From 794818b43444da551c3fa9d95c30149344691d6a Mon Sep 17 00:00:00 2001 From: Vinod Paidimarry Date: Tue, 26 Mar 2024 11:50:16 +0530 Subject: [PATCH] Voyage AI - Credentials, Embeddings and Rerank (#2015) * Voyage AI - Credentials and Embeddings * reranker and fixes for embeddings --- .../credentials/VoyageAIApi.credential.ts | 32 +++++ .../VoyageAIEmbedding/VoyageAIEmbedding.ts | 84 ++++++++++++ .../embeddings/VoyageAIEmbedding/voyageai.png | Bin 0 -> 70119 bytes .../VoyageAIRetriever/VoyageAIRerank.ts | 52 +++++++ .../VoyageAIRerankRetriever.ts | 129 ++++++++++++++++++ .../retrievers/VoyageAIRetriever/voyageai.png | Bin 0 -> 70119 bytes 6 files changed, 297 insertions(+) create mode 100644 packages/components/credentials/VoyageAIApi.credential.ts create mode 100644 packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts create mode 100644 packages/components/nodes/embeddings/VoyageAIEmbedding/voyageai.png create mode 100644 packages/components/nodes/retrievers/VoyageAIRetriever/VoyageAIRerank.ts create mode 100644 packages/components/nodes/retrievers/VoyageAIRetriever/VoyageAIRerankRetriever.ts create mode 100644 packages/components/nodes/retrievers/VoyageAIRetriever/voyageai.png diff --git a/packages/components/credentials/VoyageAIApi.credential.ts b/packages/components/credentials/VoyageAIApi.credential.ts new file mode 100644 index 00000000000..5965ce5998a --- /dev/null +++ b/packages/components/credentials/VoyageAIApi.credential.ts @@ -0,0 +1,32 @@ +import { INodeParams, INodeCredential } from '../src/Interface' + +class VoyageAIApi implements INodeCredential { + label: string + name: string + version: number + description: string + inputs: INodeParams[] + + constructor() { + this.label = 'Voyage AI API' + this.name = 'voyageAIApi' + this.version = 1.0 + this.description = + 'Refer to official guide on how to get an API Key' + this.inputs = [ + { + label: 'Voyage AI Endpoint', + name: 'endpoint', + type: 'string', + default: 'https://api.voyageai.com/v1/embeddings' + }, + { + label: 'Voyage AI API Key', + name: 'apiKey', + type: 'password' + } + ] + } +} + +module.exports = { credClass: VoyageAIApi } diff --git a/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts b/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts new file mode 100644 index 00000000000..82cfcecdc5e --- /dev/null +++ b/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts @@ -0,0 +1,84 @@ +import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' +import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' +import { VoyageEmbeddings, VoyageEmbeddingsParams } from 'langchain/embeddings/voyage' + +class VoyageAIEmbedding_Embeddings implements INode { + label: string + name: string + version: number + type: string + icon: string + category: string + description: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + + constructor() { + this.label = 'VoyageAI Embeddings' + this.name = 'voyageAIEmbeddings' + this.version = 1.0 + this.type = 'VoyageAIEmbeddings' + this.icon = 'voyageai.png' + this.category = 'Embeddings' + this.description = 'Voyage AI API to generate embeddings for a given text' + this.baseClasses = [this.type, ...getBaseClasses(VoyageEmbeddings)] + this.credential = { + label: 'Connect Credential', + name: 'credential', + type: 'credential', + credentialNames: ['voyageAIApi'] + } + this.inputs = [ + { + label: 'Model Name', + name: 'modelName', + type: 'options', + options: [ + { + label: 'voyage-2', + name: 'voyage-2', + description: 'Base generalist embedding model optimized for both latency and quality' + }, + { + label: 'voyage-code-2', + name: 'voyage-code-2', + description: 'Optimized for code retrieval' + }, + { + label: 'voyage-large-2', + name: 'voyage-large-2', + description: 'Powerful generalist embedding model' + }, + { + label: 'voyage-lite-02-instruct', + name: 'voyage-lite-02-instruct', + description: 'Instruction-tuned for classification, clustering, and sentence textual similarity tasks' + } + ], + default: 'voyage-2', + optional: true + } + ] + } + + async init(nodeData: INodeData, _: string, options: ICommonObject): Promise { + const modelName = nodeData.inputs?.modelName as string + + const credentialData = await getCredentialData(nodeData.credential ?? '', options) + const voyageAiApiKey = getCredentialParam('apiKey', credentialData, nodeData) + const voyageAiEndpoint = getCredentialParam('endpoint', credentialData, nodeData) + + const obj: Partial & { apiKey?: string } = { + apiKey: voyageAiApiKey + } + + if (modelName) obj.modelName = modelName + + const model = new VoyageEmbeddings(obj) + if (voyageAiEndpoint) model.apiUrl = voyageAiEndpoint + return model + } +} + +module.exports = { nodeClass: VoyageAIEmbedding_Embeddings } diff --git a/packages/components/nodes/embeddings/VoyageAIEmbedding/voyageai.png b/packages/components/nodes/embeddings/VoyageAIEmbedding/voyageai.png new file mode 100644 index 0000000000000000000000000000000000000000..83ee56018f080d464469f0527615e1c5cdc87443 GIT binary patch literal 70119 zcmZ^K1yq~O(lAAXyHi}+A_?ve1&V~07I%skcZxd{ZE+10inh4BLvblZioPLaf@kYbmo-F8F=dG`g*Hgw% z7oU>k_93_T^)|SQ7^o5XL7$JU9muNvc*o8H6C{Z{ouIBk~gUv8n_^25B;AA4I z;pJo^^5I^b4kVk+M2#piMJLD_E))TvZ0N!S6TBjTv1&^#<5NCo%GB}r)ofM+iE2K_d0t$?>6&s 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If not specified, user question will be used', + optional: true, + acceptVariable: true + }, + { + label: 'Top K', + name: 'topK', + description: 'Number of top results to fetch. Default to the TopK of the Base Retriever', + placeholder: '4', + type: 'number', + additionalParams: true, + optional: true + } + ] + this.outputs = [ + { + label: 'Voyage AI Rerank Retriever', + name: 'retriever', + baseClasses: this.baseClasses + }, + { + label: 'Document', + name: 'document', + description: 'Array of document objects containing metadata and pageContent', + baseClasses: ['Document', 'json'] + }, + { + label: 'Text', + name: 'text', + description: 'Concatenated string from pageContent of documents', + baseClasses: ['string', 'json'] + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + const baseRetriever = nodeData.inputs?.baseRetriever as BaseRetriever + const model = nodeData.inputs?.model as string + const query = nodeData.inputs?.query as string + const credentialData = await getCredentialData(nodeData.credential ?? '', options) + const voyageAiApiKey = getCredentialParam('apiKey', credentialData, nodeData) + const topK = nodeData.inputs?.topK as string + const k = topK ? parseFloat(topK) : (baseRetriever as VectorStoreRetriever).k ?? 4 + const output = nodeData.outputs?.output as string + + const voyageAICompressor = new VoyageAIRerank(voyageAiApiKey, model, k) + + const retriever = new ContextualCompressionRetriever({ + baseCompressor: voyageAICompressor, + baseRetriever: baseRetriever + }) + + if (output === 'retriever') return retriever + else if (output === 'document') return await retriever.getRelevantDocuments(query ? query : input) + else if (output === 'text') { + let finaltext = '' + + const docs = await retriever.getRelevantDocuments(query ? query : input) + + for (const doc of docs) finaltext += `${doc.pageContent}\n` + + return handleEscapeCharacters(finaltext, false) + } + + return retriever + } +} + +module.exports = { nodeClass: VoyageAIRerankRetriever_Retrievers } diff --git 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