xref: /aosp_15_r20/external/armnn/src/backends/backendsCommon/test/BatchMatMulEndToEndTestImpl.hpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2022 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 <ResolveType.hpp>
8*89c4ff92SAndroid Build Coastguard Worker 
9*89c4ff92SAndroid Build Coastguard Worker #include <armnn/INetwork.hpp>
10*89c4ff92SAndroid Build Coastguard Worker 
11*89c4ff92SAndroid Build Coastguard Worker #include <doctest/doctest.h>
12*89c4ff92SAndroid Build Coastguard Worker #include <CommonTestUtils.hpp>
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>
CreateBatchMatMulNetwork(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 CreateBatchMatMulNetwork(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     BatchMatMulDescriptor batchMatMulDesc;
34*89c4ff92SAndroid Build Coastguard Worker     batchMatMulDesc.m_TransposeX = false;
35*89c4ff92SAndroid Build Coastguard Worker     batchMatMulDesc.m_TransposeY = true;
36*89c4ff92SAndroid Build Coastguard Worker 
37*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* batchMatMul = network->AddBatchMatMulLayer(batchMatMulDesc, "batchMatMul");
38*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* inputX = network->AddInputLayer(0, "inputX");
39*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* inputY = network->AddInputLayer(1, "inputY");
40*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* output = network->AddOutputLayer(0, "output");
41*89c4ff92SAndroid Build Coastguard Worker 
42*89c4ff92SAndroid Build Coastguard Worker     Connect(inputX, batchMatMul, inputXTensorInfo, 0, 0);
43*89c4ff92SAndroid Build Coastguard Worker     Connect(inputY, batchMatMul, inputYTensorInfo, 0, 1);
44*89c4ff92SAndroid Build Coastguard Worker     Connect(batchMatMul, output, outputTensorInfo, 0, 0);
45*89c4ff92SAndroid Build Coastguard Worker 
46*89c4ff92SAndroid Build Coastguard Worker     return network;
47*89c4ff92SAndroid Build Coastguard Worker }
48*89c4ff92SAndroid Build Coastguard Worker 
49*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
BatchMatMulEndToEnd(const std::vector<armnn::BackendId> & backends)50*89c4ff92SAndroid Build Coastguard Worker void BatchMatMulEndToEnd(const std::vector<armnn::BackendId>& backends)
51*89c4ff92SAndroid Build Coastguard Worker {
52*89c4ff92SAndroid Build Coastguard Worker     using namespace armnn;
53*89c4ff92SAndroid Build Coastguard Worker 
54*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputXShape = { 2, 2, 2 };
55*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputYShape = { 2, 2, 2 };
56*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& outputShape = { 2, 2, 2 };
57*89c4ff92SAndroid Build Coastguard Worker 
58*89c4ff92SAndroid Build Coastguard Worker     INetworkPtr network = CreateBatchMatMulNetwork<ArmnnType>(inputXShape, inputYShape, outputShape);
59*89c4ff92SAndroid Build Coastguard Worker 
60*89c4ff92SAndroid Build Coastguard Worker     CHECK(network);
61*89c4ff92SAndroid Build Coastguard Worker 
62*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> inputXData{ 1, 2,
63*89c4ff92SAndroid Build Coastguard Worker                                3, 4,
64*89c4ff92SAndroid Build Coastguard Worker 
65*89c4ff92SAndroid Build Coastguard Worker                                9, 10,
66*89c4ff92SAndroid Build Coastguard Worker                                11, 12 };
67*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> inputYData{ 5, 7,
68*89c4ff92SAndroid Build Coastguard Worker                                6, 8,
69*89c4ff92SAndroid Build Coastguard Worker 
70*89c4ff92SAndroid Build Coastguard Worker                                13, 15,
71*89c4ff92SAndroid Build Coastguard Worker                                14, 16 };
72*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> expectedOutput{ 19, 22,
73*89c4ff92SAndroid Build Coastguard Worker                                    43, 50,
74*89c4ff92SAndroid Build Coastguard Worker 
75*89c4ff92SAndroid Build Coastguard Worker                                    267, 286,
76*89c4ff92SAndroid Build Coastguard Worker                                    323, 346 };
77*89c4ff92SAndroid Build Coastguard Worker 
78*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<T>> inputTensorData = {{ 0, inputXData }, {1, inputYData}};
79*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<T>> expectedOutputData = { { 0, expectedOutput } };
80*89c4ff92SAndroid Build Coastguard Worker 
81*89c4ff92SAndroid Build Coastguard Worker     EndToEndLayerTestImpl<ArmnnType, ArmnnType>(std::move(network), inputTensorData, expectedOutputData, backends);
82*89c4ff92SAndroid Build Coastguard Worker }
83*89c4ff92SAndroid Build Coastguard Worker 
84*89c4ff92SAndroid Build Coastguard Worker } // anonymous namespace