easy-ml/metric_test.py

# -*- coding: utf-8 -*-
"""
@author: yq
@time: 2024/11/1
@desc: 
"""
from data import DataLoaderMysql
from entitys import DbConfigEntity, MonitorMetricConfigEntity
from metrics import MetricBySqlGeneral, f_get_metric_clazz_dict
from monitor import MonitorMetric

if __name__ == "__main__":
    db_config = DbConfigEntity(host="101.126.81.2", port=18001, user="root", passwd="Cqrcb2024", db="test")
    data_loader = DataLoaderMysql(db_config)
    # metric_clzz = MetricBySqlGeneral()
    # metric = metric_clzz.calculate(data_loader, "select * from test.t1")
    # print(metric.head(5))
    # monitor_metric_config = MonitorMetricConfigEntity.from_config("./config/model_monitor_config_template.json")
    monitor_metric = MonitorMetric("./config/model_monitor_config_template.json")
    monitor_metric.calculate_metric(data_loader=data_loader)
    metric_value_dict = monitor_metric.metric_value_dict

    print(metric_value_dict)