hivetrace 1.2.2

Hivetrace SDK for monitoring LLM applications

Hivetrace SDK

Description Hivetrace SDK is designed for integration with the Hivetrace service, providing monitoring of user prompts and LLM responses.

Installation Install the SDK via pip:

pip install hivetrace

Usage

from hivetrace.hivetrace import HivetraceSDK

Synchronous and Asynchronous Modes

Hivetrace SDK supports both synchronous and asynchronous execution modes.

Initialization with Sync/Async Mode

By default, the SDK operates in asynchronous mode. You can explicitly specify the mode during initialization:

# Async mode (default)
hivetrace = HivetraceSDK(async_mode=True)

# Sync mode
hivetrace = HivetraceSDK(async_mode=False)

Send a user prompt

# Async mode
response = hivetrace.input_async(
    application_id="your-application-id", # get after registering the application in the UI
    message="User prompt here"
)
# Sync mode
response = hivetrace.input(
    application_id="your-application-id", # get after registering the application in the UI
    message="User prompt here"
)

Send a response from your LLM

# Async mode
response = hivetrace.output_async(
    application_id="your-application-id", # get after registering the application in the UI
    message="LLM response here"
)
# Sync mode
response = hivetrace.output(
    application_id="your-application-id", # get after registering the application in the UI
    message="LLM response here"
)

Example with additional parameters

response = hivetrace.input(
    application_id="your-application-id", 
    message="User prompt here",
    additional_parameters={
        "session_id": "your-session-id",
        "user_id": "your-user-id",
        "agents": {
            "agent-1-id": {"name": "Agent 1", "description": "Agent description"},
            "agent-2-id": {"name": "Agent 2"},
            "agent-3-id": {}
        }
    }
)

session_id, user_id, agent_id - must be a valid UUID

API

input(application_id: str, message: str, additional_parameters: dict = None) -> dict

Sends a user prompt to Hivetrace.

• application_id - Application identifier (must be a valid UUID, created in the UI)
• message - User prompt
• additional_parameters - Dictionary of additional parameters (optional)

Response Example:

{
    "status": "processed",
    "monitoring_result": {
        "is_toxic": false,
        "type_of_violation": "benign",
        "token_count": 9,
        "token_usage_warning": false,
        "token_usage_unbounded": false
    }
}

output(application_id: str, message: str, additional_parameters: dict = None) -> dict

Sends an LLM response to Hivetrace.

• application_id - Application identifier (must be a valid UUID, created in the UI)
• message - LLM response
• additional_parameters - Dictionary of additional parameters (optional)

Response Example:

{
    "status": "processed",
    "monitoring_result": {
        "is_toxic": false,
        "type_of_violation": "safe",
        "token_count": 21,
        "token_usage_warning": false,
        "token_usage_unbounded": false
    }
}

Sending Requests in Async Mode

When using async mode, you can send requests asynchronously:

import asyncio

async def main():
    hivetrace = HivetraceSDK(async_mode=True)
    response = await hivetrace.input_async(
        application_id="your-application-id", # get after registering the application in the UI
        message="User prompt here"
    )
    await hivetrace.close()

asyncio.run(main())

Sending Requests in Sync Mode

If you prefer synchronous execution, you can send requests normally:

def main():
    hivetrace = HivetraceSDK(async_mode=False)
    response = hivetrace.input(
        application_id="your-application-id", # get after registering the application in the UI
        message="User prompt here"
    )

main()

Closing the Async Client

When using async mode, remember to close the session when done:

await hivetrace.close()

Configuration

The SDK loads configuration from environment variables. The allowed domain (HIVETRACE_URL) and API token (HIVETRACE_ACCESS_TOKEN) are automatically retrieved from the environment.

Configuration Sources

Hivetrace SDK can retrieve the configuration from the following sources:

.env File:

HIVETRACE_URL=https://your-hivetrace-instance.com
HIVETRACE_ACCESS_TOKEN=your-access-token # get in the UI (API Tokens page)

The SDK will automatically load this.

License

This project is licensed under the Apache License 2.0.