layer_tester_cuda_smart_ptr convolution_layer_testing_schema::create_tester_specific(
const layer_configuration_specific& input_configuration_specific,
const layer_configuration_specific& output_configuration_specific) const
{
layer_tester_cuda_smart_ptr res;
if (output_configuration_specific.get_neuron_count() == output_configuration_specific.feature_map_count)
{
res = layer_tester_cuda_smart_ptr(new fully_connected_layer_tester_cuda());
}
else
{
switch (output_configuration_specific.dimension_sizes.size())
{
case 1:
if (cuda_config->get_compute_capability() >= 300)
res = layer_tester_cuda_smart_ptr(new convolution_1d_layer_tester_cuda_kepler());
else
res = layer_tester_cuda_smart_ptr(new convolution_1d_layer_tester_cuda_fermi());
break;
case 2:
if (cuda_config->get_compute_capability() >= 300)
res = layer_tester_cuda_smart_ptr(new convolution_2d_layer_tester_cuda_kepler());
else
res = layer_tester_cuda_smart_ptr(new convolution_2d_layer_tester_cuda_fermi());
break;
default:
throw neural_network_exception((boost::format("No CUDA tester for the convolution layer of %1% dimensions") % output_configuration_specific.dimension_sizes.size()).str());
break;
}
}
return res;
}
layer_tester_cuda_smart_ptr max_subsampling_layer_testing_schema::create_tester_specific(
const layer_configuration_specific& input_configuration_specific,
const layer_configuration_specific& output_configuration_specific) const
{
layer_tester_cuda_smart_ptr res;
switch (output_configuration_specific.dimension_sizes.size())
{
case 2:
res = layer_tester_cuda_smart_ptr(new max_subsampling_2d_layer_tester_cuda());
break;
default:
throw neural_network_exception((boost::format("No CUDA tester for the max subsampling layer of %1% dimensions") % output_configuration_specific.dimension_sizes.size()).str());
break;
}
return res;
}
layer_tester_cuda_smart_ptr untile_layer_testing_schema::create_tester_specific(
const layer_configuration_specific& input_configuration_specific,
const layer_configuration_specific& output_configuration_specific) const
{
return layer_tester_cuda_smart_ptr(new untile_layer_tester_cuda());
}
layer_tester_cuda_smart_ptr hyperbolic_tangent_layer_testing_schema::create_tester_specific(
const layer_configuration_specific& input_configuration_specific,
const layer_configuration_specific& output_configuration_specific) const
{
return layer_tester_cuda_smart_ptr(new hyperbolic_tangent_layer_tester_cuda());
}
layer_tester_cuda_smart_ptr soft_rectified_linear_layer_testing_schema::create_tester_specific(
const layer_configuration_specific& input_configuration_specific,
const layer_configuration_specific& output_configuration_specific) const
{
return layer_tester_cuda_smart_ptr(new soft_rectified_linear_layer_tester_cuda());
}