import { BaseCallbackConfig, CallbackManager, CallbackManagerForRetrieverRun, Callbacks, parseCallbackConfigArg, } from "../callbacks/manager.js"; import { Document } from "../document.js"; import { Runnable } from "./runnable/index.js"; import { RunnableConfig } from "./runnable/config.js"; /** * Base Retriever class. All indexes should extend this class. */ export interface BaseRetrieverInput { callbacks?: Callbacks; tags?: string[]; metadata?: Record; verbose?: boolean; } /** * Abstract base class for a Document retrieval system. A retrieval system * is defined as something that can take string queries and return the * most 'relevant' Documents from some source. */ export abstract class BaseRetriever extends Runnable { callbacks?: Callbacks; tags?: string[]; metadata?: Record; verbose?: boolean; constructor(fields?: BaseRetrieverInput) { super(fields); this.callbacks = fields?.callbacks; this.tags = fields?.tags ?? []; this.metadata = fields?.metadata ?? {}; this.verbose = fields?.verbose ?? false; } /** * TODO: This should be an abstract method, but we'd like to avoid breaking * changes to people currently using subclassed custom retrievers. * Change it on next major release. */ _getRelevantDocuments( _query: string, _callbacks?: CallbackManagerForRetrieverRun ): Promise { throw new Error("Not implemented!"); } async invoke(input: string, options?: RunnableConfig): Promise { return this.getRelevantDocuments(input, options); } /** * Main method used to retrieve relevant documents. It takes a query * string and an optional configuration object, and returns a promise that * resolves to an array of `Document` objects. This method handles the * retrieval process, including starting and ending callbacks, and error * handling. * @param query The query string to retrieve relevant documents for. * @param config Optional configuration object for the retrieval process. * @returns A promise that resolves to an array of `Document` objects. */ async getRelevantDocuments( query: string, config?: Callbacks | BaseCallbackConfig ): Promise { const parsedConfig = parseCallbackConfigArg(config); const callbackManager_ = await CallbackManager.configure( parsedConfig.callbacks, this.callbacks, parsedConfig.tags, this.tags, parsedConfig.metadata, this.metadata, { verbose: this.verbose } ); const runManager = await callbackManager_?.handleRetrieverStart( this.toJSON(), query ); try { const results = await this._getRelevantDocuments(query, runManager); await runManager?.handleRetrieverEnd(results); return results; } catch (error) { await runManager?.handleRetrieverError(error); throw error; } } }