Embeddings

Hopfield provides an easy way to get type-safe embeddings. You can use different API providers with type guarantees with Zod, and composability across providers.

API Providers

We currently only support OpenAI, but are working on adding further providers. Reach out on Discord or Github Discussions if you have any suggestions!

Usage

Check out how we type responses:

ts
import hop from "hopfield";
import openai from "hopfield/openai";
import OpenAI from "openai";
 
const hopfield = hop.client(openai).provider(new OpenAI());
 
const embeddings = hopfield.embedding();
 
const response = await hopfield.embedding().get({ input: ["hello"] });
const embedding = response.data[0].embedding;
         
const embedding: [number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, ... 1514 more ..., number]

ts
import hop from "hopfield";
import openai from "hopfield/openai";
import OpenAI from "openai";
 
const hopfield = hop.client(openai).provider(new OpenAI());
 
const embeddings = hopfield.embedding();
 
const response = await hopfield.embedding().get({ input: ["hello"] });
const embedding = response.data[0].embedding;
         
const embedding: [number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, number, ... 1514 more ..., number]

You can guarantee that your response is constructed correctly (with no optional accessors) and the embedding and outer array uses the tuple type, based on the inputs you requested.

Composability

The big unlock is not only that types are guaranteed to be safe - we provide composability to allow building complex apps with RAG and embedding-driven search.

INFO

We are actively working on building a RAG solution - please reach out if you are interested in influencing the API for this!

Learn More

Learn more about the intricacies embeddings in the Embeddings page.

Embeddings ​

Usage ​

Composability ​

Learn More ​

Embeddings

Usage

Composability

Learn More