telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 4 | // |
| 5 | #include <boost/test/unit_test.hpp> |
| 6 | #include "ParserFlatbuffersFixture.hpp" |
| 7 | #include "../TfLiteParser.hpp" |
| 8 | |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 9 | using armnnTfLiteParser::TfLiteParserImpl; |
| 10 | using ModelPtr = TfLiteParserImpl::ModelPtr; |
| 11 | using TensorRawPtr = TfLiteParserImpl::TensorRawPtr; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 12 | |
| 13 | BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| 14 | |
| 15 | struct GetSubgraphInputsOutputsMainFixture : public ParserFlatbuffersFixture |
| 16 | { |
| 17 | explicit GetSubgraphInputsOutputsMainFixture(const std::string& inputs, const std::string& outputs) |
| 18 | { |
| 19 | m_JsonString = R"( |
| 20 | { |
| 21 | "version": 3, |
| 22 | "operator_codes": [ { "builtin_code": "AVERAGE_POOL_2D" }, { "builtin_code": "CONV_2D" } ], |
| 23 | "subgraphs": [ |
| 24 | { |
| 25 | "tensors": [ |
| 26 | { |
| 27 | "shape": [ 1, 1, 1, 1 ] , |
| 28 | "type": "UINT8", |
| 29 | "buffer": 0, |
| 30 | "name": "OutputTensor", |
| 31 | "quantization": { |
| 32 | "min": [ 0.0 ], |
| 33 | "max": [ 255.0 ], |
| 34 | "scale": [ 1.0 ], |
| 35 | "zero_point": [ 0 ] |
| 36 | } |
| 37 | }, |
| 38 | { |
| 39 | "shape": [ 1, 2, 2, 1 ] , |
| 40 | "type": "UINT8", |
| 41 | "buffer": 1, |
| 42 | "name": "InputTensor", |
| 43 | "quantization": { |
| 44 | "min": [ -1.2 ], |
| 45 | "max": [ 25.5 ], |
| 46 | "scale": [ 0.25 ], |
| 47 | "zero_point": [ 10 ] |
| 48 | } |
| 49 | } |
| 50 | ], |
| 51 | "inputs": )" |
| 52 | + inputs |
| 53 | + R"(, |
| 54 | "outputs": )" |
| 55 | + outputs |
| 56 | + R"(, |
| 57 | "operators": [ { |
| 58 | "opcode_index": 0, |
| 59 | "inputs": [ 1 ], |
| 60 | "outputs": [ 0 ], |
| 61 | "builtin_options_type": "Pool2DOptions", |
| 62 | "builtin_options": |
| 63 | { |
| 64 | "padding": "VALID", |
| 65 | "stride_w": 2, |
| 66 | "stride_h": 2, |
| 67 | "filter_width": 2, |
| 68 | "filter_height": 2, |
| 69 | "fused_activation_function": "NONE" |
| 70 | }, |
| 71 | "custom_options_format": "FLEXBUFFERS" |
| 72 | } ] |
| 73 | }, |
| 74 | { |
| 75 | "tensors": [ |
| 76 | { |
| 77 | "shape": [ 1, 3, 3, 1 ], |
| 78 | "type": "UINT8", |
| 79 | "buffer": 0, |
| 80 | "name": "ConvInputTensor", |
| 81 | "quantization": { |
| 82 | "scale": [ 1.0 ], |
| 83 | "zero_point": [ 0 ], |
| 84 | } |
| 85 | }, |
| 86 | { |
| 87 | "shape": [ 1, 1, 1, 1 ], |
| 88 | "type": "UINT8", |
| 89 | "buffer": 1, |
| 90 | "name": "ConvOutputTensor", |
| 91 | "quantization": { |
| 92 | "min": [ 0.0 ], |
| 93 | "max": [ 511.0 ], |
| 94 | "scale": [ 2.0 ], |
| 95 | "zero_point": [ 0 ], |
| 96 | } |
| 97 | }, |
| 98 | { |
| 99 | "shape": [ 1, 3, 3, 1 ], |
| 100 | "type": "UINT8", |
| 101 | "buffer": 2, |
| 102 | "name": "filterTensor", |
| 103 | "quantization": { |
| 104 | "min": [ 0.0 ], |
| 105 | "max": [ 255.0 ], |
| 106 | "scale": [ 1.0 ], |
| 107 | "zero_point": [ 0 ], |
| 108 | } |
| 109 | } |
| 110 | ], |
| 111 | "inputs": [ 0 ], |
| 112 | "outputs": [ 1 ], |
| 113 | "operators": [ |
| 114 | { |
| 115 | "opcode_index": 0, |
| 116 | "inputs": [ 0, 2 ], |
| 117 | "outputs": [ 1 ], |
| 118 | "builtin_options_type": "Conv2DOptions", |
| 119 | "builtin_options": { |
| 120 | "padding": "VALID", |
| 121 | "stride_w": 1, |
| 122 | "stride_h": 1, |
| 123 | "fused_activation_function": "NONE" |
| 124 | }, |
| 125 | "custom_options_format": "FLEXBUFFERS" |
| 126 | } |
| 127 | ], |
| 128 | } |
| 129 | ], |
| 130 | "description": "Test Subgraph Inputs Outputs", |
| 131 | "buffers" : [ |
| 132 | { }, |
| 133 | { }, |
| 134 | { "data": [ 2,1,0, 6,2,1, 4,1,2 ], }, |
| 135 | { }, |
| 136 | ] |
| 137 | })"; |
| 138 | |
| 139 | ReadStringToBinary(); |
| 140 | } |
| 141 | |
| 142 | }; |
| 143 | |
| 144 | struct GetEmptySubgraphInputsOutputsFixture : GetSubgraphInputsOutputsMainFixture |
| 145 | { |
| 146 | GetEmptySubgraphInputsOutputsFixture() : GetSubgraphInputsOutputsMainFixture("[ ]", "[ ]") {} |
| 147 | }; |
| 148 | |
| 149 | struct GetSubgraphInputsOutputsFixture : GetSubgraphInputsOutputsMainFixture |
| 150 | { |
| 151 | GetSubgraphInputsOutputsFixture() : GetSubgraphInputsOutputsMainFixture("[ 1 ]", "[ 0 ]") {} |
| 152 | }; |
| 153 | |
| 154 | BOOST_FIXTURE_TEST_CASE(GetEmptySubgraphInputs, GetEmptySubgraphInputsOutputsFixture) |
| 155 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 156 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 157 | m_GraphBinary.size()); |
| 158 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphInputs(model, 0); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 159 | BOOST_CHECK_EQUAL(0, subgraphTensors.size()); |
| 160 | } |
| 161 | |
| 162 | BOOST_FIXTURE_TEST_CASE(GetEmptySubgraphOutputs, GetEmptySubgraphInputsOutputsFixture) |
| 163 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 164 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 165 | m_GraphBinary.size()); |
| 166 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphOutputs(model, 0); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 167 | BOOST_CHECK_EQUAL(0, subgraphTensors.size()); |
| 168 | } |
| 169 | |
| 170 | BOOST_FIXTURE_TEST_CASE(GetSubgraphInputs, GetSubgraphInputsOutputsFixture) |
| 171 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 172 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 173 | m_GraphBinary.size()); |
| 174 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphInputs(model, 0); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 175 | BOOST_CHECK_EQUAL(1, subgraphTensors.size()); |
| 176 | BOOST_CHECK_EQUAL(1, subgraphTensors[0].first); |
| 177 | CheckTensors(subgraphTensors[0].second, 4, { 1, 2, 2, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 178 | "InputTensor", { -1.2f }, { 25.5f }, { 0.25f }, { 10 }); |
| 179 | } |
| 180 | |
| 181 | BOOST_FIXTURE_TEST_CASE(GetSubgraphOutputsSimpleQuantized, GetSubgraphInputsOutputsFixture) |
| 182 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 183 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 184 | m_GraphBinary.size()); |
| 185 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphOutputs(model, 0); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 186 | BOOST_CHECK_EQUAL(1, subgraphTensors.size()); |
| 187 | BOOST_CHECK_EQUAL(0, subgraphTensors[0].first); |
| 188 | CheckTensors(subgraphTensors[0].second, 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 189 | "OutputTensor", { 0.0f }, { 255.0f }, { 1.0f }, { 0 }); |
| 190 | } |
| 191 | |
| 192 | BOOST_FIXTURE_TEST_CASE(GetSubgraphInputsEmptyMinMax, GetSubgraphInputsOutputsFixture) |
| 193 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 194 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 195 | m_GraphBinary.size()); |
| 196 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphInputs(model, 1); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 197 | BOOST_CHECK_EQUAL(1, subgraphTensors.size()); |
| 198 | BOOST_CHECK_EQUAL(0, subgraphTensors[0].first); |
| 199 | CheckTensors(subgraphTensors[0].second, 4, { 1, 3, 3, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 200 | "ConvInputTensor", { }, { }, { 1.0f }, { 0 }); |
| 201 | } |
| 202 | |
| 203 | BOOST_FIXTURE_TEST_CASE(GetSubgraphOutputs, GetSubgraphInputsOutputsFixture) |
| 204 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 205 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 206 | m_GraphBinary.size()); |
| 207 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphOutputs(model, 1); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 208 | BOOST_CHECK_EQUAL(1, subgraphTensors.size()); |
| 209 | BOOST_CHECK_EQUAL(1, subgraphTensors[0].first); |
| 210 | CheckTensors(subgraphTensors[0].second, 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 211 | "ConvOutputTensor", { 0.0f }, { 511.0f }, { 2.0f }, { 0 }); |
| 212 | } |
| 213 | |
| 214 | BOOST_AUTO_TEST_CASE(GetSubgraphInputsNullModel) |
| 215 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 216 | BOOST_CHECK_THROW(TfLiteParserImpl::GetSubgraphInputs(nullptr, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 217 | } |
| 218 | |
| 219 | BOOST_AUTO_TEST_CASE(GetSubgraphOutputsNullModel) |
| 220 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 221 | BOOST_CHECK_THROW(TfLiteParserImpl::GetSubgraphOutputs(nullptr, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 222 | } |
| 223 | |
| 224 | BOOST_FIXTURE_TEST_CASE(GetSubgraphInputsInvalidSubgraph, GetSubgraphInputsOutputsFixture) |
| 225 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 226 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 227 | m_GraphBinary.size()); |
| 228 | BOOST_CHECK_THROW(TfLiteParserImpl::GetSubgraphInputs(model, 2), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 229 | } |
| 230 | |
| 231 | BOOST_FIXTURE_TEST_CASE(GetSubgraphOutputsInvalidSubgraph, GetSubgraphInputsOutputsFixture) |
| 232 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 233 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 234 | m_GraphBinary.size()); |
| 235 | BOOST_CHECK_THROW(TfLiteParserImpl::GetSubgraphOutputs(model, 2), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 236 | } |
| 237 | |
| 238 | BOOST_AUTO_TEST_SUITE_END() |