add vector stores

This commit is contained in:
Henry
2023-04-20 10:11:55 +01:00
parent 27e026d943
commit 503386c074
14 changed files with 289 additions and 20 deletions
@@ -1,7 +1,8 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface'
import { PineconeClient } from '@pinecone-database/pinecone'
import { PineconeStore } from 'langchain/vectorstores/pinecone'
import { Embeddings } from 'langchain/embeddings/base'
import { getBaseClasses } from '../../../src/utils'
class Pinecone_Existing_VectorStores implements INode {
label: string
@@ -12,6 +13,7 @@ class Pinecone_Existing_VectorStores implements INode {
category: string
baseClasses: string[]
inputs: INodeParams[]
outputs: INodeOutputsValue[]
constructor() {
this.label = 'Pinecone Load Existing Index'
@@ -43,6 +45,18 @@ class Pinecone_Existing_VectorStores implements INode {
type: 'string'
}
]
this.outputs = [
{
label: 'Pinecone Retriever',
name: 'retriever',
baseClasses: [this.type, 'BaseRetriever']
},
{
label: 'Pinecone Vector Store',
name: 'vectorStore',
baseClasses: [this.type, ...getBaseClasses(PineconeStore)]
}
]
}
async init(nodeData: INodeData): Promise<any> {
@@ -50,6 +64,7 @@ class Pinecone_Existing_VectorStores implements INode {
const pineconeEnv = nodeData.inputs?.pineconeEnv as string
const index = nodeData.inputs?.pineconeIndex as string
const embeddings = nodeData.inputs?.embeddings as Embeddings
const output = nodeData.outputs?.output as string
const client = new PineconeClient()
await client.init({
@@ -62,8 +77,14 @@ class Pinecone_Existing_VectorStores implements INode {
const vectorStore = await PineconeStore.fromExistingIndex(embeddings, {
pineconeIndex
})
const retriever = vectorStore.asRetriever()
return retriever
if (output === 'retriever') {
const retriever = vectorStore.asRetriever()
return retriever
} else if (output === 'vectorStore') {
return vectorStore
}
return vectorStore
}
}