From bf9731edfa0439cad4d70efc3065e71e199c62b8 Mon Sep 17 00:00:00 2001 From: Gian Marco Iodice Date: Wed, 12 Dec 2018 10:18:04 +0000 Subject: COMPMID-1687: Optimize CLGEMMMatrixMultiplyKernel for Mali-G76 - Part1 The current implementation is limited just to FP32 Change-Id: I185ab57e483e879d7c301e9cc3033efc8b41e244 Reviewed-on: https://review.mlplatform.org/389 Reviewed-by: Anthony Barbier Tested-by: Arm Jenkins Reviewed-by: Michele Di Giorgio --- arm_compute/core/CL/CLKernels.h | 1 + .../kernels/CLGEMMMatrixMultiplyReshapedKernel.h | 88 ++++++++++++++++++++++ 2 files changed, 89 insertions(+) create mode 100644 arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h (limited to 'arm_compute/core/CL') diff --git a/arm_compute/core/CL/CLKernels.h b/arm_compute/core/CL/CLKernels.h index 37b92f2d6c..d89426dd32 100644 --- a/arm_compute/core/CL/CLKernels.h +++ b/arm_compute/core/CL/CLKernels.h @@ -78,6 +78,7 @@ #include "arm_compute/core/CL/kernels/CLGEMMMatrixAccumulateBiasesKernel.h" #include "arm_compute/core/CL/kernels/CLGEMMMatrixAdditionKernel.h" #include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyKernel.h" +#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h" #include "arm_compute/core/CL/kernels/CLGEMMMatrixVectorMultiplyKernel.h" #include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" #include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h" diff --git a/arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h b/arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h new file mode 100644 index 0000000000..d0f67e6f2c --- /dev/null +++ b/arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h @@ -0,0 +1,88 @@ +/* + * Copyright (c) 2018 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_CLGEMMMATRIXMULTIPLYRESHAPEDKERNEL_H__ +#define __ARM_COMPUTE_CLGEMMMATRIXMULTIPLYRESHAPEDKERNEL_H__ + +#include "arm_compute/core/CL/ICLKernel.h" + +namespace arm_compute +{ +class ICLTensor; + +/** OpenCL kernel to multiply matrices when both the input matrices LHS (input0) and RHS (input1) have been reshaped + * + * @note The input matrices @p input0 and @p input1 must be reshaped through @ref CLGEMMReshapeLHSMatrixKernel and @ref CLGEMMReshapeRHSMatrixKernel + */ +class CLGEMMMatrixMultiplyReshapedKernel : public ICLKernel +{ +public: + /** Default Constructor */ + CLGEMMMatrixMultiplyReshapedKernel(); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLGEMMMatrixMultiplyReshapedKernel(const CLGEMMMatrixMultiplyReshapedKernel &) = delete; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLGEMMMatrixMultiplyReshapedKernel &operator=(const CLGEMMMatrixMultiplyReshapedKernel &) = delete; + /** Allow instances of this class to be moved */ + CLGEMMMatrixMultiplyReshapedKernel(CLGEMMMatrixMultiplyReshapedKernel &&) = default; + /** Allow instances of this class to be moved */ + CLGEMMMatrixMultiplyReshapedKernel &operator=(CLGEMMMatrixMultiplyReshapedKernel &&) = default; + /** Initialise the kernel's input and output. + * + * @param[in] input0 Input tensor containing the LHS reshaped matrix. Data type supported: F32/F16 + * @param[in] input1 Input tensor containing the RHS reshaped matrix. Data type supported: same as @p input0 + * @param[out] output Output tensor to store the result of matrix multiplication. Data type supported: same as @p input0 + * @param[in] alpha Weight of the matrix product + * @param[in] lhs_info LHS matrix information used for reshaping the input0 tensor + * @param[in] rhs_info RHS matrix information used for reshaping the input1 tensor + * @param[in] gemm_info GEMM information used to retrieve the original dimensions of the input matrices + */ + void configure(const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output, float alpha, const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info, + const GEMMReshapeInfo &gemm_info); + /** Static function to check if given info will lead to a valid configuration of @ref CLGEMMMatrixMultiplyReshapedKernel + * + * @param[in] input0 Input tensor containing the LHS reshaped matrix. Data type supported: F32/F16 + * @param[in] input1 Input tensor containing the RHS reshaped matrix. Data type supported: same as @p input0 + * @param[in] output Output tensor to store the result of matrix multiplication. Data type supported: same as @p input0 + * @param[in] alpha Weight of the matrix product + * @param[in] lhs_info LHS matrix information used for reshaping the input0 tensor + * @param[in] rhs_info RHS matrix information used for reshaping the input1 tensor + * @param[in] gemm_info GEMM information used to retrieve the original dimensions of the input matrices + * + * @return a status + */ + static Status validate(const ITensorInfo *input0, const ITensorInfo *input1, const ITensorInfo *output, float alpha, const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info, + const GEMMReshapeInfo &gemm_info); + + // Inherited methods overridden: + void run(const Window &window, cl::CommandQueue &queue) override; + +private: + const ICLTensor *_input0; + const ICLTensor *_input1; + ICLTensor *_output; + bool _slide_matrix_b; + bool _reinterpret_output_as_3d; +}; +} // namespace arm_compute +#endif /*__ARM_COMPUTE_CLGEMMMATRIXMULTIPLYRESHAPEDKERNEL_H__*/ \ No newline at end of file -- cgit v1.2.1