ArmNN
 24.02
SliceOperator.hpp File Reference
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Functions

TosaSerializationBasicBlock * ConvertSliceToTosaOperator (const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const SliceDescriptor *sliceDescriptor)
 

Function Documentation

◆ ConvertSliceToTosaOperator()

TosaSerializationBasicBlock* ConvertSliceToTosaOperator ( const Layer layer,
const std::vector< const TensorInfo * > &  inputs,
const std::vector< const TensorInfo * > &  outputs,
const SliceDescriptor sliceDescriptor 
)

Definition at line 8 of file SliceOperator.cpp.

12 {
13  std::string inputName = std::string("input0_");
14  std::string outputName = std::string("output0_");
15  std::string blockName = std::string("Op_SLICE_block_") + GetUniqueTosaMappingID();
16 
17  // If a layer is present then the block will be used for execution, so input and output names need to be determined
18  // using the previous and following layers so the graph is connected correctly. For validation this doesn't matter.
19  if(layer != nullptr)
20  {
21  // Get the layers connected to the input slots and determine unique tensor names.
22  Layer& connectedLayer = layer->GetInputSlot(0).GetConnectedOutputSlot()->GetOwningLayer();
23  inputName = GenerateUniqueName(connectedLayer, 0);
24 
25  // Determine unique output tensor name.
26  outputName = GenerateUniqueOutputName(*layer, 0);
27  }
28 
29  std::vector<int32_t> begin(sliceDescriptor->m_Begin.begin(), sliceDescriptor->m_Begin.end());
30  std::vector<int32_t> size(sliceDescriptor->m_Size.begin(), sliceDescriptor->m_Size.end());
31 
32  TosaSliceAttribute attribute(begin, size);
33 
34  auto* op = new TosaSerializationOperator(Op_SLICE,
35  Attribute_SliceAttribute,
36  &attribute,
37  {inputName},
38  {outputName});
39 
40  std::vector<TosaSerializationTensor*> tensors;
41 
42  // Only add input tensors if connected layer is an input layer.
43  // As intermediate or constant tensors will be created separately.
44  // There also can't be duplicate tensor.
45  if(inputName.find("input0_") != std::string::npos)
46  {
47  std::vector<int32_t> inputShape = GetTosaTensorShape(inputs[0]->GetShape());
48  DType inputDType = ArmNNToDType(inputs[0]->GetDataType());
49 
50  tensors.push_back(new TosaSerializationTensor(inputName, inputShape, inputDType, {}));
51  }
52 
53  std::vector<int32_t> outputShape = GetTosaTensorShape(outputs[0]->GetShape());
54  DType outputDType = ArmNNToDType(outputs[0]->GetDataType());
55 
56  tensors.push_back(new TosaSerializationTensor(outputName, outputShape, outputDType, {}));
57 
58  // operatorInputNames/operatorOutputNames ends up being the same as
59  // blockInputNames/blockOutputNames for one-to-one ArmNN to TOSA mappings
60  return new TosaSerializationBasicBlock(blockName, // name
61  mainName, // region name
62  {op}, // operators
63  tensors, // tensors
64  {inputName}, // inputs
65  {outputName}); // outputs
66 }

References GenerateUniqueName(), GenerateUniqueOutputName(), InputSlot::GetConnectedOutputSlot(), Layer::GetInputSlot(), OutputSlot::GetOwningLayer(), GetTosaTensorShape(), GetUniqueTosaMappingID(), SliceDescriptor::m_Begin, and SliceDescriptor::m_Size.

Referenced by GetTosaMapping().

armnn::SliceDescriptor::m_Begin
std::vector< unsigned int > m_Begin
Beginning indices of the slice in each dimension.
Definition: Descriptors.hpp:1244
armnn::Layer::GetInputSlot
const InputSlot & GetInputSlot(unsigned int index) const override
Get a const input slot handle by slot index.
Definition: Layer.hpp:337
armnn::Layer
Definition: Layer.hpp:230
mainName
const std::string mainName
Definition: TosaOperatorUtils.hpp:19
armnn::OutputSlot::GetOwningLayer
Layer & GetOwningLayer() const
Definition: Layer.hpp:132
ArmNNToDType
DType ArmNNToDType(const DataType &type)
Definition: TosaOperatorUtils.hpp:22
GenerateUniqueOutputName
std::string GenerateUniqueOutputName(const Layer &layer, uint32_t layerSlot)
Definition: TosaOperatorUtils.hpp:82
GenerateUniqueName
std::string GenerateUniqueName(const Layer &layer, uint32_t layerSlot)
Definition: TosaOperatorUtils.hpp:63
GetTosaTensorShape
std::vector< int32_t > GetTosaTensorShape(const TensorShape &shape)
Definition: TosaOperatorUtils.hpp:52
armnn::InputSlot::GetConnectedOutputSlot
const OutputSlot * GetConnectedOutputSlot() const
Definition: Layer.hpp:56
armnn::SliceDescriptor::m_Size
std::vector< unsigned int > m_Size
Size of the slice in each dimension.
Definition: Descriptors.hpp:1247
GetUniqueTosaMappingID
std::string GetUniqueTosaMappingID()
Definition: TosaOperatorUtils.hpp:100