Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "FullyConnectedTestHelper.hpp" |
| 7 | |
| 8 | namespace |
| 9 | { |
| 10 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 11 | void FullyConnectedFp32Test(std::vector<armnn::BackendId>& backends, bool constantWeights = true) |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 12 | { |
| 13 | std::vector<int32_t> inputTensorShape { 1, 4, 1, 1 }; |
| 14 | std::vector<int32_t> weightsTensorShape { 1, 4 }; |
| 15 | std::vector<int32_t> biasTensorShape { 1 }; |
| 16 | std::vector<int32_t> outputTensorShape { 1, 1 }; |
| 17 | |
| 18 | std::vector<float> inputValues = { 10, 20, 30, 40 }; |
| 19 | std::vector<float> weightsData = { 2, 3, 4, 5 }; |
| 20 | |
| 21 | std::vector<float> expectedOutputValues = { (400 + 10) }; |
| 22 | |
| 23 | // bias is set std::vector<float> biasData = { 10 } in the model |
| 24 | FullyConnectedTest<float>(backends, |
| 25 | ::tflite::TensorType_FLOAT32, |
| 26 | tflite::ActivationFunctionType_NONE, |
| 27 | inputTensorShape, |
| 28 | weightsTensorShape, |
| 29 | biasTensorShape, |
| 30 | outputTensorShape, |
| 31 | inputValues, |
| 32 | expectedOutputValues, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 33 | weightsData, |
| 34 | constantWeights); |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 35 | } |
| 36 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 37 | void FullyConnectedActicationTest(std::vector<armnn::BackendId>& backends, bool constantWeights = true) |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 38 | { |
| 39 | std::vector<int32_t> inputTensorShape { 1, 4, 1, 1 }; |
| 40 | std::vector<int32_t> weightsTensorShape { 1, 4 }; |
| 41 | std::vector<int32_t> biasTensorShape { 1 }; |
| 42 | std::vector<int32_t> outputTensorShape { 1, 1 }; |
| 43 | |
| 44 | std::vector<float> inputValues = { -10, 20, 30, 40 }; |
| 45 | std::vector<float> weightsData = { 2, 3, 4, -5 }; |
| 46 | |
| 47 | std::vector<float> expectedOutputValues = { 0 }; |
| 48 | |
| 49 | // bias is set std::vector<float> biasData = { 10 } in the model |
| 50 | FullyConnectedTest<float>(backends, |
| 51 | ::tflite::TensorType_FLOAT32, |
| 52 | tflite::ActivationFunctionType_RELU, |
| 53 | inputTensorShape, |
| 54 | weightsTensorShape, |
| 55 | biasTensorShape, |
| 56 | outputTensorShape, |
| 57 | inputValues, |
| 58 | expectedOutputValues, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 59 | weightsData, |
| 60 | constantWeights); |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 61 | } |
| 62 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 63 | void FullyConnectedInt8Test(std::vector<armnn::BackendId>& backends, bool constantWeights = true) |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 64 | { |
| 65 | std::vector<int32_t> inputTensorShape { 1, 4, 2, 1 }; |
| 66 | std::vector<int32_t> weightsTensorShape { 1, 4 }; |
| 67 | std::vector<int32_t> biasTensorShape { 1 }; |
| 68 | std::vector<int32_t> outputTensorShape { 2, 1 }; |
| 69 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 70 | std::vector<int8_t> inputValues = { 1, 2, 3, 4, 5, 10, 15, 20 }; |
| 71 | std::vector<int8_t> weightsData = { 2, 3, 4, 5 }; |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 72 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 73 | std::vector<int8_t> expectedOutputValues = { 25, 105 }; // (40 + 10) / 2, (200 + 10) / 2 |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 74 | |
| 75 | // bias is set std::vector<int32_t> biasData = { 10 } in the model |
| 76 | // input and weights quantization scale 1.0f and offset 0 in the model |
| 77 | // output quantization scale 2.0f and offset 0 in the model |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 78 | FullyConnectedTest<int8_t>(backends, |
| 79 | ::tflite::TensorType_INT8, |
| 80 | tflite::ActivationFunctionType_NONE, |
| 81 | inputTensorShape, |
| 82 | weightsTensorShape, |
| 83 | biasTensorShape, |
| 84 | outputTensorShape, |
| 85 | inputValues, |
| 86 | expectedOutputValues, |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 87 | weightsData, |
| 88 | constantWeights); |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 89 | } |
| 90 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 91 | TEST_SUITE("FullyConnected_GpuAccTests") |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 92 | { |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 93 | |
| 94 | TEST_CASE ("FullyConnected_FP32_GpuAcc_Test") |
| 95 | { |
| 96 | std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 97 | FullyConnectedFp32Test(backends); |
| 98 | } |
| 99 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 100 | TEST_CASE ("FullyConnected_Int8_GpuAcc_Test") |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 101 | { |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 102 | std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; |
| 103 | FullyConnectedInt8Test(backends); |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 104 | } |
| 105 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 106 | TEST_CASE ("FullyConnected_Activation_GpuAcc_Test") |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 107 | { |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 108 | std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 109 | FullyConnectedActicationTest(backends); |
| 110 | } |
| 111 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 112 | } // End of TEST_SUITE("FullyConnected_GpuAccTests") |
| 113 | |
| 114 | TEST_SUITE("FullyConnected_CpuAccTests") |
| 115 | { |
| 116 | |
| 117 | TEST_CASE ("FullyConnected_FP32_CpuAcc_Test") |
| 118 | { |
| 119 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; |
| 120 | FullyConnectedFp32Test(backends); |
| 121 | } |
| 122 | |
| 123 | TEST_CASE ("FullyConnected_Int8_CpuAcc_Test") |
| 124 | { |
| 125 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; |
| 126 | FullyConnectedInt8Test(backends); |
| 127 | } |
| 128 | |
| 129 | TEST_CASE ("FullyConnected_Activation_CpuAcc_Test") |
| 130 | { |
| 131 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; |
| 132 | FullyConnectedActicationTest(backends); |
| 133 | } |
| 134 | |
| 135 | } // End of TEST_SUITE("FullyConnected_CpuAccTests") |
| 136 | |
| 137 | TEST_SUITE("FullyConnected_CpuRefTests") |
| 138 | { |
| 139 | |
| 140 | TEST_CASE ("FullyConnected_FP32_CpuRef_Test") |
| 141 | { |
| 142 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
| 143 | FullyConnectedFp32Test(backends); |
| 144 | } |
| 145 | |
| 146 | TEST_CASE ("FullyConnected_Int8_CpuRef_Test") |
| 147 | { |
| 148 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
| 149 | FullyConnectedInt8Test(backends); |
| 150 | } |
| 151 | |
| 152 | TEST_CASE ("FullyConnected_Activation_CpuRef_Test") |
| 153 | { |
| 154 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
| 155 | FullyConnectedActicationTest(backends); |
| 156 | } |
| 157 | |
Sadik Armagan | f0a6dec | 2021-03-25 07:46:55 +0000 | [diff] [blame] | 158 | TEST_CASE ("FullyConnected_Weights_As_Inputs_FP32_CpuRef_Test") |
| 159 | { |
| 160 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
| 161 | FullyConnectedFp32Test(backends, false); |
| 162 | } |
| 163 | |
| 164 | TEST_CASE ("FullyConnected_Weights_As_Inputs_Int8_CpuRef_Test") |
| 165 | { |
| 166 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
| 167 | FullyConnectedInt8Test(backends, false); |
| 168 | } |
| 169 | |
| 170 | TEST_CASE ("FullyConnected_Weights_As_Inputs_Activation_CpuRef_Test") |
| 171 | { |
| 172 | std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; |
| 173 | FullyConnectedActicationTest(backends, false); |
| 174 | } |
| 175 | |
Narumol Prangnawarat | 55518ca | 2020-11-20 14:50:54 +0000 | [diff] [blame] | 176 | } // End of TEST_SUITE("FullyConnected_CpuRefTests") |
Sadik Armagan | 6e36a64 | 2020-11-10 21:18:41 +0000 | [diff] [blame] | 177 | |
| 178 | } // anonymous namespace |