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authorManuel Bottini <manuel.bottini@arm.com>2021-06-17 17:18:45 +0100
committerManuel Bottini <manuel.bottini@arm.com>2021-06-22 17:03:54 +0000
commitae58bdf3b58739e105a24e3640d0245e81cea5ee (patch)
treee993b8768c3eff364a7c706db411c799fa86bfe0 /src/runtime/cpu/operators/CpuGemmLowpOutputStage.h
parent2db3a9955ef22be4be8ccd5a45bc0973ef80e42a (diff)
downloadComputeLibrary-ae58bdf3b58739e105a24e3640d0245e81cea5ee.tar.gz
Port NEGEMMLowp Part 1
Details: Port NEGEMMLowpQuantizeDownInt32ScaleKernel to CpuGemmLowpQuantizeDownInt32ScaleKernel Port NEGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel to CpuGemmLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel Port NEGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel to CpuGemmLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel Port NEGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel to CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel Port NEGEMMLowpOutputStage functions to CpuGemmLowpOutputStage operators Partially Resolves: COMPMID-4403 Change-Id: I6d5f45e43f35d731d564ed3b5c0e804d2a318fb1 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5833 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@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 ARM_COMPUTE_CPU_GEMMLOWP_OUTPUTSTAGE_H
+#define ARM_COMPUTE_CPU_GEMMLOWP_OUTPUTSTAGE_H
+
+#include "arm_compute/core/Types.h"
+#include "src/runtime/cpu/ICpuOperator.h"
+
+/** This file contains all available output stages for GEMMLowp.
+ *
+ * In gemmlowp, the "output stage" is the process that takes a final int32 accumulator value (the output of @ref NEGEMMLowpMatrixMultiplyCore),
+ * and processes it to obtain the final ASYMM8 value.
+ *
+ * More information about the GEMMLowp output stage can be found at https://github.com/google/gemmlowp/blob/master/doc/output.md
+ */
+
+namespace arm_compute
+{
+namespace cpu
+{
+/** Basic function to execute GEMMLowpQuantizeDown kernels.
+ *
+ * This function calls the following kernels:
+ *
+ * -# @ref kernels::CpuGemmLowpQuantizeDownInt32ScaleKernel
+ * -# @ref kernels::CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel
+ * -# @ref kernels::CpuGemmLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel
+ * -# @ref kernels::CpuGemmLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel
+*/
+class CpuGemmLowpOutputStage : public ICpuOperator
+{
+public:
+ /** Constructor */
+ CpuGemmLowpOutputStage() = default;
+ /** Default destructor */
+ ~CpuGemmLowpOutputStage() = default;
+ /** Initialise the kernel's inputs, output
+ *
+ * Valid data layouts:
+ * - All
+ *
+ * Valid data type configurations:
+ * |src0 |src1 |dst |
+ * |:--------------|:-------------|:-------------|
+ * |S32 |S32 |QASYMM8 |
+ * |S32 |S32 |QASYMM8_SIGNED|
+ * |S32 |S32 |QSYMM16 |
+ *
+ * @param[in] src Input tensor info. Data type supported: S32
+ * @param[in] bias Biases tensor info. Only shared biases supported and it can be a nullptr if the biases addition is not required.
+ * Biases are 1D tensor with dimensions [OFM]. Data type supported: Same as @p input.
+ * @param[out] dst Output tensor info. Data type supported: Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM16
+ * @param[in] info GEMMLowp output stage metadata.
+ */
+ void configure(ITensorInfo *src, ITensorInfo *bias, ITensorInfo *dst, const GEMMLowpOutputStageInfo &info);
+ /** Static function to check if given info will lead to a valid configuration
+ *
+ * Similar to CpuGemmLowpOutputStage::configure()
+ *
+ * @return a status
+ */
+ static Status validate(const ITensorInfo *src, const ITensorInfo *bias, const ITensorInfo *dst, const GEMMLowpOutputStageInfo &info);
+
+ // Inherited methods overridden:
+ void run(ITensorPack &tensors) override;
+};
+} // namespace cpu
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_CPU_GEMMLOWP_OUTPUTSTAGE_H */