xref: /aosp_15_r20/external/armnn/src/backends/tosaCommon/TosaMappings.cpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2022-2023 Arm Ltd and Contributors. All rights reserved.
3*89c4ff92SAndroid Build Coastguard Worker // SPDX-License-Identifier: MIT
4*89c4ff92SAndroid Build Coastguard Worker //
5*89c4ff92SAndroid Build Coastguard Worker 
6*89c4ff92SAndroid Build Coastguard Worker #include "TosaMappings.hpp"
7*89c4ff92SAndroid Build Coastguard Worker 
8*89c4ff92SAndroid Build Coastguard Worker using namespace armnn;
9*89c4ff92SAndroid Build Coastguard Worker using namespace tosa;
10*89c4ff92SAndroid Build Coastguard Worker 
CreateEmptyTosaSerializationBasicBlock()11*89c4ff92SAndroid Build Coastguard Worker TosaSerializationBasicBlock* CreateEmptyTosaSerializationBasicBlock()
12*89c4ff92SAndroid Build Coastguard Worker {
13*89c4ff92SAndroid Build Coastguard Worker     // Empty basic block when no TOSA mapping implemented/exists
14*89c4ff92SAndroid Build Coastguard Worker     auto* op = new TosaSerializationOperator(Op_UNKNOWN, Attribute_NONE, nullptr, {}, {});
15*89c4ff92SAndroid Build Coastguard Worker     return new TosaSerializationBasicBlock("", {op}, {}, {}, {});
16*89c4ff92SAndroid Build Coastguard Worker }
17*89c4ff92SAndroid Build Coastguard Worker 
GetTosaMapping(const Layer * layer,const LayerType type,const std::vector<const TensorInfo * > & inputs,const std::vector<const TensorInfo * > & outputs,const BaseDescriptor & descriptor)18*89c4ff92SAndroid Build Coastguard Worker TosaSerializationBasicBlock* GetTosaMapping(const Layer* layer,
19*89c4ff92SAndroid Build Coastguard Worker                                             const LayerType type,
20*89c4ff92SAndroid Build Coastguard Worker                                             const std::vector<const TensorInfo*>& inputs,
21*89c4ff92SAndroid Build Coastguard Worker                                             const std::vector<const TensorInfo*>& outputs,
22*89c4ff92SAndroid Build Coastguard Worker                                             const BaseDescriptor& descriptor)
23*89c4ff92SAndroid Build Coastguard Worker {
24*89c4ff92SAndroid Build Coastguard Worker     switch (type)
25*89c4ff92SAndroid Build Coastguard Worker     {
26*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Addition:
27*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Multiplication:
28*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Subtraction:
29*89c4ff92SAndroid Build Coastguard Worker         {
30*89c4ff92SAndroid Build Coastguard Worker             return ConvertElementwiseBinaryToTosaOperator(layer, type, inputs, outputs);
31*89c4ff92SAndroid Build Coastguard Worker         }
32*89c4ff92SAndroid Build Coastguard Worker         case LayerType::ElementwiseUnary:
33*89c4ff92SAndroid Build Coastguard Worker         {
34*89c4ff92SAndroid Build Coastguard Worker             auto unaryDesc = PolymorphicDowncast<const ElementwiseUnaryDescriptor*>(&descriptor);
35*89c4ff92SAndroid Build Coastguard Worker             return ConvertElementwiseUnaryOperator(layer, inputs, outputs, unaryDesc);
36*89c4ff92SAndroid Build Coastguard Worker         }
37*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Concat:
38*89c4ff92SAndroid Build Coastguard Worker         {
39*89c4ff92SAndroid Build Coastguard Worker             auto concatDesc = PolymorphicDowncast<const OriginsDescriptor*>(&descriptor);
40*89c4ff92SAndroid Build Coastguard Worker             return ConvertConcatToTosaOperator(layer, inputs, outputs, concatDesc);
41*89c4ff92SAndroid Build Coastguard Worker         }
42*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Constant:
43*89c4ff92SAndroid Build Coastguard Worker         {
44*89c4ff92SAndroid Build Coastguard Worker             return ConvertConstantToTosaOperator(layer, outputs);
45*89c4ff92SAndroid Build Coastguard Worker         }
46*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Convolution2d:
47*89c4ff92SAndroid Build Coastguard Worker         {
48*89c4ff92SAndroid Build Coastguard Worker             auto conv2dDesc = PolymorphicDowncast<const Convolution2dDescriptor*>(&descriptor);
49*89c4ff92SAndroid Build Coastguard Worker             return ConvertConv2dToTosaOperator(layer, inputs, outputs, conv2dDesc);
50*89c4ff92SAndroid Build Coastguard Worker         }
51*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Pooling2d:
52*89c4ff92SAndroid Build Coastguard Worker         {
53*89c4ff92SAndroid Build Coastguard Worker             auto poolDesc = PolymorphicDowncast<const Pooling2dDescriptor*>(&descriptor);
54*89c4ff92SAndroid Build Coastguard Worker 
55*89c4ff92SAndroid Build Coastguard Worker             bool avgPoolIgnoreValue =
56*89c4ff92SAndroid Build Coastguard Worker                 (poolDesc->m_PoolType == PoolingAlgorithm::Average) &&
57*89c4ff92SAndroid Build Coastguard Worker                 (poolDesc->m_PaddingMethod == PaddingMethod::IgnoreValue);
58*89c4ff92SAndroid Build Coastguard Worker 
59*89c4ff92SAndroid Build Coastguard Worker             if (poolDesc->m_PoolType == PoolingAlgorithm::L2)
60*89c4ff92SAndroid Build Coastguard Worker             {
61*89c4ff92SAndroid Build Coastguard Worker                 return CreateEmptyTosaSerializationBasicBlock();
62*89c4ff92SAndroid Build Coastguard Worker             }
63*89c4ff92SAndroid Build Coastguard Worker             else if (avgPoolIgnoreValue)
64*89c4ff92SAndroid Build Coastguard Worker             {
65*89c4ff92SAndroid Build Coastguard Worker                 return ConvertAvgPool2DIgnoreValueToTosaOperator(layer, inputs, outputs, poolDesc);
66*89c4ff92SAndroid Build Coastguard Worker             }
67*89c4ff92SAndroid Build Coastguard Worker             else
68*89c4ff92SAndroid Build Coastguard Worker             {
69*89c4ff92SAndroid Build Coastguard Worker                 return ConvertPooling2DToTosaOperator(layer, inputs, outputs, poolDesc);
70*89c4ff92SAndroid Build Coastguard Worker             }
71*89c4ff92SAndroid Build Coastguard Worker         }
72*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Reshape:
73*89c4ff92SAndroid Build Coastguard Worker         {
74*89c4ff92SAndroid Build Coastguard Worker             auto reshapeDesc = PolymorphicDowncast<const ReshapeDescriptor*>(&descriptor);
75*89c4ff92SAndroid Build Coastguard Worker             return ConvertReshapeToTosaOperator(layer, inputs, outputs, reshapeDesc);
76*89c4ff92SAndroid Build Coastguard Worker         }
77*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Slice:
78*89c4ff92SAndroid Build Coastguard Worker         {
79*89c4ff92SAndroid Build Coastguard Worker             auto sliceDesc = PolymorphicDowncast<const SliceDescriptor*>(&descriptor);
80*89c4ff92SAndroid Build Coastguard Worker             return ConvertSliceToTosaOperator(layer, inputs, outputs, sliceDesc);
81*89c4ff92SAndroid Build Coastguard Worker         }
82*89c4ff92SAndroid Build Coastguard Worker         case LayerType::TransposeConvolution2d:
83*89c4ff92SAndroid Build Coastguard Worker         {
84*89c4ff92SAndroid Build Coastguard Worker             auto transposeConv2dDesc = PolymorphicDowncast<const TransposeConvolution2dDescriptor*>(&descriptor);
85*89c4ff92SAndroid Build Coastguard Worker             return ConvertTransposeConv2dToTosaOperator(layer, inputs, outputs, transposeConv2dDesc);
86*89c4ff92SAndroid Build Coastguard Worker         }
87*89c4ff92SAndroid Build Coastguard Worker         case LayerType::Transpose:
88*89c4ff92SAndroid Build Coastguard Worker         {
89*89c4ff92SAndroid Build Coastguard Worker             auto transposeDesc = PolymorphicDowncast<const TransposeDescriptor*>(&descriptor);
90*89c4ff92SAndroid Build Coastguard Worker             return ConvertTransposeToTosaOperator(layer, inputs, outputs, transposeDesc);
91*89c4ff92SAndroid Build Coastguard Worker         }
92*89c4ff92SAndroid Build Coastguard Worker         default:
93*89c4ff92SAndroid Build Coastguard Worker         {
94*89c4ff92SAndroid Build Coastguard Worker             return CreateEmptyTosaSerializationBasicBlock();
95*89c4ff92SAndroid Build Coastguard Worker         }
96*89c4ff92SAndroid Build Coastguard Worker     }
97*89c4ff92SAndroid Build Coastguard Worker }
98*89c4ff92SAndroid Build Coastguard Worker 
GetTosaMappingFromLayer(Layer * layer)99*89c4ff92SAndroid Build Coastguard Worker TosaSerializationBasicBlock* GetTosaMappingFromLayer(Layer* layer)
100*89c4ff92SAndroid Build Coastguard Worker {
101*89c4ff92SAndroid Build Coastguard Worker     std::vector<const TensorInfo*> inputs;
102*89c4ff92SAndroid Build Coastguard Worker     for (auto inputSlot : layer->GetInputSlots())
103*89c4ff92SAndroid Build Coastguard Worker     {
104*89c4ff92SAndroid Build Coastguard Worker         inputs.push_back(&inputSlot.GetConnection()->GetTensorInfo());
105*89c4ff92SAndroid Build Coastguard Worker     }
106*89c4ff92SAndroid Build Coastguard Worker 
107*89c4ff92SAndroid Build Coastguard Worker     std::vector<const TensorInfo*> outputs;
108*89c4ff92SAndroid Build Coastguard Worker     for (auto& outputSlot : layer->GetOutputSlots())
109*89c4ff92SAndroid Build Coastguard Worker     {
110*89c4ff92SAndroid Build Coastguard Worker         outputs.push_back(&outputSlot.GetTensorInfo());
111*89c4ff92SAndroid Build Coastguard Worker     }
112*89c4ff92SAndroid Build Coastguard Worker 
113*89c4ff92SAndroid Build Coastguard Worker     TosaSerializationBasicBlock* basicBlock = GetTosaMapping(layer,
114*89c4ff92SAndroid Build Coastguard Worker                                                              layer->GetType(),
115*89c4ff92SAndroid Build Coastguard Worker                                                              inputs,
116*89c4ff92SAndroid Build Coastguard Worker                                                              outputs,
117*89c4ff92SAndroid Build Coastguard Worker                                                              layer->GetParameters());
118*89c4ff92SAndroid Build Coastguard Worker     return basicBlock;
119*89c4ff92SAndroid Build Coastguard Worker }
120