Flowise/packages/components/nodes/embeddings/AWSBedrockEmbedding/AWSBedrockEmbedding.ts

import { BedrockRuntimeClient, InvokeModelCommand } from '@aws-sdk/client-bedrock-runtime'
import { BedrockEmbeddings, BedrockEmbeddingsParams } from '@langchain/community/embeddings/bedrock'
import { ICommonObject, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { MODEL_TYPE, getModels, getRegions } from '../../../src/modelLoader'

class AWSBedrockEmbedding_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 = 'AWS Bedrock Embeddings'
        this.name = 'AWSBedrockEmbeddings'
        this.version = 4.0
        this.type = 'AWSBedrockEmbeddings'
        this.icon = 'aws.svg'
        this.category = 'Embeddings'
        this.description = 'AWSBedrock embedding models to generate embeddings for a given text'
        this.baseClasses = [this.type, ...getBaseClasses(BedrockEmbeddings)]
        this.credential = {
            label: 'AWS Credential',
            name: 'credential',
            type: 'credential',
            credentialNames: ['awsApi'],
            optional: true
        }
        this.inputs = [
            {
                label: 'Region',
                name: 'region',
                type: 'asyncOptions',
                loadMethod: 'listRegions',
                default: 'us-east-1'
            },
            {
                label: 'Model Name',
                name: 'model',
                type: 'asyncOptions',
                loadMethod: 'listModels',
                default: 'amazon.titan-embed-text-v1'
            },
            {
                label: 'Custom Model Name',
                name: 'customModel',
                description: 'If provided, will override model selected from Model Name option',
                type: 'string',
                optional: true
            }
        ]
    }

    //@ts-ignore
    loadMethods = {
        async listModels(): Promise<INodeOptionsValue[]> {
            return await getModels(MODEL_TYPE.EMBEDDING, 'AWSBedrockEmbeddings')
        },
        async listRegions(): Promise<INodeOptionsValue[]> {
            return await getRegions(MODEL_TYPE.EMBEDDING, 'AWSBedrockEmbeddings')
        }
    }

    async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
        const iRegion = nodeData.inputs?.region as string
        const iModel = nodeData.inputs?.model as string
        const customModel = nodeData.inputs?.customModel as string

        const obj: BedrockEmbeddingsParams = {
            model: customModel ? customModel : iModel,
            region: iRegion
        }

        const credentialData = await getCredentialData(nodeData.credential ?? '', options)
        if (credentialData && Object.keys(credentialData).length !== 0) {
            const credentialApiKey = getCredentialParam('awsKey', credentialData, nodeData)
            const credentialApiSecret = getCredentialParam('awsSecret', credentialData, nodeData)
            const credentialApiSession = getCredentialParam('awsSession', credentialData, nodeData)

            obj.credentials = {
                accessKeyId: credentialApiKey,
                secretAccessKey: credentialApiSecret,
                sessionToken: credentialApiSession
            }
        }

        const client = new BedrockRuntimeClient({
            region: obj.region,
            credentials: obj.credentials
        })

        const model = new BedrockEmbeddings(obj)

        // Avoid Illegal Invocation
        model.embedQuery = async (document: string): Promise<number[]> => {
            return await embedText(document, client, iModel)
        }

        model.embedDocuments = async (documents: string[]): Promise<number[][]> => {
            return Promise.all(documents.map((document) => embedText(document, client, iModel)))
        }
        return model
    }
}

const embedText = async (text: string, client: BedrockRuntimeClient, model: string): Promise<number[]> => {
    // replace newlines, which can negatively affect performance.
    const cleanedText = text.replace(/\n/g, ' ')

    const res = await client.send(
        new InvokeModelCommand({
            modelId: model,
            body: JSON.stringify({
                inputText: cleanedText
            }),
            contentType: 'application/json',
            accept: 'application/json'
        })
    )

    try {
        const body = new TextDecoder().decode(res.body)
        return JSON.parse(body).embedding
    } catch (e) {
        throw new Error('An invalid response was returned by Bedrock.')
    }
}

module.exports = { nodeClass: AWSBedrockEmbedding_Embeddings }