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IBM Watsonx embeddings node #3648

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Dec 6, 2024
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Original file line number Diff line number Diff line change
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import { WatsonxEmbeddings, WatsonxInputEmbeddings } from '@langchain/community/embeddings/ibm'
import { WatsonxAuth } from '@langchain/community/dist/types/ibm'
import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'

class IBMWatsonx_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 = 'IBM Watsonx Embeddings'
this.name = 'ibmEmbedding'
this.version = 1.0
this.type = 'WatsonxEmbeddings'
this.icon = 'ibm.png'
this.category = 'Embeddings'
this.description = 'Generate embeddings for a given text using open source model on IBM Watsonx'
this.baseClasses = [this.type, ...getBaseClasses(WatsonxEmbeddings)]
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
credentialNames: ['ibmWatsonx']
}
this.inputs = [
{
label: 'Model Name',
name: 'modelName',
type: 'string',
default: 'ibm/slate-30m-english-rtrvr'
},
{
label: 'Truncate Input Tokens',
name: 'truncateInputTokens',
type: 'number',
description: 'Truncate the input tokens.',
step: 1,
optional: true,
additionalParams: true
},
{
label: 'Max Retries',
name: 'maxRetries',
type: 'number',
description: 'The maximum number of retries.',
step: 1,
optional: true,
additionalParams: true
},
{
label: 'Max Concurrency',
name: 'maxConcurrency',
type: 'number',
description: 'The maximum number of concurrencies.',
step: 1,
optional: true,
additionalParams: true
}
]
}

async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const modelName = nodeData.inputs?.modelName as string
const truncateInputTokens = nodeData.inputs?.truncateInputTokens as string
const maxRetries = nodeData.inputs?.maxRetries as string
const maxConcurrency = nodeData.inputs?.maxConcurrency as string

const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const version = getCredentialParam('version', credentialData, nodeData)
const serviceUrl = getCredentialParam('serviceUrl', credentialData, nodeData)
const projectId = getCredentialParam('projectId', credentialData, nodeData)
const watsonxAIAuthType = getCredentialParam('watsonxAIAuthType', credentialData, nodeData)
const watsonxAIApikey = getCredentialParam('watsonxAIApikey', credentialData, nodeData)
const watsonxAIBearerToken = getCredentialParam('watsonxAIBearerToken', credentialData, nodeData)

const auth = {
version,
serviceUrl,
projectId,
watsonxAIAuthType,
watsonxAIApikey,
watsonxAIBearerToken
}

const obj: WatsonxInputEmbeddings & WatsonxAuth = {
...auth,
model: modelName
}

if (truncateInputTokens) obj.truncateInputTokens = parseInt(truncateInputTokens, 10)
if (maxRetries) obj.maxRetries = parseInt(maxRetries, 10)
if (maxConcurrency) obj.maxConcurrency = parseInt(maxConcurrency, 10)

const model = new WatsonxEmbeddings(obj)
return model
}
}

module.exports = { nodeClass: IBMWatsonx_Embeddings }
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