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Obiguard provides a robust and secure platform to observe, govern, and manage your locally or privately hosted custom models using vLLM.
Here’s a list of all model architectures supported on vLLM.

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Integrating Custom Models with Obiguard SDK

1

Expose your vLLM Server

Expose your vLLM server by using a tunneling service like ngrok or any other way you prefer. You can skip this step if you’re self-hosting the Gateway.
ngrok http 11434 --host-header="localhost:8080"
2

Install the Obiguard SDK

pip install obiguard
3

Initialize Obiguard with vLLM custom URL

  1. Pass your publicly-exposed vLLM server URL to Obiguard with customHost (by default, vLLM is on http://localhost:8000/v1)
  2. Set target provider as openai since the server follows OpenAI API schema.
from obiguard import Obiguard

client = Obiguard(
    obiguard_api_key="sk-obg***",  # Your Obiguard API key
    provider="openai",
    custom_host="https://7cc4-3-235-157-146.ngrok-free.app" # Your vLLM ngrok URL
    Authorization="AUTH_KEY", # If you need to pass auth
)
More on custom_host here.
4

Invoke Chat Completions

Use the Obiguard SDK to invoke chat completions from your model, just as you would with any other provider:
completion = client.chat.completions.create(
    messages= [{ "role": 'user', "content": 'Say this is a test' }]
)

print(completion)

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Using Virtual Keys

Virtual Keys serve as Obiguard’s unified authentication system for all LLM interactions, simplifying the use of multiple providers and Obiguard features within your application. For self-hosted LLMs, you can configure custom authentication requirements including authorization keys, bearer tokens, or any other headers needed to access your model.
  1. Navigate to Virtual Keys in your Obiguard dashboard
  2. Click “Add Key” and enable the “Local/Privately hosted provider” toggle
  3. Configure your deployment:
    • Select the matching provider API specification (typically OpenAI)
    • Enter your model’s base URL in the Custom Host field
    • Add required authentication headers and their values
  4. Click “Create” to generate your virtual key
You can now use this virtual key in your requests: 
client = Obiguard(
  obiguard_api_key="vk-obg***",  # Your Obiguard virtual key
  virtual_key="YOUR_SELF_HOSTED_LLM_VIRTUAL_KEY"
)

response = client.chat.completions.create(
  model="your-self-hosted-model-name",
  messages=[
    {"role": "system", "content": "You are a helpful assistant."},
    {"role": "user", "content": "Hello!"}
  ]
)
For more information about managing self-hosted LLMs with Obigaurd, see Bring Your Own LLM.

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Next Steps

Explore the complete list of features supported in the SDK:

SDK