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ensmallen/tests/iqn_test.cpp
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/**
* @file iqn_test.cpp
* @author Marcus Edel
*
* Test file for IQN (incremental Quasi-Newton).
*
* ensmallen is free software; you may redistribute it and/or modify it under
* the terms of the 3-clause BSD license. You should have received a copy of
* the 3-clause BSD license along with ensmallen. If not, see
* http://www.opensource.org/licenses/BSD-3-Clause for more information.
*/
#include <ensmallen.hpp>
#include "catch.hpp"
#include "test_function_tools.hpp"
using namespace ens;
using namespace ens::test;
/**
* Run IQN on logistic regression and make sure the results are acceptable.
*/
TEST_CASE("IQNLogisticRegressionTest", "[IQNTest]")
{
// Run on a couple of batch sizes.
for (size_t batchSize = 1; batchSize < 9; batchSize += 4)
{
IQN iqn(0.01, batchSize, 5000, 0.01);
LogisticRegressionFunctionTest(iqn, 0.013, 0.016);
}
}
/**
* Run IQN on logistic regression and make sure the results are acceptable. Use
* arma::fmat.
*/
TEST_CASE("IQNLogisticRegressionFMatTest", "[IQNTest]")
{
// Run on a couple of batch sizes.
for (size_t batchSize = 1; batchSize < 9; batchSize += 4)
{
IQN iqn(0.001, batchSize, 5000, 0.01);
LogisticRegressionFunctionTest<arma::fmat>(iqn, 0.013, 0.016);
}
}