SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 1 | /* |
SiCong Li | 5a63d1e | 2023-01-06 16:28:57 +0000 | [diff] [blame] | 2 | * Copyright (c) 2022-2023 Arm Limited. |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +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 | */ |
| 24 | #include "ClComponentDirectConv2d.h" |
| 25 | |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 27 | #include "arm_compute/core/Validate.h" |
SiCong Li | 5a63d1e | 2023-01-06 16:28:57 +0000 | [diff] [blame] | 28 | #include "arm_compute/dynamic_fusion/sketch/attributes/Conv2dAttributes.h" |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 29 | |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 30 | #include "src/core/CL/CLValidate.h" |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 31 | |
| 32 | #ifndef ACL_INTERNAL_TEST_CKW_IN_DF |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 33 | #include "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateDirectConv2d.h" |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 34 | #else // ACL_INTERNAL_TEST_CKW_IN_DF |
| 35 | #include "src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwDirectConv2d.h" |
| 36 | #endif // ACL_INTERNAL_TEST_CKW_IN_DF |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace experimental |
| 41 | { |
| 42 | namespace dynamic_fusion |
| 43 | { |
Gunes Bayir | 7dc0234 | 2022-11-21 21:46:50 +0000 | [diff] [blame] | 44 | bool ClComponentDirectConv2dSettings::export_to_cl_image() const |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 45 | { |
Viet-Hoa Do | e2e6d74 | 2023-03-01 15:46:10 +0000 | [diff] [blame] | 46 | return _desc.export_weights_to_cl_image; |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 47 | } |
| 48 | |
Gunes Bayir | 7dc0234 | 2022-11-21 21:46:50 +0000 | [diff] [blame] | 49 | ClComponentDirectConv2dSettings &ClComponentDirectConv2dSettings::fast_relaxed_math(bool fast_relaxed_math) |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 50 | { |
| 51 | _fast_relaxed_math = fast_relaxed_math; |
| 52 | return *this; |
| 53 | } |
| 54 | |
Gunes Bayir | 7dc0234 | 2022-11-21 21:46:50 +0000 | [diff] [blame] | 55 | bool ClComponentDirectConv2dSettings::fast_relaxed_math() const |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 56 | { |
| 57 | return _fast_relaxed_math; |
| 58 | } |
| 59 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 60 | ClComponentDirectConv2dSettings & |
| 61 | ClComponentDirectConv2dSettings::direct_conv_descriptor(const DirectConvComputeKernelInfo &desc) |
Ramy Elgammal | df6a3b0 | 2022-11-30 16:23:10 +0000 | [diff] [blame] | 62 | { |
| 63 | _desc = desc; |
| 64 | return *this; |
| 65 | } |
| 66 | |
| 67 | DirectConvComputeKernelInfo ClComponentDirectConv2dSettings::direct_conv_descriptor() const |
| 68 | { |
| 69 | return _desc; |
| 70 | } |
| 71 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 72 | Status ClComponentDirectConv2d::validate(const Properties &properties, |
| 73 | const ArgumentPack<ITensorInfo> &tensors, |
| 74 | const Attributes &attributes, |
| 75 | const Settings &settings) |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 76 | { |
Ramy Elgammal | df6a3b0 | 2022-11-30 16:23:10 +0000 | [diff] [blame] | 77 | ARM_COMPUTE_UNUSED(properties); |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 78 | const auto src = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 79 | const auto wei = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 80 | const auto bia = tensors.get_const_tensor(TensorType::ACL_SRC_2); |
| 81 | const auto dst = tensors.get_const_tensor(TensorType::ACL_DST_0); |
| 82 | |
| 83 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, wei, dst); |
| 84 | |
| 85 | // 1. Check validity |
| 86 | // Matching data type |
| 87 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, wei); |
| 88 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 89 | if (bia != nullptr) |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 90 | { |
| 91 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, bia); |
| 92 | } |
| 93 | |
| 94 | // Matching data layout |
| 95 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(src, wei); |
| 96 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(src, dst); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 97 | if (bia != nullptr) |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 98 | { |
| 99 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(src, bia); |
| 100 | } |
| 101 | |
| 102 | // All tensor infos are initialized |
| 103 | ARM_COMPUTE_RETURN_ERROR_ON(src->tensor_shape().total_size() == 0); |
| 104 | ARM_COMPUTE_RETURN_ERROR_ON(wei->tensor_shape().total_size() == 0); |
| 105 | ARM_COMPUTE_RETURN_ERROR_ON(dst->tensor_shape().total_size() == 0); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 106 | if (bia != nullptr) |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 107 | { |
| 108 | ARM_COMPUTE_RETURN_ERROR_ON(bia->tensor_shape().total_size() == 0); |
| 109 | } |
| 110 | // Device requirements are met |
| 111 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src); |
| 112 | // wei shape is correct |
| 113 | const DataLayout data_layout = src->data_layout(); |
| 114 | const int channel_idx = get_data_layout_dimension_index(data_layout, DataLayoutDimension::CHANNEL); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 115 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(wei->dimension(channel_idx) != src->dimension(channel_idx), |
| 116 | "Weights feature map dimension should match the respective src's one"); |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 117 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(wei->num_dimensions() > 4, "Weights can be at most 4 dimensional"); |
| 118 | |
| 119 | // dst shape is correct |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 120 | PadStrideInfo legacy_pad_stride(attributes.stride().x(), attributes.stride().y(), attributes.pad().left, |
| 121 | attributes.pad().right, attributes.pad().top, attributes.pad().bottom, |
| 122 | DimensionRoundingType{}); |
| 123 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS( |
| 124 | dst->tensor_shape(), misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, legacy_pad_stride)); |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 125 | |
| 126 | // bia shape is correct |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 127 | if (bia != nullptr) |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 128 | { |
| 129 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(bia->dimension(0) != wei->dimension(3), |
| 130 | "Biases size and number of dst feature maps should match"); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 131 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(bia->num_dimensions() > 1, "Biases should be one dimensional"); |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 132 | } |
| 133 | |
| 134 | // 2. Check support level |
| 135 | // Data type |
| 136 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F16, DataType::F32); |
| 137 | // Data layout |
| 138 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(src, DataLayout::NHWC); |
| 139 | |
Ramy Elgammal | df6a3b0 | 2022-11-30 16:23:10 +0000 | [diff] [blame] | 140 | const auto desc = settings.direct_conv_descriptor(); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 141 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(desc.n0 != 1 && desc.n0 != 2 && desc.n0 != 3 && desc.n0 != 4 && desc.n0 != 8 && |
| 142 | desc.n0 != 16, |
Ramy Elgammal | df6a3b0 | 2022-11-30 16:23:10 +0000 | [diff] [blame] | 143 | "N0 can only be: 1, 2, 3, 4, 8, and 16"); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 144 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(desc.k0 != 1 && desc.k0 != 2 && desc.k0 != 3 && desc.k0 != 4 && desc.k0 != 8 && |
| 145 | desc.k0 != 16, |
Ramy Elgammal | df6a3b0 | 2022-11-30 16:23:10 +0000 | [diff] [blame] | 146 | "K0 can only be: 1, 2, 3, 4, 8, and 16"); |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 147 | return Status{}; |
| 148 | } |
| 149 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 150 | ClComponentDirectConv2d::ClComponentDirectConv2d(ComponentId id, |
| 151 | const Properties &properties, |
| 152 | const ArgumentPack<ITensorInfo> &tensors, |
| 153 | const Attributes &attributes, |
| 154 | const Settings &settings) |
| 155 | : IGpuKernelComponent{id, properties, tensors}, |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 156 | #ifndef ACL_INTERNAL_TEST_CKW_IN_DF |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 157 | _component_writer{std::make_unique<ClTemplateDirectConv2d>(id, tensors, attributes, settings)} |
| 158 | #else // ACL_INTERNAL_TEST_CKW_IN_DF |
| 159 | _component_writer{std::make_unique<GpuCkwDirectConv2d>(id, tensors, attributes, settings)} |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 160 | #endif // ACL_INTERNAL_TEST_CKW_IN_DF |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 161 | { |
| 162 | } |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 163 | |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 164 | ClComponentDirectConv2d::~ClComponentDirectConv2d() |
| 165 | { |
| 166 | } |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 167 | |
| 168 | #ifndef ACL_INTERNAL_TEST_CKW_IN_DF |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 169 | const IGpuTemplateComponentWriter *ClComponentDirectConv2d::template_writer() const |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame^] | 170 | #else // ACL_INTERNAL_TEST_CKW_IN_DF |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 171 | const IGpuCkwComponentDriver *ClComponentDirectConv2d::ckw_component_driver() const |
| 172 | #endif // ACL_INTERNAL_TEST_CKW_IN_DF |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 173 | { |
| 174 | return _component_writer.get(); |
| 175 | } |
Jakub Sujak | e1c96e7 | 2023-07-31 13:36:58 +0100 | [diff] [blame] | 176 | |
SiCong Li | f44bbc5 | 2022-08-29 18:25:51 +0100 | [diff] [blame] | 177 | } // namespace dynamic_fusion |
| 178 | } // namespace experimental |
| 179 | } // namespace arm_compute |