add top K to vector stores

This commit is contained in:
Henry
2023-06-10 17:21:27 +01:00
parent 617b3bea96
commit d11cb5f4b4
36 changed files with 925 additions and 238 deletions
@@ -49,6 +49,7 @@ class Pinecone_Existing_VectorStores implements INode {
name: 'pineconeNamespace',
type: 'string',
placeholder: 'my-first-namespace',
additionalParams: true,
optional: true
},
{
@@ -57,6 +58,15 @@ class Pinecone_Existing_VectorStores implements INode {
type: 'json',
optional: true,
additionalParams: true
},
{
label: 'Top K',
name: 'topK',
description: 'Number of top results to fetch. Default to 4',
placeholder: '4',
type: 'number',
additionalParams: true,
optional: true
}
]
this.outputs = [
@@ -79,9 +89,10 @@ class Pinecone_Existing_VectorStores implements INode {
const index = nodeData.inputs?.pineconeIndex as string
const pineconeNamespace = nodeData.inputs?.pineconeNamespace as string
const pineconeMetadataFilter = nodeData.inputs?.pineconeMetadataFilter
const embeddings = nodeData.inputs?.embeddings as Embeddings
const output = nodeData.outputs?.output as string
const topK = nodeData.inputs?.topK as string
const k = topK ? parseInt(topK, 10) : 4
const client = new PineconeClient()
await client.init({
@@ -104,9 +115,10 @@ class Pinecone_Existing_VectorStores implements INode {
const vectorStore = await PineconeStore.fromExistingIndex(embeddings, obj)
if (output === 'retriever') {
const retriever = vectorStore.asRetriever()
const retriever = vectorStore.asRetriever(k)
return retriever
} else if (output === 'vectorStore') {
;(vectorStore as any).k = k
return vectorStore
}
return vectorStore