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Description:
vspmodelinsightinfluxdb 0.1.0
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
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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