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authorGeorgios Pinitas <georgios.pinitas@arm.com>2017-08-18 10:16:09 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commit409ee0a69799364797263d13dd95936c851bfe80 (patch)
tree297e396b46df7f8079173ba4ccd6f7fb2aad560d /src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp
parentd763cfbc972cded289a2402a6238416d371bdf33 (diff)
downloadComputeLibrary-409ee0a69799364797263d13dd95936c851bfe80.tar.gz
COMPMID-417: Add in-place support for batch-normalization.
Change-Id: I4b0c9348f3bc2addc198a76fadd1b583abf42b60 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84434 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Diffstat (limited to 'src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp')
-rw-r--r--src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp54
1 files changed, 35 insertions, 19 deletions
diff --git a/src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp b/src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp
index 02bf35a860..18c0c9721e 100644
--- a/src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp
+++ b/src/core/CL/kernels/CLBatchNormalizationLayerKernel.cpp
@@ -42,20 +42,10 @@ CLBatchNormalizationLayerKernel::CLBatchNormalizationLayerKernel()
{
}
-void CLBatchNormalizationLayerKernel::configure(const ICLTensor *input, ICLTensor *output, const ICLTensor *mean, const ICLTensor *var, const ICLTensor *beta, const ICLTensor *gamma,
+void CLBatchNormalizationLayerKernel::configure(ICLTensor *input, ICLTensor *output, const ICLTensor *mean, const ICLTensor *var, const ICLTensor *beta, const ICLTensor *gamma,
float epsilon)
{
ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QS8, DataType::QS16, DataType::F32);
- ARM_COMPUTE_ERROR_ON_NULLPTR(output);
-
- // Output tensor auto initialization if not yet initialized
- auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position());
-
- ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output, mean, var, beta, gamma);
- ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input, output, mean, var, beta, gamma);
- ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output);
- ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(mean, var, beta, gamma);
- ARM_COMPUTE_ERROR_ON(input->info()->dimension(2) != mean->info()->dimension(0));
_input = input;
_output = output;
@@ -65,12 +55,31 @@ void CLBatchNormalizationLayerKernel::configure(const ICLTensor *input, ICLTenso
_gamma = gamma;
_epsilon = epsilon;
+ if(output != nullptr)
+ {
+ // Output tensor auto initialization if not yet initialized
+ auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position());
+
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output);
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output, mean, var, beta, gamma);
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input, output, mean, var, beta, gamma);
+ }
+ else
+ {
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, mean, var, beta, gamma);
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input, mean, var, beta, gamma);
+ }
+
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(mean, var, beta, gamma);
+ ARM_COMPUTE_ERROR_ON(input->info()->dimension(2) != mean->info()->dimension(0));
+
const unsigned int num_elems_processed_per_iteration = 16 / input->info()->element_size();
// Set build options
std::set<std::string> build_opts;
build_opts.emplace(("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type())));
build_opts.emplace(("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration)));
+ build_opts.emplace(output == nullptr ? "-DIN_PLACE" : "");
if(is_data_type_fixed_point(input->info()->data_type()))
{
build_opts.emplace("-DFIXED_POINT_POSITION=" + support::cpp11::to_string(input->info()->fixed_point_position()));
@@ -84,14 +93,18 @@ void CLBatchNormalizationLayerKernel::configure(const ICLTensor *input, ICLTenso
_kernel.setArg<cl_float>(idx++, _epsilon);
// Configure kernel window
- Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration));
-
+ Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration));
AccessWindowHorizontal input_access(input->info(), 0, num_elems_processed_per_iteration);
- AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration);
-
- update_window_and_padding(win, input_access, output_access);
- output_access.set_valid_region(win, input->info()->valid_region());
-
+ if(output != nullptr)
+ {
+ AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration);
+ update_window_and_padding(win, input_access, output_access);
+ output_access.set_valid_region(win, input->info()->valid_region());
+ }
+ else
+ {
+ update_window_and_padding(win, input_access);
+ }
ICLKernel::configure(win);
}
@@ -115,7 +128,10 @@ void CLBatchNormalizationLayerKernel::run(const Window &window, cl::CommandQueue
{
idx = 0;
add_3D_tensor_argument(idx, _input, slice);
- add_3D_tensor_argument(idx, _output, slice);
+ if(_output != nullptr)
+ {
+ add_3D_tensor_argument(idx, _output, slice);
+ }
enqueue(queue, *this, slice);
}
while(window.slide_window_slice_3D(slice));