diff options
Diffstat (limited to 'tests/validation_old')
-rw-r--r-- | tests/validation_old/CL/TableLookup.cpp | 229 | ||||
-rw-r--r-- | tests/validation_old/NEON/TableLookup.cpp | 229 | ||||
-rw-r--r-- | tests/validation_old/Reference.cpp | 17 | ||||
-rw-r--r-- | tests/validation_old/Reference.h | 10 | ||||
-rw-r--r-- | tests/validation_old/ReferenceCPP.cpp | 13 | ||||
-rw-r--r-- | tests/validation_old/ReferenceCPP.h | 8 | ||||
-rw-r--r-- | tests/validation_old/TensorOperations.h | 10 | ||||
-rw-r--r-- | tests/validation_old/TensorVisitors.h | 23 |
8 files changed, 0 insertions, 539 deletions
diff --git a/tests/validation_old/CL/TableLookup.cpp b/tests/validation_old/CL/TableLookup.cpp deleted file mode 100644 index 26c38689f0..0000000000 --- a/tests/validation_old/CL/TableLookup.cpp +++ /dev/null @@ -1,229 +0,0 @@ -/* - * Copyright (c) 2017 ARM Limited. - * - * SPDX-License-Identifier: MIT - * - * Permission is hereby granted, free of charge, to any person obtaining a copy - * of this software and associated documentation files (the "Software"), to - * deal in the Software without restriction, including without limitation the - * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or - * sell copies of the Software, and to permit persons to whom the Software is - * furnished to do so, subject to the following conditions: - * - * The above copyright notice and this permission notice shall be included in all - * copies or substantial portions of the Software. - * - * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR - * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, - * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE - * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER - * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, - * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE - * SOFTWARE. - */ -#include "CL/CLAccessor.h" -#include "CL/CLLutAccessor.h" -#include "PaddingCalculator.h" -#include "RawLutAccessor.h" -#include "TypePrinter.h" -#include "Utils.h" -#include "tests/AssetsLibrary.h" -#include "tests/Globals.h" -#include "tests/validation_old/Datasets.h" -#include "tests/validation_old/Helpers.h" -#include "tests/validation_old/Reference.h" -#include "tests/validation_old/Validation.h" - -#include "arm_compute/core/Helpers.h" -#include "arm_compute/core/Types.h" -#include "arm_compute/runtime/CL/CLTensor.h" -#include "arm_compute/runtime/CL/CLTensorAllocator.h" -#include "arm_compute/runtime/CL/functions/CLTableLookup.h" - -#include "tests/validation_old/boost_wrapper.h" - -#include <map> -#include <random> -#include <string> - -using namespace arm_compute; -using namespace arm_compute::test; -using namespace arm_compute::test::validation; - -namespace -{ -/** Compute Table Lookup function. - * - * @param[in] shape Shape of the input tensors - * @param[in] data_type Type of the input/output tensor - * @param[in] lut The input LUT. - * - * @return Computed output cl tensor. - */ -CLTensor compute_table_lookup(const TensorShape &shape, DataType data_type, CLLut &lut) -{ - // Create tensors - CLTensor src = create_tensor<CLTensor>(shape, data_type); - CLTensor dst = create_tensor<CLTensor>(shape, data_type); - - // Create and configure function - CLTableLookup table_lookup; - table_lookup.configure(&src, &lut, &dst); - - // Allocate tensors - src.allocator()->allocate(); - dst.allocator()->allocate(); - - BOOST_TEST(!src.info()->is_resizable()); - BOOST_TEST(!dst.info()->is_resizable()); - - // Fill tensors - library->fill_tensor_uniform(CLAccessor(src), 0); - - // Compute function - table_lookup.run(); - - return dst; -} -} // namespace - -#ifndef DOXYGEN_SKIP_THIS -BOOST_AUTO_TEST_SUITE(CL) -BOOST_AUTO_TEST_SUITE(TableLookup) - -BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) -BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * boost::unit_test::data::make({ DataType::U8, DataType::S16 }), - shape, data_type) -{ - //Create Lut - const int num_elem = (data_type == DataType::U8) ? std::numeric_limits<uint8_t>::max() + 1 : std::numeric_limits<int16_t>::max() - std::numeric_limits<int16_t>::lowest() + 1; - CLLut cllut(num_elem, data_type); - - if(data_type == DataType::U8) - { - fill_lookuptable(CLLutAccessor<uint8_t>(cllut)); - } - else - { - fill_lookuptable(CLLutAccessor<int16_t>(cllut)); - } - - // Create tensors - CLTensor src = create_tensor<CLTensor>(shape, data_type); - CLTensor dst = create_tensor<CLTensor>(shape, data_type); - - BOOST_TEST(src.info()->is_resizable()); - BOOST_TEST(dst.info()->is_resizable()); - - // Create and configure function - CLTableLookup table_lookup; - table_lookup.configure(&src, &cllut, &dst); - - // Validate valid region - const ValidRegion valid_region = shape_to_valid_region(shape); - validate(src.info()->valid_region(), valid_region); - validate(dst.info()->valid_region(), valid_region); - - // Validate padding - const PaddingSize padding = PaddingCalculator(shape.x(), 8).required_padding(); - validate(src.info()->padding(), padding); - validate(dst.info()->padding(), padding); -} - -BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) -BOOST_DATA_TEST_CASE(RunSmall, - SmallShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }), - shape, data_type) -{ - //Create Lut - const int num_elem = (data_type == DataType::U8) ? std::numeric_limits<uint8_t>::max() + 1 : std::numeric_limits<int16_t>::max() - std::numeric_limits<int16_t>::lowest() + 1; - CLLut cllut(num_elem, data_type); - - if(data_type == DataType::U8) - { - //Create rawLut - std::map<uint8_t, uint8_t> rawlut; - - //Fill the Lut - fill_lookuptable(CLLutAccessor<uint8_t>(cllut)); - fill_lookuptable(RawLutAccessor<uint8_t>(rawlut)); - - // Compute function - CLTensor dst = compute_table_lookup(shape, data_type, cllut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(CLAccessor(dst), ref_dst); - } - else - { - //Create rawLut - std::map<int16_t, int16_t> rawlut; - - //Fill the Lut - fill_lookuptable(CLLutAccessor<int16_t>(cllut)); - fill_lookuptable(RawLutAccessor<int16_t>(rawlut)); - - // Compute function - CLTensor dst = compute_table_lookup(shape, data_type, cllut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(CLAccessor(dst), ref_dst); - } -} - -BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) -BOOST_DATA_TEST_CASE(RunLarge, - LargeShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }), - shape, data_type) -{ - //Create Lut - const int num_elem = (data_type == DataType::U8) ? std::numeric_limits<uint8_t>::max() + 1 : std::numeric_limits<int16_t>::max() - std::numeric_limits<int16_t>::lowest() + 1; - CLLut cllut(num_elem, data_type); - - if(data_type == DataType::U8) - { - //Create rawLut - std::map<uint8_t, uint8_t> rawlut; - - //Fill the Lut - fill_lookuptable(CLLutAccessor<uint8_t>(cllut)); - fill_lookuptable(RawLutAccessor<uint8_t>(rawlut)); - - // Compute function - CLTensor dst = compute_table_lookup(shape, data_type, cllut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(CLAccessor(dst), ref_dst); - } - else - { - //Create rawLut - std::map<int16_t, int16_t> rawlut; - - //Fill the Lut - fill_lookuptable(CLLutAccessor<int16_t>(cllut)); - fill_lookuptable(RawLutAccessor<int16_t>(rawlut)); - - // Compute function - CLTensor dst = compute_table_lookup(shape, data_type, cllut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(CLAccessor(dst), ref_dst); - } -} - -BOOST_AUTO_TEST_SUITE_END() -BOOST_AUTO_TEST_SUITE_END() -#endif /* DOXYGEN_SKIP_THIS */ diff --git a/tests/validation_old/NEON/TableLookup.cpp b/tests/validation_old/NEON/TableLookup.cpp deleted file mode 100644 index f134e5d417..0000000000 --- a/tests/validation_old/NEON/TableLookup.cpp +++ /dev/null @@ -1,229 +0,0 @@ -/* - * Copyright (c) 2017 ARM Limited. - * - * SPDX-License-Identifier: MIT - * - * Permission is hereby granted, free of charge, to any person obtaining a copy - * of this software and associated documentation files (the "Software"), to - * deal in the Software without restriction, including without limitation the - * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or - * sell copies of the Software, and to permit persons to whom the Software is - * furnished to do so, subject to the following conditions: - * - * The above copyright notice and this permission notice shall be included in all - * copies or substantial portions of the Software. - * - * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR - * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, - * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE - * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER - * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, - * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE - * SOFTWARE. - */ -#include "NEON/Accessor.h" -#include "NEON/Helper.h" -#include "NEON/LutAccessor.h" -#include "PaddingCalculator.h" -#include "RawLutAccessor.h" -#include "TypePrinter.h" -#include "Utils.h" -#include "tests/AssetsLibrary.h" -#include "tests/Globals.h" -#include "tests/validation_old/Datasets.h" -#include "tests/validation_old/Helpers.h" -#include "tests/validation_old/Reference.h" -#include "tests/validation_old/Validation.h" - -#include "arm_compute/core/Helpers.h" -#include "arm_compute/core/Types.h" -#include "arm_compute/runtime/NEON/functions/NETableLookup.h" -#include "arm_compute/runtime/Tensor.h" -#include "arm_compute/runtime/TensorAllocator.h" - -#include "tests/validation_old/boost_wrapper.h" - -#include <random> -#include <string> - -using namespace arm_compute; -using namespace arm_compute::test; -using namespace arm_compute::test::validation; - -namespace -{ -/** Compute Table Lookup function. - * - * @param[in] shape Shape of the input tensors - * @param[in] data_type Datatype of the input/output tensors - * @param[in] lut The input LUT. - * - * @return Computed output tensor. - */ -Tensor compute_table_lookup(const TensorShape &shape, DataType data_type, Lut &lut) -{ - // Create tensors - Tensor src = create_tensor<Tensor>(shape, data_type); - Tensor dst = create_tensor<Tensor>(shape, data_type); - - // Create and configure function - NETableLookup table_lookup; - table_lookup.configure(&src, &lut, &dst); - - // Allocate tensors - src.allocator()->allocate(); - dst.allocator()->allocate(); - - BOOST_TEST(!src.info()->is_resizable()); - BOOST_TEST(!dst.info()->is_resizable()); - - // Fill tensors - library->fill_tensor_uniform(Accessor(src), 0); - - // Compute function - table_lookup.run(); - - return dst; -} -} // namespace - -#ifndef DOXYGEN_SKIP_THIS -BOOST_AUTO_TEST_SUITE(NEON) -BOOST_AUTO_TEST_SUITE(TableLookup) - -BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly")) -BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * boost::unit_test::data::make({ DataType::U8, DataType::S16 }), - shape, data_type) -{ - //Create Lut - const int num_elem = (data_type == DataType::U8) ? std::numeric_limits<uint8_t>::max() + 1 : std::numeric_limits<int16_t>::max() - std::numeric_limits<int16_t>::lowest() + 1; - Lut lut(num_elem, data_type); - - if(data_type == DataType::U8) - { - fill_lookuptable(LutAccessor<uint8_t>(lut)); - } - else - { - fill_lookuptable(LutAccessor<int16_t>(lut)); - } - - // Create tensors - Tensor src = create_tensor<Tensor>(shape, data_type); - Tensor dst = create_tensor<Tensor>(shape, data_type); - - BOOST_TEST(src.info()->is_resizable()); - BOOST_TEST(dst.info()->is_resizable()); - - // Create and configure function - NETableLookup table_lookup; - table_lookup.configure(&src, &lut, &dst); - - // Validate valid region - const ValidRegion valid_region = shape_to_valid_region(shape); - validate(src.info()->valid_region(), valid_region); - validate(dst.info()->valid_region(), valid_region); - - // Validate padding - const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); - validate(src.info()->padding(), padding); - validate(dst.info()->padding(), padding); -} - -BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) -BOOST_DATA_TEST_CASE(RunSmall, - SmallShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }), - shape, data_type) -{ - //Create Lut - const int num_elem = (data_type == DataType::U8) ? std::numeric_limits<uint8_t>::max() + 1 : std::numeric_limits<int16_t>::max() - std::numeric_limits<int16_t>::lowest() + 1; - Lut lut(num_elem, data_type); - - if(data_type == DataType::U8) - { - //Create rawLut - std::map<uint8_t, uint8_t> rawlut; - - //Fill the Lut - fill_lookuptable(LutAccessor<uint8_t>(lut)); - fill_lookuptable(RawLutAccessor<uint8_t>(rawlut)); - - // Compute function - Tensor dst = compute_table_lookup(shape, data_type, lut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(Accessor(dst), ref_dst); - } - else - { - //Create rawLut - std::map<int16_t, int16_t> rawlut; - - //Fill the Lut - fill_lookuptable(LutAccessor<int16_t>(lut)); - fill_lookuptable(RawLutAccessor<int16_t>(rawlut)); - - // Compute function - Tensor dst = compute_table_lookup(shape, data_type, lut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(Accessor(dst), ref_dst); - } -} - -BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly")) -BOOST_DATA_TEST_CASE(RunLarge, - LargeShapes() * boost::unit_test::data::make({ DataType::U8, DataType::S16 }), - shape, data_type) -{ - //Create Lut - const int num_elem = (data_type == DataType::U8) ? std::numeric_limits<uint8_t>::max() + 1 : std::numeric_limits<int16_t>::max() - std::numeric_limits<int16_t>::lowest() + 1; - Lut lut(num_elem, data_type); - - if(data_type == DataType::U8) - { - //Create rawLut - std::map<uint8_t, uint8_t> rawlut; - - //Fill the Lut - fill_lookuptable(LutAccessor<uint8_t>(lut)); - fill_lookuptable(RawLutAccessor<uint8_t>(rawlut)); - - // Compute function - Tensor dst = compute_table_lookup(shape, data_type, lut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(Accessor(dst), ref_dst); - } - else - { - //Create rawLut - std::map<int16_t, int16_t> rawlut; - - //Fill the Lut - fill_lookuptable(LutAccessor<int16_t>(lut)); - fill_lookuptable(RawLutAccessor<int16_t>(rawlut)); - - // Compute function - Tensor dst = compute_table_lookup(shape, data_type, lut); - - // Compute reference - RawTensor ref_dst = Reference::compute_reference_table_lookup(shape, data_type, rawlut); - - // Validate output - validate(Accessor(dst), ref_dst); - } -} - -BOOST_AUTO_TEST_SUITE_END() -BOOST_AUTO_TEST_SUITE_END() -#endif /* DOXYGEN_SKIP_THIS */ diff --git a/tests/validation_old/Reference.cpp b/tests/validation_old/Reference.cpp index b8564dbb03..6a52cd016f 100644 --- a/tests/validation_old/Reference.cpp +++ b/tests/validation_old/Reference.cpp @@ -253,23 +253,6 @@ RawTensor Reference::compute_reference_fixed_point_pixel_wise_multiplication(con return ref_dst; } -template <typename T> -RawTensor Reference::compute_reference_table_lookup(const TensorShape &shape, DataType dt_inout, std::map<T, T> &lut) -{ - // Create reference - RawTensor ref_src(shape, dt_inout); - RawTensor ref_dst(shape, dt_inout); - // Fill reference - library->fill_tensor_uniform(ref_src, 0); - - // Compute reference - ReferenceCPP::table_lookup(ref_src, ref_dst, lut); - - return ref_dst; -} -template RawTensor arm_compute::test::validation::Reference::compute_reference_table_lookup<uint8_t>(const TensorShape &shape, DataType dt_inout, std::map<uint8_t, uint8_t> &lut); -template RawTensor arm_compute::test::validation::Reference::compute_reference_table_lookup<int16_t>(const TensorShape &shape, DataType dt_inout, std::map<int16_t, int16_t> &lut); - RawTensor Reference::compute_reference_threshold(const TensorShape &shape, uint8_t threshold, uint8_t false_value, uint8_t true_value, ThresholdType type, uint8_t upper) { // Create reference diff --git a/tests/validation_old/Reference.h b/tests/validation_old/Reference.h index b3f35ce43a..9c7baacbf6 100644 --- a/tests/validation_old/Reference.h +++ b/tests/validation_old/Reference.h @@ -177,16 +177,6 @@ public: */ static RawTensor compute_reference_fixed_point_pixel_wise_multiplication(const TensorShape &shape, DataType dt_in0, DataType dt_in1, DataType dt_out, float scale, int fixed_point_position, ConvertPolicy convert_policy, RoundingPolicy rounding_policy); - /** Compute reference Table Lookup. - * - * @param[in] shape Shape of the input and output tensors. - * @param[in] dt_inout Data type of input/output tensor. - * @param[in] lut Input lookup table. - * - * @return Computed raw tensor. - */ - template <typename T> - static RawTensor compute_reference_table_lookup(const TensorShape &shape, DataType dt_inout, std::map<T, T> &lut); /** Compute reference threshold. * * @param[in] shape Shape of the input and output tensors. diff --git a/tests/validation_old/ReferenceCPP.cpp b/tests/validation_old/ReferenceCPP.cpp index 2f59103f95..86dc589bb1 100644 --- a/tests/validation_old/ReferenceCPP.cpp +++ b/tests/validation_old/ReferenceCPP.cpp @@ -193,19 +193,6 @@ void ReferenceCPP::fixed_point_pixel_wise_multiplication(const RawTensor &src1, boost::apply_visitor(tensor_visitors::fixed_point_pixel_wise_multiplication_visitor(s1, s2, scale, convert_policy, rounding_policy), d); } -// Table lookup -template <typename T> -void ReferenceCPP::table_lookup(const RawTensor &src, RawTensor &dst, std::map<T, T> &lut) -{ - const TensorVariant s = TensorFactory::get_tensor(src); - TensorVariant d = TensorFactory::get_tensor(dst); - boost::apply_visitor(tensor_visitors::table_lookup<T>(s, lut), d); -} -#ifndef DOXYGEN_SKIP_THIS -template void arm_compute::test::validation::ReferenceCPP::table_lookup<uint8_t>(const RawTensor &src, RawTensor &dst, std::map<uint8_t, uint8_t> &lut); -template void arm_compute::test::validation::ReferenceCPP::table_lookup<int16_t>(const RawTensor &src, RawTensor &dst, std::map<int16_t, int16_t> &lut); -#endif /* DOXYGEN_SKIP_THIS */ - // Threshold void ReferenceCPP::threshold(const RawTensor &src, RawTensor &dst, uint8_t threshold, uint8_t false_value, uint8_t true_value, ThresholdType type, uint8_t upper) { diff --git a/tests/validation_old/ReferenceCPP.h b/tests/validation_old/ReferenceCPP.h index 851f34b236..5bc10a512f 100644 --- a/tests/validation_old/ReferenceCPP.h +++ b/tests/validation_old/ReferenceCPP.h @@ -176,14 +176,6 @@ public: * @param[in] rounding_policy Rounding policy. */ static void fixed_point_pixel_wise_multiplication(const RawTensor &src1, const RawTensor &src2, RawTensor &dst, float scale, ConvertPolicy convert_policy, RoundingPolicy rounding_policy); - /** Table Lookup f@p src to @p dst - * - * @param[in] src Input tensor. - * @param[out] dst Result tensor. - * @param[in] lut Input lookup table. - */ - template <typename T> - static void table_lookup(const RawTensor &src, RawTensor &dst, std::map<T, T> &lut); /** Threshold of@p src to @p dst * * @param[in] src Input tensor. diff --git a/tests/validation_old/TensorOperations.h b/tests/validation_old/TensorOperations.h index 73e7661a1c..0c1ab4134e 100644 --- a/tests/validation_old/TensorOperations.h +++ b/tests/validation_old/TensorOperations.h @@ -740,16 +740,6 @@ void fixed_point_pixel_wise_multiplication(const Tensor<T> &in1, const Tensor<T> } } -//Table Lookup -template <typename T, typename T1> -void table_lookup(const Tensor<T> &in, Tensor<T> &out, std::map<T1, T1> &lut) -{ - for(int i = 0; i < in.num_elements(); ++i) - { - out[i] = static_cast<T>(lut[in[i]]); - } -} - // Threshold template <typename T> void threshold(const Tensor<T> &in, Tensor<T> &out, uint8_t threshold, uint8_t false_value, uint8_t true_value, ThresholdType type, uint8_t upper) diff --git a/tests/validation_old/TensorVisitors.h b/tests/validation_old/TensorVisitors.h index 7d67dca5a5..dafbfe0235 100644 --- a/tests/validation_old/TensorVisitors.h +++ b/tests/validation_old/TensorVisitors.h @@ -127,29 +127,6 @@ private: ConvertPolicy _convert_policy; RoundingPolicy _rounding_policy; }; -// Table lookup operation -template <typename T1> -struct table_lookup : public boost::static_visitor<> -{ -public: - explicit table_lookup(const TensorVariant &in, std::map<T1, T1> &lut) - : _in(in), _lut(lut) - { - } - - template <typename T> - void operator()(Tensor<T> &out) const - { - const auto &in = boost::get<Tensor<T>>(_in); - tensor_operations::table_lookup(in, out, _lut); - } - -private: - const TensorVariant &_in; - std::map<T1, T1> &_lut; -}; -template struct arm_compute::test::validation::tensor_visitors::table_lookup<uint8_t>; -template struct arm_compute::test::validation::tensor_visitors::table_lookup<int16_t>; // Batch Normalization Layer visitor struct batch_normalization_layer_visitor : public boost::static_visitor<> |