Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +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 | */ |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 24 | #include "arm_compute/runtime/CL/functions/CLL2NormalizeLayer.h" |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/ICLTensor.h" |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/Error.h" |
| 28 | #include "arm_compute/core/PixelValue.h" |
| 29 | #include "arm_compute/core/TensorInfo.h" |
| 30 | #include "arm_compute/core/Validate.h" |
| 31 | #include "arm_compute/runtime/CL/CLScheduler.h" |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 32 | #include "src/core/CL/kernels/CLFillBorderKernel.h" |
| 33 | #include "src/core/CL/kernels/CLL2NormalizeLayerKernel.h" |
| 34 | #include "src/core/CL/kernels/CLReductionOperationKernel.h" |
| 35 | #include "support/MemorySupport.h" |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 36 | |
Michalis Spyrou | 2897e61 | 2018-11-20 18:38:29 +0000 | [diff] [blame] | 37 | namespace arm_compute |
| 38 | { |
Manuel Bottini | 4b5c588 | 2019-05-14 10:38:30 +0100 | [diff] [blame] | 39 | namespace |
| 40 | { |
| 41 | constexpr int max_input_tensor_dim = 3; |
| 42 | } // namespace |
Georgios Pinitas | b785dd4 | 2019-09-19 12:09:32 +0100 | [diff] [blame] | 43 | |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 44 | CLL2NormalizeLayer::CLL2NormalizeLayer(std::shared_ptr<IMemoryManager> memory_manager) |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 45 | : _memory_group(std::move(memory_manager)), |
| 46 | _reduce_func(), |
| 47 | _normalize_kernel(support::cpp14::make_unique<CLL2NormalizeLayerKernel>()), |
| 48 | _sumsq() |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 49 | { |
| 50 | } |
| 51 | |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 52 | CLL2NormalizeLayer::~CLL2NormalizeLayer() = default; |
| 53 | |
Manuel Bottini | 4b5c588 | 2019-05-14 10:38:30 +0100 | [diff] [blame] | 54 | void CLL2NormalizeLayer::configure(ICLTensor *input, ICLTensor *output, int axis, float epsilon) |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 55 | { |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 56 | configure(CLKernelLibrary::get().get_compile_context(), input, output, axis, epsilon); |
| 57 | } |
| 58 | |
| 59 | void CLL2NormalizeLayer::configure(const CLCompileContext &compile_context, ICLTensor *input, ICLTensor *output, int axis, float epsilon) |
| 60 | { |
Georgios Pinitas | b785dd4 | 2019-09-19 12:09:32 +0100 | [diff] [blame] | 61 | // Reset auxiliary tensor |
| 62 | _sumsq.allocator()->init(TensorInfo()); |
| 63 | |
Georgios Pinitas | 8a94e7c | 2017-09-15 19:06:47 +0100 | [diff] [blame] | 64 | // Manage intermediate buffers |
| 65 | _memory_group.manage(&_sumsq); |
| 66 | |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 67 | // Configure kernels |
Manuel Bottini | 4b5c588 | 2019-05-14 10:38:30 +0100 | [diff] [blame] | 68 | const uint32_t actual_axis = wrap_around(axis, max_input_tensor_dim); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 69 | _reduce_func.configure(compile_context, input, &_sumsq, actual_axis, ReductionOperation::SUM_SQUARE); |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 70 | _normalize_kernel->configure(compile_context, input, &_sumsq, output, axis, epsilon); |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 71 | |
| 72 | // Allocate intermediate tensor |
| 73 | _sumsq.allocator()->allocate(); |
| 74 | } |
| 75 | |
Manuel Bottini | 4b5c588 | 2019-05-14 10:38:30 +0100 | [diff] [blame] | 76 | Status CLL2NormalizeLayer::validate(const ITensorInfo *input, const ITensorInfo *output, int axis, float epsilon) |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 77 | { |
| 78 | TensorShape shape(input->tensor_shape()); |
| 79 | |
| 80 | // Create intermediate tensor info |
| 81 | TensorInfo sum_sq; |
| 82 | sum_sq.set_data_type(input->data_type()); |
| 83 | sum_sq.set_tensor_shape(shape); |
| 84 | |
Manuel Bottini | 4b5c588 | 2019-05-14 10:38:30 +0100 | [diff] [blame] | 85 | const uint32_t actual_axis = wrap_around(axis, max_input_tensor_dim); |
| 86 | ARM_COMPUTE_RETURN_ON_ERROR(CLReductionOperation::validate(input, &sum_sq, actual_axis, ReductionOperation::SUM_SQUARE)); |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 87 | |
Georgios Pinitas | 2e8a2dc | 2018-11-09 17:59:00 +0000 | [diff] [blame] | 88 | // Reduce shape on axis |
Manuel Bottini | 4b5c588 | 2019-05-14 10:38:30 +0100 | [diff] [blame] | 89 | shape.set(actual_axis, 1); |
John Richardson | 62385bc | 2018-04-20 13:11:36 +0100 | [diff] [blame] | 90 | sum_sq.set_tensor_shape(shape); |
| 91 | |
| 92 | ARM_COMPUTE_RETURN_ON_ERROR(CLL2NormalizeLayerKernel::validate(input, &sum_sq, output, axis, epsilon)); |
| 93 | |
| 94 | return Status{}; |
| 95 | } |
| 96 | |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 97 | void CLL2NormalizeLayer::run() |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 98 | { |
Georgios Pinitas | da953f2 | 2019-04-02 17:27:03 +0100 | [diff] [blame] | 99 | MemoryGroupResourceScope scope_mg(_memory_group); |
Georgios Pinitas | 8a94e7c | 2017-09-15 19:06:47 +0100 | [diff] [blame] | 100 | |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 101 | _reduce_func.run(); |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 102 | CLScheduler::get().enqueue(*_normalize_kernel, true); |
Michalis Spyrou | 04f089c | 2017-08-08 17:42:38 +0100 | [diff] [blame] | 103 | } |
Michalis Spyrou | 2897e61 | 2018-11-20 18:38:29 +0000 | [diff] [blame] | 104 | } // namespace arm_compute |