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 | |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 6 | #include "ParserFlatbuffersSerializeFixture.hpp" |
Finn Williams | 85d3671 | 2021-01-26 22:30:06 +0000 | [diff] [blame] | 7 | #include <armnnDeserializer/IDeserializer.hpp> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 8 | |
| 9 | #include <string> |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 10 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 11 | TEST_SUITE("Deserializer_Pooling2d") |
| 12 | { |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 13 | struct Pooling2dFixture : public ParserFlatbuffersSerializeFixture |
| 14 | { |
| 15 | explicit Pooling2dFixture(const std::string &inputShape, |
| 16 | const std::string &outputShape, |
| 17 | const std::string &dataType, |
| 18 | const std::string &dataLayout, |
| 19 | const std::string &poolingAlgorithm) |
| 20 | { |
| 21 | m_JsonString = R"( |
| 22 | { |
| 23 | inputIds: [0], |
| 24 | outputIds: [2], |
| 25 | layers: [ |
| 26 | { |
| 27 | layer_type: "InputLayer", |
| 28 | layer: { |
| 29 | base: { |
| 30 | layerBindingId: 0, |
| 31 | base: { |
| 32 | index: 0, |
| 33 | layerName: "InputLayer", |
| 34 | layerType: "Input", |
| 35 | inputSlots: [{ |
| 36 | index: 0, |
| 37 | connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| 38 | }], |
| 39 | outputSlots: [ { |
| 40 | index: 0, |
| 41 | tensorInfo: { |
| 42 | dimensions: )" + inputShape + R"(, |
| 43 | dataType: )" + dataType + R"( |
| 44 | }}] |
| 45 | } |
| 46 | }}}, |
| 47 | { |
| 48 | layer_type: "Pooling2dLayer", |
| 49 | layer: { |
| 50 | base: { |
| 51 | index: 1, |
| 52 | layerName: "Pooling2dLayer", |
| 53 | layerType: "Pooling2d", |
| 54 | inputSlots: [{ |
| 55 | index: 0, |
| 56 | connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| 57 | }], |
| 58 | outputSlots: [ { |
| 59 | index: 0, |
| 60 | tensorInfo: { |
| 61 | dimensions: )" + outputShape + R"(, |
| 62 | dataType: )" + dataType + R"( |
| 63 | |
| 64 | }}]}, |
| 65 | descriptor: { |
| 66 | poolType: )" + poolingAlgorithm + R"(, |
| 67 | outputShapeRounding: "Floor", |
| 68 | paddingMethod: Exclude, |
| 69 | dataLayout: )" + dataLayout + R"(, |
| 70 | padLeft: 0, |
| 71 | padRight: 0, |
| 72 | padTop: 0, |
| 73 | padBottom: 0, |
| 74 | poolWidth: 2, |
| 75 | poolHeight: 2, |
| 76 | strideX: 2, |
| 77 | strideY: 2 |
| 78 | } |
| 79 | }}, |
| 80 | { |
| 81 | layer_type: "OutputLayer", |
| 82 | layer: { |
| 83 | base:{ |
| 84 | layerBindingId: 0, |
| 85 | base: { |
| 86 | index: 2, |
| 87 | layerName: "OutputLayer", |
| 88 | layerType: "Output", |
| 89 | inputSlots: [{ |
| 90 | index: 0, |
| 91 | connection: {sourceLayerIndex:1, outputSlotIndex:0 }, |
| 92 | }], |
| 93 | outputSlots: [ { |
| 94 | index: 0, |
| 95 | tensorInfo: { |
| 96 | dimensions: )" + outputShape + R"(, |
| 97 | dataType: )" + dataType + R"( |
| 98 | }, |
| 99 | }], |
| 100 | }}}, |
| 101 | }] |
| 102 | } |
| 103 | )"; |
| 104 | SetupSingleInputSingleOutput("InputLayer", "OutputLayer"); |
| 105 | } |
| 106 | }; |
| 107 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 108 | struct SimpleAvgPooling2dFixture : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 109 | { |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 110 | SimpleAvgPooling2dFixture() : Pooling2dFixture("[ 1, 2, 2, 1 ]", |
| 111 | "[ 1, 1, 1, 1 ]", |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 112 | "Float32", "NHWC", "Average") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 113 | }; |
| 114 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 115 | struct SimpleAvgPooling2dFixture2 : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 116 | { |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 117 | SimpleAvgPooling2dFixture2() : Pooling2dFixture("[ 1, 2, 2, 1 ]", |
| 118 | "[ 1, 1, 1, 1 ]", |
| 119 | "QuantisedAsymm8", "NHWC", "Average") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 120 | }; |
| 121 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 122 | struct SimpleMaxPooling2dFixture : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 123 | { |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 124 | SimpleMaxPooling2dFixture() : Pooling2dFixture("[ 1, 1, 2, 2 ]", |
| 125 | "[ 1, 1, 1, 1 ]", |
| 126 | "Float32", "NCHW", "Max") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 127 | }; |
| 128 | |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 129 | struct SimpleMaxPooling2dFixture2 : Pooling2dFixture |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 130 | { |
ruoyan01 | 23e1de6 | 2019-02-20 13:53:22 +0000 | [diff] [blame] | 131 | SimpleMaxPooling2dFixture2() : Pooling2dFixture("[ 1, 1, 2, 2 ]", |
| 132 | "[ 1, 1, 1, 1 ]", |
| 133 | "QuantisedAsymm8", "NCHW", "Max") {} |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 134 | }; |
| 135 | |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 136 | struct SimpleL2Pooling2dFixture : Pooling2dFixture |
| 137 | { |
| 138 | SimpleL2Pooling2dFixture() : Pooling2dFixture("[ 1, 2, 2, 1 ]", |
| 139 | "[ 1, 1, 1, 1 ]", |
| 140 | "Float32", "NHWC", "L2") {} |
| 141 | }; |
| 142 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 143 | TEST_CASE_FIXTURE(SimpleAvgPooling2dFixture, "Pooling2dFloat32Avg") |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 144 | { |
| 145 | RunTest<4, armnn::DataType::Float32>(0, { 2, 3, 5, 2 }, { 3 }); |
| 146 | } |
| 147 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 148 | TEST_CASE_FIXTURE(SimpleAvgPooling2dFixture2, "Pooling2dQuantisedAsymm8Avg") |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 149 | { |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 150 | RunTest<4, armnn::DataType::QAsymmU8>(0,{ 20, 40, 60, 80 },{ 50 }); |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 151 | } |
| 152 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 153 | TEST_CASE_FIXTURE(SimpleMaxPooling2dFixture, "Pooling2dFloat32Max") |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 154 | { |
| 155 | RunTest<4, armnn::DataType::Float32>(0, { 2, 5, 5, 2 }, { 5 }); |
| 156 | } |
| 157 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 158 | TEST_CASE_FIXTURE(SimpleMaxPooling2dFixture2, "Pooling2dQuantisedAsymm8Max") |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 159 | { |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 160 | RunTest<4, armnn::DataType::QAsymmU8>(0,{ 20, 40, 60, 80 },{ 80 }); |
| 161 | } |
| 162 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 163 | TEST_CASE_FIXTURE(SimpleL2Pooling2dFixture, "Pooling2dFloat32L2") |
Teresa Charlin | 4c600de | 2021-03-11 21:59:43 +0000 | [diff] [blame] | 164 | { |
| 165 | RunTest<4, armnn::DataType::Float32>(0, { 2, 3, 5, 2 }, { 3.2403703f }); |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 166 | } |
| 167 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame^] | 168 | } |
Saoirse Stewart | 3166c3e | 2019-02-18 15:24:53 +0000 | [diff] [blame] | 169 | |