telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1 | // |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. 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 | // |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 5 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 6 | #include "ParserFlatbuffersFixture.hpp" |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 7 | |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 8 | using armnnTfLiteParser::TfLiteParserImpl; |
| 9 | using ModelPtr = TfLiteParserImpl::ModelPtr; |
| 10 | using TensorRawPtr = TfLiteParserImpl::TensorRawPtr; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 11 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 12 | TEST_SUITE("TensorflowLiteParser_GetSubgraphInputsOutputs") |
| 13 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 14 | struct GetSubgraphInputsOutputsMainFixture : public ParserFlatbuffersFixture |
| 15 | { |
| 16 | explicit GetSubgraphInputsOutputsMainFixture(const std::string& inputs, const std::string& outputs) |
| 17 | { |
| 18 | m_JsonString = R"( |
| 19 | { |
| 20 | "version": 3, |
| 21 | "operator_codes": [ { "builtin_code": "AVERAGE_POOL_2D" }, { "builtin_code": "CONV_2D" } ], |
| 22 | "subgraphs": [ |
| 23 | { |
| 24 | "tensors": [ |
| 25 | { |
| 26 | "shape": [ 1, 1, 1, 1 ] , |
| 27 | "type": "UINT8", |
| 28 | "buffer": 0, |
| 29 | "name": "OutputTensor", |
| 30 | "quantization": { |
| 31 | "min": [ 0.0 ], |
| 32 | "max": [ 255.0 ], |
| 33 | "scale": [ 1.0 ], |
| 34 | "zero_point": [ 0 ] |
| 35 | } |
| 36 | }, |
| 37 | { |
| 38 | "shape": [ 1, 2, 2, 1 ] , |
| 39 | "type": "UINT8", |
| 40 | "buffer": 1, |
| 41 | "name": "InputTensor", |
| 42 | "quantization": { |
| 43 | "min": [ -1.2 ], |
| 44 | "max": [ 25.5 ], |
| 45 | "scale": [ 0.25 ], |
| 46 | "zero_point": [ 10 ] |
| 47 | } |
| 48 | } |
| 49 | ], |
| 50 | "inputs": )" |
| 51 | + inputs |
| 52 | + R"(, |
| 53 | "outputs": )" |
| 54 | + outputs |
| 55 | + R"(, |
| 56 | "operators": [ { |
| 57 | "opcode_index": 0, |
| 58 | "inputs": [ 1 ], |
| 59 | "outputs": [ 0 ], |
| 60 | "builtin_options_type": "Pool2DOptions", |
| 61 | "builtin_options": |
| 62 | { |
| 63 | "padding": "VALID", |
| 64 | "stride_w": 2, |
| 65 | "stride_h": 2, |
| 66 | "filter_width": 2, |
| 67 | "filter_height": 2, |
| 68 | "fused_activation_function": "NONE" |
| 69 | }, |
| 70 | "custom_options_format": "FLEXBUFFERS" |
| 71 | } ] |
| 72 | }, |
| 73 | { |
| 74 | "tensors": [ |
| 75 | { |
| 76 | "shape": [ 1, 3, 3, 1 ], |
| 77 | "type": "UINT8", |
| 78 | "buffer": 0, |
| 79 | "name": "ConvInputTensor", |
| 80 | "quantization": { |
| 81 | "scale": [ 1.0 ], |
| 82 | "zero_point": [ 0 ], |
| 83 | } |
| 84 | }, |
| 85 | { |
| 86 | "shape": [ 1, 1, 1, 1 ], |
| 87 | "type": "UINT8", |
| 88 | "buffer": 1, |
| 89 | "name": "ConvOutputTensor", |
| 90 | "quantization": { |
| 91 | "min": [ 0.0 ], |
| 92 | "max": [ 511.0 ], |
| 93 | "scale": [ 2.0 ], |
| 94 | "zero_point": [ 0 ], |
| 95 | } |
| 96 | }, |
| 97 | { |
| 98 | "shape": [ 1, 3, 3, 1 ], |
| 99 | "type": "UINT8", |
| 100 | "buffer": 2, |
| 101 | "name": "filterTensor", |
| 102 | "quantization": { |
| 103 | "min": [ 0.0 ], |
| 104 | "max": [ 255.0 ], |
| 105 | "scale": [ 1.0 ], |
| 106 | "zero_point": [ 0 ], |
| 107 | } |
| 108 | } |
| 109 | ], |
| 110 | "inputs": [ 0 ], |
| 111 | "outputs": [ 1 ], |
| 112 | "operators": [ |
| 113 | { |
| 114 | "opcode_index": 0, |
| 115 | "inputs": [ 0, 2 ], |
| 116 | "outputs": [ 1 ], |
| 117 | "builtin_options_type": "Conv2DOptions", |
| 118 | "builtin_options": { |
| 119 | "padding": "VALID", |
| 120 | "stride_w": 1, |
| 121 | "stride_h": 1, |
| 122 | "fused_activation_function": "NONE" |
| 123 | }, |
| 124 | "custom_options_format": "FLEXBUFFERS" |
| 125 | } |
| 126 | ], |
| 127 | } |
| 128 | ], |
| 129 | "description": "Test Subgraph Inputs Outputs", |
| 130 | "buffers" : [ |
| 131 | { }, |
| 132 | { }, |
| 133 | { "data": [ 2,1,0, 6,2,1, 4,1,2 ], }, |
| 134 | { }, |
| 135 | ] |
| 136 | })"; |
| 137 | |
| 138 | ReadStringToBinary(); |
| 139 | } |
| 140 | |
| 141 | }; |
| 142 | |
| 143 | struct GetEmptySubgraphInputsOutputsFixture : GetSubgraphInputsOutputsMainFixture |
| 144 | { |
| 145 | GetEmptySubgraphInputsOutputsFixture() : GetSubgraphInputsOutputsMainFixture("[ ]", "[ ]") {} |
| 146 | }; |
| 147 | |
| 148 | struct GetSubgraphInputsOutputsFixture : GetSubgraphInputsOutputsMainFixture |
| 149 | { |
| 150 | GetSubgraphInputsOutputsFixture() : GetSubgraphInputsOutputsMainFixture("[ 1 ]", "[ 0 ]") {} |
| 151 | }; |
| 152 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 153 | TEST_CASE_FIXTURE(GetEmptySubgraphInputsOutputsFixture, "GetEmptySubgraphInputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 154 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 155 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 156 | m_GraphBinary.size()); |
| 157 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphInputs(model, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 158 | CHECK_EQ(0, subgraphTensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 159 | } |
| 160 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 161 | TEST_CASE_FIXTURE(GetEmptySubgraphInputsOutputsFixture, "GetEmptySubgraphOutputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 162 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 163 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 164 | m_GraphBinary.size()); |
| 165 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphOutputs(model, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 166 | CHECK_EQ(0, subgraphTensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 167 | } |
| 168 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 169 | TEST_CASE_FIXTURE(GetSubgraphInputsOutputsFixture, "GetSubgraphInputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 170 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 171 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 172 | m_GraphBinary.size()); |
| 173 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphInputs(model, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 174 | CHECK_EQ(1, subgraphTensors.size()); |
| 175 | CHECK_EQ(1, subgraphTensors[0].first); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 176 | CheckTensors(subgraphTensors[0].second, 4, { 1, 2, 2, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 177 | "InputTensor", { -1.2f }, { 25.5f }, { 0.25f }, { 10 }); |
| 178 | } |
| 179 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 180 | TEST_CASE_FIXTURE(GetSubgraphInputsOutputsFixture, "GetSubgraphOutputsSimpleQuantized") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 181 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 182 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 183 | m_GraphBinary.size()); |
| 184 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphOutputs(model, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 185 | CHECK_EQ(1, subgraphTensors.size()); |
| 186 | CHECK_EQ(0, subgraphTensors[0].first); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 187 | CheckTensors(subgraphTensors[0].second, 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 188 | "OutputTensor", { 0.0f }, { 255.0f }, { 1.0f }, { 0 }); |
| 189 | } |
| 190 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 191 | TEST_CASE_FIXTURE(GetSubgraphInputsOutputsFixture, "GetSubgraphInputsEmptyMinMax") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 192 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 193 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 194 | m_GraphBinary.size()); |
| 195 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphInputs(model, 1); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 196 | CHECK_EQ(1, subgraphTensors.size()); |
| 197 | CHECK_EQ(0, subgraphTensors[0].first); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 198 | CheckTensors(subgraphTensors[0].second, 4, { 1, 3, 3, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 199 | "ConvInputTensor", { }, { }, { 1.0f }, { 0 }); |
| 200 | } |
| 201 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 202 | TEST_CASE_FIXTURE(GetSubgraphInputsOutputsFixture, "GetSubgraphOutputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 203 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 204 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 205 | m_GraphBinary.size()); |
| 206 | TfLiteParserImpl::TensorIdRawPtrVector subgraphTensors = TfLiteParserImpl::GetSubgraphOutputs(model, 1); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 207 | CHECK_EQ(1, subgraphTensors.size()); |
| 208 | CHECK_EQ(1, subgraphTensors[0].first); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 209 | CheckTensors(subgraphTensors[0].second, 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 210 | "ConvOutputTensor", { 0.0f }, { 511.0f }, { 2.0f }, { 0 }); |
| 211 | } |
| 212 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 213 | TEST_CASE("GetSubgraphInputsNullModel") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 214 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 215 | CHECK_THROWS_AS(TfLiteParserImpl::GetSubgraphInputs(nullptr, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 216 | } |
| 217 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 218 | TEST_CASE("GetSubgraphOutputsNullModel") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 219 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 220 | CHECK_THROWS_AS(TfLiteParserImpl::GetSubgraphOutputs(nullptr, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 221 | } |
| 222 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 223 | TEST_CASE_FIXTURE(GetSubgraphInputsOutputsFixture, "GetSubgraphInputsInvalidSubgraph") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 224 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 225 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 226 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 227 | CHECK_THROWS_AS(TfLiteParserImpl::GetSubgraphInputs(model, 2), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 228 | } |
| 229 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 230 | TEST_CASE_FIXTURE(GetSubgraphInputsOutputsFixture, "GetSubgraphOutputsInvalidSubgraph") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 231 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 232 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 233 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 234 | CHECK_THROWS_AS(TfLiteParserImpl::GetSubgraphOutputs(model, 2), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 235 | } |
| 236 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 237 | } |