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>
CreateMultiplicationNetwork(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 CreateMultiplicationNetwork(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* multiplication = network->AddMultiplicationLayer("multiplication");
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, multiplication, inputXTensorInfo, 0, 0);
41*89c4ff92SAndroid Build Coastguard Worker Connect(inputY, multiplication, inputYTensorInfo, 0, 1);
42*89c4ff92SAndroid Build Coastguard Worker Connect(multiplication, 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>>
MultiplicationEndToEnd(const std::vector<armnn::BackendId> & backends)48*89c4ff92SAndroid Build Coastguard Worker void MultiplicationEndToEnd(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 = CreateMultiplicationNetwork<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{ 1, 2, 3, 4 };
61*89c4ff92SAndroid Build Coastguard Worker std::vector<T> inputYData{ 5, 2, 6, 3 };
62*89c4ff92SAndroid Build Coastguard Worker std::vector<T> expectedOutput{ 5, 4, 18, 12 };
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>
MultiplicationEndToEndFloat16(const std::vector<armnn::BackendId> & backends)71*89c4ff92SAndroid Build Coastguard Worker void MultiplicationEndToEndFloat16(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 = CreateMultiplicationNetwork<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{ 1._h, 2._h,
85*89c4ff92SAndroid Build Coastguard Worker 3._h, 4._h };
86*89c4ff92SAndroid Build Coastguard Worker std::vector<Half> inputYData{ 1._h, 2._h,
87*89c4ff92SAndroid Build Coastguard Worker 3._h, 4._h };
88*89c4ff92SAndroid Build Coastguard Worker std::vector<Half> expectedOutput{ 1._h, 4._h,
89*89c4ff92SAndroid Build Coastguard Worker 9._h, 16._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
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