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 | // |
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" |
| 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; |
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_GetInputsOutputs") |
| 13 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 14 | struct GetInputsOutputsMainFixture : public ParserFlatbuffersFixture |
| 15 | { |
| 16 | explicit GetInputsOutputsMainFixture(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": [ 1 ], |
| 51 | "outputs": [ 0 ], |
| 52 | "operators": [ { |
| 53 | "opcode_index": 0, |
| 54 | "inputs": )" |
| 55 | + inputs |
| 56 | + R"(, |
| 57 | "outputs": )" |
| 58 | + outputs |
| 59 | + R"(, |
| 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 GetEmptyInputsOutputsFixture : GetInputsOutputsMainFixture |
| 144 | { |
| 145 | GetEmptyInputsOutputsFixture() : GetInputsOutputsMainFixture("[ ]", "[ ]") {} |
| 146 | }; |
| 147 | |
| 148 | struct GetInputsOutputsFixture : GetInputsOutputsMainFixture |
| 149 | { |
| 150 | GetInputsOutputsFixture() : GetInputsOutputsMainFixture("[ 1 ]", "[ 0 ]") {} |
| 151 | }; |
| 152 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 153 | TEST_CASE_FIXTURE(GetEmptyInputsOutputsFixture, "GetEmptyInputs") |
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::TensorRawPtrVector tensors = TfLiteParserImpl::GetInputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 158 | CHECK_EQ(0, tensors.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(GetEmptyInputsOutputsFixture, "GetEmptyOutputs") |
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::TensorRawPtrVector tensors = TfLiteParserImpl::GetOutputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 166 | CHECK_EQ(0, tensors.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(GetInputsOutputsFixture, "GetInputs") |
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::TensorRawPtrVector tensors = TfLiteParserImpl::GetInputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 174 | CHECK_EQ(1, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 175 | CheckTensors(tensors[0], 4, { 1, 2, 2, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 176 | "InputTensor", { -1.2f }, { 25.5f }, { 0.25f }, { 10 }); |
| 177 | } |
| 178 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 179 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 180 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 181 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 182 | m_GraphBinary.size()); |
| 183 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetOutputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 184 | CHECK_EQ(1, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 185 | CheckTensors(tensors[0], 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 186 | "OutputTensor", { 0.0f }, { 255.0f }, { 1.0f }, { 0 }); |
| 187 | } |
| 188 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 189 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputsMultipleInputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 190 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 191 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 192 | m_GraphBinary.size()); |
| 193 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetInputs(model, 1, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 194 | CHECK_EQ(2, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 195 | CheckTensors(tensors[0], 4, { 1, 3, 3, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 196 | "ConvInputTensor", { }, { }, { 1.0f }, { 0 }); |
| 197 | CheckTensors(tensors[1], 4, { 1, 3, 3, 1 }, tflite::TensorType::TensorType_UINT8, 2, |
| 198 | "filterTensor", { 0.0f }, { 255.0f }, { 1.0f }, { 0 }); |
| 199 | } |
| 200 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 201 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputs2") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 202 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 203 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 204 | m_GraphBinary.size()); |
| 205 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetOutputs(model, 1, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 206 | CHECK_EQ(1, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 207 | CheckTensors(tensors[0], 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 208 | "ConvOutputTensor", { 0.0f }, { 511.0f }, { 2.0f }, { 0 }); |
| 209 | } |
| 210 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 211 | TEST_CASE("GetInputsNullModel") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 212 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 213 | CHECK_THROWS_AS(TfLiteParserImpl::GetInputs(nullptr, 0, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 214 | } |
| 215 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 216 | TEST_CASE("GetOutputsNullModel") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 217 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 218 | CHECK_THROWS_AS(TfLiteParserImpl::GetOutputs(nullptr, 0, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 219 | } |
| 220 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 221 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputsInvalidSubgraph") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 222 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 223 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 224 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 225 | CHECK_THROWS_AS(TfLiteParserImpl::GetInputs(model, 2, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 226 | } |
| 227 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 228 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputsInvalidSubgraph") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 229 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 230 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 231 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 232 | CHECK_THROWS_AS(TfLiteParserImpl::GetOutputs(model, 2, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 233 | } |
| 234 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 235 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputsInvalidOperator") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 236 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 237 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 238 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 239 | CHECK_THROWS_AS(TfLiteParserImpl::GetInputs(model, 0, 1), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 240 | } |
| 241 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 242 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputsInvalidOperator") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 243 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 244 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 245 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 246 | CHECK_THROWS_AS(TfLiteParserImpl::GetOutputs(model, 0, 1), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 247 | } |
| 248 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 249 | } |