Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [diff] [blame] | 1 | /* |
Pablo Marquez Tello | 9b392d7 | 2023-06-27 15:49:50 +0100 | [diff] [blame] | 2 | * Copyright (c) 2018-2021, 2023 Arm Limited. |
Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [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 | |
| 25 | #include "arm_compute/runtime/CL/functions/CLArgMinMaxLayer.h" |
| 26 | |
Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/Error.h" |
| 28 | #include "arm_compute/core/TensorInfo.h" |
| 29 | #include "arm_compute/core/Types.h" |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 30 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 31 | #include "arm_compute/core/Validate.h" |
| 32 | |
| 33 | #include "src/common/utils/Log.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 34 | #include "src/core/CL/CLValidate.h" |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 35 | #include "src/core/CL/kernels/CLArgMinMaxLayerKernel.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 36 | #include "src/core/helpers/AutoConfiguration.h" |
| 37 | #include "src/runtime/Utils.h" |
Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [diff] [blame] | 38 | |
| 39 | namespace arm_compute |
| 40 | { |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 41 | CLArgMinMaxLayer::CLArgMinMaxLayer(std::shared_ptr<IMemoryManager> memory_manager) |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 42 | : _memory_group(std::move(memory_manager)), |
| 43 | _not_reshaped_output(), |
| 44 | _arg_min_max_kernel(), |
| 45 | _reshape(), |
| 46 | _reduction_axis() |
Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [diff] [blame] | 47 | { |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 48 | } |
| 49 | |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 50 | CLArgMinMaxLayer::~CLArgMinMaxLayer() = default; |
| 51 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 52 | Status |
| 53 | CLArgMinMaxLayer::validate(const ITensorInfo *input, int axis, const ITensorInfo *output, const ReductionOperation &op) |
Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [diff] [blame] | 54 | { |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 55 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
Sheri Zhang | c5b6d88 | 2020-06-26 14:46:59 +0100 | [diff] [blame] | 56 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 57 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, |
| 58 | DataType::S32, DataType::F16, DataType::F32); |
| 59 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(op != ReductionOperation::ARG_IDX_MAX && op != ReductionOperation::ARG_IDX_MIN, |
| 60 | "Invalid reduction operation"); |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(axis >= static_cast<int>(TensorShape::num_max_dimensions), |
| 62 | "Reduction axis greater than max number of dimensions"); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 63 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(axis > 3, "Unsupported reduction axis"); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 64 | |
| 65 | DataType output_data_type = DataType::S32; |
| 66 | TensorInfo not_reshaped_output; |
| 67 | const auto input_num_channles = input->num_channels(); |
| 68 | const auto input_qinfo = input->quantization_info(); |
| 69 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 70 | if (output->total_size() != 0) |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 71 | { |
| 72 | output_data_type = output->data_type(); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 73 | const TensorInfo expected_output_shape = output->clone()->set_tensor_shape( |
| 74 | arm_compute::misc::shape_calculator::compute_reduced_shape(input->tensor_shape(), axis, false)); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 75 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(&expected_output_shape, output); |
| 76 | } |
| 77 | |
| 78 | auto shape_before_reshape = input->tensor_shape(); |
| 79 | shape_before_reshape.set(axis, 1); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 80 | auto initialize_tensorinfo = [](TensorInfo &ti, TensorShape shape, DataType data_type, int num_channels, |
| 81 | QuantizationInfo qinfo) { |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 82 | ti.set_data_type(data_type).set_tensor_shape(shape).set_num_channels(num_channels).set_quantization_info(qinfo); |
| 83 | }; |
| 84 | |
| 85 | initialize_tensorinfo(not_reshaped_output, shape_before_reshape, output_data_type, input_num_channles, input_qinfo); |
| 86 | |
Pablo Marquez Tello | 9b392d7 | 2023-06-27 15:49:50 +0100 | [diff] [blame] | 87 | ARM_COMPUTE_RETURN_ON_ERROR(CLArgMinMaxLayerKernel::validate(input, ¬_reshaped_output, axis, op)); |
Michalis Spyrou | 2aad21a | 2020-07-02 12:43:53 +0100 | [diff] [blame] | 88 | ARM_COMPUTE_RETURN_ON_ERROR(CLReshapeLayer::validate(¬_reshaped_output, output)); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 89 | return Status{}; |
| 90 | } |
| 91 | |
| 92 | void CLArgMinMaxLayer::configure(const ICLTensor *input, int axis, ICLTensor *output, const ReductionOperation &op) |
| 93 | { |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 94 | configure(CLKernelLibrary::get().get_compile_context(), input, axis, output, op); |
| 95 | } |
| 96 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 97 | void CLArgMinMaxLayer::configure(const CLCompileContext &compile_context, |
| 98 | const ICLTensor *input, |
| 99 | int axis, |
| 100 | ICLTensor *output, |
| 101 | const ReductionOperation &op) |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 102 | { |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 103 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
ramelg01 | 6d89157 | 2021-09-29 10:05:09 +0100 | [diff] [blame] | 104 | ARM_COMPUTE_LOG_PARAMS(input, axis, output, op); |
| 105 | |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 106 | _reduction_axis = axis; |
| 107 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 108 | const TensorShape output_shape = |
| 109 | arm_compute::misc::shape_calculator::compute_reduced_shape(input->info()->tensor_shape(), axis, false); |
| 110 | DataType output_data_type = |
| 111 | (output->info()->data_type() == DataType::UNKNOWN) ? DataType::S32 : output->info()->data_type(); |
| 112 | auto_init_if_empty(*output->info(), input->info() |
| 113 | ->clone() |
| 114 | ->set_tensor_shape(output_shape) |
| 115 | .set_data_type(output_data_type) |
| 116 | .reset_padding() |
| 117 | .set_is_resizable(true)); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 118 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 119 | TensorShape not_reshaped_output_shape{input->info()->tensor_shape()}; |
Pablo Marquez Tello | 8dfb882 | 2023-07-13 15:45:23 +0100 | [diff] [blame] | 120 | not_reshaped_output_shape.set(axis, 1); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 121 | auto_init_if_empty(*_not_reshaped_output.info(), input->info() |
| 122 | ->clone() |
| 123 | ->set_tensor_shape(not_reshaped_output_shape) |
| 124 | .set_data_type(output_data_type) |
| 125 | .reset_padding() |
| 126 | .set_is_resizable(true)); |
Pablo Marquez Tello | 8dfb882 | 2023-07-13 15:45:23 +0100 | [diff] [blame] | 127 | |
Pablo Marquez Tello | 9b392d7 | 2023-06-27 15:49:50 +0100 | [diff] [blame] | 128 | _arg_min_max_kernel = std::make_unique<CLArgMinMaxLayerKernel>(); |
| 129 | _arg_min_max_kernel->configure(compile_context, input, &_not_reshaped_output, axis, op); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 130 | |
| 131 | _memory_group.manage(&_not_reshaped_output); |
Pablo Marquez Tello | 8dfb882 | 2023-07-13 15:45:23 +0100 | [diff] [blame] | 132 | |
Michalis Spyrou | 2aad21a | 2020-07-02 12:43:53 +0100 | [diff] [blame] | 133 | _reshape.configure(compile_context, &_not_reshaped_output, output); |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 134 | _not_reshaped_output.allocator()->allocate(); |
Sang-Hoon Park | 2697fd8 | 2019-10-15 16:49:24 +0100 | [diff] [blame] | 135 | } |
| 136 | |
| 137 | void CLArgMinMaxLayer::run() |
| 138 | { |
Manuel Bottini | 7b9998d | 2019-10-21 17:59:07 +0100 | [diff] [blame] | 139 | MemoryGroupResourceScope scope_mg(_memory_group); |
| 140 | |
Pablo Marquez Tello | 9b392d7 | 2023-06-27 15:49:50 +0100 | [diff] [blame] | 141 | CLScheduler::get().enqueue(*_arg_min_max_kernel, false); |
Michalis Spyrou | 2aad21a | 2020-07-02 12:43:53 +0100 | [diff] [blame] | 142 | _reshape.run(); |
Michalis Spyrou | 7930db4 | 2018-11-22 17:36:28 +0000 | [diff] [blame] | 143 | } |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 144 | } // namespace arm_compute |