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AIGuard SDK for monitoring and logging AI model invocations

Project description

AIGuard Python SDK

Python SDK for monitoring and logging AI model invocations with AIGuard.

Installation

pip install aiguard

Or install from source:

pip install -e /path/to/python-sdk

Usage

Initialize the client

from aiguard import AIGuard

guard = AIGuard(api_key="your-api-key")

Direct API calls

# Start an invocation
invocation = guard.start_invocation({
    "eventId": "unique-event-123",
    "event": "chat-completion",
    "userId": "user-456",
    "inputMessage": "Hello, how are you?",
    "model": "gpt-4",
    "convoId": "conversation-789",
    "properties": {"temperature": 0.7}
})

# ... make your AI call ...

# End the invocation
completed = guard.end_invocation({
    "eventId": "unique-event-123",
    "output": "I am doing well, thank you!"
})

Manual logging

guard.log({
    "model": "gpt-4",
    "input": [{"role": "user", "content": "Hello"}],
    "output": "Hi there!",
    "latency": 150,
    "tokens": {"prompt": 10, "completion": 5, "total": 15},
    "status": "success"
})

Wrap OpenAI client (automatic logging)

from openai import OpenAI
from aiguard import AIGuard

guard = AIGuard(api_key="your-api-key")
client = guard.wrap_openai(OpenAI())

# All chat completion calls are now automatically logged
response = client.chat.completions.create(
    model="gpt-4",
    messages=[{"role": "user", "content": "Hello!"}]
)

API Reference

AIGuard(api_key, base_url="http://localhost:5000/api")

Initialize the AIGuard client.

start_invocation(data) -> dict

Start tracking an invocation. Required fields: eventId, event, userId.

end_invocation(data) -> dict

End an invocation. Required field: eventId.

log(data) -> None

Fire-and-forget logging of a model call.

wrap_openai(client) -> client

Wrap an OpenAI client for automatic logging.

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