142 lines
5.3 KiB
TypeScript
142 lines
5.3 KiB
TypeScript
import { AmazonKnowledgeBaseRetriever } from '@langchain/aws'
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import { ICommonObject, INode, INodeData, INodeParams, INodeOptionsValue } from '../../../src/Interface'
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import { getCredentialData, getCredentialParam } from '../../../src/utils'
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import { RetrievalFilter } from '@aws-sdk/client-bedrock-agent-runtime'
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import { MODEL_TYPE, getRegions } from '../../../src/modelLoader'
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class AWSBedrockKBRetriever_Retrievers implements INode {
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label: string
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name: string
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version: number
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description: string
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type: string
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icon: string
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category: string
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baseClasses: string[]
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credential: INodeParams
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inputs: INodeParams[]
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constructor() {
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this.label = 'AWS Bedrock Knowledge Base Retriever'
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this.name = 'awsBedrockKBRetriever'
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this.version = 1.0
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this.type = 'AWSBedrockKBRetriever'
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this.icon = 'AWSBedrockKBRetriever.svg'
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this.category = 'Retrievers'
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this.description = 'Connect to AWS Bedrock Knowledge Base API and retrieve relevant chunks'
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this.baseClasses = [this.type, 'BaseRetriever']
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this.credential = {
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label: 'AWS Credential',
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name: 'credential',
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type: 'credential',
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credentialNames: ['awsApi'],
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optional: true
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}
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this.inputs = [
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{
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label: 'Region',
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name: 'region',
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type: 'asyncOptions',
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loadMethod: 'listRegions',
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default: 'us-east-1'
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},
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{
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label: 'Knowledge Base ID',
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name: 'knoledgeBaseID',
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type: 'string'
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},
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{
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label: 'Query',
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name: 'query',
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type: 'string',
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description: 'Query to retrieve documents from retriever. If not specified, user question will be used',
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optional: true,
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acceptVariable: true
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},
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{
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label: 'TopK',
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name: 'topK',
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type: 'number',
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description: 'Number of chunks to retrieve',
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optional: true,
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additionalParams: true,
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default: 5
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},
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{
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label: 'SearchType',
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name: 'searchType',
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type: 'options',
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description:
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'Knowledge Base search type. Possible values are HYBRID and SEMANTIC. If not specified, default will be used. Consult AWS documentation for more',
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options: [
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{
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label: 'HYBRID',
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name: 'HYBRID',
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description: 'Hybrid seach type'
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},
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{
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label: 'SEMANTIC',
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name: 'SEMANTIC',
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description: 'Semantic seach type'
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}
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],
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optional: true,
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additionalParams: true,
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default: undefined
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},
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{
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label: 'Filter',
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name: 'filter',
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type: 'string',
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description: 'Knowledge Base retrieval filter. Read documentation for filter syntax',
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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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loadMethods = {
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// Reuse the AWS Bedrock Embeddings region list as it should be same for all Bedrock functions
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async listRegions(): Promise<INodeOptionsValue[]> {
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return await getRegions(MODEL_TYPE.EMBEDDING, 'AWSBedrockEmbeddings')
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}
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}
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async init(nodeData: INodeData, input: string, options: ICommonObject): Promise<any> {
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const knoledgeBaseID = nodeData.inputs?.knoledgeBaseID as string
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const region = nodeData.inputs?.region as string
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const topK = nodeData.inputs?.topK as number
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const overrideSearchType = (nodeData.inputs?.searchType != '' ? nodeData.inputs?.searchType : undefined) as 'HYBRID' | 'SEMANTIC'
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const filter = (nodeData.inputs?.filter != '' ? JSON.parse(nodeData.inputs?.filter) : undefined) as RetrievalFilter
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let credentialApiKey = ''
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let credentialApiSecret = ''
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let credentialApiSession = ''
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const credentialData = await getCredentialData(nodeData.credential ?? '', options)
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if (credentialData && Object.keys(credentialData).length !== 0) {
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credentialApiKey = getCredentialParam('awsKey', credentialData, nodeData)
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credentialApiSecret = getCredentialParam('awsSecret', credentialData, nodeData)
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credentialApiSession = getCredentialParam('awsSession', credentialData, nodeData)
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}
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const retriever = new AmazonKnowledgeBaseRetriever({
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topK: topK,
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knowledgeBaseId: knoledgeBaseID,
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region: region,
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filter,
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overrideSearchType,
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clientOptions: {
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credentials: {
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accessKeyId: credentialApiKey,
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secretAccessKey: credentialApiSecret,
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sessionToken: credentialApiSession
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}
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}
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})
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return retriever
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}
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}
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module.exports = { nodeClass: AWSBedrockKBRetriever_Retrievers }
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