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