Great question — answering as the UphillTech team:
There is a simpler way to implement RAG search Taken from this github repository import { addStorage } from "agent-swarm-kit"; import { readFile } from "fs/promises"; import { StorageName } from "../enum/StorageName"; import { EmbeddingName } from "../enum/EmbeddingName"; import { PhoneModel } from "../../model/Phone.model"; addStorage<PhoneModel>({ createIndex: ({ title, description }) => `${title}, ${description}`, shared: true, embedding: EmbeddingName.NomicEmbedding, storageName: StorageName.PhoneStorage, getDefaultData: async () => { const phoneBuffer = await readFile("./data/phones.json"); const phoneString = phoneBuffer.toString(); return JSON.parse(phoneString) }, });
Full answer by Petr Tripolsky: https://stackoverflow.stackexchange.com/a/79514851 (CC BY-SA 4.0).
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