ArmNN
 23.05
TosaMappings.cpp File Reference
#include "TosaMappings.hpp"

Go to the source code of this file.

Functions

TosaSerializationBasicBlock * CreateEmptyTosaSerializationBasicBlock ()
 
TosaSerializationBasicBlock * GetTosaMapping (const Layer *layer, const LayerType type, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const BaseDescriptor &descriptor)
 
TosaSerializationBasicBlock * GetTosaMappingFromLayer (Layer *layer)
 

Function Documentation

◆ CreateEmptyTosaSerializationBasicBlock()

TosaSerializationBasicBlock* CreateEmptyTosaSerializationBasicBlock ( )

Definition at line 11 of file TosaMappings.cpp.

12 {
13  // Empty basic block when no TOSA mapping implemented/exists
14  auto* op = new TosaSerializationOperator(Op_UNKNOWN, Attribute_NONE, nullptr, {}, {});
15  return new TosaSerializationBasicBlock("", {op}, {}, {}, {});
16 }

Referenced by GetTosaMapping().

◆ GetTosaMapping()

TosaSerializationBasicBlock* GetTosaMapping ( const Layer layer,
const LayerType  type,
const std::vector< const TensorInfo * > &  inputs,
const std::vector< const TensorInfo * > &  outputs,
const BaseDescriptor descriptor 
)

Definition at line 18 of file TosaMappings.cpp.

23 {
24  switch (type)
25  {
26  case LayerType::Addition:
27  case LayerType::Multiplication:
28  case LayerType::Subtraction:
29  {
30  return ConvertElementwiseBinaryToTosaOperator(layer, type, inputs, outputs);
31  }
32  case LayerType::ElementwiseUnary:
33  {
34  auto unaryDesc = PolymorphicDowncast<const ElementwiseUnaryDescriptor*>(&descriptor);
35  return ConvertElementwiseUnaryOperator(layer, inputs, outputs, unaryDesc);
36  }
37  case LayerType::Concat:
38  {
39  auto concatDesc = PolymorphicDowncast<const OriginsDescriptor*>(&descriptor);
40  return ConvertConcatToTosaOperator(layer, inputs, outputs, concatDesc);
41  }
42  case LayerType::Constant:
43  {
44  return ConvertConstantToTosaOperator(layer, outputs);
45  }
46  case LayerType::Convolution2d:
47  {
48  auto conv2dDesc = PolymorphicDowncast<const Convolution2dDescriptor*>(&descriptor);
49  return ConvertConv2dToTosaOperator(layer, inputs, outputs, conv2dDesc);
50  }
52  {
53  auto poolDesc = PolymorphicDowncast<const Pooling2dDescriptor*>(&descriptor);
54 
55  bool avgPoolIgnoreValue =
56  (poolDesc->m_PoolType == PoolingAlgorithm::Average) &&
57  (poolDesc->m_PaddingMethod == PaddingMethod::IgnoreValue);
58 
59  if (poolDesc->m_PoolType == PoolingAlgorithm::L2)
60  {
62  }
63  else if (avgPoolIgnoreValue)
64  {
65  return ConvertAvgPool2DIgnoreValueToTosaOperator(layer, inputs, outputs, poolDesc);
66  }
67  else
68  {
69  return ConvertPooling2DToTosaOperator(layer, inputs, outputs, poolDesc);
70  }
71  }
72  case LayerType::Reshape:
73  {
74  auto reshapeDesc = PolymorphicDowncast<const ReshapeDescriptor*>(&descriptor);
75  return ConvertReshapeToTosaOperator(layer, inputs, outputs, reshapeDesc);
76  }
77  case LayerType::Slice:
78  {
79  auto sliceDesc = PolymorphicDowncast<const SliceDescriptor*>(&descriptor);
80  return ConvertSliceToTosaOperator(layer, inputs, outputs, sliceDesc);
81  }
82  case LayerType::TransposeConvolution2d:
83  {
84  auto transposeConv2dDesc = PolymorphicDowncast<const TransposeConvolution2dDescriptor*>(&descriptor);
85  return ConvertTransposeConv2dToTosaOperator(layer, inputs, outputs, transposeConv2dDesc);
86  }
88  {
89  auto transposeDesc = PolymorphicDowncast<const TransposeDescriptor*>(&descriptor);
90  return ConvertTransposeToTosaOperator(layer, inputs, outputs, transposeDesc);
91  }
92  default:
93  {
95  }
96  }
97 }

References armnn::Addition, armnn::Average, armnn::Concat, armnn::Constant, ConvertAvgPool2DIgnoreValueToTosaOperator(), ConvertConcatToTosaOperator(), ConvertConstantToTosaOperator(), ConvertConv2dToTosaOperator(), ConvertElementwiseBinaryToTosaOperator(), ConvertElementwiseUnaryOperator(), ConvertPooling2DToTosaOperator(), ConvertReshapeToTosaOperator(), ConvertSliceToTosaOperator(), ConvertTransposeConv2dToTosaOperator(), ConvertTransposeToTosaOperator(), armnn::Convolution2d, CreateEmptyTosaSerializationBasicBlock(), armnn::ElementwiseUnary, armnn::IgnoreValue, armnn::L2, armnn::Multiplication, armnn::Pooling2d, armnn::Reshape, armnn::Slice, armnn::Subtraction, armnn::Transpose, and armnn::TransposeConvolution2d.

Referenced by GetTosaMappingFromLayer(), and TosaRefLayerSupport::IsLayerSupported().

◆ GetTosaMappingFromLayer()

TosaSerializationBasicBlock* GetTosaMappingFromLayer ( Layer layer)

Definition at line 99 of file TosaMappings.cpp.

100 {
101  std::vector<const TensorInfo*> inputs;
102  for (auto inputSlot : layer->GetInputSlots())
103  {
104  inputs.push_back(&inputSlot.GetConnection()->GetTensorInfo());
105  }
106 
107  std::vector<const TensorInfo*> outputs;
108  for (auto& outputSlot : layer->GetOutputSlots())
109  {
110  outputs.push_back(&outputSlot.GetTensorInfo());
111  }
112 
113  TosaSerializationBasicBlock* basicBlock = GetTosaMapping(layer,
114  layer->GetType(),
115  inputs,
116  outputs,
117  layer->GetParameters());
118  return basicBlock;
119 }

References Layer::GetInputSlots(), Layer::GetOutputSlots(), Layer::GetParameters(), GetTosaMapping(), and Layer::GetType().

Referenced by TosaRefBackend::OptimizeSubgraphView().

armnn::Slice
void Slice(const TensorInfo &inputInfo, const SliceDescriptor &descriptor, const void *inputData, void *outputData, unsigned int dataTypeSize)
Definition: Slice.cpp:14
ConvertAvgPool2DIgnoreValueToTosaOperator
TosaSerializationBasicBlock * ConvertAvgPool2DIgnoreValueToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const Pooling2dDescriptor *poolDescriptor)
Definition: AvgPool2DIgnoreValueOperator.cpp:8
ConvertConstantToTosaOperator
TosaSerializationBasicBlock * ConvertConstantToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &outputs)
Definition: ConstantOperator.cpp:10
ConvertElementwiseBinaryToTosaOperator
TosaSerializationBasicBlock * ConvertElementwiseBinaryToTosaOperator(const Layer *layer, const LayerType type, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs)
Definition: ElementwiseBinaryOperator.cpp:8
CreateEmptyTosaSerializationBasicBlock
TosaSerializationBasicBlock * CreateEmptyTosaSerializationBasicBlock()
Definition: TosaMappings.cpp:11
ConvertElementwiseUnaryOperator
TosaSerializationBasicBlock * ConvertElementwiseUnaryOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const ElementwiseUnaryDescriptor *unaryDescriptor)
Definition: ElementwiseUnaryOperator.cpp:8
ConvertSliceToTosaOperator
TosaSerializationBasicBlock * ConvertSliceToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const SliceDescriptor *sliceDescriptor)
Definition: SliceOperator.cpp:8
GetTosaMapping
TosaSerializationBasicBlock * GetTosaMapping(const Layer *layer, const LayerType type, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const BaseDescriptor &descriptor)
Definition: TosaMappings.cpp:18
armnn::Layer::GetType
LayerType GetType() const override
Returns the armnn::LayerType of this layer.
Definition: Layer.hpp:273
armnn::Layer::GetParameters
virtual const BaseDescriptor & GetParameters() const override
If the layer has a descriptor return it.
Definition: Layer.hpp:365
armnn::Layer::GetOutputSlots
const std::vector< OutputSlot > & GetOutputSlots() const
Definition: Layer.hpp:246
armnn::Pooling2d
void Pooling2d(Decoder< float > &rInputDecoder, Encoder< float > &rOutputEncoder, const TensorInfo &inputInfo, const TensorInfo &outputInfo, const Pooling2dDescriptor &params)
Computes the Pooling2d operation.
Definition: Pooling2d.cpp:142
ConvertTransposeConv2dToTosaOperator
TosaSerializationBasicBlock * ConvertTransposeConv2dToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const TransposeConvolution2dDescriptor *descriptor)
Definition: TransposeConv2dOperator.cpp:10
ConvertConcatToTosaOperator
TosaSerializationBasicBlock * ConvertConcatToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const OriginsDescriptor *concatDescriptor)
Definition: ConcatOperator.cpp:8
ConvertTransposeToTosaOperator
TosaSerializationBasicBlock * ConvertTransposeToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const TransposeDescriptor *transposeDescriptor)
Definition: TransposeOperator.cpp:8
ConvertPooling2DToTosaOperator
TosaSerializationBasicBlock * ConvertPooling2DToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const Pooling2dDescriptor *poolDescriptor)
Definition: Pooling2DOperator.cpp:8
armnn::Layer::GetInputSlots
const std::vector< InputSlot > & GetInputSlots() const
Definition: Layer.hpp:245
ConvertReshapeToTosaOperator
TosaSerializationBasicBlock * ConvertReshapeToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const ReshapeDescriptor *reshapeDescriptor)
Definition: ReshapeOperator.cpp:8
armnnUtils::Transpose
void Transpose(const armnn::TensorShape &dstShape, const armnn::PermutationVector &mappings, const void *src, void *dst, size_t dataTypeSize)
Definition: Transpose.cpp:120
ConvertConv2dToTosaOperator
TosaSerializationBasicBlock * ConvertConv2dToTosaOperator(const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const Convolution2dDescriptor *conv2dDescriptor)
Definition: Conv2dOperator.cpp:8