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import type { BedrockRuntimeClientConfig } from '@aws-sdk/client-bedrock-runtime';
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import { BedrockRuntimeClient } from '@aws-sdk/client-bedrock-runtime';
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import { BedrockEmbeddings } from '@langchain/aws';
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import { NodeHttpHandler } from '@smithy/node-http-handler';
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import { getNodeProxyAgent, logWrapper, getConnectionHintNoticeField } from '@n8n/ai-utilities';
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import {
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NodeConnectionTypes,
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type INodeType,
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type INodeTypeDescription,
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type ISupplyDataFunctions,
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type SupplyData,
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} from 'n8n-workflow';
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export class EmbeddingsAwsBedrock implements INodeType {
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description: INodeTypeDescription = {
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displayName: 'Embeddings AWS Bedrock',
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name: 'embeddingsAwsBedrock',
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icon: 'file:bedrock.svg',
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credentials: [
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{
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name: 'aws',
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required: true,
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},
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],
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group: ['transform'],
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version: 1,
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description: 'Use Embeddings AWS Bedrock',
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defaults: {
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name: 'Embeddings AWS Bedrock',
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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: ['Embeddings'],
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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.embeddingsawsbedrock/',
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},
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],
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},
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},
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inputs: [],
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outputs: [NodeConnectionTypes.AiEmbedding],
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outputNames: ['Embeddings'],
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requestDefaults: {
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ignoreHttpStatusErrors: true,
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baseURL: '=https://bedrock.{{$credentials?.region ?? "eu-central-1"}}.amazonaws.com',
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},
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properties: [
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getConnectionHintNoticeField([NodeConnectionTypes.AiVectorStore]),
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{
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displayName: 'Model',
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name: 'model',
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type: 'options',
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description:
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'The model which will generate the completion. <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/foundation-models.html">Learn more</a>.',
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typeOptions: {
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loadOptions: {
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routing: {
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request: {
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method: 'GET',
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url: '/foundation-models?byInferenceType=ON_DEMAND&byOutputModality=EMBEDDING',
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},
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output: {
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postReceive: [
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{
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type: 'rootProperty',
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properties: {
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property: 'modelSummaries',
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},
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},
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{
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type: 'setKeyValue',
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properties: {
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name: '={{$responseItem.modelName}}',
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description: '={{$responseItem.modelArn}}',
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value: '={{$responseItem.modelId}}',
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},
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},
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{
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type: 'sort',
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properties: {
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key: 'name',
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},
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},
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],
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},
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},
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},
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},
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routing: {
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send: {
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type: 'body',
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property: 'model',
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},
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},
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default: '',
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},
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],
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};
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async supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
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const credentials = await this.getCredentials<{
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region: string;
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secretAccessKey: string;
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accessKeyId: string;
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sessionToken: string;
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}>('aws');
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const modelName = this.getNodeParameter('model', itemIndex) as string;
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const clientConfig: BedrockRuntimeClientConfig = {
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region: credentials.region,
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credentials: {
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secretAccessKey: credentials.secretAccessKey,
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accessKeyId: credentials.accessKeyId,
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sessionToken: credentials.sessionToken,
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},
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};
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const proxyAgent = getNodeProxyAgent();
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if (proxyAgent) {
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clientConfig.requestHandler = new NodeHttpHandler({
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httpAgent: proxyAgent,
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httpsAgent: proxyAgent,
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});
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}
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const client = new BedrockRuntimeClient(clientConfig);
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const embeddings = new BedrockEmbeddings({
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client,
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model: modelName,
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maxRetries: 3,
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region: credentials.region,
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});
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return {
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response: logWrapper(embeddings, this),
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};
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}
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}
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