"use strict"; Object.defineProperty(exports, "__esModule", { value: true }); exports.ZepRetriever = void 0; const zep_js_1 = require("@getzep/zep-js"); const retrievers_1 = require("@langchain/core/retrievers"); const documents_1 = require("@langchain/core/documents"); /** * Class for retrieving information from a Zep long-term memory store. * Extends the BaseRetriever class. * @example * ```typescript * const retriever = new ZepRetriever({ * url: "http: * sessionId: "session_exampleUUID", * topK: 3, * }); * const query = "Can I drive red cars in France?"; * const docs = await retriever.getRelevantDocuments(query); * ``` */ class ZepRetriever extends retrievers_1.BaseRetriever { static lc_name() { return "ZepRetriever"; } get lc_secrets() { return { apiKey: "ZEP_API_KEY", url: "ZEP_API_URL", }; } get lc_aliases() { return { apiKey: "api_key" }; } constructor(config) { super(config); Object.defineProperty(this, "lc_namespace", { enumerable: true, configurable: true, writable: true, value: ["langchain", "retrievers", "zep"] }); Object.defineProperty(this, "zepClientPromise", { enumerable: true, configurable: true, writable: true, value: void 0 }); Object.defineProperty(this, "sessionId", { enumerable: true, configurable: true, writable: true, value: void 0 }); Object.defineProperty(this, "topK", { enumerable: true, configurable: true, writable: true, value: void 0 }); Object.defineProperty(this, "searchScope", { enumerable: true, configurable: true, writable: true, value: void 0 }); Object.defineProperty(this, "searchType", { enumerable: true, configurable: true, writable: true, value: void 0 }); Object.defineProperty(this, "mmrLambda", { enumerable: true, configurable: true, writable: true, value: void 0 }); Object.defineProperty(this, "filter", { enumerable: true, configurable: true, writable: true, value: void 0 }); this.sessionId = config.sessionId; this.topK = config.topK; this.searchScope = config.searchScope; this.searchType = config.searchType; this.mmrLambda = config.mmrLambda; this.filter = config.filter; this.zepClientPromise = zep_js_1.ZepClient.init(config.url, config.apiKey); } /** * Converts an array of message search results to an array of Document objects. * @param {MemorySearchResult[]} results - The array of search results. * @returns {Document[]} An array of Document objects representing the search results. */ searchMessageResultToDoc(results) { return results .filter((r) => r.message) .map(({ message: { content, metadata: messageMetadata } = {}, dist, ...rest }) => new documents_1.Document({ pageContent: content ?? "", metadata: { score: dist, ...messageMetadata, ...rest }, })); } /** * Converts an array of summary search results to an array of Document objects. * @param {MemorySearchResult[]} results - The array of search results. * @returns {Document[]} An array of Document objects representing the search results. */ searchSummaryResultToDoc(results) { return results .filter((r) => r.summary) .map(({ summary: { content, metadata: summaryMetadata } = {}, dist, ...rest }) => new documents_1.Document({ pageContent: content ?? "", metadata: { score: dist, ...summaryMetadata, ...rest }, })); } /** * Retrieves the relevant documents based on the given query. * @param {string} query - The query string. * @returns {Promise} A promise that resolves to an array of relevant Document objects. */ async _getRelevantDocuments(query) { const payload = { text: query, metadata: this.filter, search_scope: this.searchScope, search_type: this.searchType, mmr_lambda: this.mmrLambda, }; // Wait for ZepClient to be initialized const zepClient = await this.zepClientPromise; if (!zepClient) { throw new Error("ZepClient is not initialized"); } try { const results = await zepClient.memory.searchMemory(this.sessionId, payload, this.topK); return this.searchScope === "summary" ? this.searchSummaryResultToDoc(results) : this.searchMessageResultToDoc(results); } catch (error) { // eslint-disable-next-line no-instanceof/no-instanceof if (error instanceof zep_js_1.NotFoundError) { return Promise.resolve([]); // Return an empty Document array } // If it's not a NotFoundError, throw the error again throw error; } } } exports.ZepRetriever = ZepRetriever;