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202 lines
5.6 KiB
TypeScript
202 lines
5.6 KiB
TypeScript
/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
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import {
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NodeConnectionType,
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type IExecuteFunctions,
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type INodeType,
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type INodeTypeDescription,
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type SupplyData,
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type ILoadOptionsFunctions,
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type JsonObject,
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NodeOperationError,
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} from 'n8n-workflow';
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import { ChatVertexAI } from '@langchain/google-vertexai';
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import type { SafetySetting } from '@google/generative-ai';
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import { ProjectsClient } from '@google-cloud/resource-manager';
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import { getConnectionHintNoticeField } from '../../../utils/sharedFields';
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import { N8nLlmTracing } from '../N8nLlmTracing';
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import { additionalOptions } from '../gemini-common/additional-options';
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import { makeErrorFromStatus } from './error-handling';
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export class LmChatGoogleVertex implements INodeType {
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description: INodeTypeDescription = {
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displayName: 'Google Vertex Chat Model',
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// eslint-disable-next-line n8n-nodes-base/node-class-description-name-miscased
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name: 'lmChatGoogleVertex',
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icon: 'file:google.svg',
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group: ['transform'],
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version: 1,
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description: 'Chat Model Google Vertex',
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defaults: {
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name: 'Google Vertex Chat Model',
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},
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codex: {
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categories: ['AI'],
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subcategories: {
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AI: ['Language Models'],
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'Language Models': ['Chat Models (Recommended)'],
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},
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resources: {
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primaryDocumentation: [
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{
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url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.lmchatgooglevertex/',
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},
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],
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},
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},
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// eslint-disable-next-line n8n-nodes-base/node-class-description-inputs-wrong-regular-node
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inputs: [],
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// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
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outputs: [NodeConnectionType.AiLanguageModel],
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outputNames: ['Model'],
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credentials: [
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{
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name: 'googleApi',
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required: true,
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},
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],
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properties: [
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getConnectionHintNoticeField([NodeConnectionType.AiChain, NodeConnectionType.AiAgent]),
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{
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displayName: 'Project ID',
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name: 'projectId',
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type: 'resourceLocator',
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default: { mode: 'list', value: '' },
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required: true,
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description: 'Select or enter your Google Cloud project ID',
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modes: [
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{
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displayName: 'From List',
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name: 'list',
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type: 'list',
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typeOptions: {
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searchListMethod: 'gcpProjectsList',
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},
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},
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{
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displayName: 'ID',
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name: 'id',
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type: 'string',
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},
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],
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},
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{
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displayName: 'Model Name',
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name: 'modelName',
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type: 'string',
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description:
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'The model which will generate the completion. <a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models">Learn more</a>.',
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default: 'gemini-1.5-flash',
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},
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additionalOptions,
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],
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};
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methods = {
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listSearch: {
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async gcpProjectsList(this: ILoadOptionsFunctions) {
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const results: Array<{ name: string; value: string }> = [];
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const credentials = await this.getCredentials('googleApi');
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const client = new ProjectsClient({
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credentials: {
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client_email: credentials.email as string,
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private_key: credentials.privateKey as string,
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},
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});
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const [projects] = await client.searchProjects();
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for (const project of projects) {
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if (project.projectId) {
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results.push({
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name: project.displayName ?? project.projectId,
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value: project.projectId,
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});
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}
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}
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return { results };
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},
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},
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};
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async supplyData(this: IExecuteFunctions, itemIndex: number): Promise<SupplyData> {
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const credentials = await this.getCredentials('googleApi');
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const modelName = this.getNodeParameter('modelName', itemIndex) as string;
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const projectId = this.getNodeParameter('projectId', itemIndex, '', {
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extractValue: true,
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}) as string;
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const options = this.getNodeParameter('options', itemIndex, {
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maxOutputTokens: 2048,
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temperature: 0.4,
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topK: 40,
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topP: 0.9,
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}) as {
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maxOutputTokens: number;
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temperature: number;
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topK: number;
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topP: number;
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};
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const safetySettings = this.getNodeParameter(
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'options.safetySettings.values',
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itemIndex,
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null,
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) as SafetySetting[];
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try {
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const model = new ChatVertexAI({
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authOptions: {
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projectId,
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credentials: {
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client_email: credentials.email as string,
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private_key: credentials.privateKey as string,
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},
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},
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model: modelName,
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topK: options.topK,
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topP: options.topP,
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temperature: options.temperature,
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maxOutputTokens: options.maxOutputTokens,
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safetySettings,
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callbacks: [new N8nLlmTracing(this)],
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// Handle ChatVertexAI invocation errors to provide better error messages
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onFailedAttempt: (error: any) => {
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const customError = makeErrorFromStatus(Number(error?.response?.status), {
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modelName,
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});
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if (customError) {
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throw new NodeOperationError(this.getNode(), error as JsonObject, customError);
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}
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throw error;
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},
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});
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return {
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response: model,
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};
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} catch (e) {
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// Catch model name validation error from LangChain (https://github.com/langchain-ai/langchainjs/blob/ef201d0ee85ee4049078270a0cfd7a1767e624f8/libs/langchain-google-common/src/utils/common.ts#L124)
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// to show more helpful error message
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if (e?.message?.startsWith('Unable to verify model params')) {
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throw new NodeOperationError(this.getNode(), e as JsonObject, {
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message: 'Unsupported model',
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description: "Only models starting with 'gemini' are supported.",
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});
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}
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// Assume all other exceptions while creating a new ChatVertexAI instance are parameter validation errors
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throw new NodeOperationError(this.getNode(), e as JsonObject, {
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message: 'Invalid options',
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description: e.message,
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});
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}
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}
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}
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