Compression Retriever - Cohere Rerank - Add max chunks per document as optional parameter
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@ -7,11 +7,13 @@ export class CohereRerank extends BaseDocumentCompressor {
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private COHERE_API_URL = 'https://api.cohere.ai/v1/rerank'
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private COHERE_API_URL = 'https://api.cohere.ai/v1/rerank'
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private readonly model: string
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private readonly model: string
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private readonly k: number
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private readonly k: number
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constructor(cohereAPIKey: string, model: string, k: number) {
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private readonly maxChunksPerDoc: number
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constructor(cohereAPIKey: string, model: string, k: number, maxChunksPerDoc: number) {
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super()
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super()
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this.cohereAPIKey = cohereAPIKey
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this.cohereAPIKey = cohereAPIKey
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this.model = model
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this.model = model
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this.k = k
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this.k = k
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this.maxChunksPerDoc = maxChunksPerDoc
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}
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}
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async compressDocuments(
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async compressDocuments(
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documents: Document<Record<string, any>>[],
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documents: Document<Record<string, any>>[],
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@ -32,7 +34,7 @@ export class CohereRerank extends BaseDocumentCompressor {
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const data = {
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const data = {
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model: this.model,
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model: this.model,
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topN: this.k,
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topN: this.k,
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max_chunks_per_doc: 10,
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max_chunks_per_doc: this.maxChunksPerDoc,
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query: query,
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query: query,
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return_documents: false,
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return_documents: false,
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documents: documents.map((doc) => doc.pageContent)
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documents: documents.map((doc) => doc.pageContent)
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@ -67,6 +67,15 @@ class CohereRerankRetriever_Retrievers implements INode {
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default: 0,
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default: 0,
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additionalParams: true,
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additionalParams: true,
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optional: true
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optional: true
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},
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{
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label: 'Max Chunks Per Document',
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name: 'maxChunksPerDoc',
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placeholder: '10',
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type: 'number',
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default: 10,
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additionalParams: true,
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optional: true
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}
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}
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]
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]
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}
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}
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@ -78,12 +87,14 @@ class CohereRerankRetriever_Retrievers implements INode {
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const cohereApiKey = getCredentialParam('cohereApiKey', credentialData, nodeData)
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const cohereApiKey = getCredentialParam('cohereApiKey', credentialData, nodeData)
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const topK = nodeData.inputs?.topK as string
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const topK = nodeData.inputs?.topK as string
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let k = topK ? parseFloat(topK) : 4
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let k = topK ? parseFloat(topK) : 4
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const maxChunks = nodeData.inputs?.maxChunksPerDoc as string
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let max = maxChunks ? parseInt(maxChunks) : 10
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if (k <= 0) {
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if (k <= 0) {
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k = (baseRetriever as VectorStoreRetriever).k
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k = (baseRetriever as VectorStoreRetriever).k
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}
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}
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const cohereCompressor = new CohereRerank(cohereApiKey, model, k)
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const cohereCompressor = new CohereRerank(cohereApiKey, model, k, max)
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return new ContextualCompressionRetriever({
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return new ContextualCompressionRetriever({
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baseCompressor: cohereCompressor,
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baseCompressor: cohereCompressor,
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baseRetriever: baseRetriever
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baseRetriever: baseRetriever
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