xref: /aosp_15_r20/external/armnn/src/backends/backendsCommon/test/SubtractionEndToEndTestImpl.hpp (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 #pragma once
6*89c4ff92SAndroid Build Coastguard Worker 
7*89c4ff92SAndroid Build Coastguard Worker #include <armnn/INetwork.hpp>
8*89c4ff92SAndroid Build Coastguard Worker 
9*89c4ff92SAndroid Build Coastguard Worker #include <CommonTestUtils.hpp>
10*89c4ff92SAndroid Build Coastguard Worker #include <ResolveType.hpp>
11*89c4ff92SAndroid Build Coastguard Worker 
12*89c4ff92SAndroid Build Coastguard Worker #include <doctest/doctest.h>
13*89c4ff92SAndroid Build Coastguard Worker 
14*89c4ff92SAndroid Build Coastguard Worker namespace
15*89c4ff92SAndroid Build Coastguard Worker {
16*89c4ff92SAndroid Build Coastguard Worker 
17*89c4ff92SAndroid Build Coastguard Worker template<typename armnn::DataType DataType>
CreateSubtractionNetwork(const armnn::TensorShape & inputXShape,const armnn::TensorShape & inputYShape,const armnn::TensorShape & outputShape,const float qScale=1.0f,const int32_t qOffset=0)18*89c4ff92SAndroid Build Coastguard Worker armnn::INetworkPtr CreateSubtractionNetwork(const armnn::TensorShape& inputXShape,
19*89c4ff92SAndroid Build Coastguard Worker                                             const armnn::TensorShape& inputYShape,
20*89c4ff92SAndroid Build Coastguard Worker                                             const armnn::TensorShape& outputShape,
21*89c4ff92SAndroid Build Coastguard Worker                                             const float qScale = 1.0f,
22*89c4ff92SAndroid Build Coastguard Worker                                             const int32_t qOffset = 0)
23*89c4ff92SAndroid Build Coastguard Worker {
24*89c4ff92SAndroid Build Coastguard Worker     using namespace armnn;
25*89c4ff92SAndroid Build Coastguard Worker 
26*89c4ff92SAndroid Build Coastguard Worker     INetworkPtr network(INetwork::Create());
27*89c4ff92SAndroid Build Coastguard Worker 
28*89c4ff92SAndroid Build Coastguard Worker     TensorInfo inputXTensorInfo(inputXShape, DataType, qScale, qOffset, true);
29*89c4ff92SAndroid Build Coastguard Worker     TensorInfo inputYTensorInfo(inputYShape, DataType, qScale, qOffset, true);
30*89c4ff92SAndroid Build Coastguard Worker 
31*89c4ff92SAndroid Build Coastguard Worker     TensorInfo outputTensorInfo(outputShape, DataType, qScale, qOffset);
32*89c4ff92SAndroid Build Coastguard Worker 
33*89c4ff92SAndroid Build Coastguard Worker     ARMNN_NO_DEPRECATE_WARN_BEGIN
34*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* subtraction = network->AddSubtractionLayer("subtraction");
35*89c4ff92SAndroid Build Coastguard Worker     ARMNN_NO_DEPRECATE_WARN_END
36*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* inputX = network->AddInputLayer(0, "inputX");
37*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* inputY = network->AddInputLayer(1, "inputY");
38*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* output = network->AddOutputLayer(0, "output");
39*89c4ff92SAndroid Build Coastguard Worker 
40*89c4ff92SAndroid Build Coastguard Worker     Connect(inputX, subtraction, inputXTensorInfo, 0, 0);
41*89c4ff92SAndroid Build Coastguard Worker     Connect(inputY, subtraction, inputYTensorInfo, 0, 1);
42*89c4ff92SAndroid Build Coastguard Worker     Connect(subtraction, output, outputTensorInfo, 0, 0);
43*89c4ff92SAndroid Build Coastguard Worker 
44*89c4ff92SAndroid Build Coastguard Worker     return network;
45*89c4ff92SAndroid Build Coastguard Worker }
46*89c4ff92SAndroid Build Coastguard Worker 
47*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
SubtractionEndToEnd(const std::vector<armnn::BackendId> & backends)48*89c4ff92SAndroid Build Coastguard Worker void SubtractionEndToEnd(const std::vector<armnn::BackendId>& backends)
49*89c4ff92SAndroid Build Coastguard Worker {
50*89c4ff92SAndroid Build Coastguard Worker     using namespace armnn;
51*89c4ff92SAndroid Build Coastguard Worker 
52*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputXShape = { 2, 2 };
53*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputYShape = { 2, 2 };
54*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& outputShape = { 2, 2 };
55*89c4ff92SAndroid Build Coastguard Worker 
56*89c4ff92SAndroid Build Coastguard Worker     INetworkPtr network = CreateSubtractionNetwork<ArmnnType>(inputXShape, inputYShape, outputShape);
57*89c4ff92SAndroid Build Coastguard Worker 
58*89c4ff92SAndroid Build Coastguard Worker     CHECK(network);
59*89c4ff92SAndroid Build Coastguard Worker 
60*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> inputXData{ 10, 11, 12, 13 };
61*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> inputYData{ 5, 7, 6, 8 };
62*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> expectedOutput{ 5, 4, 6, 5 };
63*89c4ff92SAndroid Build Coastguard Worker 
64*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<T>> inputTensorData = {{ 0, inputXData }, {1, inputYData}};
65*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<T>> expectedOutputData = { { 0, expectedOutput } };
66*89c4ff92SAndroid Build Coastguard Worker 
67*89c4ff92SAndroid Build Coastguard Worker     EndToEndLayerTestImpl<ArmnnType, ArmnnType>(std::move(network), inputTensorData, expectedOutputData, backends);
68*89c4ff92SAndroid Build Coastguard Worker }
69*89c4ff92SAndroid Build Coastguard Worker 
70*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnType>
SubtractionEndToEndFloat16(const std::vector<armnn::BackendId> & backends)71*89c4ff92SAndroid Build Coastguard Worker void SubtractionEndToEndFloat16(const std::vector<armnn::BackendId>& backends)
72*89c4ff92SAndroid Build Coastguard Worker {
73*89c4ff92SAndroid Build Coastguard Worker     using namespace armnn;
74*89c4ff92SAndroid Build Coastguard Worker     using namespace half_float::literal;
75*89c4ff92SAndroid Build Coastguard Worker     using Half = half_float::half;
76*89c4ff92SAndroid Build Coastguard Worker 
77*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputXShape = { 2, 2 };
78*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputYShape = { 2, 2 };
79*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& outputShape = { 2, 2 };
80*89c4ff92SAndroid Build Coastguard Worker 
81*89c4ff92SAndroid Build Coastguard Worker     INetworkPtr network = CreateSubtractionNetwork<ArmnnType>(inputXShape, inputYShape, outputShape);
82*89c4ff92SAndroid Build Coastguard Worker     CHECK(network);
83*89c4ff92SAndroid Build Coastguard Worker 
84*89c4ff92SAndroid Build Coastguard Worker     std::vector<Half> inputXData{ 11._h, 12._h,
85*89c4ff92SAndroid Build Coastguard Worker                                   13._h, 14._h };
86*89c4ff92SAndroid Build Coastguard Worker     std::vector<Half> inputYData{ 5._h, 7._h,
87*89c4ff92SAndroid Build Coastguard Worker                                   6._h, 8._h };
88*89c4ff92SAndroid Build Coastguard Worker     std::vector<Half> expectedOutput{ 6._h, 5._h,
89*89c4ff92SAndroid Build Coastguard Worker                                       7._h, 6._h };
90*89c4ff92SAndroid Build Coastguard Worker 
91*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<Half>> inputTensorData = {{ 0, inputXData }, { 1, inputYData }};
92*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<Half>> expectedOutputData = { { 0, expectedOutput } };
93*89c4ff92SAndroid Build Coastguard Worker 
94*89c4ff92SAndroid Build Coastguard Worker     EndToEndLayerTestImpl<ArmnnType, ArmnnType>(std::move(network), inputTensorData, expectedOutputData, backends);
95*89c4ff92SAndroid Build Coastguard Worker }
96*89c4ff92SAndroid Build Coastguard Worker 
97*89c4ff92SAndroid Build Coastguard Worker } // anonymous namespace
98