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Compression Retriever - Cohere Rerank - Add max chunks per document a…
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…s optional parameter
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vinodkiran committed Jan 17, 2024
1 parent 0d19dc5 commit 3407fa9
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Showing 2 changed files with 16 additions and 3 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -7,11 +7,13 @@ export class CohereRerank extends BaseDocumentCompressor {
private COHERE_API_URL = 'https://api.cohere.ai/v1/rerank'
private readonly model: string
private readonly k: number
constructor(cohereAPIKey: string, model: string, k: number) {
private readonly maxChunksPerDoc: number
constructor(cohereAPIKey: string, model: string, k: number, maxChunksPerDoc: number) {
super()
this.cohereAPIKey = cohereAPIKey
this.model = model
this.k = k
this.maxChunksPerDoc = maxChunksPerDoc
}
async compressDocuments(
documents: Document<Record<string, any>>[],
Expand All @@ -32,7 +34,7 @@ export class CohereRerank extends BaseDocumentCompressor {
const data = {
model: this.model,
topN: this.k,
max_chunks_per_doc: 10,
max_chunks_per_doc: this.maxChunksPerDoc,
query: query,
return_documents: false,
documents: documents.map((doc) => doc.pageContent)
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Original file line number Diff line number Diff line change
Expand Up @@ -67,6 +67,15 @@ class CohereRerankRetriever_Retrievers implements INode {
default: 0,
additionalParams: true,
optional: true
},
{
label: 'Max Chunks Per Document',
name: 'maxChunksPerDoc',
placeholder: '10',
type: 'number',
default: 10,
additionalParams: true,
optional: true
}
]
}
Expand All @@ -78,12 +87,14 @@ class CohereRerankRetriever_Retrievers implements INode {
const cohereApiKey = getCredentialParam('cohereApiKey', credentialData, nodeData)
const topK = nodeData.inputs?.topK as string
let k = topK ? parseFloat(topK) : 4
const maxChunks = nodeData.inputs?.maxChunksPerDoc as string
let max = maxChunks ? parseInt(maxChunks) : 10

if (k <= 0) {
k = (baseRetriever as VectorStoreRetriever).k
}

const cohereCompressor = new CohereRerank(cohereApiKey, model, k)
const cohereCompressor = new CohereRerank(cohereApiKey, model, k, max)
return new ContextualCompressionRetriever({
baseCompressor: cohereCompressor,
baseRetriever: baseRetriever
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