agsamantha/node_modules/@langchain/community/dist/retrievers/zep_cloud.cjs

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2024-10-02 15:15:21 -05:00
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
exports.ZepCloudRetriever = void 0;
const zep_cloud_1 = require("@getzep/zep-cloud");
const api_1 = require("@getzep/zep-cloud/api");
const retrievers_1 = require("@langchain/core/retrievers");
const documents_1 = require("@langchain/core/documents");
/**
* Class for retrieving information from a Zep Cloud long-term memory store.
* Extends the BaseRetriever class.
* @example
* ```typescript
* const retriever = new ZepCloudRetriever({
* apiKey: "<zep cloud project api key>",
* sessionId: "session_exampleUUID",
* topK: 3,
* });
* const query = "Can I drive red cars in France?";
* const docs = await retriever.getRelevantDocuments(query);
* ```
*/
class ZepCloudRetriever extends retrievers_1.BaseRetriever {
static lc_name() {
return "ZepRetriever";
}
get lc_secrets() {
return {
apiKey: "ZEP_API_KEY",
};
}
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, "client", {
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.client = new zep_cloud_1.ZepClient({ apiKey: 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 } = {}, score, ...rest }) => new documents_1.Document({
pageContent: content ?? "",
metadata: { score, ...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 } = {}, score, ...rest }) => new documents_1.Document({
pageContent: content ?? "",
metadata: { score, ...summaryMetadata, ...rest },
}));
}
/**
* Retrieves the relevant documents based on the given query.
* @param {string} query - The query string.
* @returns {Promise<Document[]>} A promise that resolves to an array of relevant Document objects.
*/
async _getRelevantDocuments(query) {
try {
const results = await this.client.memory.search(this.sessionId, {
text: query,
metadata: this.filter,
searchScope: this.searchScope,
searchType: this.searchType,
mmrLambda: this.mmrLambda,
limit: 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 api_1.NotFoundError) {
return Promise.resolve([]); // Return an empty Document array
}
// If it's not a NotFoundError, throw the error again
throw error;
}
}
}
exports.ZepCloudRetriever = ZepCloudRetriever;