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37 lines
1.6 KiB
XML
37 lines
1.6 KiB
XML
<test>
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<type>loop</type>
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<stop_conditions>
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<any_of>
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<average_speed_not_changing_for_ms>3000</average_speed_not_changing_for_ms>
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<total_time_ms>10000</total_time_ms>
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</any_of>
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</stop_conditions>
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<preconditions>
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<table_exists>test.hits</table_exists>
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</preconditions>
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<main_metric>
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<min_time/>
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</main_metric>
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<create_query>DROP TABLE IF EXISTS test_model</create_query>
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<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>
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<!-- Check model fit -->
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<query>WITH (SELECT stochasticLinearRegressionState(0.0001, 0, 15)(Age, Income, ParamPrice, Robotness, RefererHash) FROM test.hits) AS model SELECT 1</query>
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<query>SELECT stochasticLinearRegression(Age, Income, ParamPrice, Robotness, RefererHash) FROM test.hits</query>
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<!-- Check model fit with Momentum -->
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<query>WITH (SELECT stochasticLinearRegressionState(0.0001, 0, 15, 'Momentum')(Age, Income, ParamPrice, Robotness, RefererHash) FROM test.hits) AS model SELECT 1</query>
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<!-- Check model fit with Nesterov -->
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<query>WITH (SELECT stochasticLinearRegressionState(0.0001, 0, 15, 'Nesterov')(Age, Income, ParamPrice, Robotness, RefererHash) FROM test.hits) AS model SELECT 1</query>
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<!-- Check model predict -->
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<query>with (SELECT state FROM test_model) as model select evalMLMethod(model, Income, ParamPrice, Robotness, RefererHash) from test.hits</query>
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<drop_query>DROP TABLE IF EXISTS test_model</drop_query>
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</test>
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