From a4a96015a6c7d92bed08f82db9b36e1d34f9386d Mon Sep 17 00:00:00 2001 From: Michalis Spyrou Date: Mon, 9 Oct 2017 15:46:30 +0100 Subject: COMPMID-554 Add Nodes - BatchNormalization - L2Normalize - Floor Change-Id: I03e06dea30e956f56a86f9c5642cd609c6696ad2 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/91364 Tested-by: Kaizen Reviewed-by: Georgios Pinitas --- arm_compute/graph/Nodes.h | 3 + arm_compute/graph/nodes/BatchNormalizationLayer.h | 66 +++++++++++++ arm_compute/graph/nodes/FloorLayer.h | 45 +++++++++ arm_compute/graph/nodes/L2NormalizeLayer.h | 59 ++++++++++++ src/core/CL/kernels/CLFloorKernel.cpp | 6 +- src/core/NEON/kernels/NEFloorKernel.cpp | 6 +- src/graph/nodes/BatchNormalizationLayer.cpp | 110 ++++++++++++++++++++++ src/graph/nodes/FloorLayer.cpp | 87 +++++++++++++++++ src/graph/nodes/L2NormalizeLayer.cpp | 89 +++++++++++++++++ 9 files changed, 463 insertions(+), 8 deletions(-) create mode 100644 arm_compute/graph/nodes/BatchNormalizationLayer.h create mode 100644 arm_compute/graph/nodes/FloorLayer.h create mode 100644 arm_compute/graph/nodes/L2NormalizeLayer.h create mode 100644 src/graph/nodes/BatchNormalizationLayer.cpp create mode 100644 src/graph/nodes/FloorLayer.cpp create mode 100644 src/graph/nodes/L2NormalizeLayer.cpp diff --git a/arm_compute/graph/Nodes.h b/arm_compute/graph/Nodes.h index b879aa1d09..548deabeb6 100644 --- a/arm_compute/graph/Nodes.h +++ b/arm_compute/graph/Nodes.h @@ -25,8 +25,11 @@ #define __ARM_COMPUTE_GRAPH_NODES_H__ #include "arm_compute/graph/nodes/ActivationLayer.h" +#include "arm_compute/graph/nodes/BatchNormalizationLayer.h" #include "arm_compute/graph/nodes/ConvolutionLayer.h" +#include "arm_compute/graph/nodes/FloorLayer.h" #include "arm_compute/graph/nodes/FullyConnectedLayer.h" +#include "arm_compute/graph/nodes/L2NormalizeLayer.h" #include "arm_compute/graph/nodes/NormalizationLayer.h" #include "arm_compute/graph/nodes/PoolingLayer.h" #include "arm_compute/graph/nodes/SoftmaxLayer.h" diff --git a/arm_compute/graph/nodes/BatchNormalizationLayer.h b/arm_compute/graph/nodes/BatchNormalizationLayer.h new file mode 100644 index 0000000000..f01cac2361 --- /dev/null +++ b/arm_compute/graph/nodes/BatchNormalizationLayer.h @@ -0,0 +1,66 @@ +/* + * 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. + */ +#ifndef __ARM_COMPUTE_GRAPH_BATCHNORMALIZATION_LAYER_H__ +#define __ARM_COMPUTE_GRAPH_BATCHNORMALIZATION_LAYER_H__ + +#include "arm_compute/graph/GraphContext.h" +#include "arm_compute/graph/INode.h" +#include "arm_compute/graph/Tensor.h" +#include "arm_compute/graph/Types.h" + +namespace arm_compute +{ +namespace graph +{ +/** BatchNormalization layer node */ +class BatchNormalizationLayer final : public INode +{ +public: + /** Default constructor + * + * @param[in] mean Mean values tensor + * @param[in] var Var values tensor + * @param[in] gamma Gamma values tensor + * @param[in] beta Beta values tensor + * @param[in] epsilon Epsilon value + */ + template + BatchNormalizationLayer(AccessorType &&mean, AccessorType &&var, AccessorType &&gamma, AccessorType &&beta, float epsilon) + : _mean(std::move(mean)), _var(std::move(var)), _gamma(std::move(gamma)), _beta(std::move(beta)), _epsilon(epsilon) + { + } + + // Inherited methods overriden: + std::unique_ptr instantiate_node(GraphContext &ctx, ITensor *input, ITensor *output) override; + +private: + Tensor _mean; + Tensor _var; + Tensor _gamma; + Tensor _beta; + float _epsilon; +}; +} // namespace graph +} // namespace arm_compute +#endif /* __ARM_COMPUTE_GRAPH_BATCHNORMALIZATION_LAYER_H__ */ diff --git a/arm_compute/graph/nodes/FloorLayer.h b/arm_compute/graph/nodes/FloorLayer.h new file mode 100644 index 0000000000..40fde3b791 --- /dev/null +++ b/arm_compute/graph/nodes/FloorLayer.h @@ -0,0 +1,45 @@ +/* + * 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. + */ +#ifndef __ARM_COMPUTE_GRAPH_FLOOR_LAYER_H__ +#define __ARM_COMPUTE_GRAPH_FLOOR_LAYER_H__ + +#include "arm_compute/graph/GraphContext.h" +#include "arm_compute/graph/INode.h" +#include "arm_compute/graph/Tensor.h" +#include "arm_compute/graph/Types.h" +namespace arm_compute +{ +namespace graph +{ +/** Floor layer node */ +class FloorLayer : public INode +{ +public: + // Inherited methods overriden: + std::unique_ptr instantiate_node(GraphContext &ctx, ITensor *input, ITensor *output) override; +}; + +} // namespace graph +} // namespace arm_compute +#endif /* __ARM_COMPUTE_GRAPH_FLOOR_LAYER_H__ */ diff --git a/arm_compute/graph/nodes/L2NormalizeLayer.h b/arm_compute/graph/nodes/L2NormalizeLayer.h new file mode 100644 index 0000000000..ab333a221c --- /dev/null +++ b/arm_compute/graph/nodes/L2NormalizeLayer.h @@ -0,0 +1,59 @@ +/* + * 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. + */ +#ifndef __ARM_COMPUTE_GRAPH_L2NORMALIZE_LAYER_H__ +#define __ARM_COMPUTE_GRAPH_L2NORMALIZE_LAYER_H__ + +#include "arm_compute/graph/GraphContext.h" +#include "arm_compute/graph/INode.h" +#include "arm_compute/graph/Tensor.h" +#include "arm_compute/graph/Types.h" + +namespace arm_compute +{ +namespace graph +{ +/** L2Normalize layer node */ +class L2NormalizeLayer final : public INode +{ +public: + /** Default Constructor + * + * @param[in] axis Dimension along which to reduce. + * @param[in] epsilon Lower bound value for the normalization. + */ + explicit L2NormalizeLayer(unsigned int axis, float epsilon) + : _axis(axis), _epsilon(epsilon) + { + } + + // Inherited methods overriden: + std::unique_ptr instantiate_node(GraphContext &ctx, ITensor *input, ITensor *output) override; + +private: + unsigned int _axis; + float _epsilon; +}; +} // namespace graph +} // namespace arm_compute +#endif /* __ARM_COMPUTE_GRAPH_L2NORMALIZE_LAYER_H__ */ diff --git a/src/core/CL/kernels/CLFloorKernel.cpp b/src/core/CL/kernels/CLFloorKernel.cpp index 6c9f83f166..11f8e33319 100644 --- a/src/core/CL/kernels/CLFloorKernel.cpp +++ b/src/core/CL/kernels/CLFloorKernel.cpp @@ -44,10 +44,8 @@ void CLFloorKernel::configure(const ICLTensor *input, ICLTensor *output) { ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); - set_shape_if_empty(*output->info(), input->info()->tensor_shape()); - - set_data_type_if_unknown(*input->info(), DataType::F32); - set_data_type_if_unknown(*output->info(), DataType::F32); + // Auto initialize output + auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position()); ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F32); ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output); diff --git a/src/core/NEON/kernels/NEFloorKernel.cpp b/src/core/NEON/kernels/NEFloorKernel.cpp index dd85ac1fd6..72b652d5dc 100644 --- a/src/core/NEON/kernels/NEFloorKernel.cpp +++ b/src/core/NEON/kernels/NEFloorKernel.cpp @@ -39,10 +39,8 @@ void NEFloorKernel::configure(const ITensor *input, ITensor *output) { ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); - set_shape_if_empty(*output->info(), input->info()->tensor_shape()); - - set_data_type_if_unknown(*input->info(), DataType::F32); - set_data_type_if_unknown(*output->info(), DataType::F32); + // Auto initialize output + auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position()); ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F32); ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output); diff --git a/src/graph/nodes/BatchNormalizationLayer.cpp b/src/graph/nodes/BatchNormalizationLayer.cpp new file mode 100644 index 0000000000..a6a990fd3f --- /dev/null +++ b/src/graph/nodes/BatchNormalizationLayer.cpp @@ -0,0 +1,110 @@ +/* + * 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 "arm_compute/graph/nodes/BatchNormalizationLayer.h" + +#include "arm_compute/core/Logger.h" +#include "arm_compute/runtime/CL/CLTensor.h" +#include "arm_compute/runtime/CL/functions/CLBatchNormalizationLayer.h" +#include "arm_compute/runtime/NEON/functions/NEBatchNormalizationLayer.h" +#include "arm_compute/runtime/Tensor.h" +#include "support/ToolchainSupport.h" +#include "utils/TypePrinter.h" + +using namespace arm_compute::graph; + +namespace +{ +template +std::unique_ptr instantiate_function(ITensor *input, ITensor *output, Tensor &mean, Tensor &var, Tensor &beta, Tensor &gamma, float epsilon) +{ + auto norm = arm_compute::support::cpp14::make_unique(); + norm->configure( + dynamic_cast(input), + dynamic_cast(output), + dynamic_cast(mean.set_target(target_hint)), + dynamic_cast(var.set_target(target_hint)), + dynamic_cast(beta.set_target(target_hint)), + dynamic_cast(gamma.set_target(target_hint)), + epsilon); + + return std::move(norm); +} + +template +std::unique_ptr instantiate(ITensor *input, ITensor *output, Tensor &mean, Tensor &var, Tensor &beta, Tensor &gamma, float epsilon); + +template <> +std::unique_ptr instantiate(ITensor *input, ITensor *output, Tensor &mean, Tensor &var, Tensor &beta, Tensor &gamma, float epsilon) +{ + return instantiate_function(input, output, mean, var, beta, gamma, epsilon); +} + +template <> +std::unique_ptr instantiate(ITensor *input, ITensor *output, Tensor &mean, Tensor &var, Tensor &beta, Tensor &gamma, float epsilon) +{ + return instantiate_function(input, output, mean, var, beta, gamma, epsilon); +} +} // namespace + +std::unique_ptr BatchNormalizationLayer::instantiate_node(GraphContext &ctx, ITensor *input, ITensor *output) +{ + std::unique_ptr func; + _target_hint = ctx.hints().target_hint(); + + unsigned int batch_norm_size = input->info()->dimension(2); + if(_mean.tensor() == nullptr) + { + _mean.set_info(TensorInfo(TensorShape(batch_norm_size), input->info()->num_channels(), input->info()->data_type(), input->info()->fixed_point_position())); + } + if(_var.tensor() == nullptr) + { + _var.set_info(TensorInfo(TensorShape(batch_norm_size), input->info()->num_channels(), input->info()->data_type(), input->info()->fixed_point_position())); + } + if(_beta.tensor() == nullptr) + { + _beta.set_info(TensorInfo(TensorShape(batch_norm_size), input->info()->num_channels(), input->info()->data_type(), input->info()->fixed_point_position())); + } + if(_gamma.tensor() == nullptr) + { + _gamma.set_info(TensorInfo(TensorShape(batch_norm_size), input->info()->num_channels(), input->info()->data_type(), input->info()->fixed_point_position())); + } + + if(_target_hint == TargetHint::OPENCL) + { + func = instantiate(input, output, _mean, _var, _beta, _gamma, _epsilon); + ARM_COMPUTE_LOG("Instantiating CLBatchNormalizationLayer"); + } + else + { + func = instantiate(input, output, _mean, _var, _beta, _gamma, _epsilon); + ARM_COMPUTE_LOG("Instantiating NEBatchNormalizationLayer"); + } + + ARM_COMPUTE_LOG(" Data Type: " << input->info()->data_type() + << " Input shape: " << input->info()->tensor_shape() + << " Output shape: " << output->info()->tensor_shape() + << std::endl); + + return func; +} \ No newline at end of file diff --git a/src/graph/nodes/FloorLayer.cpp b/src/graph/nodes/FloorLayer.cpp new file mode 100644 index 0000000000..722cfdf609 --- /dev/null +++ b/src/graph/nodes/FloorLayer.cpp @@ -0,0 +1,87 @@ +/* + * 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 "arm_compute/graph/nodes/FloorLayer.h" + +#include "arm_compute/core/Logger.h" +#include "arm_compute/runtime/CL/CLTensor.h" +#include "arm_compute/runtime/CL/functions/CLFloor.h" +#include "arm_compute/runtime/NEON/functions/NEFloor.h" +#include "arm_compute/runtime/Tensor.h" +#include "support/ToolchainSupport.h" +#include "utils/TypePrinter.h" + +using namespace arm_compute::graph; + +namespace +{ +template +std::unique_ptr instantiate_function(ITensor *input, ITensor *output) +{ + auto floorlayer = arm_compute::support::cpp14::make_unique(); + floorlayer->configure( + dynamic_cast(input), + dynamic_cast(output)); + + return std::move(floorlayer); +} + +template +std::unique_ptr instantiate(ITensor *input, ITensor *output); + +template <> +std::unique_ptr instantiate(ITensor *input, ITensor *output) +{ + return instantiate_function(input, output); +} + +template <> +std::unique_ptr instantiate(ITensor *input, ITensor *output) +{ + return instantiate_function(input, output); +} +} // namespace + +std::unique_ptr FloorLayer::instantiate_node(GraphContext &ctx, ITensor *input, ITensor *output) +{ + std::unique_ptr func; + _target_hint = ctx.hints().target_hint(); + + if(_target_hint == TargetHint::OPENCL) + { + func = instantiate(input, output); + ARM_COMPUTE_LOG("Instantiating CLFloorLayer"); + } + else + { + func = instantiate(input, output); + ARM_COMPUTE_LOG("Instantiating NEFloorLayer"); + } + + ARM_COMPUTE_LOG(" Data Type: " << input->info()->data_type() + << " Input shape: " << input->info()->tensor_shape() + << " Output shape: " << output->info()->tensor_shape() + << std::endl); + + return func; +} diff --git a/src/graph/nodes/L2NormalizeLayer.cpp b/src/graph/nodes/L2NormalizeLayer.cpp new file mode 100644 index 0000000000..46d1552733 --- /dev/null +++ b/src/graph/nodes/L2NormalizeLayer.cpp @@ -0,0 +1,89 @@ +/* + * 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 "arm_compute/graph/nodes/L2NormalizeLayer.h" + +#include "arm_compute/core/Logger.h" +#include "arm_compute/runtime/CL/CLTensor.h" +#include "arm_compute/runtime/CL/functions/CLL2Normalize.h" +#include "arm_compute/runtime/NEON/functions/NEL2Normalize.h" +#include "arm_compute/runtime/Tensor.h" +#include "support/ToolchainSupport.h" +#include "utils/TypePrinter.h" + +using namespace arm_compute::graph; + +namespace +{ +template +std::unique_ptr instantiate_function(ITensor *input, ITensor *output, unsigned int axis, float epsilon) +{ + auto l2norm = arm_compute::support::cpp14::make_unique(); + l2norm->configure( + dynamic_cast(input), + dynamic_cast(output), + axis, + epsilon); + + return std::move(l2norm); +} + +template +std::unique_ptr instantiate(ITensor *input, ITensor *output, unsigned int axis, float epsilon); + +template <> +std::unique_ptr instantiate(ITensor *input, ITensor *output, unsigned int axis, float epsilon) +{ + return instantiate_function(input, output, axis, epsilon); +} + +template <> +std::unique_ptr instantiate(ITensor *input, ITensor *output, unsigned int axis, float epsilon) +{ + return instantiate_function(input, output, axis, epsilon); +} +} // namespace + +std::unique_ptr L2NormalizeLayer::instantiate_node(GraphContext &ctx, ITensor *input, ITensor *output) +{ + std::unique_ptr func; + _target_hint = ctx.hints().target_hint(); + + if(_target_hint == TargetHint::OPENCL) + { + func = instantiate(input, output, _axis, _epsilon); + ARM_COMPUTE_LOG("Instantiating CLL2NormalizeLayer"); + } + else + { + func = instantiate(input, output, _axis, _epsilon); + ARM_COMPUTE_LOG("Instantiating NEL2NormalizeLayer"); + } + + ARM_COMPUTE_LOG(" Data Type: " << input->info()->data_type() + << " Input shape: " << input->info()->tensor_shape() + << " Output shape: " << output->info()->tensor_shape() + << std::endl); + + return func; +} -- cgit v1.2.1