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; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 10 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 11 | TEST_SUITE("TensorflowLiteParser_GetInputsOutputs") |
| 12 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 13 | struct GetInputsOutputsMainFixture : public ParserFlatbuffersFixture |
| 14 | { |
| 15 | explicit GetInputsOutputsMainFixture(const std::string& inputs, const std::string& outputs) |
| 16 | { |
| 17 | m_JsonString = R"( |
| 18 | { |
| 19 | "version": 3, |
| 20 | "operator_codes": [ { "builtin_code": "AVERAGE_POOL_2D" }, { "builtin_code": "CONV_2D" } ], |
| 21 | "subgraphs": [ |
| 22 | { |
| 23 | "tensors": [ |
| 24 | { |
| 25 | "shape": [ 1, 1, 1, 1 ] , |
| 26 | "type": "UINT8", |
| 27 | "buffer": 0, |
| 28 | "name": "OutputTensor", |
| 29 | "quantization": { |
| 30 | "min": [ 0.0 ], |
| 31 | "max": [ 255.0 ], |
| 32 | "scale": [ 1.0 ], |
| 33 | "zero_point": [ 0 ] |
| 34 | } |
| 35 | }, |
| 36 | { |
| 37 | "shape": [ 1, 2, 2, 1 ] , |
| 38 | "type": "UINT8", |
| 39 | "buffer": 1, |
| 40 | "name": "InputTensor", |
| 41 | "quantization": { |
| 42 | "min": [ -1.2 ], |
| 43 | "max": [ 25.5 ], |
| 44 | "scale": [ 0.25 ], |
| 45 | "zero_point": [ 10 ] |
| 46 | } |
| 47 | } |
| 48 | ], |
| 49 | "inputs": [ 1 ], |
| 50 | "outputs": [ 0 ], |
| 51 | "operators": [ { |
| 52 | "opcode_index": 0, |
| 53 | "inputs": )" |
| 54 | + inputs |
| 55 | + R"(, |
| 56 | "outputs": )" |
| 57 | + outputs |
| 58 | + R"(, |
| 59 | "builtin_options_type": "Pool2DOptions", |
| 60 | "builtin_options": |
| 61 | { |
| 62 | "padding": "VALID", |
| 63 | "stride_w": 2, |
| 64 | "stride_h": 2, |
| 65 | "filter_width": 2, |
| 66 | "filter_height": 2, |
| 67 | "fused_activation_function": "NONE" |
| 68 | }, |
| 69 | "custom_options_format": "FLEXBUFFERS" |
| 70 | } ] |
| 71 | }, |
| 72 | { |
| 73 | "tensors": [ |
| 74 | { |
| 75 | "shape": [ 1, 3, 3, 1 ], |
| 76 | "type": "UINT8", |
| 77 | "buffer": 0, |
| 78 | "name": "ConvInputTensor", |
| 79 | "quantization": { |
| 80 | "scale": [ 1.0 ], |
| 81 | "zero_point": [ 0 ], |
| 82 | } |
| 83 | }, |
| 84 | { |
| 85 | "shape": [ 1, 1, 1, 1 ], |
| 86 | "type": "UINT8", |
| 87 | "buffer": 1, |
| 88 | "name": "ConvOutputTensor", |
| 89 | "quantization": { |
| 90 | "min": [ 0.0 ], |
| 91 | "max": [ 511.0 ], |
| 92 | "scale": [ 2.0 ], |
| 93 | "zero_point": [ 0 ], |
| 94 | } |
| 95 | }, |
| 96 | { |
| 97 | "shape": [ 1, 3, 3, 1 ], |
| 98 | "type": "UINT8", |
| 99 | "buffer": 2, |
| 100 | "name": "filterTensor", |
| 101 | "quantization": { |
| 102 | "min": [ 0.0 ], |
| 103 | "max": [ 255.0 ], |
| 104 | "scale": [ 1.0 ], |
| 105 | "zero_point": [ 0 ], |
| 106 | } |
| 107 | } |
| 108 | ], |
| 109 | "inputs": [ 0 ], |
| 110 | "outputs": [ 1 ], |
| 111 | "operators": [ |
| 112 | { |
| 113 | "opcode_index": 0, |
| 114 | "inputs": [ 0, 2 ], |
| 115 | "outputs": [ 1 ], |
| 116 | "builtin_options_type": "Conv2DOptions", |
| 117 | "builtin_options": { |
| 118 | "padding": "VALID", |
| 119 | "stride_w": 1, |
| 120 | "stride_h": 1, |
| 121 | "fused_activation_function": "NONE" |
| 122 | }, |
| 123 | "custom_options_format": "FLEXBUFFERS" |
| 124 | } |
| 125 | ], |
| 126 | } |
| 127 | ], |
| 128 | "description": "Test Subgraph Inputs Outputs", |
| 129 | "buffers" : [ |
| 130 | { }, |
| 131 | { }, |
| 132 | { "data": [ 2,1,0, 6,2,1, 4,1,2 ], }, |
| 133 | { }, |
| 134 | ] |
| 135 | })"; |
| 136 | |
| 137 | ReadStringToBinary(); |
| 138 | } |
| 139 | |
| 140 | }; |
| 141 | |
| 142 | struct GetEmptyInputsOutputsFixture : GetInputsOutputsMainFixture |
| 143 | { |
| 144 | GetEmptyInputsOutputsFixture() : GetInputsOutputsMainFixture("[ ]", "[ ]") {} |
| 145 | }; |
| 146 | |
| 147 | struct GetInputsOutputsFixture : GetInputsOutputsMainFixture |
| 148 | { |
| 149 | GetInputsOutputsFixture() : GetInputsOutputsMainFixture("[ 1 ]", "[ 0 ]") {} |
| 150 | }; |
| 151 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 152 | TEST_CASE_FIXTURE(GetEmptyInputsOutputsFixture, "GetEmptyInputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 153 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 154 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 155 | m_GraphBinary.size()); |
| 156 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetInputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 157 | CHECK_EQ(0, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 158 | } |
| 159 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 160 | TEST_CASE_FIXTURE(GetEmptyInputsOutputsFixture, "GetEmptyOutputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 161 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 162 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 163 | m_GraphBinary.size()); |
| 164 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetOutputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 165 | CHECK_EQ(0, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 166 | } |
| 167 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 168 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 169 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 170 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 171 | m_GraphBinary.size()); |
| 172 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetInputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 173 | CHECK_EQ(1, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 174 | CheckTensors(tensors[0], 4, { 1, 2, 2, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 175 | "InputTensor", { -1.2f }, { 25.5f }, { 0.25f }, { 10 }); |
| 176 | } |
| 177 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 178 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 179 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 180 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 181 | m_GraphBinary.size()); |
| 182 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetOutputs(model, 0, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 183 | CHECK_EQ(1, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 184 | CheckTensors(tensors[0], 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 185 | "OutputTensor", { 0.0f }, { 255.0f }, { 1.0f }, { 0 }); |
| 186 | } |
| 187 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 188 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputsMultipleInputs") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 189 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 190 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 191 | m_GraphBinary.size()); |
| 192 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetInputs(model, 1, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 193 | CHECK_EQ(2, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 194 | CheckTensors(tensors[0], 4, { 1, 3, 3, 1 }, tflite::TensorType::TensorType_UINT8, 0, |
| 195 | "ConvInputTensor", { }, { }, { 1.0f }, { 0 }); |
| 196 | CheckTensors(tensors[1], 4, { 1, 3, 3, 1 }, tflite::TensorType::TensorType_UINT8, 2, |
| 197 | "filterTensor", { 0.0f }, { 255.0f }, { 1.0f }, { 0 }); |
| 198 | } |
| 199 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 200 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputs2") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 201 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 202 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 203 | m_GraphBinary.size()); |
| 204 | TfLiteParserImpl::TensorRawPtrVector tensors = TfLiteParserImpl::GetOutputs(model, 1, 0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 205 | CHECK_EQ(1, tensors.size()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 206 | CheckTensors(tensors[0], 4, { 1, 1, 1, 1 }, tflite::TensorType::TensorType_UINT8, 1, |
| 207 | "ConvOutputTensor", { 0.0f }, { 511.0f }, { 2.0f }, { 0 }); |
| 208 | } |
| 209 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 210 | TEST_CASE("GetInputsNullModel") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 211 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 212 | CHECK_THROWS_AS(TfLiteParserImpl::GetInputs(nullptr, 0, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 213 | } |
| 214 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 215 | TEST_CASE("GetOutputsNullModel") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 216 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 217 | CHECK_THROWS_AS(TfLiteParserImpl::GetOutputs(nullptr, 0, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 218 | } |
| 219 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 220 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputsInvalidSubgraph") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 221 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 222 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 223 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 224 | CHECK_THROWS_AS(TfLiteParserImpl::GetInputs(model, 2, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 225 | } |
| 226 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 227 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputsInvalidSubgraph") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 228 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 229 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 230 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 231 | CHECK_THROWS_AS(TfLiteParserImpl::GetOutputs(model, 2, 0), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 232 | } |
| 233 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 234 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetInputsInvalidOperator") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 235 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 236 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 237 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 238 | CHECK_THROWS_AS(TfLiteParserImpl::GetInputs(model, 0, 1), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 239 | } |
| 240 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 241 | TEST_CASE_FIXTURE(GetInputsOutputsFixture, "GetOutputsInvalidOperator") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 242 | { |
Kevin May | 7d96b16 | 2021-02-03 17:38:41 +0000 | [diff] [blame] | 243 | TfLiteParserImpl::ModelPtr model = TfLiteParserImpl::LoadModelFromBinary(m_GraphBinary.data(), |
| 244 | m_GraphBinary.size()); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 245 | CHECK_THROWS_AS(TfLiteParserImpl::GetOutputs(model, 0, 1), armnn::ParseException); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 246 | } |
| 247 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 248 | } |