From 572659a0e5dd1086b1c7d16fe331ff73d2acd93a Mon Sep 17 00:00:00 2001 From: Adnan AlSinan Date: Tue, 15 Mar 2022 18:46:42 +0000 Subject: Add CPU Pool3d FP16/32 implementation - Add implementation for the CPU pooling 3d layer. - NDHWC data layout support - Support FP32/FP16. - Add Pool3d to the operator list. - Fix CL Pool3d kernel comments to generate the operator list. Resolves: COMPMID-4671 Signed-off-by: Adnan AlSinan Change-Id: I92478a154beb12541525b648ed3dd5a58c8f27fa Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7311 Tested-by: Arm Jenkins Reviewed-by: Giorgio Arena Reviewed-by: Gunes Bayir Comments-Addressed: Arm Jenkins --- .../runtime/NEON/functions/NEPooling3dLayer.h | 94 ++++++++++++++++++++++ 1 file changed, 94 insertions(+) create mode 100644 arm_compute/runtime/NEON/functions/NEPooling3dLayer.h (limited to 'arm_compute/runtime/NEON/functions/NEPooling3dLayer.h') diff --git a/arm_compute/runtime/NEON/functions/NEPooling3dLayer.h b/arm_compute/runtime/NEON/functions/NEPooling3dLayer.h new file mode 100644 index 0000000000..7b31f916f6 --- /dev/null +++ b/arm_compute/runtime/NEON/functions/NEPooling3dLayer.h @@ -0,0 +1,94 @@ +/* + * Copyright (c) 2022 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_NEPOOLING3DLAYER_H +#define ARM_COMPUTE_NEPOOLING3DLAYER_H + +#include "arm_compute/core/Types.h" +#include "arm_compute/runtime/IFunction.h" + +#include + +namespace arm_compute +{ +// Forward declarations +class ITensor; +class ITensorInfo; +class IMemoryManager; +/** Basic function to simulate a pooling 3d layer with the specified pooling operation. This function calls the following kernels: + * + * -# @ref cpu::CpuPool3d + */ +class NEPooling3dLayer : public IFunction +{ +public: + /** Constructor */ + NEPooling3dLayer(std::shared_ptr memory_manager = nullptr); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + NEPooling3dLayer(const NEPooling3dLayer &) = delete; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + NEPooling3dLayer &operator=(const NEPooling3dLayer &) = delete; + /** Prevent instances of this class from being moved (As this class contains non movable objects) */ + NEPooling3dLayer(NEPooling3dLayer &&) = delete; + /** Prevent instances of this class from being moved (As this class contains non movable objects) */ + NEPooling3dLayer &operator=(NEPooling3dLayer &&) = delete; + /** Default destructor */ + ~NEPooling3dLayer(); + /** Set the input and output tensors. + * + * Valid data layouts: + * - NDHWC + * + * Valid data type configurations: + * |src |dst | + * |:--------------|:--------------| + * |F16 |F16 | + * |F32 |F32 | + * + * @note Source tensor is padded with -inf for MAX pooling and 0 otherwise + * + * @param[in] input Source tensor. Data types supported: F16/F32. + * @param[out] output Destination tensor. + * @param[in] pool_info Contains pooling operation information described in @ref Pooling3dLayerInfo. + */ + void configure(const ITensor *input, ITensor *output, const Pooling3dLayerInfo &pool_info); + /** Static function to check if given info will lead to a valid configuration of @ref NEPooling3dLayer + * + * + * @param[in] input Source tensor info. Data types supported: F16/F32. + * @param[in] output Destination tensor info. + * @param[in] pool_info Contains pooling operation information described in @ref Pooling3dLayerInfo. + * + * @return a status + */ + static Status validate(const ITensorInfo *input, const ITensorInfo *output, const Pooling3dLayerInfo &pool_info); + + // Inherited methods overridden: + void run() override; + +private: + struct Impl; + std::unique_ptr _impl; +}; +} +#endif /* ARM_COMPUTE_NEPOOLING3DLAYER_H */ -- cgit v1.2.1