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- import type { TiktokenModel } from 'js-tiktoken';
- import { encodingForModel } from 'js-tiktoken';
- import { splitMarkdownIntoChunks } from './markdown-token-splitter';
- const MODEL: TiktokenModel = 'gpt-4';
- const encoder = encodingForModel(MODEL);
- describe('splitMarkdownIntoChunks', () => {
- const repeatedText = 'This is a repeated sentence for testing purposes. '.repeat(100);
- const markdown = `---
- title: Test Document
- author: John Doe
- ---
- ${repeatedText}
- # Header 1
- This is the first paragraph under header 1. It contains some text to simulate a longer paragraph for testing.
- This paragraph is extended with more content to ensure proper chunking behavior.${repeatedText}
- ## Header 1-1
- This is the first paragraph under header 1-1. The text is a bit longer to ensure proper chunking. More text follows.
- ### Header 1-1-1
- This is the first paragraph under header 1-1-1. The content is nested deeper,
- making sure that the chunking algorithm works properly with multiple levels of headers.
- This is another paragraph under header 1-1-1, continuing the content at this deeper level.
- #### Header 1-1-1-1
- Now we have reached the fourth level of headers. The text here should also be properly chunked and grouped with its parent headers.
- This is another paragraph under header 1-1-1-1. It should be grouped with the correct higher-level headers.
- # Header 2
- Here is some content under header 2. This section should also be sufficiently long to ensure that the token count threshold is reached in the test.
- ## Header 2-1
- ${repeatedText}
- ${repeatedText}
- Another sub-header under header 2 with text for testing chunking behavior. This is a fairly lengthy paragraph as well.
- We now have a fourth-level sub-header under header 2-1. This ensures that the chunking logic can handle deeply nested content.
- ### Header 2-1-1
- Here is another paragraph under header 2-1-1. This paragraph is part of a more deeply nested section.
- # Header 3
- Continuing with more headers and content to make sure the markdown document is sufficiently large. This is a new header with more paragraphs under it.
- ### Header 3-1
- This is a sub-header under header 3. The content here continues to grow, ensuring that the markdown is long enough to trigger multiple chunks.
- #### Header 3-1-1
- Here is a fourth-level sub-header under header 3-1. This paragraph is designed to create a larger markdown file for testing purposes.
- `;
- test('Each chunk should not exceed the specified token count', async() => {
- const maxToken = 800;
- const result = await splitMarkdownIntoChunks(markdown, MODEL, maxToken);
- result.forEach((chunk) => {
- const tokenCount = encoder.encode(chunk).length;
- expect(tokenCount).toBeLessThanOrEqual(maxToken * 1.1);
- });
- });
- test('Each chunk should include the relevant top-level header', async() => {
- const result = await splitMarkdownIntoChunks(markdown, MODEL, 800);
- result.forEach((chunk) => {
- const containsHeader1 = chunk.includes('# Header 1');
- const containsHeader2 = chunk.includes('# Header 2');
- const containsHeader3 = chunk.includes('# Header 3');
- const doesNotContainHash = !chunk.includes('# ');
- expect(containsHeader1 || containsHeader2 || containsHeader3 || doesNotContainHash).toBe(true);
- });
- });
- test('Should throw an error if a header exceeds half of maxToken size with correct error message', async() => {
- const maxToken = 800;
- const markdownWithLongHeader = `
- # Short Header 1
- This is the first paragraph under short header 1. It contains some text for testing purposes.
- ## ${repeatedText}
- This is the first paragraph under the long header. It contains text to ensure that the header length check is triggered if the header is too long.
- # Short Header 2
- Another section with a shorter header, but enough content to ensure proper chunking.
- `;
- try {
- await splitMarkdownIntoChunks(markdownWithLongHeader, MODEL, maxToken);
- }
- catch (error) {
- if (error instanceof Error) {
- expect(error.message).toContain('Heading token count is too large');
- }
- else {
- throw new Error('An unknown error occurred');
- }
- }
- });
- test('Should return the entire markdown as a single chunk if token count is less than or equal to maxToken', async() => {
- const markdownText = `
- # Header 1
- This is a short paragraph under header 1. It contains only a few sentences to ensure that the total token count remains under the maxToken limit.
- `;
- const maxToken = 800;
- const result = await splitMarkdownIntoChunks(markdownText, MODEL, maxToken);
- expect(result).toHaveLength(1);
- expect(result[0]).toBe(markdownText);
- });
- });
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