Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 1 | /* |
Matthew Bentham | f1aeab9 | 2023-05-30 13:35:34 +0000 | [diff] [blame] | 2 | * Copyright (c) 2019-2023 Arm Limited. |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 24 | #ifndef ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H |
| 25 | #define ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 26 | |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/KernelDescriptors.h" |
SiCong Li | 9129549 | 2023-07-21 18:16:13 +0100 | [diff] [blame] | 28 | #include "arm_compute/function_info/ConvolutionInfo.h" |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 29 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 30 | #include "src/core/CL/ICLKernel.h" |
| 31 | |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 32 | namespace arm_compute |
| 33 | { |
| 34 | class ICLTensor; |
| 35 | |
| 36 | /** Interface for the kernel to run a MxN depthwise convolution. M and N are respectively the rows and columns of the filter |
| 37 | This kernel assumes that tensor for the weights is NOT reshaped (Native version) */ |
| 38 | class CLDepthwiseConvolutionLayerNativeKernel : public ICLKernel |
| 39 | { |
| 40 | public: |
| 41 | /** Default Constructor */ |
| 42 | CLDepthwiseConvolutionLayerNativeKernel(); |
| 43 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 44 | CLDepthwiseConvolutionLayerNativeKernel(const CLDepthwiseConvolutionLayerNativeKernel &) = delete; |
| 45 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 46 | CLDepthwiseConvolutionLayerNativeKernel &operator=(const CLDepthwiseConvolutionLayerNativeKernel &) = delete; |
| 47 | /** Allow instances of this class to be moved */ |
| 48 | CLDepthwiseConvolutionLayerNativeKernel(CLDepthwiseConvolutionLayerNativeKernel &&) = default; |
| 49 | /** Allow instances of this class to be moved */ |
| 50 | CLDepthwiseConvolutionLayerNativeKernel &operator=(CLDepthwiseConvolutionLayerNativeKernel &&) = default; |
Gian Marco Iodice | 8155c02 | 2021-04-16 15:08:59 +0100 | [diff] [blame] | 51 | |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 52 | /** Initialize the function's source, destination and parameters |
| 53 | * |
Gian Marco Iodice | 8155c02 | 2021-04-16 15:08:59 +0100 | [diff] [blame] | 54 | * @param[in] compile_context The compile context to be used. |
| 55 | * @param[in] input Source tensor. Data type supported: QASYMM8/QASYMM8_SIGNED/FP32/FP16. Data layout supported: NHWC |
| 56 | * @param[in] weights Weights tensor. A 3D tensor with dimensions [IFM, N, M]. |
| 57 | * Data type supported: Same as @p input or QASYMM8/QASYMM8_SIGNED/QSYMM8_PER_CHANNEL when @p input is QASYMM8. |
| 58 | * @param[in] biases Biases tensor. A 1D tensor with dimensions [IFM]. Must be nullptr if not needed. |
| 59 | * Data type supported: Same as @p input, S32 when input is QASYMM8/QASYMM8_SIGNED. |
| 60 | * @param[out] output Destination tensor. Pass in nullptr or @p input for in-place operation. Data type supported: Same as @p input. |
| 61 | * @param[in] dwc_info Depthwise convolution layer info |
| 62 | * @param[in] conv_info Convolution info (padding, stride, dilation, ...) |
| 63 | * @param[in] output_multipliers (Optional) Output multipliers tensor for quantized computations. In case of per-channel quantization, |
| 64 | * the number of multipliers must be equal to the number of filters (IFM). Supported data types: S32 |
| 65 | * @param[in] output_shifts (Optional) Output shifts tensor for quantized computations. In case of per-channel quantization, |
Michele Di Giorgio | df4cf57 | 2019-10-09 15:32:39 +0100 | [diff] [blame] | 66 | * the number of multipliers must be equal to the number of filters (IFM). Supported data types: S32 |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 67 | * |
| 68 | * @note: In-place is only supported when |
| 69 | * * data layout: NHWC |
| 70 | * * filter: 1x1 |
| 71 | * * @p depth_multiplier: 1 |
| 72 | * * strides: 1 |
| 73 | * * dilation: 1 |
| 74 | * * no padding |
| 75 | * * no change of data layout after configure |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 76 | */ |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 77 | void configure(const CLCompileContext &compile_context, |
| 78 | ICLTensor *input, |
| 79 | const ICLTensor *weights, |
| 80 | const ICLTensor *biases, |
| 81 | ICLTensor *output, |
| 82 | const DWCComputeKernelInfo &dwc_info, |
| 83 | const ConvolutionInfo &conv_info, |
| 84 | const ICLTensor *output_multipliers = nullptr, |
| 85 | const ICLTensor *output_shifts = nullptr); |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 86 | |
Gian Marco Iodice | 8155c02 | 2021-04-16 15:08:59 +0100 | [diff] [blame] | 87 | /** Static function to check if given info will lead to a valid configuration of @ref CLDepthwiseConvolutionLayerNativeKernel |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 88 | * |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 89 | * Similar to @ref CLDepthwiseConvolutionLayerNativeKernel::configure() |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 90 | */ |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 91 | void configure(ICLTensor *input, |
| 92 | const ICLTensor *weights, |
| 93 | const ICLTensor *biases, |
| 94 | ICLTensor *output, |
| 95 | const DWCComputeKernelInfo &dwc_info, |
| 96 | const ConvolutionInfo &conv_info, |
| 97 | const ICLTensor *output_multipliers = nullptr, |
| 98 | const ICLTensor *output_shifts = nullptr); |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 99 | |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 100 | /** Static function to check if given info will lead to a valid configuration of @ref CLDepthwiseConvolutionLayerNativeKernel |
| 101 | * |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 102 | * Similar to @ref CLDepthwiseConvolutionLayerNativeKernel::configure() |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 103 | * |
| 104 | * @return a status |
| 105 | */ |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 106 | static Status validate(const ITensorInfo *input, |
| 107 | const ITensorInfo *weights, |
| 108 | const ITensorInfo *biases, |
| 109 | const ITensorInfo *output, |
| 110 | const DWCComputeKernelInfo &dwc_info, |
| 111 | const ConvolutionInfo &conv_info, |
| 112 | const ITensorInfo *output_multipliers = nullptr, |
| 113 | const ITensorInfo *output_shifts = nullptr); |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 114 | |
| 115 | // Inherited methods overridden: |
| 116 | void run(const Window &window, cl::CommandQueue &queue) override; |
| 117 | |
| 118 | private: |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 119 | const ICLTensor *_input{}; |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 120 | const ICLTensor *_weights{}; |
| 121 | const ICLTensor *_biases{}; |
| 122 | ICLTensor *_output{}; |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 123 | unsigned int _depth_multiplier{0}; |
SiCongLi | bc4e311 | 2021-06-29 13:18:30 +0100 | [diff] [blame] | 124 | const ICLTensor *_output_multipliers{}; |
| 125 | const ICLTensor *_output_shifts{}; |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 126 | bool _export_input_to_cl_image{false}; |
| 127 | bool _export_weights_to_cl_image{true}; |
| 128 | bool _is_quantized{false}; |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 129 | }; |
| 130 | } // namespace arm_compute |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 131 | #endif /*ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERNATIVEKERNEL_H */ |