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Added linear SVM binding

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This commit is contained in:
Davis King 2013-04-27 16:25:25 -04:00
parent 859ccf5e8b
commit 313bca15c9
1 changed files with 62 additions and 15 deletions
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77
tools/python/src/svm_c_trainer.cpp
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@ -83,7 +83,16 @@ class_<trainer_type> setup_trainer (
.def("set_c", set_c<trainer_type>)
.add_property("c_class1", get_c_class1<trainer_type>, set_c_class1<trainer_type>)
.add_property("c_class2", get_c_class2<trainer_type>, set_c_class2<trainer_type>)
.add_property("epsilon", get_epsilon<trainer_type>, set_epsilon<trainer_type>)
.add_property("epsilon", get_epsilon<trainer_type>, set_epsilon<trainer_type>);
}
template <typename trainer_type>
class_<trainer_type> setup_trainer2 (
const std::string& name
)
{
return setup_trainer<trainer_type>(name)
.add_property("cache_size", get_cache_size<trainer_type>, set_cache_size<trainer_type>);
}
@ -157,23 +166,61 @@ const binary_test _cross_validate_trainer_t (
void bind_svm_c_trainer()
{
setup_trainer<svm_c_trainer<radial_basis_kernel<sample_type> > >("svm_c_trainer_radial_basis")
.add_property("gamma", get_gamma, set_gamma);
def("cross_validate_trainer", _cross_validate_trainer<svm_c_trainer<radial_basis_kernel<sample_type> > >);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<svm_c_trainer<radial_basis_kernel<sample_type> > >);
{
typedef svm_c_trainer<radial_basis_kernel<sample_type> > T;
setup_trainer2<T>("svm_c_trainer_radial_basis")
.add_property("gamma", get_gamma, set_gamma);
def("cross_validate_trainer", _cross_validate_trainer<T>);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<T>);
}
setup_trainer<svm_c_trainer<sparse_radial_basis_kernel<sparse_vect> > >("svm_c_trainer_sparse_radial_basis")
.add_property("gamma", get_gamma, set_gamma);
def("cross_validate_trainer", _cross_validate_trainer<svm_c_trainer<sparse_radial_basis_kernel<sparse_vect> > >);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<svm_c_trainer<sparse_radial_basis_kernel<sparse_vect> > >);
{
typedef svm_c_trainer<sparse_radial_basis_kernel<sparse_vect> > T;
setup_trainer2<T>("svm_c_trainer_sparse_radial_basis")
.add_property("gamma", get_gamma, set_gamma);
def("cross_validate_trainer", _cross_validate_trainer<T>);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<T>);
}
setup_trainer<svm_c_trainer<histogram_intersection_kernel<sample_type> > >("svm_c_trainer_histogram_intersection");
def("cross_validate_trainer", _cross_validate_trainer<svm_c_trainer<histogram_intersection_kernel<sample_type> > >);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<svm_c_trainer<histogram_intersection_kernel<sample_type> > >);
{
typedef svm_c_trainer<histogram_intersection_kernel<sample_type> > T;
setup_trainer2<T>("svm_c_trainer_histogram_intersection");
def("cross_validate_trainer", _cross_validate_trainer<T>);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<T>);
}
setup_trainer<svm_c_trainer<sparse_histogram_intersection_kernel<sparse_vect> > >("svm_c_trainer_sparse_histogram_intersection");
def("cross_validate_trainer", _cross_validate_trainer<svm_c_trainer<sparse_histogram_intersection_kernel<sparse_vect> > >);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<svm_c_trainer<sparse_histogram_intersection_kernel<sparse_vect> > >);
{
typedef svm_c_trainer<sparse_histogram_intersection_kernel<sparse_vect> > T;
setup_trainer2<T>("svm_c_trainer_sparse_histogram_intersection");
def("cross_validate_trainer", _cross_validate_trainer<T>);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<T>);
}
{
typedef svm_c_linear_trainer<linear_kernel<sample_type> > T;
setup_trainer<T>("svm_c_trainer_linear")
.add_property("max_iterations", &T::get_max_iterations, &T::set_max_iterations)
.add_property("force_last_weight_to_1", &T::forces_last_weight_to_1, &T::force_last_weight_to_1)
.add_property("learns_nonnegative_weights", &T::learns_nonnegative_weights, &T::set_learns_nonnegative_weights)
.def("be_verbose", &T::be_verbose)
.def("be_quiet", &T::be_quiet);
def("cross_validate_trainer", _cross_validate_trainer<T>);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<T>);
}
{
typedef svm_c_linear_trainer<sparse_linear_kernel<sparse_vect> > T;
setup_trainer<T>("svm_c_trainer_sparse_linear")
.add_property("max_iterations", &T::get_max_iterations, &T::set_max_iterations)
.add_property("force_last_weight_to_1", &T::forces_last_weight_to_1, &T::force_last_weight_to_1)
.add_property("learns_nonnegative_weights", &T::learns_nonnegative_weights, &T::set_learns_nonnegative_weights)
.def("be_verbose", &T::be_verbose)
.def("be_quiet", &T::be_quiet);
def("cross_validate_trainer", _cross_validate_trainer<T>);
def("cross_validate_trainer_threaded", _cross_validate_trainer_t<T>);
}
}