haisdk 0.0.17

Holistic AI SDK Library

Holistic AI

The Holistic AI SDK is a library that provides integration with the HAI Platform

• Holistic Ai website: https://holisticai.com

Installation

Install the library with:

    pip install haisdk

How to use the haisdk for Quantitative Assessment

Create a config

    from haisdk.config import Config
    config = {
        'tenant_id': '',
        'api_key': '',
        'project_id': '',
        'solution_id': '',
        'instance_id': ''
    }
    session = Config(config=config)

Create an assessment

    from haisdk.assessment import Assess
    settings = {
        'task': '',
        'tbd': 'tbd'
    }
    assess = Assess(session=session, settings=settings)
    assess.run(input=...,output=...,pred=...,model=...)

How to use the haisdk for Safeguard Monitoring

Create a config

    from haisdk.safeguard.safeguard_processor import SafeguardProcessor

    config = {
        "tenant_id": "",
        "apikey": "",
        "api_name": "",
        "provider_name: ""
    }
    safeguard = SafeguardProcessor(config)

Prepare your data

data = {
    "sender_id": "",
    "data": {
        "message_groups": [
            {
                "prompt": {
                    "message": "",
                    "sender_type": "human",
                },
                "response": {
                    "message": "",
                    "sender_type": "provider",
                },
            },
        ]
    }
}

Analyse your data (either sync or async)

# sync operation
results = safeguard.analyse(test_data)
print(results)

# async operation
safeguard.analyse_async(test_data)