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dcyd model performance monitoring client

Project description

DCYD Model Performance Monitoring Client

Visit https://www.dcyd.io/ for more details.

Install

Requires Python 3 before start

Using pip

pip3 install dcyd -U

Using pipenv

pipenv install dcyd

Configure

Generate the dcyd.json configuration file

dcyd-config $DCYD_PROJECT_ID $DCYD_PROJECT_ACCESS_TOKEN

Point the DCYD_CONFIG_FILE environment variable to the above file location

export DCYD_CONFIG_FILE=/path/to/project/dcyd.json

Usage

Simple monitoring

from dcyd.mpm import mpm

@mpm.monitor
def my_predict_function(features):
    result = None
    # run my model(s) logic
    return result

Monitor with custom data

from dcyd.mpm import mpm

@mpm.monitor(my_model_version='1.0')
def my_predict_function(features):
    result = None
    # run my model(s) logic
    return result

Project details


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