From 769c638959b8f8a11fe9d7880f3dcdebc181bb91 Mon Sep 17 00:00:00 2001 From: Manuel Bottini Date: Thu, 22 Aug 2019 13:13:48 +0100 Subject: COMPMID-2314: Implement NEON INSTANCE_NORMALIZATION function Change-Id: Ibaa574207aedf691953f8af8fa32b6408a1664ec Signed-off-by: Manuel Bottini Reviewed-on: https://review.mlplatform.org/c/1905 Comments-Addressed: Arm Jenkins Tested-by: Arm Jenkins Reviewed-by: Michele Di Giorgio --- .../NEON/functions/NEInstanceNormalizationLayer.h | 87 ++++++++++++++++++++++ 1 file changed, 87 insertions(+) create mode 100644 arm_compute/runtime/NEON/functions/NEInstanceNormalizationLayer.h (limited to 'arm_compute/runtime/NEON/functions/NEInstanceNormalizationLayer.h') diff --git a/arm_compute/runtime/NEON/functions/NEInstanceNormalizationLayer.h b/arm_compute/runtime/NEON/functions/NEInstanceNormalizationLayer.h new file mode 100644 index 0000000000..8e2ee37635 --- /dev/null +++ b/arm_compute/runtime/NEON/functions/NEInstanceNormalizationLayer.h @@ -0,0 +1,87 @@ +/* + * Copyright (c) 2019 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_NEINSTANCENORMALIZATIONLAYER_H__ +#define __ARM_COMPUTE_NEINSTANCENORMALIZATIONLAYER_H__ + +#include "arm_compute/core/NEON/kernels/NEInstanceNormalizationLayerKernel.h" +#include "arm_compute/runtime/IFunction.h" +#include "arm_compute/runtime/IMemoryManager.h" +#include "arm_compute/runtime/MemoryGroup.h" +#include "arm_compute/runtime/NEON/functions/NEPermute.h" +#include "arm_compute/runtime/NEON/functions/NEReductionOperation.h" +#include "arm_compute/runtime/Tensor.h" + +#include + +namespace arm_compute +{ +class ITensor; + +/** Basic function to perform a Instance normalization. + * + * This function runs the following kernels: + * -# @ref NEInstanceNormalizationLayerKernel + */ +class NEInstanceNormalizationLayer : public IFunction +{ +public: + /** Constructor */ + NEInstanceNormalizationLayer(std::shared_ptr memory_manager = nullptr); + /** Set the input and output tensors. + * + * @param[in, out] input Source tensor. In case of @p output tensor = nullptr this tensor will store the result of the normalization. + * Data types supported: F16/F32. Data layout supported: NHWC, NCHW + * @param[out] output Destination tensor. Data types and data layouts supported: same as @p input. + * @param[in] gamma (Optional) The scale scalar value applied to the normalized tensor. Defaults to 1.0 + * @param[in] beta (Optional) The offset scalar value applied to the normalized tensor. Defaults to 0.0 + * @param[in] epsilon (Optional) Lower bound value for the normalization. Defaults to 1e-12 + */ + void configure(ITensor *input, ITensor *output, float gamma = 1.0f, float beta = 0.0f, float epsilon = 1e-12f); + + /** Static function to check if given info will lead to a valid configuration of @ref NEInstanceNormalizationLayer. + * + * @param[in] input Source tensor info. Data types supported: F16/F32. Data layout supported: NHWC, NCHW + * @param[in] output Destination tensor info. Data types and data layouts supported: same as @p input. + * @param[in] gamma (Optional) The scale scalar value applied to the normalized tensor. Defaults to 1.0 + * @param[in] beta (Optional) The offset scalar value applied to the normalized tensor. Defaults to 0.0 + * @param[in] epsilon (Optional) Lower bound value for the normalization. Defaults to 1e-12 + * + * @return a status + */ + static Status validate(const ITensorInfo *input, const ITensorInfo *output, float gamma = 1.0f, float beta = 0.0f, float epsilon = 1e-12f); + + // Inherited methods overridden: + void run() override; + +private: + MemoryGroup _memory_group; + NEInstanceNormalizationLayerKernel _normalization_kernel; + bool _is_nchw; + NEPermute _permute_input; + NEPermute _permute_output; + Tensor _permuted_input; + Tensor _permuted_output; +}; +} +#endif /* __ARM_COMPUTE_NEINSTANCENORMALIZATIONLAYER_H__ */ -- cgit v1.2.1