Using OpenAI SDK

Trieve Vector Inference is compatible with the OpenAI API. This means you’re able to just replace the endpoint, without changing any pre-existing code. Here’s an example with the openai python SDK:

Install the dependencies

pip install openai requests python-dotenv

Update OpenAI URL

Replace base_url with your embeddding endpoint.

openai_compatibility.py

import openai
import time
import requests
import os
from dotenv import load_dotenv

load_dotenv()

endpoint = "http://<your-ingress-endpoint-here>"

openai.base_url = endpoint

client = openai.OpenAI(
    # This is the default and can be omitted
    api_key=os.environ.get("OPENAI_API_KEY"),
    base_url=endpoint
)

embedding = client.embeddings.create(
    input="This is some example input",
    model="BAAI/bge-m3"
)

Using Custom Models POST /embed

Get Started

Self Hosting

Guides

API Reference

Using OpenAI SDK