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/**
* @file bigbatch_sgd_test.cpp
* @author Marcus Edel
* @author Conrad Sanderson
*
* 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.
*/
#if defined(ENS_USE_COOT)
#include <armadillo>
#include <bandicoot>
#endif
#include <ensmallen.hpp>
#include "catch.hpp"
#include "test_function_tools.hpp"
#include "test_types.hpp"
using namespace ens;
using namespace ens::test;
TEMPLATE_TEST_CASE("BBS_BB_LogisticRegressionFunction", "[BigBatchSGD]",
ENS_ALL_TEST_TYPES)
{
// Run big-batch SGD with a couple of batch sizes.
for (size_t batchSize = 350; batchSize < 360; batchSize += 5)
{
BBS_BB bbsgd(batchSize, 0.001, 0.1, 10000, 1e-8, true, true);
LogisticRegressionFunctionTest<TestType>(bbsgd);
}
}
TEMPLATE_TEST_CASE("BBS_Armijo_LogisticRegressionFunction", "[BigBatchSGD]",
ENS_ALL_CPU_TEST_TYPES)
{
// Run big-batch SGD with a couple of batch sizes.
for (size_t batchSize = 40; batchSize < 50; batchSize += 1)
{
BBS_Armijo bbsgd(batchSize, 0.005, 0.1, 10000, 1e-6, true, true);
LogisticRegressionFunctionTest<TestType>(bbsgd);
}
}
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