ArmNN
 24.05
ElementwiseUnaryOperator.hpp File Reference
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Functions

TosaSerializationBasicBlock * ConvertElementwiseUnaryOperator (const Layer *layer, const std::vector< const TensorInfo * > &inputs, const std::vector< const TensorInfo * > &outputs, const ElementwiseUnaryDescriptor *unaryDescriptor)
 

Function Documentation

◆ ConvertElementwiseUnaryOperator()

TosaSerializationBasicBlock* ConvertElementwiseUnaryOperator ( const Layer layer,
const std::vector< const TensorInfo * > &  inputs,
const std::vector< const TensorInfo * > &  outputs,
const ElementwiseUnaryDescriptor unaryDescriptor 
)

Definition at line 8 of file ElementwiseUnaryOperator.cpp.

12 {
13  std::string input0Name = std::string("input_");
14  std::string outputName = std::string("output0_");
15  std::string blockName = std::string("Op_ELEMENTWISEUNARY_block_") + GetUniqueTosaMappingID();
16 
17 
18  // If a layer is present then the block will be used for execution, so input and output names need to be determined
19  // using the previous and following layers so the graph is connected correctly. For validation this doesn't matter.
20  if(layer != nullptr)
21  {
22  input0Name = GenerateUniqueInputName(layer->GetInputSlot(0));
23  outputName = GenerateUniqueOutputName(*layer);
24  }
25 
26  TosaSerializationOperator* op = nullptr;
27  switch(unaryDescriptor->m_Operation)
28  {
29  case UnaryOperation::Rsqrt:
30  {
31  op = new TosaSerializationOperator(tosa::Op_RSQRT,
32  Attribute_NONE,
33  nullptr,
34  {input0Name},
35  {outputName});
36  blockName = std::string("Op_RSQRT_block_") + GetUniqueTosaMappingID();
37  break;
38  }
39  default:
40  throw armnn::Exception("ConvertElementwiseUnaryToTosaOperator: Unsupported layer type.");
41  }
42 
43  std::vector<TosaSerializationTensor*> tensors;
44  // Only add input tensor if connected layer is an input layer.
45  // As intermediate or constant tensors will be created separately.
46  // There also can't be duplicate tensor.
47  if(input0Name.find("input_") != std::string::npos)
48  {
49  std::vector<int32_t> inputShape0 = GetTosaTensorShape(inputs[0]->GetShape());
50  DType inputDType0 = ArmNNToDType(inputs[0]->GetDataType());
51  tensors.push_back(new TosaSerializationTensor(input0Name, inputShape0, inputDType0, {}));
52  }
53 
54  std::vector<int32_t> outputShape0 = GetTosaTensorShape(outputs[0]->GetShape());
55  DType outputDType0 = ArmNNToDType(outputs[0]->GetDataType());
56 
57  tensors.push_back(new TosaSerializationTensor(outputName, outputShape0, outputDType0, {}));
58 
59  // operatorInputNames/operatorOutputNames ends up being the same as
60  // blockInputNames/blockOutputNames for one-to-one ArmNN to Tosa mappings
61  return new TosaSerializationBasicBlock(blockName, // name
62  mainName, // region name
63  {op}, // operators
64  tensors, // tensors
65  {input0Name}, // inputs
66  {outputName}); // outputs
67 }

References GenerateUniqueInputName(), GenerateUniqueOutputName(), Layer::GetInputSlot(), GetTosaTensorShape(), GetUniqueTosaMappingID(), and ElementwiseUnaryDescriptor::m_Operation.

Referenced by GetTosaMapping().

GenerateUniqueOutputName
std::string GenerateUniqueOutputName(const Layer &layer, uint32_t layerSlot=0)
Definition: TosaOperatorUtils.hpp:120
armnn::Layer::GetInputSlot
const InputSlot & GetInputSlot(unsigned int index) const override
Get a const input slot handle by slot index.
Definition: Layer.hpp:337
mainName
const std::string mainName
Definition: TosaOperatorUtils.hpp:19
ArmNNToDType
DType ArmNNToDType(const DataType &type)
Definition: TosaOperatorUtils.hpp:22
armnn::Exception
Base class for all ArmNN exceptions so that users can filter to just those.
Definition: Exceptions.hpp:46
armnn::ElementwiseUnaryDescriptor::m_Operation
UnaryOperation m_Operation
Specifies the elementwiseUnary operation to execute.
Definition: Descriptors.hpp:145
GetTosaTensorShape
std::vector< int32_t > GetTosaTensorShape(const TensorShape &shape)
Definition: TosaOperatorUtils.hpp:79
GenerateUniqueInputName
std::string GenerateUniqueInputName(const armnn::InputSlot &slot)
Definition: TosaOperatorUtils.hpp:109
GetUniqueTosaMappingID
std::string GetUniqueTosaMappingID()
Definition: TosaOperatorUtils.hpp:138