Qdrant

pip install obiguard

from obiguard import Obiguard

client = Obiguard(
  obiguard_api_key="vk-obg***",  # Your Obiguard virtual key
)

from openai import OpenAI
from obiguard import OBIGUARD_GATEWAY_URL, createHeaders

client = OpenAI(
  api_key="QDRANT_API_KEY",
  base_url=OBIGUARD_GATEWAY_URL,
  default_headers=createHeaders(
    obiguard_api_key="vk-obg***",  # Your Obiguard virtual key
    provider="qdrant",
    custom_host="QDRANT_HOST" # Replace with your Qdrant host
  )
)

from obiguard import Obiguard

client = Obiguard(
  obiguard_api_key="vk-obg***",  # Your Obiguard virtual key
  custom_host="QDRANT_HOST" # Replace with your Qdrant host
)

response = client.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)

from openai import OpenAI
from obiguard import OBIGUARD_GATEWAY_URL, createHeaders

openai = OpenAI(
  api_key='QDRANT_API_KEY',
  base_url=OBIGUARD_GATEWAY_URL,
  default_headers=createHeaders(
    provider="qdrant",
    obiguard_api_key="vk-obg***",  # Your Obiguard virtual 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 --location --request POST 'https://xxxx-xxx-xxx-xx-xxxxxx.us-west-2-0.aws.cloud.qdrant.io' \
  -H 'x-obiguard-custom-host: $QDRANT_HOST' \
  -H "x-obiguard-api-key: $OBIGUARD_API_KEY" \