import { stemmer } from "https://esm.sh/porter-stemmer@0.9.1"; export type Document = { id: string; text: string; }; export interface BatchKVStore { get(keys: string[]): Promise<(any | undefined)[]>; set(entries: Map): Promise; delete(keys: string[]): Promise; queryPrefix(prefix: string): Promise<[string, any][]>; } 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}+$/u.test(word) ); } // Basic stemming function private stem(word: string): string { return stemmer(word); } // Index an array of documents public async indexDocument(document: Document): Promise { const updateIndexMap = new Map(); // word!id -> count const updateReverseIndexMap = new Map(); // id!word -> true const pageContent = this.tokenize(document.text); const pageName = this.tokenize(document.id); const words = [...pageContent, ...pageName]; const filteredWords = this.removeStopWords(words); const stemmedWords = filteredWords.map((word) => this.stem(word)); // Get the current IDs for these stemmed words // const uniqueStemmedWords = [...new Set(stemmedWords)]; for (const stemmedWord of stemmedWords) { const key = `${stemmedWord}!${document.id}`; const revKey = `${document.id}!${stemmedWord}`; const currentFreq = updateIndexMap.get(key) || 0; updateIndexMap.set(key, currentFreq + 1); updateReverseIndexMap.set(revKey, true); } // console.log("updateIndexMap", updateIndexMap); await this.index.set(updateIndexMap); await this.reverseIndex.set(updateReverseIndexMap); } // Search for a phrase and return document ids sorted by match count public async search(phrase: string): Promise { const words = this.tokenize(phrase); const filteredWords = this.removeStopWords(words); const stemmedWords = filteredWords.map((word) => this.stem(word)); // const wordIdsArray: string[][] = await this.index.get(stemmedWords); const matchCounts: Map = new Map(); // pageName -> count for (const stemmedWord of stemmedWords) { const entries = await this.index.queryPrefix(`${stemmedWord}!`); for (const [key, value] of entries) { const id = key.split("!").slice(1).join("!"); if (matchCounts.has(id)) { matchCounts.set(id, matchCounts.get(id)! + value); } else { matchCounts.set(id, value); } } } 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: [string, boolean][] = await this.reverseIndex.queryPrefix( `${documentId}!`, ); const keysToDelete: string[] = []; const revKeysToDelete: string[] = []; for (const [wordKey] of words) { const word = wordKey.split("!").slice(1).join("!"); keysToDelete.push(`${word}!${documentId}`); revKeysToDelete.push(wordKey); } await this.index.delete(keysToDelete); await this.reverseIndex.delete(revKeysToDelete); } }