❓ query

The .query() method empowers developers to ask questions and receive relevant answers through a user-friendly query API. Function signature is given below:

Parameters

userQuery

string

required

Question to ask

conversationId

bool

The conversation ID to which the query belongs in case this is a chatbot scenario

customContext

Chunk[]

In case you want to pass along your own context information. Passing this parameter disables the default context generation.

Show Chunk properties

Returns

id

string

Unique identifier for the query response in a conversation

timestamp

Date

Unique identifier for the query response in a conversation

content

string

Unique identifier for the query response in a conversation

sources

SourceDetail[]

The individual sources that were used to generate the answer

Show SourceDetail properties

loaderId

string

Unique identifier for the loader

source

string

The source of the information

tokenUse

object

The number of tokens used to answer the query

Show properties

inputTokens

number | 'UNKNOWN'

The number of input tokens used to process the query

outputTokens

number | 'UNKNOWN'

The number of output tokens used to process the query

Usage

If you want to get the answer to question and return both answer and citations, use the following code snippet:

Code Example

import { RAGApplicationBuilder } from '@llm-tools/embedjs';

import { OllamaEmbeddings } from '@llm-tools/embedjs-ollama';

import { WebLoader } from '@llm-tools/embedjs-loader-web';

import { HNSWDb } from '@llm-tools/embedjs-hnswlib';



const ragApplication = await new RAGApplicationBuilder()

.setModel(new Ollama({ modelName: "llama3.2", baseUrl: 'http://localhost:11434' }))

.setEmbeddingModel(new OllamaEmbeddings({ model: 'nomic-embed-text', baseUrl: 'http://localhost:11434' }))

.setVectorDatabase(new HNSWDb())

.build();



ragApplication.addLoader({ urlOrContent: 'https://www.forbes.com/profile/elon-musk' })

ragApplication.addLoader({ urlOrContent: 'https://en.wikipedia.org/wiki/Elon_Musk' })



await ragApplication.query('What is the net worth of Elon Musk today?')

/*



*/