xref: /aosp_15_r20/external/armnn/src/backends/backendsCommon/test/ReduceEndToEndTestImpl.hpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 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>
CreateReduceNetwork(const armnn::TensorShape & inputShape,const armnn::TensorShape & outputShape,const armnn::ReduceDescriptor & descriptor,const float qScale=1.0f,const int32_t qOffset=0)18*89c4ff92SAndroid Build Coastguard Worker armnn::INetworkPtr CreateReduceNetwork(const armnn::TensorShape& inputShape,
19*89c4ff92SAndroid Build Coastguard Worker                                         const armnn::TensorShape& outputShape,
20*89c4ff92SAndroid Build Coastguard Worker                                         const armnn::ReduceDescriptor& descriptor,
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 inputTensorInfo(inputShape, DataType, qScale, qOffset, true);
29*89c4ff92SAndroid Build Coastguard Worker     TensorInfo outputTensorInfo(outputShape, DataType, qScale, qOffset);
30*89c4ff92SAndroid Build Coastguard Worker 
31*89c4ff92SAndroid Build Coastguard Worker 
32*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* reduce = network->AddReduceLayer(descriptor, "reduce");
33*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* input   = network->AddInputLayer(0, "input");
34*89c4ff92SAndroid Build Coastguard Worker     IConnectableLayer* output  = network->AddOutputLayer(0, "output");
35*89c4ff92SAndroid Build Coastguard Worker 
36*89c4ff92SAndroid Build Coastguard Worker     Connect(input, reduce, inputTensorInfo, 0, 0);
37*89c4ff92SAndroid Build Coastguard Worker     Connect(reduce, output, outputTensorInfo, 0, 0);
38*89c4ff92SAndroid Build Coastguard Worker 
39*89c4ff92SAndroid Build Coastguard Worker     return network;
40*89c4ff92SAndroid Build Coastguard Worker }
41*89c4ff92SAndroid Build Coastguard Worker 
42*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
ReduceEndToEnd(const std::vector<armnn::BackendId> & backends)43*89c4ff92SAndroid Build Coastguard Worker void ReduceEndToEnd(const std::vector<armnn::BackendId>& backends)
44*89c4ff92SAndroid Build Coastguard Worker {
45*89c4ff92SAndroid Build Coastguard Worker     using namespace armnn;
46*89c4ff92SAndroid Build Coastguard Worker 
47*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& inputShape = { 1, 1, 1, 5 };
48*89c4ff92SAndroid Build Coastguard Worker     const TensorShape& outputShape = { 1, 1, 1 };
49*89c4ff92SAndroid Build Coastguard Worker 
50*89c4ff92SAndroid Build Coastguard Worker     ReduceDescriptor descriptor;
51*89c4ff92SAndroid Build Coastguard Worker     descriptor.m_KeepDims = false;
52*89c4ff92SAndroid Build Coastguard Worker     descriptor.m_vAxis = { 3 };
53*89c4ff92SAndroid Build Coastguard Worker     descriptor.m_ReduceOperation = ReduceOperation::Sum;
54*89c4ff92SAndroid Build Coastguard Worker 
55*89c4ff92SAndroid Build Coastguard Worker     INetworkPtr network = CreateReduceNetwork<ArmnnType>(inputShape, outputShape, descriptor);
56*89c4ff92SAndroid Build Coastguard Worker 
57*89c4ff92SAndroid Build Coastguard Worker     CHECK(network);
58*89c4ff92SAndroid Build Coastguard Worker 
59*89c4ff92SAndroid Build Coastguard Worker     std::vector<float> floatInputData({ 5.0f, 2.0f, 8.0f, 10.0f, 9.0f });
60*89c4ff92SAndroid Build Coastguard Worker     std::vector<float> floatOutputData({ 34.0f });
61*89c4ff92SAndroid Build Coastguard Worker 
62*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> inputData = armnnUtils::QuantizedVector<T>(floatInputData);
63*89c4ff92SAndroid Build Coastguard Worker     std::vector<T> outputData = armnnUtils::QuantizedVector<T>(floatOutputData);
64*89c4ff92SAndroid Build Coastguard Worker 
65*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<T>> inputTensorData = { { 0, inputData } };
66*89c4ff92SAndroid Build Coastguard Worker     std::map<int, std::vector<T>> expectedOutputData = { { 0, outputData } };
67*89c4ff92SAndroid Build Coastguard Worker 
68*89c4ff92SAndroid Build Coastguard Worker     EndToEndLayerTestImpl<ArmnnType, ArmnnType>(std::move(network), inputTensorData, expectedOutputData, backends);
69*89c4ff92SAndroid Build Coastguard Worker }
70*89c4ff92SAndroid Build Coastguard Worker } // anonymous namespace
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