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+169
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import { AzureOpenAIEmbeddings } from '@langchain/openai';
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import { getProxyAgent, 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 EmbeddingsAzureOpenAi implements INodeType {
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description: INodeTypeDescription = {
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displayName: 'Embeddings Azure OpenAI',
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name: 'embeddingsAzureOpenAi',
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icon: 'file:azure.svg',
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credentials: [
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{
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name: 'azureOpenAiApi',
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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 Azure OpenAI',
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defaults: {
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name: 'Embeddings Azure OpenAI',
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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.embeddingsazureopenai/',
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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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properties: [
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getConnectionHintNoticeField([NodeConnectionTypes.AiVectorStore]),
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{
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displayName: 'Model (Deployment) Name',
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name: 'model',
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type: 'string',
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description: 'The name of the model(deployment) to use',
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default: '',
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},
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{
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displayName: 'Options',
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name: 'options',
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placeholder: 'Add Option',
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description: 'Additional options to add',
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type: 'collection',
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default: {},
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options: [
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{
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displayName: 'Batch Size',
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name: 'batchSize',
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default: 512,
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typeOptions: { maxValue: 2048 },
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description: 'Maximum number of documents to send in each request',
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type: 'number',
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},
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{
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displayName: 'Strip New Lines',
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name: 'stripNewLines',
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default: true,
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description: 'Whether to strip new lines from the input text',
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type: 'boolean',
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},
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{
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displayName: 'Timeout',
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name: 'timeout',
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default: -1,
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description:
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'Maximum amount of time a request is allowed to take in seconds. Set to -1 for no timeout.',
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type: 'number',
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},
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{
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displayName: 'Dimensions',
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name: 'dimensions',
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default: 1536,
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description:
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'The number of dimensions the resulting output embeddings should have. Only supported in text-embedding-3 and later models.',
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type: 'options',
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options: [
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{
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name: '256',
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value: 256,
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},
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{
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name: '512',
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value: 512,
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},
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{
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name: '1024',
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value: 1024,
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},
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{
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name: '1536',
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value: 1536,
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},
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{
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name: '3072',
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value: 3072,
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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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async supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
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this.logger.debug('Supply data for embeddings');
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const credentials = await this.getCredentials<{
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apiKey: string;
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resourceName: string;
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apiVersion: string;
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endpoint?: string;
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}>('azureOpenAiApi');
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const modelName = this.getNodeParameter('model', itemIndex) as string;
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const options = this.getNodeParameter('options', itemIndex, {}) as {
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batchSize?: number;
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stripNewLines?: boolean;
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timeout?: number;
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dimensions?: number | undefined;
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};
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if (options.timeout === -1) {
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options.timeout = undefined;
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}
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const embeddings = new AzureOpenAIEmbeddings({
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azureOpenAIApiDeploymentName: modelName,
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// instance name only needed to set base url
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azureOpenAIApiInstanceName: !credentials.endpoint ? credentials.resourceName : undefined,
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azureOpenAIApiKey: credentials.apiKey,
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azureOpenAIApiVersion: credentials.apiVersion,
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// azureOpenAIEndpoint and configuration.baseURL are both ignored here
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// only setting azureOpenAIBasePath worked
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azureOpenAIBasePath: credentials.endpoint
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? `${credentials.endpoint}/openai/deployments`
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: undefined,
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configuration: {
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fetchOptions: {
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dispatcher: getProxyAgent(
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credentials.endpoint ?? `https://${credentials.resourceName}.openai.azure.com`,
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{},
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),
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},
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},
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...options,
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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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