Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <boost/test/unit_test.hpp> |
| 7 | #include "ParserFlatbuffersSerializeFixture.hpp" |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 8 | #include <armnnDeserializer/IDeserializer.hpp> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 9 | |
| 10 | #include <string> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 11 | |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 12 | BOOST_AUTO_TEST_SUITE(Deserializer) |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 13 | |
| 14 | struct Pooling2dFixture : public ParserFlatbuffersSerializeFixture |
| 15 | { |
| 16 | explicit Pooling2dFixture(const std::string &inputShape, |
| 17 | const std::string &outputShape, |
| 18 | const std::string &dataType, |
| 19 | const std::string &dataLayout, |
| 20 | const std::string &poolingAlgorithm) |
| 21 | { |
| 22 | m_JsonString = R"( |
| 23 | { |
| 24 | inputIds: [0], |
| 25 | outputIds: [2], |
| 26 | layers: [ |
| 27 | { |
| 28 | layer_type: "InputLayer", |
| 29 | layer: { |
| 30 | base: { |
| 31 | layerBindingId: 0, |
| 32 | base: { |
| 33 | index: 0, |
| 34 | layerName: "InputLayer", |
| 35 | layerType: "Input", |
| 36 | inputSlots: [{ |
| 37 | index: 0, |
| 38 | connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| 39 | }], |
| 40 | outputSlots: [ { |
| 41 | index: 0, |
| 42 | tensorInfo: { |
| 43 | dimensions: )" + inputShape + R"(, |
| 44 | dataType: )" + dataType + R"( |
| 45 | }}] |
| 46 | } |
| 47 | }}}, |
| 48 | { |
| 49 | layer_type: "Pooling2dLayer", |
| 50 | layer: { |
| 51 | base: { |
| 52 | index: 1, |
| 53 | layerName: "Pooling2dLayer", |
| 54 | layerType: "Pooling2d", |
| 55 | inputSlots: [{ |
| 56 | index: 0, |
| 57 | connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| 58 | }], |
| 59 | outputSlots: [ { |
| 60 | index: 0, |
| 61 | tensorInfo: { |
| 62 | dimensions: )" + outputShape + R"(, |
| 63 | dataType: )" + dataType + R"( |
| 64 | |
| 65 | }}]}, |
| 66 | descriptor: { |
| 67 | poolType: )" + poolingAlgorithm + R"(, |
| 68 | outputShapeRounding: "Floor", |
| 69 | paddingMethod: Exclude, |
| 70 | dataLayout: )" + dataLayout + R"(, |
| 71 | padLeft: 0, |
| 72 | padRight: 0, |
| 73 | padTop: 0, |
| 74 | padBottom: 0, |
| 75 | poolWidth: 2, |
| 76 | poolHeight: 2, |
| 77 | strideX: 2, |
| 78 | strideY: 2 |
| 79 | } |
| 80 | }}, |
| 81 | { |
| 82 | layer_type: "OutputLayer", |
| 83 | layer: { |
| 84 | base:{ |
| 85 | layerBindingId: 0, |
| 86 | base: { |
| 87 | index: 2, |
| 88 | layerName: "OutputLayer", |
| 89 | layerType: "Output", |
| 90 | inputSlots: [{ |
| 91 | index: 0, |
| 92 | connection: {sourceLayerIndex:1, outputSlotIndex:0 }, |
| 93 | }], |
| 94 | outputSlots: [ { |
| 95 | index: 0, |
| 96 | tensorInfo: { |
| 97 | dimensions: )" + outputShape + R"(, |
| 98 | dataType: )" + dataType + R"( |
| 99 | }, |
| 100 | }], |
| 101 | }}}, |
| 102 | }] |
| 103 | } |
| 104 | )"; |
| 105 | SetupSingleInputSingleOutput("InputLayer", "OutputLayer"); |
| 106 | } |
| 107 | }; |
| 108 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 109 | struct SimpleAvgPooling2dFixture : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 110 | { |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 111 | SimpleAvgPooling2dFixture() : Pooling2dFixture("[ 1, 2, 2, 1 ]", |
| 112 | "[ 1, 1, 1, 1 ]", |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 113 | "Float32", "NHWC", "Average") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 114 | }; |
| 115 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 116 | struct SimpleAvgPooling2dFixture2 : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 117 | { |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 118 | SimpleAvgPooling2dFixture2() : Pooling2dFixture("[ 1, 2, 2, 1 ]", |
| 119 | "[ 1, 1, 1, 1 ]", |
| 120 | "QuantisedAsymm8", "NHWC", "Average") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 121 | }; |
| 122 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 123 | struct SimpleMaxPooling2dFixture : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 124 | { |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 125 | SimpleMaxPooling2dFixture() : Pooling2dFixture("[ 1, 1, 2, 2 ]", |
| 126 | "[ 1, 1, 1, 1 ]", |
| 127 | "Float32", "NCHW", "Max") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 128 | }; |
| 129 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 130 | struct SimpleMaxPooling2dFixture2 : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 131 | { |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 132 | SimpleMaxPooling2dFixture2() : Pooling2dFixture("[ 1, 1, 2, 2 ]", |
| 133 | "[ 1, 1, 1, 1 ]", |
| 134 | "QuantisedAsymm8", "NCHW", "Max") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 135 | }; |
| 136 | |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 137 | struct SimpleL2Pooling2dFixture : Pooling2dFixture |
| 138 | { |
| 139 | SimpleL2Pooling2dFixture() : Pooling2dFixture("[ 1, 2, 2, 1 ]", |
| 140 | "[ 1, 1, 1, 1 ]", |
| 141 | "Float32", "NHWC", "L2") {} |
| 142 | }; |
| 143 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 144 | BOOST_FIXTURE_TEST_CASE(Pooling2dFloat32Avg, SimpleAvgPooling2dFixture) |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 145 | { |
| 146 | RunTest<4, armnn::DataType::Float32>(0, { 2, 3, 5, 2 }, { 3 }); |
| 147 | } |
| 148 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 149 | BOOST_FIXTURE_TEST_CASE(Pooling2dQuantisedAsymm8Avg, SimpleAvgPooling2dFixture2) |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 150 | { |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 151 | RunTest<4, armnn::DataType::QAsymmU8>(0,{ 20, 40, 60, 80 },{ 50 }); |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 152 | } |
| 153 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 154 | BOOST_FIXTURE_TEST_CASE(Pooling2dFloat32Max, SimpleMaxPooling2dFixture) |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 155 | { |
| 156 | RunTest<4, armnn::DataType::Float32>(0, { 2, 5, 5, 2 }, { 5 }); |
| 157 | } |
| 158 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 159 | BOOST_FIXTURE_TEST_CASE(Pooling2dQuantisedAsymm8Max, SimpleMaxPooling2dFixture2) |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 160 | { |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 161 | RunTest<4, armnn::DataType::QAsymmU8>(0,{ 20, 40, 60, 80 },{ 80 }); |
| 162 | } |
| 163 | |
| 164 | BOOST_FIXTURE_TEST_CASE(Pooling2dFloat32L2, SimpleL2Pooling2dFixture) |
| 165 | { |
| 166 | RunTest<4, armnn::DataType::Float32>(0, { 2, 3, 5, 2 }, { 3.2403703f }); |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 167 | } |
| 168 | |
| 169 | BOOST_AUTO_TEST_SUITE_END() |
| 170 | |