import { BaseRetriever } from "@langchain/core/retrievers"; import { Document } from "@langchain/core/documents"; /** * Class used to interact with the Metal service, a managed retrieval & * memory platform. It allows you to index your data into Metal and run * semantic search and retrieval on it. It extends the `BaseRetriever` * class and requires a `Metal` instance and a dictionary of parameters to * pass to the Metal API during its initialization. * @example * ```typescript * const retriever = new MetalRetriever({ * client: new Metal( * process.env.METAL_API_KEY, * process.env.METAL_CLIENT_ID, * process.env.METAL_INDEX_ID, * ), * }); * const docs = await retriever.getRelevantDocuments("hello"); * ``` */ export class MetalRetriever extends BaseRetriever { static lc_name() { return "MetalRetriever"; } constructor(fields) { super(fields); Object.defineProperty(this, "lc_namespace", { enumerable: true, configurable: true, writable: true, value: ["langchain", "retrievers", "metal"] }); Object.defineProperty(this, "client", { enumerable: true, configurable: true, writable: true, value: void 0 }); this.client = fields.client; } async _getRelevantDocuments(query) { const res = await this.client.search({ text: query }); const items = ("data" in res ? res.data : res); return items.map(({ text, metadata }) => new Document({ pageContent: text, metadata: metadata, })); } }