Chunk Search

Chunk Search provides search capabilities that serve as a complete drop-in replacement for traditional RAG pipelines. This system enables AI agents to leverage private data stored in Smart Buckets with zero additional configuration.

Each input query is processed by our AI agent to determine the best way to search the data. The system will then return the most relevant results from the data ranked by relevance on the input query.

JavaScript

import Raindrop from '@liquidmetal-ai/lm-raindrop';

const client = new Raindrop({
  apiKey: process.env['RAINDROP_API_KEY'], // This is the default and can be omitted
});

async function main() {
  const chunkSearch = await client.chunkSearch.create({ input: 'input', request_id: 'request_id' });

  console.log(chunkSearch.results);
}

main();

Python

import os
from lm_raindrop import Raindrop

client = Raindrop(
    api_key=os.environ.get("RAINDROP_API_KEY"),  # This is the default and can be omitted
)
chunk_search = client.chunk_search.create(
    input="input",
    request_id="request_id",
)
print(chunk_search.results)

Go

package main

import (
  "context"
  "fmt"

  "github.com/LiquidMetal-AI/raindrop-go-sdk"
  "github.com/LiquidMetal-AI/raindrop-go-sdk/option"
)

func main() {
  client := raindrop.NewClient(
    option.WithAPIKey("My API Key"), // defaults to os.LookupEnv("RAINDROP_API_KEY")
  )
  chunkSearch, err := client.ChunkSearch.New(context.TODO(), raindrop.ChunkSearchNewParams{
    Input: raindrop.F("input"),
    RequestID: raindrop.F("request_id"),
  })
  if err != nil {
    panic(err.Error())
  }
  fmt.Printf("%+v\n", chunkSearch.Results)
}

Java

package com.raindrop.api.example;

import com.raindrop.api.client.RaindropClient;
import com.raindrop.api.client.okhttp.RaindropOkHttpClient;
import com.raindrop.api.models.chunksearch.ChunkSearchCreateParams;
import com.raindrop.api.models.chunksearch.ChunkSearchCreateResponse;

public final class Main {
    private Main() {}

    public static void main(String[] args) {
        // Configures using the `RAINDROP_API_KEY` environment variable
        RaindropClient client = RaindropOkHttpClient.fromEnv();

        ChunkSearchCreateParams params = ChunkSearchCreateParams.builder()
            .input("input")
            .requestId("request_id")
            .build();
        ChunkSearchCreateResponse chunkSearch = client.chunkSearch().create(params);
    }
}

CLI

# Run a RAG search query
npx raindrop query chunk-search "What is LiquidMetal?"