| Jan Eilers | 53ef795 | 2021-06-02 12:01:25 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ParserFlatbuffersSerializeFixture.hpp" |
| 7 | |
| 8 | #include <armnnDeserializer/IDeserializer.hpp> |
| 9 | |
| 10 | #include <boost/test/unit_test.hpp> |
| 11 | |
| 12 | #include <string> |
| 13 | |
| 14 | BOOST_AUTO_TEST_SUITE(Deserializer) |
| 15 | |
| 16 | struct DepthwiseConv2dFlatbufferVersion1Fixture : public ParserFlatbuffersSerializeFixture |
| 17 | { |
| 18 | explicit DepthwiseConv2dFlatbufferVersion1Fixture() |
| 19 | { |
| 20 | m_JsonString = R"( |
| 21 | { |
| 22 | "layers": [ |
| 23 | { |
| 24 | "layer_type": "InputLayer", |
| 25 | "layer": { |
| 26 | "base": { |
| 27 | "base": { |
| 28 | "index": 0, |
| 29 | "layerName": "Input", |
| 30 | "layerType": "Input", |
| 31 | "inputSlots": [ |
| 32 | |
| 33 | ], |
| 34 | "outputSlots": [ |
| 35 | { |
| 36 | "index": 0, |
| 37 | "tensorInfo": { |
| 38 | "dimensions": [ |
| 39 | 1, |
| 40 | 3, |
| 41 | 3, |
| 42 | 3 |
| 43 | ], |
| 44 | "dataType": "QAsymmS8", |
| 45 | "quantizationScale": 1.0, |
| 46 | "quantizationOffset": 0, |
| 47 | "quantizationDim": 0, |
| 48 | "dimensionality": 1, |
| 49 | "dimensionSpecificity": [ |
| 50 | true, |
| 51 | true, |
| 52 | true, |
| 53 | true |
| 54 | ] |
| 55 | } |
| 56 | } |
| 57 | ] |
| 58 | }, |
| 59 | "layerBindingId": 0 |
| 60 | } |
| 61 | } |
| 62 | }, |
| 63 | { |
| 64 | "layer_type": "DepthwiseConvolution2dLayer", |
| 65 | "layer": { |
| 66 | "base": { |
| 67 | "index": 1, |
| 68 | "layerName": "depwiseConvolution2dWithPerAxis", |
| 69 | "layerType": "DepthwiseConvolution2d", |
| 70 | "inputSlots": [ |
| 71 | { |
| 72 | "index": 0, |
| 73 | "connection": { |
| 74 | "sourceLayerIndex": 0, |
| 75 | "outputSlotIndex": 0 |
| 76 | } |
| 77 | } |
| 78 | ], |
| 79 | "outputSlots": [ |
| 80 | { |
| 81 | "index": 0, |
| 82 | "tensorInfo": { |
| 83 | "dimensions": [ |
| 84 | 1, |
| 85 | 3, |
| 86 | 3, |
| 87 | 3 |
| 88 | ], |
| 89 | "dataType": "QAsymmS8", |
| 90 | "quantizationScale": 1.0, |
| 91 | "quantizationOffset": 0, |
| 92 | "quantizationDim": 0, |
| 93 | "dimensionality": 1, |
| 94 | "dimensionSpecificity": [ |
| 95 | true, |
| 96 | true, |
| 97 | true, |
| 98 | true |
| 99 | ] |
| 100 | } |
| 101 | } |
| 102 | ] |
| 103 | }, |
| 104 | "descriptor": { |
| 105 | "padLeft": 1, |
| 106 | "padRight": 1, |
| 107 | "padTop": 1, |
| 108 | "padBottom": 1, |
| 109 | "strideX": 1, |
| 110 | "strideY": 1, |
| 111 | "dilationX": 1, |
| 112 | "dilationY": 1, |
| 113 | "biasEnabled": false, |
| 114 | "dataLayout": "NHWC" |
| 115 | }, |
| 116 | "weights": { |
| 117 | "info": { |
| 118 | "dimensions": [ |
| 119 | 1, |
| 120 | 3, |
| 121 | 3, |
| 122 | 3 |
| 123 | ], |
| 124 | "dataType": "QSymmS8", |
| 125 | "quantizationScale": 0.25, |
| 126 | "quantizationOffset": 0, |
| 127 | "quantizationScales": [ |
| 128 | 0.25, |
| 129 | 0.2, |
| 130 | 0.1 |
| 131 | ], |
| 132 | "quantizationDim": 0, |
| 133 | "dimensionality": 1, |
| 134 | "dimensionSpecificity": [ |
| 135 | true, |
| 136 | true, |
| 137 | true, |
| 138 | true |
| 139 | ] |
| 140 | }, |
| 141 | "data_type": "ByteData", |
| 142 | "data": { |
| 143 | "data": [ |
| 144 | 4, |
| 145 | 20, |
| 146 | 0, |
| 147 | 8, |
| 148 | 20, |
| 149 | 30, |
| 150 | 4, |
| 151 | 0, |
| 152 | 10, |
| 153 | 12, |
| 154 | 0, |
| 155 | 40, |
| 156 | 0, |
| 157 | 5, |
| 158 | 30, |
| 159 | 16, |
| 160 | 10, |
| 161 | 40, |
| 162 | 12, |
| 163 | 0, |
| 164 | 30, |
| 165 | 16, |
| 166 | 20, |
| 167 | 0, |
| 168 | 12, |
| 169 | 20, |
| 170 | 20 |
| 171 | ] |
| 172 | } |
| 173 | } |
| 174 | } |
| 175 | }, |
| 176 | { |
| 177 | "layer_type": "OutputLayer", |
| 178 | "layer": { |
| 179 | "base": { |
| 180 | "base": { |
| 181 | "index": 2, |
| 182 | "layerName": "Output", |
| 183 | "layerType": "Output", |
| 184 | "inputSlots": [ |
| 185 | { |
| 186 | "index": 0, |
| 187 | "connection": { |
| 188 | "sourceLayerIndex": 1, |
| 189 | "outputSlotIndex": 0 |
| 190 | } |
| 191 | } |
| 192 | ], |
| 193 | "outputSlots": [ |
| 194 | |
| 195 | ] |
| 196 | }, |
| 197 | "layerBindingId": 0 |
| 198 | } |
| 199 | } |
| 200 | } |
| 201 | ], |
| 202 | "inputIds": [ |
| 203 | 0 |
| 204 | ], |
| 205 | "outputIds": [ |
| 206 | 0 |
| 207 | ], |
| 208 | "featureVersions": { |
| 209 | "bindingIdsScheme": 1 |
| 210 | } |
| 211 | } |
| 212 | )"; |
| 213 | SetupSingleInputSingleOutput("Input", "Output"); |
| 214 | } |
| 215 | }; |
| 216 | |
| 217 | // This test uses a model that was created before weights layout scheme version was added to our flatbuffers |
| 218 | // file. It ensures older models can still be read and executed |
| 219 | // featureVersion weights layout scheme 1 indicates a change in the depthwise weights layout within |
| 220 | // armm from [M,I,H,W] --> [1,H,W,I*M] |
| 221 | BOOST_FIXTURE_TEST_CASE(DepthwiseConv2d_FlatbufferVersion1, DepthwiseConv2dFlatbufferVersion1Fixture) |
| 222 | { |
| 223 | RunTest<4, armnn::DataType::QAsymmS8>( |
| 224 | 0, |
| 225 | { 3,2,0,0,4,3,0,1,2, |
| 226 | 0,1,3,0,4,2,2,2,3, |
| 227 | 2,4,3,2,0,4,3,4,0}, |
| 228 | { 15,60,10,11,37,20, 0,18,17, |
| 229 | 20,65,28,28,74,26,12,20,18, |
| 230 | 25,36,12,37,42,25,29,14, 9}); |
| 231 | } |
| 232 | |
| 233 | BOOST_AUTO_TEST_SUITE_END() |