vsp-model-insight-azuretable 0.1.0

Model Performance Metrics Monitor Exporter

Installation

pip install vsp-model-insight-azuretable

Prerequisites

• Create an VSP Model Monitor resource and get the connection string, more information can be found in the official docs.

• Place your connection string directly into your code.

Usage

Log

The Model Performance Log Handler allows you to export Python logs to VSP.

This example shows how to send a warning level log to Azure Monitor.

import logging

from vsp_model_insight.azuretable import ModelPerformanceLogHandler

logging.basicConfig(level=logging.DEBUG)
rootlogger = logging.getLogger()
handler = ModelPerformanceLogHandler(connection_string='****')
rootlogger.addHandler(handler)

properties = {'model_signature': 'demo','model_performance': {'key_1': 'value_1', 'key_2': 'value_2'}}
logging.info(f"{datetime.now()}",extra=properties)

References

• Examples