From 7061eb283969f9a020c08349454447564e4dd5b3 Mon Sep 17 00:00:00 2001 From: SiCong Li Date: Fri, 8 Jan 2021 15:16:02 +0000 Subject: Implement MLGO module * Implement MLGOHeuristics which provides a query and a loading interface * Implement a top-down parser MLGOParser for parsing dotmlgo * Add validation tests for MLGOHeuristics Resolves COMPMID-3840, COMPMID-3841 Signed-off-by: SiCong Li Change-Id: Iae96d2779524b2dd83623d1a3a30ef57823ae084 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4941 Tested-by: Arm Jenkins Reviewed-by: Georgios Pinitas Comments-Addressed: Arm Jenkins --- src/runtime/CL/mlgo/Common.h | 81 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 81 insertions(+) create mode 100644 src/runtime/CL/mlgo/Common.h (limited to 'src/runtime/CL/mlgo/Common.h') diff --git a/src/runtime/CL/mlgo/Common.h b/src/runtime/CL/mlgo/Common.h new file mode 100644 index 0000000000..a2d3ec8241 --- /dev/null +++ b/src/runtime/CL/mlgo/Common.h @@ -0,0 +1,81 @@ +/* + * Copyright (c) 2021 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 SRC_MLGO_COMMON_H +#define SRC_MLGO_COMMON_H + +#include "arm_compute/core/Types.h" +#include "arm_compute/runtime/CL/CLTypes.h" + +namespace arm_compute +{ +namespace mlgo +{ +/** Types of Heuristic (tree) */ +enum class HeuristicType +{ + GEMM_Type, /**< About the type of gemm */ + GEMM_Config_Native, /**< About the gemm config for native kernel */ + GEMM_Config_Reshaped_Only_RHS, /**< About the gemm config for reshaped only rhs kernel */ + GEMM_Config_Reshaped /**< About the gemm config for reshaped kernel */ +}; + +using GEMMType = CLGEMMKernelType; + +/** GEMM Configuration for Native kernel */ +struct GEMMConfigNative +{ + unsigned int m0; /**< Number of rows processed by the matrix multiplication */ + unsigned int n0; /**< Number of columns processed by the matrix multiplication */ + unsigned int k0; /**< Number of partial accumulations performed by the matrix multiplication */ +}; + +/** GEMM Configuration for Reshaped Only RHS kernel */ +struct GEMMConfigReshapedOnlyRHS +{ + unsigned int m0; /**< Number of rows processed by the matrix multiplication */ + unsigned int n0; /**< Number of columns processed by the matrix multiplication */ + unsigned int k0; /**< Number of partial accumulations performed by the matrix multiplication */ + unsigned int h0; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */ + bool interleave_rhs; /**< True if the h0 (k0xn0) blocks have to be interleaved in the output row */ + bool transpose_rhs; /**< True if the (k0xn0) block has to be transposed before been stored */ + bool export_cl_image; /**< True if the reshaped rhs has to be exported to cl_image. n0 must be equal to 4 */ +}; + +/** GEMM Configuration for Reshaped kernel */ +struct GEMMConfigReshaped +{ + unsigned int m0; /**< Number of rows processed by the matrix multiplication */ + unsigned int n0; /**< Number of columns processed by the matrix multiplication */ + unsigned int k0; /**< Number of partial accumulations performed by the matrix multiplication */ + unsigned int v0; /**< Number of vertical blocks of size (m0xk0) stored on the same output row */ + unsigned int h0; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */ + bool interleave_lhs; /**< True if the v0 (m0xk0) blocks have to be interleaved in the output row */ + bool interleave_rhs; /**< True if the h0 (k0xn0) blocks have to be interleaved in the output row */ + bool transpose_rhs; /**< True if the (k0xn0) block has to be transposed before been stored */ + bool export_cl_image; /**< True if the reshaped rhs has to be exported to cl_image. n0 must be equal to 4 */ +}; + +} // namespace mlgo +} // namespace arm_compute +#endif // SRC_MLGO_COMMON_H \ No newline at end of file -- cgit v1.2.1