts.has(id)) { matchCounts.set(id, matchCounts.get(id)! + 1); } else { matchCounts.set(id, 1); } }); } }); const results = Array.from(matchCounts.entries()).map( ([id, score]) => ({ id, score }), ); return results.sort((a, b) => b.score - a.score); } // Delete a document from the index public async deleteDocument(documentId: string): Promise { const words = await this.reverseIndex.get([documentId]); if (words && words[0]) { const currentIdsArray = await this.index.get(words[0]); const deleteKeys: string[] = []; const updateMap = new Map(); words[0].forEach((word, i) => { const currentIds = currentIdsArray[i]; if (currentIds) { const updatedIds = currentIds.filter((id) => id !== documentId); if (updatedIds.length > 0) { updateMap.set(word, updatedIds); } else { deleteKeys.push(word); } } }); if (deleteKeys.length > 0) { await this.index.delete(deleteKeys); } if (updateMap.size > 0) { await this.index.set(updateMap); } await this.reverseIndex.delete([documentId]); } } }