fix(Token Splitter Node): Prevent tiktoken blocking on repetitive content (#16769)

This commit is contained in:
oleg
2025-06-27 16:08:14 +02:00
committed by GitHub
parent edf0fec444
commit c5ec056eb5
7 changed files with 812 additions and 27 deletions

View File

@@ -1,7 +1,13 @@
import { OperationalError } from 'n8n-workflow';
import * as helpers from '../../../../utils/helpers';
import * as tiktokenUtils from '../../../../utils/tokenizer/tiktoken';
import * as tokenEstimator from '../../../../utils/tokenizer/token-estimator';
import { TokenTextSplitter } from '../TokenTextSplitter';
jest.mock('../../../../utils/tokenizer/tiktoken');
jest.mock('../../../../utils/helpers');
jest.mock('../../../../utils/tokenizer/token-estimator');
describe('TokenTextSplitter', () => {
let mockTokenizer: jest.Mocked<{
@@ -15,6 +21,8 @@ describe('TokenTextSplitter', () => {
decode: jest.fn(),
};
(tiktokenUtils.getEncoding as jest.Mock).mockResolvedValue(mockTokenizer);
// Default mock for hasLongSequentialRepeat - no repetition
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(false);
});
afterEach(() => {
@@ -161,5 +169,175 @@ describe('TokenTextSplitter', () => {
expect(result).toEqual(['One two', 'two three', 'three four', 'four five', 'five six']);
});
describe('repetitive content handling', () => {
it('should use character-based estimation for repetitive content', async () => {
const splitter = new TokenTextSplitter({
chunkSize: 100,
chunkOverlap: 10,
});
const repetitiveText = 'a'.repeat(1000);
const estimatedChunks = ['chunk1', 'chunk2', 'chunk3'];
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(true);
(tokenEstimator.estimateTextSplitsByTokens as jest.Mock).mockReturnValue(estimatedChunks);
const result = await splitter.splitText(repetitiveText);
// Should not call tiktoken
expect(tiktokenUtils.getEncoding).not.toHaveBeenCalled();
expect(mockTokenizer.encode).not.toHaveBeenCalled();
// Should use estimation
expect(helpers.hasLongSequentialRepeat).toHaveBeenCalledWith(repetitiveText);
expect(tokenEstimator.estimateTextSplitsByTokens).toHaveBeenCalledWith(
repetitiveText,
100,
10,
'cl100k_base',
);
expect(result).toEqual(estimatedChunks);
});
it('should use tiktoken for non-repetitive content', async () => {
const splitter = new TokenTextSplitter({
chunkSize: 3,
chunkOverlap: 0,
});
const normalText = 'This is normal text without repetition';
const mockTokenIds = [1, 2, 3, 4, 5, 6];
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(false);
mockTokenizer.encode.mockReturnValue(mockTokenIds);
mockTokenizer.decode.mockImplementation(() => 'chunk');
await splitter.splitText(normalText);
// Should check for repetition
expect(helpers.hasLongSequentialRepeat).toHaveBeenCalledWith(normalText);
// Should use tiktoken
expect(tiktokenUtils.getEncoding).toHaveBeenCalled();
expect(mockTokenizer.encode).toHaveBeenCalled();
// Should not use estimation
expect(tokenEstimator.estimateTextSplitsByTokens).not.toHaveBeenCalled();
});
it('should handle repetitive content with different encodings', async () => {
const splitter = new TokenTextSplitter({
encodingName: 'o200k_base',
chunkSize: 50,
chunkOverlap: 5,
});
const repetitiveText = '.'.repeat(500);
const estimatedChunks = ['estimated chunk 1', 'estimated chunk 2'];
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(true);
(tokenEstimator.estimateTextSplitsByTokens as jest.Mock).mockReturnValue(estimatedChunks);
const result = await splitter.splitText(repetitiveText);
expect(tokenEstimator.estimateTextSplitsByTokens).toHaveBeenCalledWith(
repetitiveText,
50,
5,
'o200k_base',
);
expect(result).toEqual(estimatedChunks);
});
it('should handle edge case with exactly 100 repeating characters', async () => {
const splitter = new TokenTextSplitter();
const edgeText = 'x'.repeat(100);
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(true);
(tokenEstimator.estimateTextSplitsByTokens as jest.Mock).mockReturnValue(['single chunk']);
const result = await splitter.splitText(edgeText);
expect(helpers.hasLongSequentialRepeat).toHaveBeenCalledWith(edgeText);
expect(result).toEqual(['single chunk']);
});
it('should handle mixed content with repetitive sections', async () => {
const splitter = new TokenTextSplitter();
const mixedText = 'Normal text ' + 'z'.repeat(200) + ' more normal text';
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(true);
(tokenEstimator.estimateTextSplitsByTokens as jest.Mock).mockReturnValue([
'chunk1',
'chunk2',
]);
const result = await splitter.splitText(mixedText);
expect(helpers.hasLongSequentialRepeat).toHaveBeenCalledWith(mixedText);
expect(tokenEstimator.estimateTextSplitsByTokens).toHaveBeenCalled();
expect(result).toEqual(['chunk1', 'chunk2']);
});
});
describe('error handling', () => {
it('should return empty array for null input', async () => {
const splitter = new TokenTextSplitter();
const result = await splitter.splitText(null as any);
expect(result).toEqual([]);
});
it('should return empty array for undefined input', async () => {
const splitter = new TokenTextSplitter();
const result = await splitter.splitText(undefined as any);
expect(result).toEqual([]);
});
it('should return empty array for non-string input', async () => {
const splitter = new TokenTextSplitter();
const result = await splitter.splitText(123 as any);
expect(result).toEqual([]);
});
it('should fall back to estimation if tiktoken fails', async () => {
const splitter = new TokenTextSplitter();
const text = 'This will cause tiktoken to fail';
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(false);
(tiktokenUtils.getEncoding as jest.Mock).mockRejectedValue(new Error('Tiktoken error'));
(tokenEstimator.estimateTextSplitsByTokens as jest.Mock).mockReturnValue([
'fallback chunk',
]);
const result = await splitter.splitText(text);
expect(result).toEqual(['fallback chunk']);
expect(tokenEstimator.estimateTextSplitsByTokens).toHaveBeenCalledWith(
text,
splitter.chunkSize,
splitter.chunkOverlap,
splitter.encodingName,
);
});
it('should fall back to estimation if encode fails', async () => {
const splitter = new TokenTextSplitter();
const text = 'This will cause encode to fail';
(helpers.hasLongSequentialRepeat as jest.Mock).mockReturnValue(false);
mockTokenizer.encode.mockImplementation(() => {
throw new OperationalError('Encode error');
});
(tokenEstimator.estimateTextSplitsByTokens as jest.Mock).mockReturnValue([
'fallback chunk',
]);
const result = await splitter.splitText(text);
expect(result).toEqual(['fallback chunk']);
});
});
});
});