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_Multiplication") 10*89c4ff92SAndroid Build Coastguard Worker { 11*89c4ff92SAndroid Build Coastguard Worker struct MultiplicationFixture : public ParserFlatbuffersFixture 12*89c4ff92SAndroid Build Coastguard Worker { MultiplicationFixtureMultiplicationFixture13*89c4ff92SAndroid Build Coastguard Worker explicit MultiplicationFixture(const std::string & inputShape1, 14*89c4ff92SAndroid Build Coastguard Worker const std::string & inputShape2, 15*89c4ff92SAndroid Build Coastguard Worker const std::string & outputShape, 16*89c4ff92SAndroid Build Coastguard Worker const std::string & activation="NONE") 17*89c4ff92SAndroid Build Coastguard Worker { 18*89c4ff92SAndroid Build Coastguard Worker m_JsonString = R"( 19*89c4ff92SAndroid Build Coastguard Worker { 20*89c4ff92SAndroid Build Coastguard Worker "version": 3, 21*89c4ff92SAndroid Build Coastguard Worker "operator_codes": [ { "builtin_code": "MUL" } ], 22*89c4ff92SAndroid Build Coastguard Worker "subgraphs": [ { 23*89c4ff92SAndroid Build Coastguard Worker "tensors": [ 24*89c4ff92SAndroid Build Coastguard Worker { 25*89c4ff92SAndroid Build Coastguard Worker "shape": )" + inputShape1 + R"(, 26*89c4ff92SAndroid Build Coastguard Worker "type": "FLOAT32", 27*89c4ff92SAndroid Build Coastguard Worker "buffer": 0, 28*89c4ff92SAndroid Build Coastguard Worker "name": "inputTensor1", 29*89c4ff92SAndroid Build Coastguard Worker "quantization": { 30*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 31*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 32*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 33*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 34*89c4ff92SAndroid Build Coastguard Worker } 35*89c4ff92SAndroid Build Coastguard Worker }, 36*89c4ff92SAndroid Build Coastguard Worker { 37*89c4ff92SAndroid Build Coastguard Worker "shape": )" + inputShape2 + R"(, 38*89c4ff92SAndroid Build Coastguard Worker "type": "FLOAT32", 39*89c4ff92SAndroid Build Coastguard Worker "buffer": 1, 40*89c4ff92SAndroid Build Coastguard Worker "name": "inputTensor2", 41*89c4ff92SAndroid Build Coastguard Worker "quantization": { 42*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 43*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 44*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 45*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 46*89c4ff92SAndroid Build Coastguard Worker } 47*89c4ff92SAndroid Build Coastguard Worker }, 48*89c4ff92SAndroid Build Coastguard Worker { 49*89c4ff92SAndroid Build Coastguard Worker "shape": )" + outputShape + R"( , 50*89c4ff92SAndroid Build Coastguard Worker "type": "FLOAT32", 51*89c4ff92SAndroid Build Coastguard Worker "buffer": 2, 52*89c4ff92SAndroid Build Coastguard Worker "name": "outputTensor", 53*89c4ff92SAndroid Build Coastguard Worker "quantization": { 54*89c4ff92SAndroid Build Coastguard Worker "min": [ 0.0 ], 55*89c4ff92SAndroid Build Coastguard Worker "max": [ 255.0 ], 56*89c4ff92SAndroid Build Coastguard Worker "scale": [ 1.0 ], 57*89c4ff92SAndroid Build Coastguard Worker "zero_point": [ 0 ], 58*89c4ff92SAndroid Build Coastguard Worker } 59*89c4ff92SAndroid Build Coastguard Worker } 60*89c4ff92SAndroid Build Coastguard Worker ], 61*89c4ff92SAndroid Build Coastguard Worker "inputs": [ 0, 1 ], 62*89c4ff92SAndroid Build Coastguard Worker "outputs": [ 2 ], 63*89c4ff92SAndroid Build Coastguard Worker "operators": [ 64*89c4ff92SAndroid Build Coastguard Worker { 65*89c4ff92SAndroid Build Coastguard Worker "opcode_index": 0, 66*89c4ff92SAndroid Build Coastguard Worker "inputs": [ 0, 1 ], 67*89c4ff92SAndroid Build Coastguard Worker "outputs": [ 2 ], 68*89c4ff92SAndroid Build Coastguard Worker "builtin_options_type": "MulOptions", 69*89c4ff92SAndroid Build Coastguard Worker "builtin_options": { 70*89c4ff92SAndroid Build Coastguard Worker "fused_activation_function": )" + activation + R"( 71*89c4ff92SAndroid Build Coastguard Worker }, 72*89c4ff92SAndroid Build Coastguard Worker "custom_options_format": "FLEXBUFFERS" 73*89c4ff92SAndroid Build Coastguard Worker } 74*89c4ff92SAndroid Build Coastguard Worker ], 75*89c4ff92SAndroid Build Coastguard Worker } ], 76*89c4ff92SAndroid Build Coastguard Worker "buffers" : [ 77*89c4ff92SAndroid Build Coastguard Worker { }, 78*89c4ff92SAndroid Build Coastguard Worker { } 79*89c4ff92SAndroid Build Coastguard Worker ] 80*89c4ff92SAndroid Build Coastguard Worker } 81*89c4ff92SAndroid Build Coastguard Worker )"; 82*89c4ff92SAndroid Build Coastguard Worker Setup(); 83*89c4ff92SAndroid Build Coastguard Worker } 84*89c4ff92SAndroid Build Coastguard Worker }; 85*89c4ff92SAndroid Build Coastguard Worker 86*89c4ff92SAndroid Build Coastguard Worker struct SimpleMultiplicationFixture : public MultiplicationFixture 87*89c4ff92SAndroid Build Coastguard Worker { SimpleMultiplicationFixtureSimpleMultiplicationFixture88*89c4ff92SAndroid Build Coastguard Worker SimpleMultiplicationFixture() : MultiplicationFixture("[ 1, 2, 2, 3 ]", "[ 1, 2, 2, 3 ]", "[ 1, 2, 2, 3 ]") {} 89*89c4ff92SAndroid Build Coastguard Worker }; 90*89c4ff92SAndroid Build Coastguard Worker 91*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleMultiplicationFixture, "ParseMultiplication") 92*89c4ff92SAndroid Build Coastguard Worker { 93*89c4ff92SAndroid Build Coastguard Worker using armnn::DataType; 94*89c4ff92SAndroid Build Coastguard Worker RunTest<4, DataType::Float32>(0, {{ "inputTensor1", { 0.0f, 1.0f, 2.0f, 95*89c4ff92SAndroid Build Coastguard Worker 3.0f, 4.0f, 5.0f, 96*89c4ff92SAndroid Build Coastguard Worker 6.0f, 7.0f, 8.0f, 97*89c4ff92SAndroid Build Coastguard Worker 9.0f, 10.0f, 11.0f } }, 98*89c4ff92SAndroid Build Coastguard Worker { "inputTensor2", { 1.0f, 1.0f, 1.0f, 99*89c4ff92SAndroid Build Coastguard Worker 5.0f, 5.0f, 5.0f, 100*89c4ff92SAndroid Build Coastguard Worker 1.0f, 1.0f, 1.0f, 101*89c4ff92SAndroid Build Coastguard Worker 5.0f, 5.0f, 5.0f} } }, 102*89c4ff92SAndroid Build Coastguard Worker {{ "outputTensor", { 0.0f, 1.0f, 2.0f, 103*89c4ff92SAndroid Build Coastguard Worker 15.0f, 20.0f, 25.0f, 104*89c4ff92SAndroid Build Coastguard Worker 6.0f, 7.0f, 8.0f, 105*89c4ff92SAndroid Build Coastguard Worker 45.0f, 50.0f, 55.0f } } }); 106*89c4ff92SAndroid Build Coastguard Worker } 107*89c4ff92SAndroid Build Coastguard Worker 108*89c4ff92SAndroid Build Coastguard Worker struct MultiplicationBroadcastFixture4D1D : public MultiplicationFixture 109*89c4ff92SAndroid Build Coastguard Worker { MultiplicationBroadcastFixture4D1DMultiplicationBroadcastFixture4D1D110*89c4ff92SAndroid Build Coastguard Worker MultiplicationBroadcastFixture4D1D() : MultiplicationFixture("[ 1, 2, 2, 3 ]", "[ 1 ]", "[ 1, 2, 2, 3 ]") {} 111*89c4ff92SAndroid Build Coastguard Worker }; 112*89c4ff92SAndroid Build Coastguard Worker 113*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(MultiplicationBroadcastFixture4D1D, "ParseMultiplicationBroadcast4D1D") 114*89c4ff92SAndroid Build Coastguard Worker { 115*89c4ff92SAndroid Build Coastguard Worker using armnn::DataType; 116*89c4ff92SAndroid Build Coastguard Worker RunTest<4, DataType::Float32>(0, {{ "inputTensor1", { 0.0f, 1.0f, 2.0f, 117*89c4ff92SAndroid Build Coastguard Worker 3.0f, 4.0f, 5.0f, 118*89c4ff92SAndroid Build Coastguard Worker 6.0f, 7.0f, 8.0f, 119*89c4ff92SAndroid Build Coastguard Worker 9.0f, 10.0f, 11.0f } }, 120*89c4ff92SAndroid Build Coastguard Worker { "inputTensor2", { 5.0f } } }, 121*89c4ff92SAndroid Build Coastguard Worker {{ "outputTensor", { 0.0f, 5.0f, 10.0f, 122*89c4ff92SAndroid Build Coastguard Worker 15.0f, 20.0f, 25.0f, 123*89c4ff92SAndroid Build Coastguard Worker 30.0f, 35.0f, 40.0f, 124*89c4ff92SAndroid Build Coastguard Worker 45.0f, 50.0f, 55.0f } } }); 125*89c4ff92SAndroid Build Coastguard Worker } 126*89c4ff92SAndroid Build Coastguard Worker 127*89c4ff92SAndroid Build Coastguard Worker struct MultiplicationBroadcastFixture1D4D : public MultiplicationFixture 128*89c4ff92SAndroid Build Coastguard Worker { MultiplicationBroadcastFixture1D4DMultiplicationBroadcastFixture1D4D129*89c4ff92SAndroid Build Coastguard Worker MultiplicationBroadcastFixture1D4D() : MultiplicationFixture("[ 1 ]", "[ 1, 2, 2, 3 ]", "[ 1, 2, 2, 3 ]") {} 130*89c4ff92SAndroid Build Coastguard Worker }; 131*89c4ff92SAndroid Build Coastguard Worker 132*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(MultiplicationBroadcastFixture1D4D, "ParseMultiplicationBroadcast1D4D") 133*89c4ff92SAndroid Build Coastguard Worker { 134*89c4ff92SAndroid Build Coastguard Worker using armnn::DataType; 135*89c4ff92SAndroid Build Coastguard Worker RunTest<4, DataType::Float32>(0, {{ "inputTensor1", { 3.0f } }, 136*89c4ff92SAndroid Build Coastguard Worker { "inputTensor2", { 0.0f, 1.0f, 2.0f, 137*89c4ff92SAndroid Build Coastguard Worker 3.0f, 4.0f, 5.0f, 138*89c4ff92SAndroid Build Coastguard Worker 6.0f, 7.0f, 8.0f, 139*89c4ff92SAndroid Build Coastguard Worker 9.0f, 10.0f, 11.0f } } }, 140*89c4ff92SAndroid Build Coastguard Worker {{ "outputTensor", { 0.0f, 3.0f, 6.0f, 141*89c4ff92SAndroid Build Coastguard Worker 9.0f, 12.0f, 15.0f, 142*89c4ff92SAndroid Build Coastguard Worker 18.0f, 21.0f, 24.0f, 143*89c4ff92SAndroid Build Coastguard Worker 27.0f, 30.0f, 33.0f } } }); 144*89c4ff92SAndroid Build Coastguard Worker } 145*89c4ff92SAndroid Build Coastguard Worker 146*89c4ff92SAndroid Build Coastguard Worker } 147