steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 1 | /* |
Matthew Bentham | f1aeab9 | 2023-05-30 13:35:34 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2017-2021, 2023 Arm Limited. |
steniu01 | 27b386c | 2017-07-18 17:37:43 +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_CLDIRECTCONVOLUTIONLAYER_H |
| 25 | #define ARM_COMPUTE_CLDIRECTCONVOLUTIONLAYER_H |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 26 | |
Matthew Bentham | f1aeab9 | 2023-05-30 13:35:34 +0000 | [diff] [blame^] | 27 | #include "arm_compute/core/ActivationLayerInfo.h" |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/Types.h" |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 29 | #include "arm_compute/runtime/CL/functions/CLActivationLayer.h" |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 30 | #include "arm_compute/runtime/IFunction.h" |
| 31 | |
| 32 | #include <memory> |
| 33 | |
| 34 | namespace arm_compute |
| 35 | { |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 36 | class CLCompileContext; |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 37 | class ICLTensor; |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 38 | class ITensorInfo; |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 39 | |
| 40 | /** Basic function to execute direct convolution function: |
| 41 | */ |
| 42 | class CLDirectConvolutionLayer : public IFunction |
| 43 | { |
| 44 | public: |
Sheri Zhang | 1efed92 | 2021-03-10 22:43:38 +0000 | [diff] [blame] | 45 | /** Constructor */ |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 46 | CLDirectConvolutionLayer(); |
Sheri Zhang | 1efed92 | 2021-03-10 22:43:38 +0000 | [diff] [blame] | 47 | /** Destructor */ |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 48 | ~CLDirectConvolutionLayer(); |
Sheri Zhang | 1efed92 | 2021-03-10 22:43:38 +0000 | [diff] [blame] | 49 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 50 | CLDirectConvolutionLayer(const CLDirectConvolutionLayer &) = delete; |
| 51 | /** Default move constructor */ |
| 52 | CLDirectConvolutionLayer(CLDirectConvolutionLayer &&); |
| 53 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 54 | CLDirectConvolutionLayer &operator=(const CLDirectConvolutionLayer &) = delete; |
| 55 | /** Default move assignment operator */ |
| 56 | CLDirectConvolutionLayer &operator=(CLDirectConvolutionLayer &&); |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 57 | /** Set the input and output tensors. |
| 58 | * |
Sheri Zhang | a47dcc2 | 2021-04-22 14:41:12 +0100 | [diff] [blame] | 59 | * Valid data layouts: |
| 60 | * - NHWC |
| 61 | * - NCHW |
| 62 | * |
| 63 | * Valid data type configurations: |
| 64 | * |src0 |src1 |src2 |dst | |
| 65 | * |:--------------|:--------------|:------|:--------------| |
| 66 | * |F16 |F16 |F16 |F16 | |
| 67 | * |F32 |F32 |F32 |F32 | |
| 68 | * |QASYMM8 |QASYMM8 |S32 |QASYMM8 | |
| 69 | * |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |QASYMM8_SIGNED | |
| 70 | * |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 71 | * @param[in] input Source tensor. 3 lower dimensions represent a single input [width, height, IFM], |
| 72 | * while every optional dimension from 4 and above represent a batch of inputs. |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 73 | * Data types supported: QASYMM8_SIGNED/QASYMM8/F16/F32. |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 74 | * @param[in] weights Weights tensor. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM]. Data type supported:Same as @p input. |
Georgios Pinitas | 540d008 | 2017-11-17 10:55:00 +0000 | [diff] [blame] | 75 | * @param[in] biases Biases tensor. Shared biases supported. Biases are 1D tensor with dimensions [OFM]. |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 76 | * Data type supported: Should match @p input data type, except for input of QASYMM8 and QASYMM8_SIGNED type where biases should be of S32 type. |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 77 | * @param[out] output Destination tensor. 3 lower dimensions represent a single output [width, height, OFM], while the rest represent batch of outputs. |
| 78 | * Data types supported: Same as @p input. |
| 79 | * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo. |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 80 | * @param[in] act_info (Optional) Activation layer information in case of a fused activation. |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 81 | */ |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 82 | void configure(ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, const PadStrideInfo &conv_info, const ActivationLayerInfo &act_info = ActivationLayerInfo()); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 83 | /** Set the input and output tensors. |
| 84 | * |
| 85 | * @param[in] compile_context The compile context to be used. |
| 86 | * @param[in] input Source tensor. 3 lower dimensions represent a single input [width, height, IFM], |
| 87 | * while every optional dimension from 4 and above represent a batch of inputs. |
| 88 | * Data types supported: QASYMM8_SIGNED/QASYMM8/F16/F32. |
| 89 | * @param[in] weights Weights tensor. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM]. Data type supported:Same as @p input. |
| 90 | * @param[in] biases Biases tensor. Shared biases supported. Biases are 1D tensor with dimensions [OFM]. |
| 91 | * Data type supported: Should match @p input data type, except for input of QASYMM8 and QASYMM8_SIGNED type where biases should be of S32 type. |
| 92 | * @param[out] output Destination tensor. 3 lower dimensions represent a single output [width, height, OFM], while the rest represent batch of outputs. |
| 93 | * Data types supported: Same as @p input. |
| 94 | * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo. |
| 95 | * @param[in] act_info (Optional) Activation layer information in case of a fused activation. |
| 96 | */ |
| 97 | void configure(const CLCompileContext &compile_context, ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, const PadStrideInfo &conv_info, |
| 98 | const ActivationLayerInfo &act_info = ActivationLayerInfo()); |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 99 | /** Static function to check if given info will lead to a valid configuration of @ref CLDirectConvolutionLayer |
| 100 | * |
| 101 | * @param[in] input Source tensor. 3 lower dimensions represent a single input [width, height, IFM], |
| 102 | * while every optional dimension from 4 and above represent a batch of inputs. |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 103 | * Data types supported: QASYMM8_SIGNED/QASYMM8/F16/F32. |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 104 | * @param[in] weights Weights tensor. Weights are 4D tensor with dimensions [kernel_x, kernel_y, IFM, OFM]. Data type supported:Same as @p input. |
Sheri Zhang | 681f2d4 | 2020-02-20 11:23:08 +0000 | [diff] [blame] | 105 | * @param[in] biases Biases tensor. Shared biases supported. Biases are 1D tensor with dimensions [OFM]. |
| 106 | * Data type supported: Should match @p input data type, except for input of QASYMM8 and QASYMM8_SIGNED type where biases should be of S32 type. |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 107 | * @param[in] output Destination tensor. 3 lower dimensions represent a single output [width, height, OFM], while the rest represent batch of outputs. |
| 108 | * Data types supported: Same as @p input. |
| 109 | * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo. |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 110 | * @param[in] act_info (Optional) Activation layer information in case of a fused activation. |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 111 | * |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 112 | * @return a status |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 113 | */ |
Isabella Gottardi | 3f217ec | 2018-02-12 14:59:19 +0000 | [diff] [blame] | 114 | static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const PadStrideInfo &conv_info, |
| 115 | const ActivationLayerInfo &act_info = ActivationLayerInfo()); |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 116 | |
| 117 | // Inherited methods overridden: |
| 118 | void run() override; |
| 119 | |
| 120 | private: |
Sheri Zhang | 1efed92 | 2021-03-10 22:43:38 +0000 | [diff] [blame] | 121 | struct Impl; |
| 122 | std::unique_ptr<Impl> _impl; |
steniu01 | 27b386c | 2017-07-18 17:37:43 +0100 | [diff] [blame] | 123 | }; |
| 124 | } |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 125 | #endif /* ARM_COMPUTE_CLDIRECTCONVOLUTIONLAYER_H */ |