ClickHouse/tests/performance/linear_regression.xml
Alexey Milovidov d44982072c More robust
2020-08-24 03:14:24 +03:00

25 lines
1.4 KiB
XML

<test>
<preconditions>
<table_exists>test.hits</table_exists>
<table_exists>hits_100m_single</table_exists>
</preconditions>
<create_query>DROP TABLE IF EXISTS test_model</create_query>
<create_query>CREATE TABLE test_model engine = Memory as select stochasticLinearRegressionState(0.0001)(Age, Income, ParamPrice, Robotness, RefererHash) as state from test.hits</create_query>
<!-- Check model fit -->
<query>SELECT stochasticLinearRegressionState(0.0001, 0, 15)(Age, Income, ParamPrice, Robotness, RefererHash) FROM test.hits FORMAT Null</query>
<query>SELECT stochasticLinearRegression(Age, Income, ParamPrice, Robotness, RefererHash) FROM test.hits FORMAT Null</query>
<!-- Check model fit with Momentum -->
<query>SELECT stochasticLinearRegressionState(0.0001, 0, 15, 'Momentum')(Age, Income, ParamPrice, Robotness, RefererHash) FROM hits_100m_single FORMAT Null</query>
<!-- Check model fit with Nesterov -->
<query>SELECT stochasticLinearRegressionState(0.0001, 0, 15, 'Nesterov')(Age, Income, ParamPrice, Robotness, RefererHash) FROM hits_100m_single FORMAT Null</query>
<!-- Check model predict -->
<query>WITH (SELECT state FROM test_model) AS model SELECT evalMLMethod(model, Income, ParamPrice, Robotness, RefererHash) FROM hits_100m_single FORMAT Null</query>
<drop_query>DROP TABLE IF EXISTS test_model</drop_query>
</test>