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import { AzureOpenAIInput } from 'langchain/chat_models/openai' |
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import { INode, INodeData, INodeParams } from '../../../src/Interface' |
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import { getBaseClasses } from '../../../src/utils' |
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import { OpenAIEmbeddings, OpenAIEmbeddingsParams } from 'langchain/embeddings/openai' |
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class AzureOpenAIEmbedding_Embeddings implements INode { |
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label: string |
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name: string |
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type: string |
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icon: string |
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category: string |
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description: string |
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baseClasses: string[] |
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inputs: INodeParams[] |
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constructor() { |
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this.label = 'Azure OpenAI Embeddings' |
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this.name = 'azureOpenAIEmbeddings' |
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this.type = 'AzureOpenAIEmbeddings' |
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this.icon = 'Azure.svg' |
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this.category = 'Embeddings' |
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this.description = 'Azure OpenAI API to generate embeddings for a given text' |
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this.baseClasses = [this.type, ...getBaseClasses(OpenAIEmbeddings)] |
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this.inputs = [ |
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{ |
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label: 'Azure OpenAI Api Key', |
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name: 'azureOpenAIApiKey', |
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type: 'password' |
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}, |
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{ |
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label: 'Azure OpenAI Api Instance Name', |
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name: 'azureOpenAIApiInstanceName', |
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type: 'string', |
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placeholder: 'YOUR-INSTANCE-NAME' |
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}, |
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{ |
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label: 'Azure OpenAI Api Deployment Name', |
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name: 'azureOpenAIApiDeploymentName', |
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type: 'string', |
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placeholder: 'YOUR-DEPLOYMENT-NAME' |
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}, |
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{ |
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label: 'Azure OpenAI Api Version', |
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name: 'azureOpenAIApiVersion', |
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type: 'options', |
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options: [ |
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{ |
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label: '2023-03-15-preview', |
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name: '2023-03-15-preview' |
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}, |
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{ |
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label: '2022-12-01', |
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name: '2022-12-01' |
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} |
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], |
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default: '2023-03-15-preview' |
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}, |
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{ |
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label: 'Batch Size', |
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name: 'batchSize', |
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type: 'number', |
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default: '1', |
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optional: true, |
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additionalParams: true |
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}, |
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{ |
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label: 'Timeout', |
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name: 'timeout', |
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type: 'number', |
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optional: true, |
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additionalParams: true |
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} |
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] |
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} |
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async init(nodeData: INodeData): Promise<any> { |
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const azureOpenAIApiKey = nodeData.inputs?.azureOpenAIApiKey as string |
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const azureOpenAIApiInstanceName = nodeData.inputs?.azureOpenAIApiInstanceName as string |
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const azureOpenAIApiDeploymentName = nodeData.inputs?.azureOpenAIApiDeploymentName as string |
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const azureOpenAIApiVersion = nodeData.inputs?.azureOpenAIApiVersion as string |
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const batchSize = nodeData.inputs?.batchSize as string |
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const timeout = nodeData.inputs?.timeout as string |
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const obj: Partial<OpenAIEmbeddingsParams> & Partial<AzureOpenAIInput> = { |
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azureOpenAIApiKey, |
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azureOpenAIApiInstanceName, |
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azureOpenAIApiDeploymentName, |
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azureOpenAIApiVersion |
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} |
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if (batchSize) obj.batchSize = parseInt(batchSize, 10) |
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if (timeout) obj.timeout = parseInt(timeout, 10) |
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const model = new OpenAIEmbeddings(obj) |
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return model |
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} |
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} |
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module.exports = { nodeClass: AzureOpenAIEmbedding_Embeddings } |
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