Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 1 | // |
Declan-ARM | 7c75e33 | 2024-03-12 16:40:25 +0000 | [diff] [blame^] | 2 | // Copyright © 2017-2024 Arm Ltd and Contributors. All rights reserved. |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "DetectionPostProcessLayer.hpp" |
| 7 | |
| 8 | #include "LayerCloneBase.hpp" |
| 9 | |
| 10 | #include <armnn/TypesUtils.hpp> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 11 | #include <armnn/backends/TensorHandle.hpp> |
| 12 | #include <armnn/backends/WorkloadData.hpp> |
| 13 | #include <armnn/backends/WorkloadFactory.hpp> |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 14 | |
| 15 | namespace armnn |
| 16 | { |
| 17 | |
| 18 | DetectionPostProcessLayer::DetectionPostProcessLayer(const DetectionPostProcessDescriptor& param, const char* name) |
| 19 | : LayerWithParameters(2, 4, LayerType::DetectionPostProcess, param, name) |
| 20 | { |
| 21 | } |
| 22 | |
Derek Lamberti | 94a88d2 | 2019-12-10 21:12:59 +0000 | [diff] [blame] | 23 | std::unique_ptr<IWorkload> DetectionPostProcessLayer::CreateWorkload(const armnn::IWorkloadFactory& factory) const |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 24 | { |
| 25 | DetectionPostProcessQueueDescriptor descriptor; |
Narumol Prangnawarat | 6d302bf | 2019-02-04 11:46:26 +0000 | [diff] [blame] | 26 | descriptor.m_Anchors = m_Anchors.get(); |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 27 | SetAdditionalInfo(descriptor); |
| 28 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 29 | return factory.CreateWorkload(LayerType::DetectionPostProcess, descriptor, PrepInfoAndDesc(descriptor)); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 30 | } |
| 31 | |
| 32 | DetectionPostProcessLayer* DetectionPostProcessLayer::Clone(Graph& graph) const |
| 33 | { |
Narumol Prangnawarat | 6d302bf | 2019-02-04 11:46:26 +0000 | [diff] [blame] | 34 | auto layer = CloneBase<DetectionPostProcessLayer>(graph, m_Param, GetName()); |
Finn Williams | 4422cec | 2021-03-22 17:51:06 +0000 | [diff] [blame] | 35 | layer->m_Anchors = m_Anchors ? m_Anchors : nullptr; |
Narumol Prangnawarat | 6d302bf | 2019-02-04 11:46:26 +0000 | [diff] [blame] | 36 | return std::move(layer); |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 37 | } |
| 38 | |
Finn Williams | f24effa | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 39 | void DetectionPostProcessLayer::ValidateTensorShapesFromInputs() |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 40 | { |
| 41 | VerifyLayerConnections(2, CHECK_LOCATION()); |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 42 | |
Finn Williams | 87d0bda | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 43 | const TensorShape& outputShape = GetOutputSlot(0).GetTensorInfo().GetShape(); |
| 44 | |
Finn Williams | f24effa | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 45 | VerifyShapeInferenceType(outputShape, m_ShapeInferenceMethod); |
Finn Williams | 87d0bda | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 46 | |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 47 | // on this level constant data should not be released. |
Declan-ARM | 7c75e33 | 2024-03-12 16:40:25 +0000 | [diff] [blame^] | 48 | if (!m_Anchors) |
| 49 | { |
| 50 | throw armnn::LayerValidationException("DetectionPostProcessLayer: Anchors data should not be null."); |
| 51 | } |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 52 | |
Declan-ARM | 7c75e33 | 2024-03-12 16:40:25 +0000 | [diff] [blame^] | 53 | if (GetNumOutputSlots() != 4) |
| 54 | { |
| 55 | throw armnn::LayerValidationException("DetectionPostProcessLayer: The layer should return 4 outputs."); |
| 56 | } |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 57 | |
Mike Kelly | 377fb21 | 2023-01-10 15:55:28 +0000 | [diff] [blame] | 58 | std::vector<TensorShape> inferredShapes = InferOutputShapes( |
Mike Kelly | a9ac6ba | 2023-06-30 15:18:26 +0100 | [diff] [blame] | 59 | { GetInputSlot(0).GetTensorInfo().GetShape(), |
| 60 | GetInputSlot(1).GetTensorInfo().GetShape() }); |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 61 | |
Declan-ARM | 7c75e33 | 2024-03-12 16:40:25 +0000 | [diff] [blame^] | 62 | if (inferredShapes.size() != 4) |
| 63 | { |
| 64 | throw armnn::LayerValidationException("inferredShapes has " |
| 65 | + std::to_string(inferredShapes.size()) + |
| 66 | " element(s) - should only have 4."); |
| 67 | } |
| 68 | |
| 69 | if (std::any_of(inferredShapes.begin(), inferredShapes.end(), [] (auto&& inferredShape) { |
| 70 | return inferredShape.GetDimensionality() != Dimensionality::Specified; |
| 71 | })) |
| 72 | { |
| 73 | throw armnn::Exception("One of inferredShapes' dimensionalities is not specified."); |
| 74 | } |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 75 | |
Mike Kelly | 377fb21 | 2023-01-10 15:55:28 +0000 | [diff] [blame] | 76 | ValidateAndCopyShape(outputShape, inferredShapes[0], m_ShapeInferenceMethod, "DetectionPostProcessLayer"); |
Finn Williams | 87d0bda | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 77 | |
| 78 | ValidateAndCopyShape(GetOutputSlot(1).GetTensorInfo().GetShape(), |
Mike Kelly | 377fb21 | 2023-01-10 15:55:28 +0000 | [diff] [blame] | 79 | inferredShapes[1], |
Finn Williams | f24effa | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 80 | m_ShapeInferenceMethod, |
Finn Williams | 87d0bda | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 81 | "DetectionPostProcessLayer", 1); |
| 82 | |
| 83 | ValidateAndCopyShape(GetOutputSlot(2).GetTensorInfo().GetShape(), |
Mike Kelly | 377fb21 | 2023-01-10 15:55:28 +0000 | [diff] [blame] | 84 | inferredShapes[2], |
Finn Williams | f24effa | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 85 | m_ShapeInferenceMethod, |
Finn Williams | 87d0bda | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 86 | "DetectionPostProcessLayer", 2); |
| 87 | |
| 88 | ValidateAndCopyShape(GetOutputSlot(3).GetTensorInfo().GetShape(), |
Mike Kelly | 377fb21 | 2023-01-10 15:55:28 +0000 | [diff] [blame] | 89 | inferredShapes[3], |
Finn Williams | f24effa | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 90 | m_ShapeInferenceMethod, |
Finn Williams | 87d0bda | 2020-07-03 10:12:03 +0100 | [diff] [blame] | 91 | "DetectionPostProcessLayer", 3); |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 92 | } |
| 93 | |
Mike Kelly | 377fb21 | 2023-01-10 15:55:28 +0000 | [diff] [blame] | 94 | std::vector<TensorShape> DetectionPostProcessLayer::InferOutputShapes(const std::vector<TensorShape>&) const |
| 95 | { |
| 96 | unsigned int detectedBoxes = m_Param.m_MaxDetections * m_Param.m_MaxClassesPerDetection; |
| 97 | |
| 98 | std::vector<TensorShape> results; |
| 99 | results.push_back({ 1, detectedBoxes, 4 }); |
| 100 | results.push_back({ 1, detectedBoxes }); |
| 101 | results.push_back({ 1, detectedBoxes }); |
| 102 | results.push_back({ 1 }); |
| 103 | return results; |
| 104 | } |
| 105 | |
Matthew Bentham | aeec3ce | 2023-02-23 13:03:46 +0000 | [diff] [blame] | 106 | Layer::ImmutableConstantTensors DetectionPostProcessLayer::GetConstantTensorsByRef() const |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 107 | { |
Nikhil Raj | 2e24175 | 2022-02-01 16:42:15 +0000 | [diff] [blame] | 108 | // For API stability DO NOT ALTER order and add new members to the end of vector |
Narumol Prangnawarat | a0d56c7 | 2019-01-25 10:46:40 +0000 | [diff] [blame] | 109 | return { m_Anchors }; |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 110 | } |
| 111 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 112 | void DetectionPostProcessLayer::ExecuteStrategy(IStrategy& strategy) const |
| 113 | { |
Francis Murtagh | 4af5616 | 2021-04-20 16:37:55 +0100 | [diff] [blame] | 114 | ManagedConstTensorHandle managedAnchors(m_Anchors); |
| 115 | std::vector<armnn::ConstTensor> constTensors { {managedAnchors.GetTensorInfo(), managedAnchors.Map()} }; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 116 | strategy.ExecuteStrategy(this, GetParameters(), constTensors, GetName()); |
| 117 | } |
| 118 | |
Narumol Prangnawarat | 94dd5d8 | 2019-01-23 18:06:26 +0000 | [diff] [blame] | 119 | } // namespace armnn |