1*89c4ff92SAndroid Build Coastguard Worker // 2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. 3*89c4ff92SAndroid Build Coastguard Worker // SPDX-License-Identifier: MIT 4*89c4ff92SAndroid Build Coastguard Worker // 5*89c4ff92SAndroid Build Coastguard Worker 6*89c4ff92SAndroid Build Coastguard Worker #include "ParserFlatbuffersFixture.hpp" 7*89c4ff92SAndroid Build Coastguard Worker 8*89c4ff92SAndroid Build Coastguard Worker 9*89c4ff92SAndroid Build Coastguard Worker TEST_SUITE("TensorflowLiteParser_Split") 10*89c4ff92SAndroid Build Coastguard Worker { 11*89c4ff92SAndroid Build Coastguard Worker struct SplitFixture : public ParserFlatbuffersFixture 12*89c4ff92SAndroid Build Coastguard Worker { SplitFixtureSplitFixture13*89c4ff92SAndroid Build Coastguard Worker explicit SplitFixture(const std::string& inputShape, 14*89c4ff92SAndroid Build Coastguard Worker const std::string& axisShape, 15*89c4ff92SAndroid Build Coastguard Worker const std::string& numSplits, 16*89c4ff92SAndroid Build Coastguard Worker const std::string& outputShape1, 17*89c4ff92SAndroid Build Coastguard Worker const std::string& outputShape2, 18*89c4ff92SAndroid Build Coastguard Worker const std::string& axisData, 19*89c4ff92SAndroid Build Coastguard Worker const std::string& dataType) 20*89c4ff92SAndroid Build Coastguard Worker { 21*89c4ff92SAndroid Build Coastguard Worker m_JsonString = R"( 22*89c4ff92SAndroid Build Coastguard Worker { 23*89c4ff92SAndroid Build Coastguard Worker "version": 3, 24*89c4ff92SAndroid Build Coastguard Worker "operator_codes": [ { "builtin_code": "SPLIT" } ], 25*89c4ff92SAndroid Build Coastguard Worker "subgraphs": [ { 26*89c4ff92SAndroid Build Coastguard Worker "tensors": [ 27*89c4ff92SAndroid Build Coastguard Worker { 28*89c4ff92SAndroid Build Coastguard Worker "shape": )" + inputShape + R"(, 29*89c4ff92SAndroid Build Coastguard Worker "type": )" + dataType + R"(, 30*89c4ff92SAndroid Build Coastguard Worker "buffer": 0, 31*89c4ff92SAndroid Build Coastguard Worker "name": "inputTensor", 32*89c4ff92SAndroid Build Coastguard Worker "quantization": { 33*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 34*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 35*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 36*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 37*89c4ff92SAndroid Build Coastguard Worker } 38*89c4ff92SAndroid Build Coastguard Worker }, 39*89c4ff92SAndroid Build Coastguard Worker { 40*89c4ff92SAndroid Build Coastguard Worker "shape": )" + axisShape + R"(, 41*89c4ff92SAndroid Build Coastguard Worker "type": "INT32", 42*89c4ff92SAndroid Build Coastguard Worker "buffer": 1, 43*89c4ff92SAndroid Build Coastguard Worker "name": "axis", 44*89c4ff92SAndroid Build Coastguard Worker "quantization": { 45*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 46*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 47*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 48*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 49*89c4ff92SAndroid Build Coastguard Worker } 50*89c4ff92SAndroid Build Coastguard Worker }, 51*89c4ff92SAndroid Build Coastguard Worker { 52*89c4ff92SAndroid Build Coastguard Worker "shape": )" + outputShape1 + R"( , 53*89c4ff92SAndroid Build Coastguard Worker "type":)" + dataType + R"(, 54*89c4ff92SAndroid Build Coastguard Worker "buffer": 2, 55*89c4ff92SAndroid Build Coastguard Worker "name": "outputTensor1", 56*89c4ff92SAndroid Build Coastguard Worker "quantization": { 57*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 58*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 59*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 60*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 61*89c4ff92SAndroid Build Coastguard Worker } 62*89c4ff92SAndroid Build Coastguard Worker }, 63*89c4ff92SAndroid Build Coastguard Worker { 64*89c4ff92SAndroid Build Coastguard Worker "shape": )" + outputShape2 + R"( , 65*89c4ff92SAndroid Build Coastguard Worker "type":)" + dataType + R"(, 66*89c4ff92SAndroid Build Coastguard Worker "buffer": 3, 67*89c4ff92SAndroid Build Coastguard Worker "name": "outputTensor2", 68*89c4ff92SAndroid Build Coastguard Worker "quantization": { 69*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 70*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 71*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 72*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 73*89c4ff92SAndroid Build Coastguard Worker } 74*89c4ff92SAndroid Build Coastguard Worker } 75*89c4ff92SAndroid Build Coastguard Worker ], 76*89c4ff92SAndroid Build Coastguard Worker "inputs": [ 0 ], 77*89c4ff92SAndroid Build Coastguard Worker "outputs": [ 2, 3 ], 78*89c4ff92SAndroid Build Coastguard Worker "operators": [ 79*89c4ff92SAndroid Build Coastguard Worker { 80*89c4ff92SAndroid Build Coastguard Worker "opcode_index": 0, 81*89c4ff92SAndroid Build Coastguard Worker "inputs": [ 1, 0 ], 82*89c4ff92SAndroid Build Coastguard Worker "outputs": [ 2, 3 ], 83*89c4ff92SAndroid Build Coastguard Worker "builtin_options_type": "SplitOptions", 84*89c4ff92SAndroid Build Coastguard Worker "builtin_options": { 85*89c4ff92SAndroid Build Coastguard Worker "num_splits": )" + numSplits + R"( 86*89c4ff92SAndroid Build Coastguard Worker }, 87*89c4ff92SAndroid Build Coastguard Worker "custom_options_format": "FLEXBUFFERS" 88*89c4ff92SAndroid Build Coastguard Worker } 89*89c4ff92SAndroid Build Coastguard Worker ], 90*89c4ff92SAndroid Build Coastguard Worker } ], 91*89c4ff92SAndroid Build Coastguard Worker "buffers" : [ {}, {"data": )" + axisData + R"( }, {}, {} ] 92*89c4ff92SAndroid Build Coastguard Worker } 93*89c4ff92SAndroid Build Coastguard Worker )"; 94*89c4ff92SAndroid Build Coastguard Worker 95*89c4ff92SAndroid Build Coastguard Worker Setup(); 96*89c4ff92SAndroid Build Coastguard Worker } 97*89c4ff92SAndroid Build Coastguard Worker }; 98*89c4ff92SAndroid Build Coastguard Worker 99*89c4ff92SAndroid Build Coastguard Worker 100*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitFixtureFloat32 : SplitFixture 101*89c4ff92SAndroid Build Coastguard Worker { SimpleSplitFixtureFloat32SimpleSplitFixtureFloat32102*89c4ff92SAndroid Build Coastguard Worker SimpleSplitFixtureFloat32() 103*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") 104*89c4ff92SAndroid Build Coastguard Worker {} 105*89c4ff92SAndroid Build Coastguard Worker }; 106*89c4ff92SAndroid Build Coastguard Worker 107*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitFixtureFloat32, "ParseAxisOneSplitTwoFloat32") 108*89c4ff92SAndroid Build Coastguard Worker { 109*89c4ff92SAndroid Build Coastguard Worker 110*89c4ff92SAndroid Build Coastguard Worker RunTest<4, armnn::DataType::Float32>( 111*89c4ff92SAndroid Build Coastguard Worker 0, 112*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 113*89c4ff92SAndroid Build Coastguard Worker 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }, 114*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 9.0f, 10.0f, 11.0f, 12.0f } }, 115*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }); 116*89c4ff92SAndroid Build Coastguard Worker } 117*89c4ff92SAndroid Build Coastguard Worker 118*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitAxisThreeFixtureFloat32 : SplitFixture 119*89c4ff92SAndroid Build Coastguard Worker { SimpleSplitAxisThreeFixtureFloat32SimpleSplitAxisThreeFixtureFloat32120*89c4ff92SAndroid Build Coastguard Worker SimpleSplitAxisThreeFixtureFloat32() 121*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32") 122*89c4ff92SAndroid Build Coastguard Worker {} 123*89c4ff92SAndroid Build Coastguard Worker }; 124*89c4ff92SAndroid Build Coastguard Worker 125*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureFloat32, "ParseAxisThreeSplitTwoFloat32") 126*89c4ff92SAndroid Build Coastguard Worker { 127*89c4ff92SAndroid Build Coastguard Worker RunTest<4, armnn::DataType::Float32>( 128*89c4ff92SAndroid Build Coastguard Worker 0, 129*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 130*89c4ff92SAndroid Build Coastguard Worker 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }, 131*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f } }, 132*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f } } } ); 133*89c4ff92SAndroid Build Coastguard Worker } 134*89c4ff92SAndroid Build Coastguard Worker 135*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit2DFixtureFloat32 : SplitFixture 136*89c4ff92SAndroid Build Coastguard Worker { SimpleSplit2DFixtureFloat32SimpleSplit2DFixtureFloat32137*89c4ff92SAndroid Build Coastguard Worker SimpleSplit2DFixtureFloat32() 138*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") 139*89c4ff92SAndroid Build Coastguard Worker {} 140*89c4ff92SAndroid Build Coastguard Worker }; 141*89c4ff92SAndroid Build Coastguard Worker 142*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit2DFixtureFloat32, "SimpleSplit2DFloat32") 143*89c4ff92SAndroid Build Coastguard Worker { 144*89c4ff92SAndroid Build Coastguard Worker RunTest<2, armnn::DataType::Float32>( 145*89c4ff92SAndroid Build Coastguard Worker 0, 146*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } } }, 147*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f } }, 148*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f } } } ); 149*89c4ff92SAndroid Build Coastguard Worker } 150*89c4ff92SAndroid Build Coastguard Worker 151*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit3DFixtureFloat32 : SplitFixture 152*89c4ff92SAndroid Build Coastguard Worker { SimpleSplit3DFixtureFloat32SimpleSplit3DFixtureFloat32153*89c4ff92SAndroid Build Coastguard Worker SimpleSplit3DFixtureFloat32() 154*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") 155*89c4ff92SAndroid Build Coastguard Worker {} 156*89c4ff92SAndroid Build Coastguard Worker }; 157*89c4ff92SAndroid Build Coastguard Worker 158*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit3DFixtureFloat32, "SimpleSplit3DFloat32") 159*89c4ff92SAndroid Build Coastguard Worker { 160*89c4ff92SAndroid Build Coastguard Worker RunTest<3, armnn::DataType::Float32>( 161*89c4ff92SAndroid Build Coastguard Worker 0, 162*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 163*89c4ff92SAndroid Build Coastguard Worker 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } }, 164*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } }, 165*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } } ); 166*89c4ff92SAndroid Build Coastguard Worker } 167*89c4ff92SAndroid Build Coastguard Worker 168*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitFixtureUint8 : SplitFixture 169*89c4ff92SAndroid Build Coastguard Worker { SimpleSplitFixtureUint8SimpleSplitFixtureUint8170*89c4ff92SAndroid Build Coastguard Worker SimpleSplitFixtureUint8() 171*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8") 172*89c4ff92SAndroid Build Coastguard Worker {} 173*89c4ff92SAndroid Build Coastguard Worker }; 174*89c4ff92SAndroid Build Coastguard Worker 175*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitFixtureUint8, "ParseAxisOneSplitTwoUint8") 176*89c4ff92SAndroid Build Coastguard Worker { 177*89c4ff92SAndroid Build Coastguard Worker 178*89c4ff92SAndroid Build Coastguard Worker RunTest<4, armnn::DataType::QAsymmU8>( 179*89c4ff92SAndroid Build Coastguard Worker 0, 180*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 181*89c4ff92SAndroid Build Coastguard Worker 9, 10, 11, 12, 13, 14, 15, 16 } } }, 182*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1, 2, 3, 4, 9, 10, 11, 12 } }, 183*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 5, 6, 7, 8, 13, 14, 15, 16 } } }); 184*89c4ff92SAndroid Build Coastguard Worker } 185*89c4ff92SAndroid Build Coastguard Worker 186*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitAxisThreeFixtureUint8 : SplitFixture 187*89c4ff92SAndroid Build Coastguard Worker { SimpleSplitAxisThreeFixtureUint8SimpleSplitAxisThreeFixtureUint8188*89c4ff92SAndroid Build Coastguard Worker SimpleSplitAxisThreeFixtureUint8() 189*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "UINT8") 190*89c4ff92SAndroid Build Coastguard Worker {} 191*89c4ff92SAndroid Build Coastguard Worker }; 192*89c4ff92SAndroid Build Coastguard Worker 193*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureUint8, "ParseAxisThreeSplitTwoUint8") 194*89c4ff92SAndroid Build Coastguard Worker { 195*89c4ff92SAndroid Build Coastguard Worker RunTest<4, armnn::DataType::QAsymmU8>( 196*89c4ff92SAndroid Build Coastguard Worker 0, 197*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 198*89c4ff92SAndroid Build Coastguard Worker 9, 10, 11, 12, 13, 14, 15, 16 } } }, 199*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1, 3, 5, 7, 9, 11, 13, 15 } }, 200*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 2, 4, 6, 8, 10, 12, 14, 16 } } } ); 201*89c4ff92SAndroid Build Coastguard Worker } 202*89c4ff92SAndroid Build Coastguard Worker 203*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit2DFixtureUint8 : SplitFixture 204*89c4ff92SAndroid Build Coastguard Worker { SimpleSplit2DFixtureUint8SimpleSplit2DFixtureUint8205*89c4ff92SAndroid Build Coastguard Worker SimpleSplit2DFixtureUint8() 206*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "UINT8") 207*89c4ff92SAndroid Build Coastguard Worker {} 208*89c4ff92SAndroid Build Coastguard Worker }; 209*89c4ff92SAndroid Build Coastguard Worker 210*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit2DFixtureUint8, "SimpleSplit2DUint8") 211*89c4ff92SAndroid Build Coastguard Worker { 212*89c4ff92SAndroid Build Coastguard Worker RunTest<2, armnn::DataType::QAsymmU8>( 213*89c4ff92SAndroid Build Coastguard Worker 0, 214*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8 } } }, 215*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1, 2, 3, 4 } }, 216*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 5, 6, 7, 8 } } } ); 217*89c4ff92SAndroid Build Coastguard Worker } 218*89c4ff92SAndroid Build Coastguard Worker 219*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit3DFixtureUint8 : SplitFixture 220*89c4ff92SAndroid Build Coastguard Worker { SimpleSplit3DFixtureUint8SimpleSplit3DFixtureUint8221*89c4ff92SAndroid Build Coastguard Worker SimpleSplit3DFixtureUint8() 222*89c4ff92SAndroid Build Coastguard Worker : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8") 223*89c4ff92SAndroid Build Coastguard Worker {} 224*89c4ff92SAndroid Build Coastguard Worker }; 225*89c4ff92SAndroid Build Coastguard Worker 226*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit3DFixtureUint8, "SimpleSplit3DUint8") 227*89c4ff92SAndroid Build Coastguard Worker { 228*89c4ff92SAndroid Build Coastguard Worker RunTest<3, armnn::DataType::QAsymmU8>( 229*89c4ff92SAndroid Build Coastguard Worker 0, 230*89c4ff92SAndroid Build Coastguard Worker { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8, 231*89c4ff92SAndroid Build Coastguard Worker 9, 10, 11, 12, 13, 14, 15, 16 } } }, 232*89c4ff92SAndroid Build Coastguard Worker { {"outputTensor1", { 1, 2, 3, 4, 5, 6, 7, 8 } }, 233*89c4ff92SAndroid Build Coastguard Worker {"outputTensor2", { 9, 10, 11, 12, 13, 14, 15, 16 } } } ); 234*89c4ff92SAndroid Build Coastguard Worker } 235*89c4ff92SAndroid Build Coastguard Worker 236*89c4ff92SAndroid Build Coastguard Worker }