// // Copyright © 2017 Arm Ltd. All rights reserved. // SPDX-License-Identifier: MIT // #include #include "ParserFlatbuffersFixture.hpp" #include "../TfLiteParser.hpp" #include #include BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) struct FullyConnectedFixture : public ParserFlatbuffersFixture { explicit FullyConnectedFixture(const std::string& inputShape, const std::string& outputShape, const std::string& filterShape, const std::string& filterData, const std::string biasShape = "", const std::string biasData = "") { std::string inputTensors = "[ 0, 2 ]"; std::string biasTensor = ""; std::string biasBuffer = ""; if (biasShape.size() > 0 && biasData.size() > 0) { inputTensors = "[ 0, 2, 3 ]"; biasTensor = R"( { "shape": )" + biasShape + R"( , "type": "INT32", "buffer": 3, "name": "biasTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } } )"; biasBuffer = R"( { "data": )" + biasData + R"(, }, )"; } m_JsonString = R"( { "version": 3, "operator_codes": [ { "builtin_code": "FULLY_CONNECTED" } ], "subgraphs": [ { "tensors": [ { "shape": )" + inputShape + R"(, "type": "UINT8", "buffer": 0, "name": "inputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + outputShape + R"(, "type": "UINT8", "buffer": 1, "name": "outputTensor", "quantization": { "min": [ 0.0 ], "max": [ 511.0 ], "scale": [ 2.0 ], "zero_point": [ 0 ], } }, { "shape": )" + filterShape + R"(, "type": "UINT8", "buffer": 2, "name": "filterTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, )" + biasTensor + R"( ], "inputs": [ 0 ], "outputs": [ 1 ], "operators": [ { "opcode_index": 0, "inputs": )" + inputTensors + R"(, "outputs": [ 1 ], "builtin_options_type": "FullyConnectedOptions", "builtin_options": { "fused_activation_function": "NONE" }, "custom_options_format": "FLEXBUFFERS" } ], } ], "buffers" : [ { }, { }, { "data": )" + filterData + R"(, }, )" + biasBuffer + R"( ] } )"; SetupSingleInputSingleOutput("inputTensor", "outputTensor"); } }; struct FullyConnectedWithNoBiasFixture : FullyConnectedFixture { FullyConnectedWithNoBiasFixture() : FullyConnectedFixture("[ 1, 4, 1, 1 ]", // inputShape "[ 1, 1 ]", // outputShape "[ 4, 1 ]", // filterShape "[ 2, 3, 4, 5 ]") // filterData {} }; BOOST_FIXTURE_TEST_CASE(FullyConnectedWithNoBias, FullyConnectedWithNoBiasFixture) { RunTest<2, uint8_t>( 0, { 10, 20, 30, 40 }, { 400/2 }); } struct FullyConnectedWithBiasFixture : FullyConnectedFixture { FullyConnectedWithBiasFixture() : FullyConnectedFixture("[ 1, 4, 1, 1 ]", // inputShape "[ 1, 1 ]", // outputShape "[ 4, 1 ]", // filterShape "[ 2, 3, 4, 5 ]", // filterData "[ 1 ]", // biasShape "[ 10, 0, 0, 0 ]" ) // biasData {} }; BOOST_FIXTURE_TEST_CASE(ParseFullyConnectedWithBias, FullyConnectedWithBiasFixture) { RunTest<2, uint8_t>( 0, { 10, 20, 30, 40 }, { (400+10)/2 }); } BOOST_AUTO_TEST_SUITE_END()