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authorGian Marco Iodice <gianmarco.iodice@arm.com>2017-10-09 15:05:40 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commitab18212dd287cc0ec9b7c1a2c72455fe75ebd13d (patch)
treef802205d85785da671ddd1949ba61b9dc36a3035 /arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h
parented194b1fbec6627896c5c12f74460b9142b98f7d (diff)
downloadComputeLibrary-ab18212dd287cc0ec9b7c1a2c72455fe75ebd13d.tar.gz
COMPMID-616 - Optimizing GEMMLowp on NEON intrinsics
Change-Id: Ibbeff5d37249b6e8fc34ad496035a1511c9da5a3 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/94072 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
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+/*
+ * Copyright (c) 2017 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_NEGEMMLOWPMATRIXMULTIPLYCORE_H__
+#define __ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H__
+
+#include "arm_compute/core/NEON/INEKernel.h"
+#include "arm_compute/runtime/IFunction.h"
+#include "arm_compute/runtime/IMemoryManager.h"
+#include "arm_compute/runtime/MemoryGroup.h"
+#include "arm_compute/runtime/Tensor.h"
+
+#include <memory>
+
+namespace arm_compute
+{
+class ITensor;
+
+/** Basic function to execute GEMMLowpMatrixMultiplyCore on NEON. This function calls the following NEON kernels if the DOT product instruction is not available:
+ *
+ * -# @ref NEGEMMInterleave4x4Kernel
+ * -# @ref NEGEMMTranspose1xWKernel
+ * -# @ref NEGEMMLowpMatrixMultiplyKernel
+ *
+ * otherwise if the DOT product instruction is available:
+ *
+ * -# @ref NEGEMMInterleaveBlockedKernel
+ * -# @ref NEGEMMLowpAArch64V8P4Kernel
+ *
+*/
+class NEGEMMLowpMatrixMultiplyCore : public IFunction
+{
+public:
+ /** Constructor */
+ NEGEMMLowpMatrixMultiplyCore(std::shared_ptr<IMemoryManager> memory_manager = nullptr);
+ /** Initialise the kernel's inputs, output
+ *
+ * @note GEMM_LOWP: low precision GEMM kernel
+ * This kernel performs the following computations:
+ *
+ * -# Convert a values from uint8 to int32
+ * -# Convert b values from uint8 to int32
+ * -# Compute the int32 matrix product of the resulting a * b.
+ *
+ * @param[in] a First input tensor (Matrix A). Data type supported: U8.
+ * @param[in] b Second input tensor (Matrix B). Data type supported: same as @p a
+ * @param[out] output Output tensor. Data type supported: Data type supported: S32
+ */
+ void configure(const ITensor *a, const ITensor *b, ITensor *output);
+
+ // Inherited methods overridden:
+ void run() override;
+
+private:
+ MemoryGroup _memory_group;
+ std::unique_ptr<INEKernel> _mm_kernel;
+ std::unique_ptr<INEKernel> _mtx_a_reshape_kernel;
+ std::unique_ptr<INEKernel> _mtx_b_reshape_kernel;
+ Tensor _tmp_a;
+ Tensor _tmp_b;
+};
+}
+#endif /*__ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H__ */