File: gradient_descent_test.cpp

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/**
 * @file gradient_descent_test.cpp
 * @author Sumedh Ghaisas
 * @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("GradientDescent_GDTestFunction", "[GradientDescent]",
    ENS_ALL_TEST_TYPES)
{
  GradientDescent s(0.01, 5000000, 1e-9);
  FunctionTest<GDTestFunction, TestType>(s,
      Tolerances<TestType>::LargeObj,
      Tolerances<TestType>::LargeCoord);
}

TEMPLATE_TEST_CASE("GradientDescent_RosenbrockFunction", "[GradientDescent]",
    ENS_ALL_TEST_TYPES)
{
  GradientDescent s(0.002, 0, Tolerances<TestType>::Obj / 1000);
  FunctionTest<RosenbrockFunction, TestType>(s,
      10 * Tolerances<TestType>::LargeObj,
      10 * Tolerances<TestType>::LargeCoord);
}