// // Copyright © 2020 Arm Ltd. All rights reserved. // SPDX-License-Identifier: MIT // #include "ParserFlatbuffersFixture.hpp" #include "../TfLiteParser.hpp" #include #include TEST_SUITE("TensorflowLiteParser") { struct SplitVFixture : public ParserFlatbuffersFixture { explicit SplitVFixture(const std::string& inputShape, const std::string& splitValues, const std::string& sizeSplitsShape, const std::string& axisShape, const std::string& numSplits, const std::string& outputShape1, const std::string& outputShape2, const std::string& axisData, const std::string& dataType) { m_JsonString = R"( { "version": 3, "operator_codes": [ { "builtin_code": "SPLIT_V" } ], "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 ], } }, { "shape": )" + sizeSplitsShape + R"(, "type": "INT32", "buffer": 1, "name": "sizeSplits", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + axisShape + R"(, "type": "INT32", "buffer": 2, "name": "axis", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + outputShape1 + R"( , "type":)" + dataType + R"(, "buffer": 3, "name": "outputTensor1", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + outputShape2 + R"( , "type":)" + dataType + R"(, "buffer": 4, "name": "outputTensor2", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } } ], "inputs": [ 0, 1, 2 ], "outputs": [ 3, 4 ], "operators": [ { "opcode_index": 0, "inputs": [ 0, 1, 2 ], "outputs": [ 3, 4 ], "builtin_options_type": "SplitVOptions", "builtin_options": { "num_splits": )" + numSplits + R"( }, "custom_options_format": "FLEXBUFFERS" } ], } ], "buffers" : [ {}, { "data": )" + splitValues + R"( }, { "data": )" + axisData + R"( }, {}, {}] } )"; Setup(); } }; /* * Tested inferred splitSizes with splitValues [-1, 1] locally. */ struct SimpleSplitVAxisOneFixture : SplitVFixture { SimpleSplitVAxisOneFixture() : SplitVFixture( "[ 4, 2, 2, 2 ]", "[ 1, 0, 0, 0, 3, 0, 0, 0 ]", "[ 2 ]","[ ]", "2", "[ 1, 2, 2, 2 ]", "[ 3, 2, 2, 2 ]", "[ 0, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplitVAxisOneFixture, "ParseAxisOneSplitVTwo") { RunTest<4, 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, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } }, {"outputTensor2", { 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, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } ); } struct SimpleSplitVAxisTwoFixture : SplitVFixture { SimpleSplitVAxisTwoFixture() : SplitVFixture( "[ 2, 4, 2, 2 ]", "[ 3, 0, 0, 0, 1, 0, 0, 0 ]", "[ 2 ]","[ ]", "2", "[ 2, 3, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplitVAxisTwoFixture, "ParseAxisTwoSplitVTwo") { RunTest<4, 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, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f } }, {"outputTensor2", { 13.0f, 14.0f, 15.0f, 16.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } ); } struct SimpleSplitVAxisThreeFixture : SplitVFixture { SimpleSplitVAxisThreeFixture() : SplitVFixture( "[ 2, 2, 4, 2 ]", "[ 1, 0, 0, 0, 3, 0, 0, 0 ]", "[ 2 ]","[ ]", "2", "[ 2, 2, 1, 2 ]", "[ 2, 2, 3, 2 ]", "[ 2, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplitVAxisThreeFixture, "ParseAxisThreeSplitVTwo") { RunTest<4, 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, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 9.0f, 10.0f, 17.0f, 18.0f, 25.0f, 26.0f } }, {"outputTensor2", { 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } ); } struct SimpleSplitVAxisFourFixture : SplitVFixture { SimpleSplitVAxisFourFixture() : SplitVFixture( "[ 2, 2, 2, 4 ]", "[ 3, 0, 0, 0, 1, 0, 0, 0 ]", "[ 2 ]","[ ]", "2", "[ 2, 2, 2, 3 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32") {} }; TEST_CASE_FIXTURE(SimpleSplitVAxisFourFixture, "ParseAxisFourSplitVTwo") { RunTest<4, 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, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } }, { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 5.0f, 6.0f, 7.0f, 9.0f, 10.0f, 11.0f, 13.0f, 14.0f, 15.0f, 17.0f, 18.0f, 19.0f, 21.0f, 22.0f, 23.0f, 25.0f, 26.0f, 27.0f, 29.0f, 30.0f, 31.0f} }, {"outputTensor2", { 4.0f, 8.0f, 12.0f, 16.0f, 20.0f, 24.0f, 28.0f, 32.0f } } } ); } }