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silverbullet/plugs/search/engine.ts

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import { stemmer } from "https://esm.sh/porter-stemmer@0.9.1";
export type Document = {
id: string;
text: string;
};
export interface BatchKVStore<K, V> {
get(keys: K[]): Promise<(V | undefined)[]>;
set(entries: Map<K, V>): Promise<void>;
delete(keys: K[]): Promise<void>;
}
type ResultObject = {
score: number;
id: string;
};
export class SimpleSearchEngine {
private stopWords = ["and", "or", "the", "a", "an"];
constructor(
public index: BatchKVStore<string, string[]>,
public reverseIndex: BatchKVStore<string, string[]>,
) {
}
// 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<void> {
const updateIndexMap = new Map<string, string[]>();
const updateReverseIndexMap = new Map<string, string[]>();
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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);
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stemmedWords.forEach((stemmedWord) => {
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<ResultObject[]> {
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<string, number> = 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<void> {
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<string, string[]>();
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]);
}
}
}