// // 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 UnpackFixture : public ParserFlatbuffersFixture { explicit UnpackFixture(const std::string& inputShape, const unsigned int numberOfOutputs, const std::string& outputShape, const std::string& axis, const std::string& num, const std::string& dataType, const std::string& outputScale, const std::string& outputOffset) { // As input index is 0, output indexes start at 1 std::string outputIndexes = "1"; for(unsigned int i = 1; i < numberOfOutputs; i++) { outputIndexes += ", " + std::to_string(i+1); } m_JsonString = R"( { "version": 3, "operator_codes": [ { "builtin_code": "UNPACK" } ], "subgraphs": [ { "tensors": [ { "shape": )" + inputShape + R"(, "type": )" + dataType + R"(, "buffer": 0, "name": "inputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } },)"; // Append the required number of outputs for this UnpackFixture. // As input index is 0, output indexes start at 1. for(unsigned int i = 0; i < numberOfOutputs; i++) { m_JsonString += R"( { "shape": )" + outputShape + R"( , "type": )" + dataType + R"(, "buffer": )" + std::to_string(i + 1) + R"(, "name": "outputTensor)" + std::to_string(i + 1) + R"(", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ )" + outputScale + R"( ], "zero_point": [ )" + outputOffset + R"( ], } },)"; } m_JsonString += R"( ], "inputs": [ 0 ], "outputs": [ )" + outputIndexes + R"( ], "operators": [ { "opcode_index": 0, "inputs": [ 0 ], "outputs": [ )" + outputIndexes + R"( ], "builtin_options_type": "UnpackOptions", "builtin_options": { "axis": )" + axis; if(!num.empty()) { m_JsonString += R"(, "num" : )" + num; } m_JsonString += R"( }, "custom_options_format": "FLEXBUFFERS" } ], } ], "buffers" : [ { }, { } ] } )"; Setup(); } }; struct DefaultUnpackAxisZeroFixture : UnpackFixture { DefaultUnpackAxisZeroFixture() : UnpackFixture("[ 4, 1, 6 ]", 4, "[ 1, 6 ]", "0", "", "FLOAT32", "1.0", "0") {} }; struct DefaultUnpackAxisZeroUint8Fixture : UnpackFixture { DefaultUnpackAxisZeroUint8Fixture() : UnpackFixture("[ 4, 1, 6 ]", 4, "[ 1, 6 ]", "0", "", "UINT8", "0.1", "0") {} }; BOOST_FIXTURE_TEST_CASE(UnpackAxisZeroNumIsDefaultNotSpecified, DefaultUnpackAxisZeroFixture) { RunTest<2, armnn::DataType::Float32>( 0, { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f }}, {"outputTensor2", { 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f }}, {"outputTensor3", { 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f }}, {"outputTensor4", { 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f }} }); } BOOST_FIXTURE_TEST_CASE(UnpackAxisZeroNumIsDefaultNotSpecifiedUint8, DefaultUnpackAxisZeroUint8Fixture) { RunTest<2, armnn::DataType::QAsymmU8>( 0, { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 } } }, { {"outputTensor1", { 10, 20, 30, 40, 50, 60 }}, {"outputTensor2", { 70, 80, 90, 100, 110, 120 }}, {"outputTensor3", { 130, 140, 150, 160, 170, 180 }}, {"outputTensor4", { 190, 200, 210, 220, 230, 240 }} }); } struct DefaultUnpackLastAxisFixture : UnpackFixture { DefaultUnpackLastAxisFixture() : UnpackFixture("[ 4, 1, 6 ]", 6, "[ 4, 1 ]", "2", "6", "FLOAT32", "1.0", "0") {} }; struct DefaultUnpackLastAxisUint8Fixture : UnpackFixture { DefaultUnpackLastAxisUint8Fixture() : UnpackFixture("[ 4, 1, 6 ]", 6, "[ 4, 1 ]", "2", "6", "UINT8", "0.1", "0") {} }; BOOST_FIXTURE_TEST_CASE(UnpackLastAxisNumSix, DefaultUnpackLastAxisFixture) { RunTest<2, armnn::DataType::Float32>( 0, { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f } } }, { {"outputTensor1", { 1.0f, 7.0f, 13.0f, 19.0f }}, {"outputTensor2", { 2.0f, 8.0f, 14.0f, 20.0f }}, {"outputTensor3", { 3.0f, 9.0f, 15.0f, 21.0f }}, {"outputTensor4", { 4.0f, 10.0f, 16.0f, 22.0f }}, {"outputTensor5", { 5.0f, 11.0f, 17.0f, 23.0f }}, {"outputTensor6", { 6.0f, 12.0f, 18.0f, 24.0f }} }); } BOOST_FIXTURE_TEST_CASE(UnpackLastAxisNumSixUint8, DefaultUnpackLastAxisUint8Fixture) { RunTest<2, armnn::DataType::QAsymmU8>( 0, {{"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24 }}}, {{"outputTensor1", { 10, 70, 130, 190 }}, {"outputTensor2", { 20, 80, 140, 200 }}, {"outputTensor3", { 30, 90, 150, 210 }}, {"outputTensor4", { 40, 100, 160, 220 }}, {"outputTensor5", { 50, 110, 170, 230 }}, {"outputTensor6", { 60, 120, 180, 240 }}}); } BOOST_AUTO_TEST_SUITE_END()