Qdrant

Qdrant is an open-source vector similarity search engine built for production-ready vector search applications. It provides a convenient API to store, search, and manage vectors with additional payload data.

Portkey provides a proxy to Qdrant - you can log your Qdrant requests and manage auth for Qdrant clusters on Portkey.

Portkey SDK Integration with Qdrant

Portkey provides a consistent API to interact with models from various providers. To integrate Qdrant with Portkey:

1. Install the Portkey SDK

Add the Portkey SDK to your application to interact with Qdrant through Portkey’s gateway.

NodeJS

npm install --save portkey-ai

Python

pip install portkey-ai

2. Create a New Integration

To use Qdrant with Portkey, get your API key from Qdrant App, then add it to Portkey to create Qdrant integration.

You will also need your Portkey API Key from Portkey’s Dashboard.

NodeJS SDK

import Portkey from 'portkey-ai'

const portkey = new Portkey({
    apiKey: "PORTKEY_API_KEY", // defaults to process.env["PORTKEY_API_KEY"]
    provider:"@PROVIDER" // Your Qdrant provider slug
})

Python SDK

from portkey_ai import Portkey

portkey = Portkey(
    api_key="PORTKEY_API_KEY",  # Replace with your Portkey API key
    provider="@PROVIDER"   # Replace with your provider slug for Qdrant
)

OpenAI Python SDK

from openai import OpenAI

from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders

client = OpenAI(
    api_key="QDRANT_API_KEY",
    base_url=PORTKEY_GATEWAY_URL,
    default_headers=createHeaders(
        api_key="PORTKEY_API_KEY",
        provider="qdrant",
        custom_host="QDRANT_HOST" # Replace with your Qdrant host
    )
)

OpenAI Node SDK

import OpenAI from "openai";

import { PORTKEY_GATEWAY_URL, createHeaders } from "portkey-ai";

const client = new OpenAI({
  apiKey: "QDRANT_API_KEY",
  baseURL: PORTKEY_GATEWAY_URL,
  defaultHeaders: createHeaders({
    provider: "qdrant",
    apiKey: "PORTKEY_API_KEY",
    customHost: "QDRANT_HOST" // Replace with your Qdrant host
  }),
});

3. Use the Portkey SDK to interact with Qdrant

Python

from portkey_ai import Portkey

portkey = Portkey(
    api_key="PORTKEY_API_KEY",  # Replace with your Portkey API key
    provider="@QDRANT_PROVIDER",
    custom_host="QDRANT_HOST" # Replace with your Qdrant host
)

response = portkey.post(
    url="https://xxxx-xxx-xxx-xx-xxxxxx.us-west-2-0.aws.cloud.qdrant.io", # Qdrant search endpoint, you can use any Qdrant endpoint
)

print(response)

NodeJS

import Portkey from 'portkey-ai';

const portkey = new Portkey({
  apiKey: "PORTKEY_API_KEY", // Replace with your Portkey API key
  provider:"@QDRANT_PROVIDER", // Add your Qdrant provider slug
  customHost: "QDRANT_HOST" // Replace with your Qdrant host
});

async function makeRequest() {
    const response = await portkey.post(
      "https://xxxx-xxx-xxx-xx-xxxxxx.us-west-2-0.aws.cloud.qdrant.io",
      { /* Your request body here */ }
    );
    console.log(response);
}

makeRequest();

OpenAI NodeJS

import OpenAI from 'openai';
import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai'

const portkey = new OpenAI({
  apiKey: 'QDRANT_API_KEY',
  baseURL: PORTKEY_GATEWAY_URL,
  defaultHeaders: createHeaders({
    provider:"@QDRANT_PROVIDER",
    apiKey: "PORTKEY_API_KEY",
    customHost: "QDRANT_HOST" // Replace with your Qdrant host
  })
});

async function makeRequest() {
    const response = await portkey.post(
      "https://xxxx-xxx-xxx-xx-xxxxxx.us-west-2-0.aws.cloud.qdrant.io",
      { /* Your request body here */ }
    );
    console.log(response);
}

makeRequest();

OpenAI Python

from openai import OpenAI
from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders

openai = OpenAI(
    api_key='QDRANT_API_KEY',
    base_url=PORTKEY_GATEWAY_URL,
    default_headers=createHeaders(
        provider="qdrant",
        api_key="PORTKEY_API_KEY",
        custom_host="QDRANT_HOST" # Replace with your Qdrant host
    )
)

response = openai.post(
    url="https://xxxx-xxx-xxx-xx-xxxxxx.us-west-2-0.aws.cloud.qdrant.io", # Qdrant search endpoint, You can use any Qdrant endpoint
)

print(response)

cURL

curl --location --request POST 'https://xxxx-xxx-xxx-xx-xxxxxx.us-west-2-0.aws.cloud.qdrant.io' \
--header 'x-portkey-custom-host: QDRANT_HOST' \
--header 'x-portkey-provider: QDRANT_PROVIDER' \
--header 'x-portkey-api-key: PORTKEY_API_KEY'