@caleblawson/rag
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The Retrieval-Augmented Generation (RAG) module contains document processing and embedding utilities.
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text/typescript
import { createOpenAI } from '@ai-sdk/openai';
import { describe, it, expect, vi } from 'vitest';
import { TextNode } from '../schema';
import { KeywordExtractor } from './keywords';
const openai = createOpenAI({
apiKey: process.env.OPENAI_API_KEY,
});
const model = openai('gpt-4o');
vi.setConfig({ testTimeout: 10_000, hookTimeout: 10_000 });
describe('KeywordExtractor', () => {
it('can use a custom model for keywords extraction', async () => {
const extractor = new KeywordExtractor({ llm: model });
const node = new TextNode({ text: 'The quick brown fox jumps over the lazy dog.' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles empty input gracefully', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: '' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result.excerptKeywords).toBe('');
});
it('supports prompt customization', async () => {
const extractor = new KeywordExtractor({
promptTemplate: 'List keywords in: {context}. Limit to {maxKeywords}.',
});
const node = new TextNode({ text: 'Test document for prompt customization.' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('extracts keywords from text', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: 'The quick brown fox jumps over the lazy dog.' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles very long input', async () => {
const extractor = new KeywordExtractor();
const longText = 'A'.repeat(1000);
const node = new TextNode({ text: longText });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles whitespace only input', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: ' ' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result.excerptKeywords).toBe('');
});
it('handles special characters and emojis', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: '🚀✨🔥' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles numbers only', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: '1234567890' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles HTML tags', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: '<h1>Test</h1>' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles non-English text', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: '这是一个测试文档。' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles duplicate/repeated text', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: 'repeat repeat repeat' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
it('handles only punctuation', async () => {
const extractor = new KeywordExtractor();
const node = new TextNode({ text: '!!!???...' });
const result = await extractor.extractKeywordsFromNodes(node);
expect(result).toHaveProperty('excerptKeywords');
expect(typeof result.excerptKeywords).toBe('string');
expect(result.excerptKeywords.length).toBeGreaterThan(0);
});
});