n8n/packages/@n8n/nodes-langchain/nodes/embeddings/EmbeddingsAzureOpenAi/EmbeddingsAzureOpenAi.node.ts
2024-10-28 11:37:23 +01:00

127 lines
3.3 KiB
TypeScript

/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
import {
NodeConnectionType,
type INodeType,
type INodeTypeDescription,
type ISupplyDataFunctions,
type SupplyData,
} from 'n8n-workflow';
import { OpenAIEmbeddings } from '@langchain/openai';
import { logWrapper } from '../../../utils/logWrapper';
import { getConnectionHintNoticeField } from '../../../utils/sharedFields';
export class EmbeddingsAzureOpenAi implements INodeType {
description: INodeTypeDescription = {
displayName: 'Embeddings Azure OpenAI',
name: 'embeddingsAzureOpenAi',
icon: 'file:azure.svg',
credentials: [
{
name: 'azureOpenAiApi',
required: true,
},
],
group: ['transform'],
version: 1,
description: 'Use Embeddings Azure OpenAI',
defaults: {
name: 'Embeddings Azure OpenAI',
},
codex: {
categories: ['AI'],
subcategories: {
AI: ['Embeddings'],
},
resources: {
primaryDocumentation: [
{
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.embeddingsazureopenai/',
},
],
},
},
// eslint-disable-next-line n8n-nodes-base/node-class-description-inputs-wrong-regular-node
inputs: [],
// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
outputs: [NodeConnectionType.AiEmbedding],
outputNames: ['Embeddings'],
properties: [
getConnectionHintNoticeField([NodeConnectionType.AiVectorStore]),
{
displayName: 'Model (Deployment) Name',
name: 'model',
type: 'string',
description: 'The name of the model(deployment) to use',
default: '',
},
{
displayName: 'Options',
name: 'options',
placeholder: 'Add Option',
description: 'Additional options to add',
type: 'collection',
default: {},
options: [
{
displayName: 'Batch Size',
name: 'batchSize',
default: 512,
typeOptions: { maxValue: 2048 },
description: 'Maximum number of documents to send in each request',
type: 'number',
},
{
displayName: 'Strip New Lines',
name: 'stripNewLines',
default: true,
description: 'Whether to strip new lines from the input text',
type: 'boolean',
},
{
displayName: 'Timeout',
name: 'timeout',
default: -1,
description:
'Maximum amount of time a request is allowed to take in seconds. Set to -1 for no timeout.',
type: 'number',
},
],
},
],
};
async supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
this.logger.debug('Supply data for embeddings');
const credentials = await this.getCredentials<{
apiKey: string;
resourceName: string;
apiVersion: string;
}>('azureOpenAiApi');
const modelName = this.getNodeParameter('model', itemIndex) as string;
const options = this.getNodeParameter('options', itemIndex, {}) as {
batchSize?: number;
stripNewLines?: boolean;
timeout?: number;
};
if (options.timeout === -1) {
options.timeout = undefined;
}
const embeddings = new OpenAIEmbeddings({
azureOpenAIApiDeploymentName: modelName,
azureOpenAIApiInstanceName: credentials.resourceName,
azureOpenAIApiKey: credentials.apiKey,
azureOpenAIApiVersion: credentials.apiVersion,
...options,
});
return {
response: logWrapper(embeddings, this),
};
}
}