Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 1 | /* |
Matthew Bentham | 7d9a78e | 2023-05-31 13:18:33 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2019-2023 Arm Limited. |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/cpu/kernels/CpuDepthwiseConv2dNativeKernel.h" |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 25 | |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/ITensor.h" |
| 27 | #include "arm_compute/core/ITensorInfo.h" |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 29 | #include "src/core/CPP/Validate.h" |
Georgios Pinitas | ddb93bb | 2020-10-02 16:38:59 +0100 | [diff] [blame] | 30 | #include "src/core/NEON/wrapper/traits.h" |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 31 | #include "src/core/common/Registrars.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 32 | #include "src/core/helpers/AutoConfiguration.h" |
| 33 | #include "src/core/helpers/WindowHelpers.h" |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 34 | #include "src/cpu/kernels/depthwiseconv2d/list.h" |
Georgios Pinitas | 1c29ffc | 2019-08-01 15:03:00 +0100 | [diff] [blame] | 35 | |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 36 | namespace arm_compute |
| 37 | { |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 38 | namespace cpu |
| 39 | { |
| 40 | namespace kernels |
| 41 | { |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 42 | namespace |
| 43 | { |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 44 | static const std::vector<CpuDepthwiseConv2dNativeKernel::DepthwiseConv2dNativeKernel> available_kernels = |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 45 | { |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 46 | { |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 47 | "neon_qu8_deptwiseconv2dnative", |
| 48 | [](const DepthwiseConv2dNativeDataTypeISASelectorData & data) |
| 49 | { |
| 50 | return (data.weights_dt == DataType::QASYMM8); |
| 51 | }, |
| 52 | REGISTER_QASYMM8_NEON(neon_qu8_deptwiseconv2dnative) |
| 53 | }, |
| 54 | { |
| 55 | "neon_qs8_deptwiseconv2dnative", |
| 56 | [](const DepthwiseConv2dNativeDataTypeISASelectorData & data) |
| 57 | { |
| 58 | return (data.weights_dt == DataType::QASYMM8_SIGNED); |
| 59 | }, |
| 60 | REGISTER_QASYMM8_SIGNED_NEON(neon_qs8_deptwiseconv2dnative) |
| 61 | }, |
| 62 | { |
| 63 | "neon_fp16_deptwiseconv2dnative", |
| 64 | [](const DepthwiseConv2dNativeDataTypeISASelectorData & data) |
| 65 | { |
| 66 | return (data.weights_dt == DataType::F16 && data.isa.fp16); |
| 67 | }, |
| 68 | REGISTER_FP16_NEON(neon_fp16_deptwiseconv2dnative) |
| 69 | }, |
| 70 | { |
| 71 | "neon_fp32_deptwiseconv2dnative", |
| 72 | [](const DepthwiseConv2dNativeDataTypeISASelectorData & data) |
| 73 | { |
| 74 | return (data.weights_dt == DataType::F32); |
| 75 | }, |
| 76 | REGISTER_FP32_NEON(neon_fp32_deptwiseconv2dnative) |
| 77 | }, |
| 78 | { |
| 79 | "neon_qp8_qu8_deptwiseconv2dnative", |
| 80 | [](const DepthwiseConv2dNativeDataTypeISASelectorData & data) |
| 81 | { |
| 82 | return (data.weights_dt == DataType::QSYMM8_PER_CHANNEL && data.source_dt == DataType::QASYMM8); |
| 83 | }, |
| 84 | REGISTER_QASYMM8_NEON(neon_qp8_qu8_deptwiseconv2dnative) |
| 85 | }, |
| 86 | { |
| 87 | "neon_qp8_qs8_deptwiseconv2dnative", |
| 88 | [](const DepthwiseConv2dNativeDataTypeISASelectorData & data) |
| 89 | { |
| 90 | return (data.weights_dt == DataType::QSYMM8_PER_CHANNEL && data.source_dt != DataType::QASYMM8); |
| 91 | }, |
| 92 | REGISTER_QASYMM8_SIGNED_NEON(neon_qp8_qs8_deptwiseconv2dnative) |
| 93 | }, |
Sang-Hoon Park | e4558b5 | 2020-10-01 10:13:07 +0100 | [diff] [blame] | 94 | }; |
| 95 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 96 | Status validate_arguments(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst, const ConvolutionInfo &info) |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 97 | { |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 98 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, weights, dst); |
| 99 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(src); |
| 100 | ARM_COMPUTE_RETURN_ERROR_ON(src->data_layout() == DataLayout::UNKNOWN); |
| 101 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F16, DataType::F32); |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 102 | ARM_COMPUTE_RETURN_ERROR_ON(info.depth_multiplier == 0); |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 103 | ARM_COMPUTE_RETURN_ERROR_ON(weights->dimension(1) + (weights->dimension(1) - 1) * (info.dilation.x() - 1) > src->dimension(1) + info.pad_stride_info.pad_left() + info.pad_stride_info.pad_right()); |
| 104 | ARM_COMPUTE_RETURN_ERROR_ON(weights->dimension(2) + (weights->dimension(2) - 1) * (info.dilation.y() - 1) > src->dimension(2) + info.pad_stride_info.pad_top() + info.pad_stride_info.pad_bottom()); |
| 105 | ARM_COMPUTE_RETURN_ERROR_ON((src->dimension(0) * info.depth_multiplier) != weights->dimension(0)); |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 106 | ARM_COMPUTE_RETURN_ERROR_ON((info.dilation.x() < 1) || (info.dilation.y() < 1)); |
| 107 | ARM_COMPUTE_RETURN_ERROR_ON((info.pad_stride_info.stride().first < 1) || (info.pad_stride_info.stride().second < 1)); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 108 | |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 109 | if(is_data_type_quantized_per_channel(weights->data_type())) |
| 110 | { |
| 111 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(weights, 1, DataType::QSYMM8_PER_CHANNEL); |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 112 | ARM_COMPUTE_RETURN_ERROR_ON(weights->dimension(0) != weights->quantization_info().scale().size()); |
| 113 | } |
| 114 | else |
| 115 | { |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 116 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, weights); |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 117 | } |
| 118 | |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 119 | if(biases != nullptr) |
| 120 | { |
| 121 | ARM_COMPUTE_RETURN_ERROR_ON(biases->num_dimensions() > 1); |
| 122 | ARM_COMPUTE_RETURN_ERROR_ON(biases->dimension(0) != weights->dimension(0)); |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 123 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 124 | if(is_data_type_quantized_asymmetric(src->data_type())) |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 125 | { |
| 126 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(biases, 1, DataType::S32); |
| 127 | } |
| 128 | else |
| 129 | { |
| 130 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(weights, biases); |
| 131 | } |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 132 | } |
| 133 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 134 | if(dst->total_size() != 0) |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 135 | { |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 136 | const TensorShape output_shape = misc::shape_calculator::compute_depthwise_convolution_shape(*src, *weights, info); |
| 137 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(dst->tensor_shape(), output_shape); |
| 138 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 139 | } |
| 140 | |
| 141 | return Status{}; |
| 142 | } |
Giorgio Arena | d93e263 | 2019-10-15 11:09:33 +0100 | [diff] [blame] | 143 | } // namespace |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 144 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 145 | void CpuDepthwiseConv2dNativeKernel::configure(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, ITensorInfo *dst, const ConvolutionInfo &info) |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 146 | { |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 147 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, weights, dst); |
| 148 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, weights, (biases != nullptr) ? biases : nullptr, dst, info)); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 149 | |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 150 | _has_biases = (biases != nullptr); |
| 151 | _conv_info = info; |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 152 | |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 153 | const auto uk = CpuDepthwiseConv2dNativeKernel::get_implementation( |
| 154 | DepthwiseConv2dNativeDataTypeISASelectorData{ weights->data_type(), src->data_type(), CPUInfo::get().get_isa() }); |
| 155 | ARM_COMPUTE_ERROR_ON(uk == nullptr || uk->ukernel == nullptr); |
| 156 | _func = uk->ukernel; |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 157 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 158 | const TensorShape output_shape = misc::shape_calculator::compute_depthwise_convolution_shape(*src, *weights, info); |
| 159 | auto_init_if_empty(*dst, src->clone()->set_is_resizable(true).reset_padding().set_tensor_shape(output_shape).set_quantization_info(dst->quantization_info())); |
Sang-Hoon Park | e4558b5 | 2020-10-01 10:13:07 +0100 | [diff] [blame] | 160 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 161 | Window win = calculate_max_window(*dst, Steps()); |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 162 | ICpuKernel::configure(win); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 163 | } |
| 164 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 165 | Status CpuDepthwiseConv2dNativeKernel::validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst, const ConvolutionInfo &info) |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 166 | { |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 167 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, weights, biases, dst, info)); |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 168 | return Status{}; |
| 169 | } |
| 170 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 171 | void CpuDepthwiseConv2dNativeKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 172 | { |
| 173 | ARM_COMPUTE_UNUSED(info); |
| 174 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 175 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window); |
| 176 | ARM_COMPUTE_ERROR_ON(_func == nullptr); |
| 177 | |
| 178 | const auto src = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 179 | const auto weights = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 180 | const auto biases = tensors.get_const_tensor(TensorType::ACL_SRC_2); |
| 181 | auto dst = tensors.get_tensor(TensorType::ACL_DST); |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 182 | _func(src, weights, biases, dst, window, _has_biases, _conv_info); |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 183 | } |
Georgios Pinitas | 2eb5d16 | 2021-07-02 09:01:49 +0100 | [diff] [blame] | 184 | |
| 185 | const char *CpuDepthwiseConv2dNativeKernel::name() const |
| 186 | { |
| 187 | return "CpuDepthwiseConv2dNativeKernel"; |
| 188 | } |
Dana Zlotnik | ebbae94 | 2022-02-03 12:52:15 +0200 | [diff] [blame] | 189 | |
| 190 | const std::vector<CpuDepthwiseConv2dNativeKernel::DepthwiseConv2dNativeKernel> &CpuDepthwiseConv2dNativeKernel::get_available_kernels() |
| 191 | { |
| 192 | return available_kernels; |
| 193 | } |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 194 | } // namespace kernels |
| 195 | } // namespace cpu |
Giorgio Arena | 44f5572 | 2019-07-12 14:49:49 +0100 | [diff] [blame] | 196 | } // namespace arm_compute |