1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2021 Arm Limited. 3*c217d954SCole Faust * 4*c217d954SCole Faust * SPDX-License-Identifier: MIT 5*c217d954SCole Faust * 6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy 7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to 8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the 9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or 10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is 11*c217d954SCole Faust * furnished to do so, subject to the following conditions: 12*c217d954SCole Faust * 13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all 14*c217d954SCole Faust * copies or substantial portions of the Software. 15*c217d954SCole Faust * 16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 22*c217d954SCole Faust * SOFTWARE. 23*c217d954SCole Faust */ 24*c217d954SCole Faust #ifndef ARM_COMPUTE_CPU_GEMM_DIRECT_CONV_2D_H 25*c217d954SCole Faust #define ARM_COMPUTE_CPU_GEMM_DIRECT_CONV_2D_H 26*c217d954SCole Faust 27*c217d954SCole Faust #include "arm_compute/core/TensorInfo.h" 28*c217d954SCole Faust #include "src/core/common/Macros.h" 29*c217d954SCole Faust #include "src/cpu/ICpuOperator.h" 30*c217d954SCole Faust #include "src/cpu/operators/CpuActivation.h" 31*c217d954SCole Faust #include "src/cpu/operators/CpuPermute.h" 32*c217d954SCole Faust #include "src/cpu/operators/internal/CpuGemmAssemblyDispatch.h" 33*c217d954SCole Faust 34*c217d954SCole Faust namespace arm_compute 35*c217d954SCole Faust { 36*c217d954SCole Faust // Forward declarations 37*c217d954SCole Faust class ITensor; 38*c217d954SCole Faust struct Conv2dInfo; 39*c217d954SCole Faust namespace cpu 40*c217d954SCole Faust { 41*c217d954SCole Faust class CpuGemmDirectConv2d : public ICpuOperator 42*c217d954SCole Faust { 43*c217d954SCole Faust public: 44*c217d954SCole Faust CpuGemmDirectConv2d(); 45*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuGemmDirectConv2d); 46*c217d954SCole Faust ~CpuGemmDirectConv2d(); 47*c217d954SCole Faust /** Set the input and output tensors. 48*c217d954SCole Faust * 49*c217d954SCole Faust * Valid data layouts: 50*c217d954SCole Faust * - All 51*c217d954SCole Faust * 52*c217d954SCole Faust * Valid data type configurations: 53*c217d954SCole Faust * |src0 |src1 |src2 |dst | 54*c217d954SCole Faust * |:--------------|:--------------|:--------------|:--------------| 55*c217d954SCole Faust * |QASYMM8 |QASYMM8 |S32 |QASYMM8 | 56*c217d954SCole Faust * |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |QASYMM8_SIGNED | 57*c217d954SCole Faust * |F16 |F16 |F16 |F16 | 58*c217d954SCole Faust * |F32 |F32 |F32 |F32 | 59*c217d954SCole Faust * |BFLOAT16 |BFLOAT16 |BFLOAT16 |BFLOAT16 | 60*c217d954SCole Faust * 61*c217d954SCole Faust * @param[in] src Source tensor info. 3 lower dimensions represent a single input [width, height, IFM], 62*c217d954SCole Faust * while every optional dimension from 4 and above represent a batch of inputs. 63*c217d954SCole Faust * Data types supported: QASYMM8/QASYMM8_SIGNED/BFLOAT16/F16/F32. 64*c217d954SCole Faust * @param[in] weights Weights tensor info. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM]. 65*c217d954SCole Faust * Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL/BFLOAT16/F16/F32. 66*c217d954SCole Faust * @param[in] biases Biases tensor info. Shared biases supported. Biases are 1D tensor with dimensions [OFM]. 67*c217d954SCole Faust * Data type supported: Should match @p input data type, except for input of QASYMM8/QASYMM8_SIGNED type where biases should be of S32 type. 68*c217d954SCole Faust * @param[in] dst Destination tensor info. 3 lower dimensions represent a single output [width, height, OFM], while the rest represent batch of outputs. 69*c217d954SCole Faust * Data types supported: Same as @p input. 70*c217d954SCole Faust * @param[in] info Contains padding and stride information described in @ref PadStrideInfo. 71*c217d954SCole Faust */ 72*c217d954SCole Faust void configure(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, ITensorInfo *dst, const Conv2dInfo &info); 73*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration of @ref CpuGemmDirectConv2d 74*c217d954SCole Faust * 75*c217d954SCole Faust * Similar to CpuGemmDirectConv2d::configure() 76*c217d954SCole Faust * 77*c217d954SCole Faust * @return a status 78*c217d954SCole Faust */ 79*c217d954SCole Faust static Status validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst, const Conv2dInfo &info); 80*c217d954SCole Faust 81*c217d954SCole Faust // Inherited methods overridden: 82*c217d954SCole Faust void run(ITensorPack &tensors) override; 83*c217d954SCole Faust void prepare(ITensorPack &constants) override; 84*c217d954SCole Faust experimental::MemoryRequirements workspace() const override; 85*c217d954SCole Faust 86*c217d954SCole Faust private: 87*c217d954SCole Faust enum AuxTensorIdx 88*c217d954SCole Faust { 89*c217d954SCole Faust AsmGemmWorkspace = 0, 90*c217d954SCole Faust Pretranspose, 91*c217d954SCole Faust PermutedWeights, 92*c217d954SCole Faust Count 93*c217d954SCole Faust }; 94*c217d954SCole Faust 95*c217d954SCole Faust std::unique_ptr<CpuGemmAssemblyDispatch> _gemm_asm_func; 96*c217d954SCole Faust std::unique_ptr<CpuActivation> _activation_func; 97*c217d954SCole Faust std::unique_ptr<CpuPermute> _weights_permute_func; 98*c217d954SCole Faust experimental::MemoryRequirements _aux_mem; 99*c217d954SCole Faust TensorInfo _perm_weights; 100*c217d954SCole Faust bool _run_activation; 101*c217d954SCole Faust bool _is_prepared; 102*c217d954SCole Faust }; 103*c217d954SCole Faust } // namespace cpu 104*c217d954SCole Faust } // namespace arm_compute 105*c217d954SCole Faust 106*c217d954SCole Faust #endif /* ARM_COMPUTE_CPU_GEMM_DIRECT_CONV_2D_H */ 107