1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2017 Arm Ltd. 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 <CommonTestUtils.hpp>
8*89c4ff92SAndroid Build Coastguard Worker
9*89c4ff92SAndroid Build Coastguard Worker #include <ResolveType.hpp>
10*89c4ff92SAndroid Build Coastguard Worker
11*89c4ff92SAndroid Build Coastguard Worker #include <armnn/INetwork.hpp>
12*89c4ff92SAndroid Build Coastguard Worker
13*89c4ff92SAndroid Build Coastguard Worker #include <armnn/utility/NumericCast.hpp>
14*89c4ff92SAndroid Build Coastguard Worker
15*89c4ff92SAndroid Build Coastguard Worker #include <doctest/doctest.h>
16*89c4ff92SAndroid Build Coastguard Worker
17*89c4ff92SAndroid Build Coastguard Worker #include <vector>
18*89c4ff92SAndroid Build Coastguard Worker
19*89c4ff92SAndroid Build Coastguard Worker namespace
20*89c4ff92SAndroid Build Coastguard Worker {
21*89c4ff92SAndroid Build Coastguard Worker
22*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnTypeInput>
CreateComparisonNetwork(const std::vector<TensorShape> & inputShapes,const TensorShape & outputShape,ComparisonOperation operation,const float qScale=1.0f,const int32_t qOffset=0)23*89c4ff92SAndroid Build Coastguard Worker INetworkPtr CreateComparisonNetwork(const std::vector<TensorShape>& inputShapes,
24*89c4ff92SAndroid Build Coastguard Worker const TensorShape& outputShape,
25*89c4ff92SAndroid Build Coastguard Worker ComparisonOperation operation,
26*89c4ff92SAndroid Build Coastguard Worker const float qScale = 1.0f,
27*89c4ff92SAndroid Build Coastguard Worker const int32_t qOffset = 0)
28*89c4ff92SAndroid Build Coastguard Worker {
29*89c4ff92SAndroid Build Coastguard Worker using namespace armnn;
30*89c4ff92SAndroid Build Coastguard Worker
31*89c4ff92SAndroid Build Coastguard Worker INetworkPtr net(INetwork::Create());
32*89c4ff92SAndroid Build Coastguard Worker
33*89c4ff92SAndroid Build Coastguard Worker ComparisonDescriptor descriptor(operation);
34*89c4ff92SAndroid Build Coastguard Worker IConnectableLayer* comparisonLayer = net->AddComparisonLayer(descriptor, "comparison");
35*89c4ff92SAndroid Build Coastguard Worker
36*89c4ff92SAndroid Build Coastguard Worker for (unsigned int i = 0; i < inputShapes.size(); ++i)
37*89c4ff92SAndroid Build Coastguard Worker {
38*89c4ff92SAndroid Build Coastguard Worker TensorInfo inputTensorInfo(inputShapes[i], ArmnnTypeInput, qScale, qOffset, true);
39*89c4ff92SAndroid Build Coastguard Worker IConnectableLayer* input = net->AddInputLayer(armnn::numeric_cast<LayerBindingId>(i));
40*89c4ff92SAndroid Build Coastguard Worker Connect(input, comparisonLayer, inputTensorInfo, 0, i);
41*89c4ff92SAndroid Build Coastguard Worker }
42*89c4ff92SAndroid Build Coastguard Worker
43*89c4ff92SAndroid Build Coastguard Worker TensorInfo outputTensorInfo(outputShape, DataType::Boolean, qScale, qOffset);
44*89c4ff92SAndroid Build Coastguard Worker IConnectableLayer* output = net->AddOutputLayer(0, "output");
45*89c4ff92SAndroid Build Coastguard Worker Connect(comparisonLayer, output, outputTensorInfo, 0, 0);
46*89c4ff92SAndroid Build Coastguard Worker
47*89c4ff92SAndroid Build Coastguard Worker return net;
48*89c4ff92SAndroid Build Coastguard Worker }
49*89c4ff92SAndroid Build Coastguard Worker
50*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnInType,
51*89c4ff92SAndroid Build Coastguard Worker typename TInput = armnn::ResolveType<ArmnnInType>>
ComparisonSimpleEndToEnd(const std::vector<BackendId> & backends,ComparisonOperation operation,const std::vector<uint8_t> expectedOutput)52*89c4ff92SAndroid Build Coastguard Worker void ComparisonSimpleEndToEnd(const std::vector<BackendId>& backends,
53*89c4ff92SAndroid Build Coastguard Worker ComparisonOperation operation,
54*89c4ff92SAndroid Build Coastguard Worker const std::vector<uint8_t> expectedOutput)
55*89c4ff92SAndroid Build Coastguard Worker {
56*89c4ff92SAndroid Build Coastguard Worker using namespace armnn;
57*89c4ff92SAndroid Build Coastguard Worker
58*89c4ff92SAndroid Build Coastguard Worker const std::vector<TensorShape> inputShapes{{ 2, 2, 2, 2 }, { 2, 2, 2, 2 }};
59*89c4ff92SAndroid Build Coastguard Worker const TensorShape& outputShape = { 2, 2, 2, 2 };
60*89c4ff92SAndroid Build Coastguard Worker
61*89c4ff92SAndroid Build Coastguard Worker // Builds up the structure of the network
62*89c4ff92SAndroid Build Coastguard Worker INetworkPtr net = CreateComparisonNetwork<ArmnnInType>(inputShapes, outputShape, operation);
63*89c4ff92SAndroid Build Coastguard Worker
64*89c4ff92SAndroid Build Coastguard Worker CHECK(net);
65*89c4ff92SAndroid Build Coastguard Worker
66*89c4ff92SAndroid Build Coastguard Worker const std::vector<TInput> input0({ 1, 1, 1, 1, 5, 5, 5, 5,
67*89c4ff92SAndroid Build Coastguard Worker 3, 3, 3, 3, 4, 4, 4, 4 });
68*89c4ff92SAndroid Build Coastguard Worker
69*89c4ff92SAndroid Build Coastguard Worker const std::vector<TInput> input1({ 1, 1, 1, 1, 3, 3, 3, 3,
70*89c4ff92SAndroid Build Coastguard Worker 5, 5, 5, 5, 4, 4, 4, 4 });
71*89c4ff92SAndroid Build Coastguard Worker
72*89c4ff92SAndroid Build Coastguard Worker std::map<int, std::vector<TInput>> inputTensorData = {{ 0, input0 }, { 1, input1 }};
73*89c4ff92SAndroid Build Coastguard Worker std::map<int, std::vector<uint8_t>> expectedOutputData = {{ 0, expectedOutput }};
74*89c4ff92SAndroid Build Coastguard Worker
75*89c4ff92SAndroid Build Coastguard Worker EndToEndLayerTestImpl<ArmnnInType, DataType::Boolean>(move(net), inputTensorData, expectedOutputData, backends);
76*89c4ff92SAndroid Build Coastguard Worker }
77*89c4ff92SAndroid Build Coastguard Worker
78*89c4ff92SAndroid Build Coastguard Worker template<armnn::DataType ArmnnInType,
79*89c4ff92SAndroid Build Coastguard Worker typename TInput = armnn::ResolveType<ArmnnInType>>
ComparisonBroadcastEndToEnd(const std::vector<BackendId> & backends,ComparisonOperation operation,const std::vector<uint8_t> expectedOutput)80*89c4ff92SAndroid Build Coastguard Worker void ComparisonBroadcastEndToEnd(const std::vector<BackendId>& backends,
81*89c4ff92SAndroid Build Coastguard Worker ComparisonOperation operation,
82*89c4ff92SAndroid Build Coastguard Worker const std::vector<uint8_t> expectedOutput)
83*89c4ff92SAndroid Build Coastguard Worker {
84*89c4ff92SAndroid Build Coastguard Worker using namespace armnn;
85*89c4ff92SAndroid Build Coastguard Worker
86*89c4ff92SAndroid Build Coastguard Worker const std::vector<TensorShape> inputShapes{{ 1, 2, 2, 3 }, { 1, 1, 1, 3 }};
87*89c4ff92SAndroid Build Coastguard Worker const TensorShape& outputShape = { 1, 2, 2, 3 };
88*89c4ff92SAndroid Build Coastguard Worker
89*89c4ff92SAndroid Build Coastguard Worker // Builds up the structure of the network
90*89c4ff92SAndroid Build Coastguard Worker INetworkPtr net = CreateComparisonNetwork<ArmnnInType>(inputShapes, outputShape, operation);
91*89c4ff92SAndroid Build Coastguard Worker
92*89c4ff92SAndroid Build Coastguard Worker const std::vector<TInput> input0({ 1, 2, 3, 1, 0, 6,
93*89c4ff92SAndroid Build Coastguard Worker 7, 8, 9, 10, 11, 12 });
94*89c4ff92SAndroid Build Coastguard Worker
95*89c4ff92SAndroid Build Coastguard Worker const std::vector<TInput> input1({ 1, 1, 3 });
96*89c4ff92SAndroid Build Coastguard Worker
97*89c4ff92SAndroid Build Coastguard Worker std::map<int, std::vector<TInput>> inputTensorData = {{ 0, input0 }, { 1, input1 }};
98*89c4ff92SAndroid Build Coastguard Worker std::map<int, std::vector<uint8_t>> expectedOutputData = {{ 0, expectedOutput }};
99*89c4ff92SAndroid Build Coastguard Worker
100*89c4ff92SAndroid Build Coastguard Worker EndToEndLayerTestImpl<ArmnnInType, DataType::Boolean>(move(net), inputTensorData, expectedOutputData, backends);
101*89c4ff92SAndroid Build Coastguard Worker }
102*89c4ff92SAndroid Build Coastguard Worker
103*89c4ff92SAndroid Build Coastguard Worker } // anonymous namespace
104