Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2022 Arm Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +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/CpuDirectConv2dKernel.h" |
alerah01 | c9e519d | 2022-01-31 19:04:10 +0200 | [diff] [blame] | 25 | #include "src/cpu/kernels/directconv2d/list.h" |
Georgios Pinitas | ddb93bb | 2020-10-02 16:38:59 +0100 | [diff] [blame] | 26 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/Validate.h" |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [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" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 30 | #include "src/core/helpers/AutoConfiguration.h" |
| 31 | #include "src/core/helpers/WindowHelpers.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 32 | |
Michalis Spyrou | 7362f0d | 2017-10-18 17:58:22 +0100 | [diff] [blame] | 33 | using namespace arm_compute::detail; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 34 | |
Manuel Bottini | 87350f4 | 2020-09-15 13:03:34 +0100 | [diff] [blame] | 35 | namespace arm_compute |
| 36 | { |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 37 | namespace cpu |
| 38 | { |
| 39 | namespace kernels |
| 40 | { |
alerah01 | c9e519d | 2022-01-31 19:04:10 +0200 | [diff] [blame] | 41 | static const std::vector<CpuDirectConv2dKernel::DirectConv2dKernel> available_kernels = |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 42 | { |
alerah01 | c9e519d | 2022-01-31 19:04:10 +0200 | [diff] [blame] | 43 | { |
| 44 | "neon_fp32_nhwc_directconv2d", |
| 45 | [](const DataTypeDataLayoutISASelectorData & data) { return data.dt == DataType::F32 && data.dl == DataLayout::NHWC; }, |
| 46 | REGISTER_FP32_NEON(arm_compute::cpu::kernels::neon_fp32_nhwc_directconv2d) |
| 47 | }, |
| 48 | { |
| 49 | "neon_fp32_nchw_directconv2d", |
| 50 | [](const DataTypeDataLayoutISASelectorData & data) { return data.dt == DataType::F32 && data.dl == DataLayout::NCHW; }, |
| 51 | REGISTER_FP32_NEON(arm_compute::cpu::kernels::neon_fp32_nchw_directconv2d) |
| 52 | }, |
| 53 | { |
| 54 | "neon_fp16_nchw_directconv2d", |
| 55 | [](const DataTypeDataLayoutISASelectorData & data) { return data.dt == DataType::F16 && data.dl == DataLayout::NCHW && data.isa.fp16; }, |
| 56 | REGISTER_FP16_NEON(arm_compute::cpu::kernels::neon_fp16_nchw_directconv2d) |
| 57 | }, |
| 58 | }; |
| 59 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 60 | Status validate_arguments(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst, const PadStrideInfo &conv_info) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 61 | { |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 62 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, weights, dst); |
| 63 | ARM_COMPUTE_RETURN_ERROR_ON(src->data_layout() == DataLayout::UNKNOWN); |
| 64 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(src); |
| 65 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F16, DataType::F32); |
| 66 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, weights); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 67 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 68 | const DataLayout data_layout = src->data_layout(); |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 69 | const int width_idx = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); |
| 70 | const int height_idx = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); |
| 71 | const int channel_idx = get_data_layout_dimension_index(data_layout, DataLayoutDimension::CHANNEL); |
| 72 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 73 | ARM_COMPUTE_RETURN_ERROR_ON(weights->dimension(channel_idx) != src->dimension(channel_idx)); |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 74 | ARM_COMPUTE_RETURN_ERROR_ON(weights->dimension(width_idx) != weights->dimension(height_idx)); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 75 | ARM_COMPUTE_RETURN_ERROR_ON(weights->num_dimensions() > 4); |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 76 | ARM_COMPUTE_RETURN_ERROR_ON(data_layout == DataLayout::NHWC && src->data_type() != DataType::F32); |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 77 | ARM_COMPUTE_UNUSED(width_idx); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 78 | // Checks performed when output is configured |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 79 | if(dst->total_size() != 0) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 80 | { |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 81 | TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *weights, conv_info); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 82 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 83 | DataType data_type = src->data_type(); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 84 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 85 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(dst->tensor_shape(), output_shape); |
| 86 | ARM_COMPUTE_RETURN_ERROR_ON(dst->data_type() != data_type); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 87 | } |
| 88 | |
| 89 | return Status{}; |
| 90 | } |
| 91 | |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 92 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *src, ITensorInfo *dst) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 93 | { |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 94 | ARM_COMPUTE_ERROR_ON(src->data_layout() == DataLayout::UNKNOWN); |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 95 | ARM_COMPUTE_UNUSED(src); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 96 | |
Giorgio Arena | c0f5443 | 2018-03-16 14:02:34 +0000 | [diff] [blame] | 97 | Window win{}; |
| 98 | bool window_changed = false; |
| 99 | |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 100 | // Configure window without any padding |
| 101 | win = calculate_max_window(*dst, Steps()); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 102 | |
| 103 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 104 | return std::make_pair(err, win); |
| 105 | } |
Manuel Bottini | 87350f4 | 2020-09-15 13:03:34 +0100 | [diff] [blame] | 106 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 107 | void CpuDirectConv2dKernel::configure(ITensorInfo *src, ITensorInfo *weights, ITensorInfo *dst, const PadStrideInfo &conv_info) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 108 | { |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 109 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, weights, dst); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 110 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 111 | _conv_info = conv_info; |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 112 | _data_layout = src->data_layout(); |
| 113 | _kernel_size = weights->dimension(get_data_layout_dimension_index(_data_layout, DataLayoutDimension::WIDTH)); |
Michalis Spyrou | 621965e | 2018-01-08 17:11:26 +0000 | [diff] [blame] | 114 | |
Gian Marco Iodice | 5cb4d6a | 2017-08-08 10:53:00 +0100 | [diff] [blame] | 115 | // Get convolved dimensions |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 116 | TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *weights, conv_info); |
Gian Marco Iodice | 5cb4d6a | 2017-08-08 10:53:00 +0100 | [diff] [blame] | 117 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 118 | DataType data_type = src->data_type(); |
Gian Marco Iodice | 5cb4d6a | 2017-08-08 10:53:00 +0100 | [diff] [blame] | 119 | |
Gian Marco Iodice | 5cb4d6a | 2017-08-08 10:53:00 +0100 | [diff] [blame] | 120 | // Output auto inizialitation if not yet initialized |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 121 | auto_init_if_empty(*dst, output_shape, 1, data_type); |
Gian Marco Iodice | 5cb4d6a | 2017-08-08 10:53:00 +0100 | [diff] [blame] | 122 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 123 | // Perform validation step |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 124 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, weights, dst, conv_info)); |
Gian Marco Iodice | 5cb4d6a | 2017-08-08 10:53:00 +0100 | [diff] [blame] | 125 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 126 | // Configure kernel window |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 127 | auto win_config = validate_and_configure_window(src, dst); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 128 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 129 | ICpuKernel::configure(win_config.second); |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 130 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 131 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 132 | Status CpuDirectConv2dKernel::validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst, const PadStrideInfo &conv_info) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 133 | { |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 134 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, weights, dst, conv_info)); |
| 135 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(src->clone().get(), |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 136 | dst->clone().get()) |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 137 | .first); |
Georgios Pinitas | 898a806 | 2017-09-12 19:19:12 +0100 | [diff] [blame] | 138 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 139 | return Status{}; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 140 | } |
| 141 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 142 | void CpuDirectConv2dKernel::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 143 | { |
Moritz Pflanzer | c186b57 | 2017-09-07 09:48:04 +0100 | [diff] [blame] | 144 | ARM_COMPUTE_UNUSED(info); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 145 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 146 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICpuKernel::window(), window); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 147 | |
Adnan AlSinan | 0ef2c21 | 2022-01-24 10:20:40 +0000 | [diff] [blame] | 148 | auto src = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 149 | auto weights = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 150 | auto dst = tensors.get_tensor(TensorType::ACL_DST); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 151 | |
alerah01 | c9e519d | 2022-01-31 19:04:10 +0200 | [diff] [blame] | 152 | const auto *uk = CpuDirectConv2dKernel::get_implementation(DataTypeDataLayoutISASelectorData{ src->info()->data_type(), _data_layout, CPUInfo::get().get_isa() }); |
| 153 | ARM_COMPUTE_ERROR_ON(uk == nullptr); |
| 154 | |
| 155 | uk->ukernel(window, src, weights, dst, _conv_info); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 156 | } |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 157 | const char *CpuDirectConv2dKernel::name() const |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 158 | { |
| 159 | return "CpuDirectConvolutionLayerKernel"; |
| 160 | } |
alerah01 | c9e519d | 2022-01-31 19:04:10 +0200 | [diff] [blame] | 161 | |
| 162 | const std::vector<CpuDirectConv2dKernel::DirectConv2dKernel> &CpuDirectConv2dKernel::get_available_kernels() |
| 163 | { |
| 164 | return available_kernels; |
| 165 | } |
| 166 | |
Manuel Bottini | 327225d | 2021-04-13 13:09:30 +0100 | [diff] [blame] | 167 | } // namespace kernels |
| 168 | } // namespace cpu |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 169 | } // namespace arm_compute |