mirror of
https://github.com/Abdulazizzn/n8n-enterprise-unlocked.git
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refactor(Basic LLM Chain Node): Refactor Basic LLM Chain & add tests (#13850)
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@@ -0,0 +1,223 @@
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import { StringOutputParser } from '@langchain/core/output_parsers';
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import { ChatPromptTemplate, PromptTemplate } from '@langchain/core/prompts';
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import { FakeLLM, FakeChatModel } from '@langchain/core/utils/testing';
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import { mock } from 'jest-mock-extended';
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import type { IExecuteFunctions } from 'n8n-workflow';
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import type { N8nOutputParser } from '@utils/output_parsers/N8nOutputParser';
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import * as tracing from '@utils/tracing';
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import { executeChain } from '../methods/chainExecutor';
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import * as promptUtils from '../methods/promptUtils';
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jest.mock('@utils/tracing', () => ({
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getTracingConfig: jest.fn(() => ({})),
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}));
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jest.mock('../methods/promptUtils', () => ({
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createPromptTemplate: jest.fn(),
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}));
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describe('chainExecutor', () => {
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let mockContext: jest.Mocked<IExecuteFunctions>;
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beforeEach(() => {
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mockContext = mock<IExecuteFunctions>();
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mockContext.getExecutionCancelSignal = jest.fn().mockReturnValue(undefined);
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jest.clearAllMocks();
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});
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describe('executeChain', () => {
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it('should execute a simple chain without output parsers', async () => {
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const fakeLLM = new FakeLLM({ response: 'Test response' });
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const mockPromptTemplate = new PromptTemplate({
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template: '{query}',
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inputVariables: ['query'],
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});
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const mockChain = {
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invoke: jest.fn().mockResolvedValue('Test response'),
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};
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const withConfigMock = jest.fn().mockReturnValue(mockChain);
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const pipeStringOutputParserMock = jest.fn().mockReturnValue({
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withConfig: withConfigMock,
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});
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const pipeMock = jest.fn().mockReturnValue({
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pipe: pipeStringOutputParserMock,
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});
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mockPromptTemplate.pipe = pipeMock;
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fakeLLM.pipe = jest.fn();
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(promptUtils.createPromptTemplate as jest.Mock).mockResolvedValue(mockPromptTemplate);
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const result = await executeChain({
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context: mockContext,
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itemIndex: 0,
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query: 'Hello',
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llm: fakeLLM,
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});
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expect(promptUtils.createPromptTemplate).toHaveBeenCalledWith({
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context: mockContext,
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itemIndex: 0,
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llm: fakeLLM,
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messages: undefined,
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query: 'Hello',
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});
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expect(pipeMock).toHaveBeenCalledWith(fakeLLM);
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expect(pipeStringOutputParserMock).toHaveBeenCalledWith(expect.any(StringOutputParser));
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expect(withConfigMock).toHaveBeenCalledWith(expect.any(Object));
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expect(result).toEqual(['Test response']);
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expect(tracing.getTracingConfig).toHaveBeenCalledWith(mockContext);
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});
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it('should execute a chain with a single output parser', async () => {
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const fakeLLM = new FakeLLM({ response: 'Test response' });
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const mockPromptTemplate = new PromptTemplate({
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template: '{query}\n{formatInstructions}',
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inputVariables: ['query'],
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partialVariables: { formatInstructions: 'Format as JSON' },
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});
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const mockChain = {
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invoke: jest.fn().mockResolvedValue({ result: 'Test response' }),
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};
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const withConfigMock = jest.fn().mockReturnValue(mockChain);
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const pipeOutputParserMock = jest.fn().mockReturnValue({
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withConfig: withConfigMock,
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});
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const pipeMock = jest.fn().mockReturnValue({
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pipe: pipeOutputParserMock,
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});
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mockPromptTemplate.pipe = pipeMock;
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fakeLLM.pipe = jest.fn();
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(promptUtils.createPromptTemplate as jest.Mock).mockResolvedValue(mockPromptTemplate);
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const result = await executeChain({
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context: mockContext,
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itemIndex: 0,
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query: 'Hello',
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llm: fakeLLM,
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outputParser: mock<N8nOutputParser>(),
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});
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expect(promptUtils.createPromptTemplate).toHaveBeenCalledWith({
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context: mockContext,
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itemIndex: 0,
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llm: fakeLLM,
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messages: undefined,
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query: 'Hello',
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});
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expect(result).toEqual([{ result: 'Test response' }]);
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});
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it('should wrap non-array responses in an array', async () => {
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const fakeLLM = new FakeLLM({ response: 'Test response' });
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const mockPromptTemplate = new PromptTemplate({
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template: '{query}',
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inputVariables: ['query'],
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});
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const mockOutputParser = mock<N8nOutputParser>();
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const mockChain = {
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invoke: jest.fn().mockResolvedValue({ result: 'Test response' }),
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};
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const withConfigMock = jest.fn().mockReturnValue(mockChain);
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const pipeOutputParserMock = jest.fn().mockReturnValue({
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withConfig: withConfigMock,
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});
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const pipeMock = jest.fn().mockReturnValue({
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pipe: pipeOutputParserMock,
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});
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mockPromptTemplate.pipe = pipeMock;
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fakeLLM.pipe = jest.fn();
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(promptUtils.createPromptTemplate as jest.Mock).mockResolvedValue(mockPromptTemplate);
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const result = await executeChain({
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context: mockContext,
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itemIndex: 0,
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query: 'Hello',
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llm: fakeLLM,
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outputParser: mockOutputParser,
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});
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expect(Array.isArray(result)).toBe(true);
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expect(result).toEqual([{ result: 'Test response' }]);
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});
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it('should pass the execution cancel signal to the chain', async () => {
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// For this test, we'll just verify that getExecutionCancelSignal is called
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const fakeLLM = new FakeLLM({ response: 'Test response' });
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const mockPromptTemplate = new PromptTemplate({
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template: '{query}',
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inputVariables: ['query'],
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});
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const mockChain = {
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invoke: jest.fn().mockResolvedValue('Test response'),
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};
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const withConfigMock = jest.fn().mockReturnValue(mockChain);
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const pipeStringOutputParserMock = jest.fn().mockReturnValue({
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withConfig: withConfigMock,
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});
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const pipeMock = jest.fn().mockReturnValue({
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pipe: pipeStringOutputParserMock,
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});
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mockPromptTemplate.pipe = pipeMock;
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fakeLLM.pipe = jest.fn();
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(promptUtils.createPromptTemplate as jest.Mock).mockResolvedValue(mockPromptTemplate);
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await executeChain({
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context: mockContext,
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itemIndex: 0,
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query: 'Hello',
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llm: fakeLLM,
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});
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expect(mockContext.getExecutionCancelSignal).toHaveBeenCalled();
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expect(mockChain.invoke).toHaveBeenCalled();
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});
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it('should support chat models', async () => {
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const fakeChatModel = new FakeChatModel({});
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const mockChatPromptTemplate = ChatPromptTemplate.fromMessages([]);
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const mockChain = {
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invoke: jest.fn().mockResolvedValue('Test chat response'),
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};
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const withConfigMock = jest.fn().mockReturnValue(mockChain);
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const pipeStringOutputParserMock = jest.fn().mockReturnValue({
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withConfig: withConfigMock,
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});
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const pipeMock = jest.fn().mockReturnValue({
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pipe: pipeStringOutputParserMock,
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});
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mockChatPromptTemplate.pipe = pipeMock;
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fakeChatModel.pipe = jest.fn();
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(promptUtils.createPromptTemplate as jest.Mock).mockResolvedValue(mockChatPromptTemplate);
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const result = await executeChain({
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context: mockContext,
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itemIndex: 0,
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query: 'Hello',
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llm: fakeChatModel,
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});
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expect(result).toEqual(['Test chat response']);
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});
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});
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});
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