vsp-model-insight-influxdb 0.1.0

Model Performance Metrics Monitor Exporter

Installation

pip install vsp-model-insight-influxdb

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 datetime import datetime
import time
import random

from vsp_model_insight_influxdb.influxdb import ModelPerformanceLogHandler

logging.basicConfig(level=logging.DEBUG)
rootlogger = logging.getLogger()
handler = ModelPerformanceLogHandler(application_id="co",
    bucket='mybucker',org='myorg',token="*****",url="http://localhost:8086")
rootlogger.addHandler(handler)

properties = {'model_signature': 'corrosion','model_performance': {'drt': 0.9, 'mat': 0.1}}
logging.info(f"{datetime.now()}",extra=properties)

References

• Examples