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Flowise/packages/components/nodes/embeddings/LocalAIEmbedding/LocalAIEmbedding.ts
T
2024-01-26 23:41:55 +00:00

70 lines
2.2 KiB
TypeScript

import { OpenAIEmbeddings, OpenAIEmbeddingsParams } from '@langchain/openai'
import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { getCredentialData, getCredentialParam } from '../../../src/utils'
class LocalAIEmbedding_Embeddings implements INode {
label: string
name: string
version: number
type: string
icon: string
category: string
description: string
baseClasses: string[]
credential: INodeParams
inputs: INodeParams[]
constructor() {
this.label = 'LocalAI Embeddings'
this.name = 'localAIEmbeddings'
this.version = 1.0
this.type = 'LocalAI Embeddings'
this.icon = 'localai.png'
this.category = 'Embeddings'
this.description = 'Use local embeddings models like llama.cpp'
this.baseClasses = [this.type, 'Embeddings']
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
credentialNames: ['localAIApi'],
optional: true
}
this.inputs = [
{
label: 'Base Path',
name: 'basePath',
type: 'string',
placeholder: 'http://localhost:8080/v1'
},
{
label: 'Model Name',
name: 'modelName',
type: 'string',
placeholder: 'text-embedding-ada-002'
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const modelName = nodeData.inputs?.modelName as string
const basePath = nodeData.inputs?.basePath as string
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const localAIApiKey = getCredentialParam('localAIApiKey', credentialData, nodeData)
const obj: Partial<OpenAIEmbeddingsParams> & { openAIApiKey?: string } = {
modelName,
openAIApiKey: 'sk-'
}
if (localAIApiKey) obj.openAIApiKey = localAIApiKey
const model = new OpenAIEmbeddings(obj, { basePath })
return model
}
}
module.exports = { nodeClass: LocalAIEmbedding_Embeddings }