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authorSiCong Li <sicong.li@arm.com>2021-02-04 13:07:09 +0000
committerSiCong Li <sicong.li@arm.com>2021-02-09 12:44:46 +0000
commitbd8b1e2246226c665ec9f4cc36d9b63399f7ac4e (patch)
treef6359809cef8d2a03abec3911d523fbcc7996612 /src/runtime/CL/gemm_auto_heuristics/CLGEMMAutoHeuristics.h
parentdb4a6c15e55aaffbe555c33f3e10795d822701e7 (diff)
downloadComputeLibrary-bd8b1e2246226c665ec9f4cc36d9b63399f7ac4e.tar.gz
Integrate MLGO into CLGEMM and CLGEMMLowpMatrixMultiplyCore: Part3
* Implement a common interface across both functions and across mlgo and default heuristics. This interface is implemented as: * A set of adaptor functions in new cl_gemm::auto_heuristics namespace as: * select_default_*: For selecting configs using default heuristics * select_mlgo_*: For selecting configs using mlgo heuristics These adaptor functions have the same interface * On top of these adaptor functions, a set of auto_select_* functions that automatically selects between mlgo and default (prioritize mlgo). Note that auto_select_gemm_config_* are implemented in each individual function. This is because the auto selection depends on the validation of its hosting functions. When we are able to decouple and abstract the validation logics, it's possible to share the core auto_gemm_config_* in cl_gemm::auto_heuristics namespace as well. * Apply this interface in CLGEMM for the selection of gemm config reshaped only rhs and gemm kernel type Resolves: COMPMID-3843, COMPMID-3844 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Idf7fb46837a027449aae1e251346b2701866309a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4991 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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+/*
+ * 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_RUNTIME_CL_GEMM_AUTO_HEURISTICS_CL_GEMM_AUTO_HEURISTICS_H
+#define SRC_RUNTIME_CL_GEMM_AUTO_HEURISTICS_CL_GEMM_AUTO_HEURISTICS_H
+
+#include "arm_compute/core/GPUTarget.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/CL/CLTypes.h"
+
+namespace arm_compute
+{
+namespace cl_gemm
+{
+namespace auto_heuristics
+{
+/** A collection of adaptor functions that enable the auto selection between mlgo-based heuristics and default heuristics */
+
+/** Common query */
+struct CommonQuery
+{
+ GPUTarget gpu_target; /**< Which @ref GPUTarget to query about */
+ DataType data_type; /**< Data type */
+ unsigned int m; /**< Number of rows for the lhs matrix. Lhs matrix NOT transposed */
+ unsigned int n; /**< Number of columns for the rhs matrix. Rhs matrix NOT transposed */
+ unsigned int k; /**< Number of rows for the rhs matrix. Rhs matrix NOT transposed */
+ unsigned int b; /**< Batch size */
+};
+
+/** Result of querying about GEMM config ( @ref GEMMLHSMatrixInfo and @ref GEMMRHSMatrixInfo) */
+struct GEMMConfigResult
+{
+ GEMMConfigResult(bool valid, const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info)
+ : valid{ valid }, lhs_info{ lhs_info }, rhs_info{ rhs_info }
+ {
+ }
+ /** Test if the result is valid */
+ operator bool() const
+ {
+ return valid;
+ }
+ bool valid; /** If the result is valid */
+ GEMMLHSMatrixInfo lhs_info; /** @ref GEMMLHSMatrixInfo */
+ GEMMRHSMatrixInfo rhs_info; /** @ref GEMMRHSMatrixInfo */
+};
+
+/** Automatically select between mlgo and default heuristics to choose @ref CLGEMMKernelType
+ * @param query Query
+ * @param reshape_b_only_on_first_run Additional query parameter if reshape b only on first run
+ * @return CLGEMMKernelType
+ */
+CLGEMMKernelType auto_select_gemm_kernel(const CommonQuery &query, bool reshape_b_only_on_first_run);
+
+/** Select gemm config based on mlgo heuristics
+ * @param query Query
+ * @return GEMMConfigResult
+ */
+GEMMConfigResult select_mlgo_gemm_config_reshaped_only_rhs(const CommonQuery &query);
+
+/** Select gemm config based on default heuristics
+ * @param query Query
+ * @return GEMMConfigResult
+ */
+GEMMConfigResult select_default_gemm_config_reshaped_only_rhs(const CommonQuery &query);
+} // namespace auto_heuristics
+} // namespace cl_gemm
+} // namespace arm_compute
+
+#endif // SRC_RUNTIME_CL_GEMM_AUTO_HEURISTICS_CL_GEMM_AUTO_HEURISTICS_H \ No newline at end of file