/* * 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. */ #include "src/cpu/operators/CpuGemmLowpOutputStage.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/core/Validate.h" #include "arm_compute/runtime/NEON/NEScheduler.h" #include "src/common/utils/Log.h" #include "src/cpu/kernels/CpuGemmLowpQuantizeDownInt32ScaleKernel.h" #include "src/cpu/kernels/CpuGemmLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel.h" #include "src/cpu/kernels/CpuGemmLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel.h" #include "src/cpu/kernels/CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel.h" namespace arm_compute { namespace cpu { void CpuGemmLowpOutputStage::configure(ITensorInfo *src, ITensorInfo *bias, ITensorInfo *dst, const GEMMLowpOutputStageInfo &info) { // Perform validate step ARM_COMPUTE_ERROR_THROW_ON(CpuGemmLowpOutputStage::validate(src, bias, dst, info)); ARM_COMPUTE_LOG_PARAMS(src, bias, dst, info); switch (info.type) { case GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT: { switch (info.output_data_type) { case DataType::QASYMM8: { auto k = std::make_unique(); k->configure(src, bias, dst, info.gemmlowp_multiplier, info.gemmlowp_shift, info.gemmlowp_offset, info.gemmlowp_min_bound, info.gemmlowp_max_bound); _kernel = std::move(k); break; } case DataType::QASYMM8_SIGNED: { auto k = std::make_unique(); k->configure(src, bias, dst, info.gemmlowp_multiplier, info.gemmlowp_shift, info.gemmlowp_offset, info.gemmlowp_min_bound, info.gemmlowp_max_bound); _kernel = std::move(k); break; } case DataType::QSYMM16: { auto k = std::make_unique(); k->configure(src, bias, dst, info.gemmlowp_multiplier, info.gemmlowp_shift, info.gemmlowp_min_bound, info.gemmlowp_max_bound); _kernel = std::move(k); break; } default: { ARM_COMPUTE_ERROR("Unsupported output data type."); break; } } break; } case GEMMLowpOutputStageType::QUANTIZE_DOWN: { switch (info.output_data_type) { case DataType::QASYMM8: case DataType::QASYMM8_SIGNED: { auto k = std::make_unique(); k->configure(src, bias, dst, &info); _kernel = std::move(k); break; } default: { ARM_COMPUTE_ERROR("Unsupported output data type."); break; } } break; } default: ARM_COMPUTE_ERROR("Unsupported GEMMLowpOutputStage type."); } } Status CpuGemmLowpOutputStage::validate(const ITensorInfo *src, const ITensorInfo *bias, const ITensorInfo *dst, const GEMMLowpOutputStageInfo &info) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); ARM_COMPUTE_RETURN_ERROR_ON_MSG(dst->data_type() == DataType::UNKNOWN, "CpuGemmLowpOutputStage cannot be used with UNKNOWN output data type."); ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(dst, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::QSYMM16); ARM_COMPUTE_RETURN_ERROR_ON((info.type != GEMMLowpOutputStageType::QUANTIZE_DOWN) && (info.type != GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT)); switch (info.type) { case GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT: { switch (dst->data_type()) { case DataType::QASYMM8: return kernels::CpuGemmLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel::validate( src, bias, dst, info.gemmlowp_min_bound, info.gemmlowp_max_bound); case DataType::QASYMM8_SIGNED: return kernels::CpuGemmLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel::validate( src, bias, dst, info.gemmlowp_min_bound, info.gemmlowp_max_bound); case DataType::QSYMM16: return kernels::CpuGemmLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::validate( src, bias, dst, info.gemmlowp_min_bound, info.gemmlowp_max_bound); default: return ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Unsupported output data type."); } } case GEMMLowpOutputStageType::QUANTIZE_DOWN: { switch (dst->data_type()) { case DataType::QASYMM8: case DataType::QASYMM8_SIGNED: return kernels::CpuGemmLowpQuantizeDownInt32ScaleKernel::validate(src, bias, dst, &info); default: return ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Unsupported output data type."); } } default: return ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Unsupported GEMMLowpOutputStage type."); } } void CpuGemmLowpOutputStage::run(ITensorPack &tensors) { NEScheduler::get().schedule_op(_kernel.get(), Window::DimY, _kernel->window(), tensors); } } // namespace cpu } // namespace arm_compute