Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1 | // |
Teresa Charlin | fbf0e5b | 2020-08-17 01:01:06 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "FakeQuantizationTestImpl.hpp" |
| 7 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 8 | |
James Conroy | 1f58f03 | 2021-04-27 17:13:27 +0100 | [diff] [blame] | 9 | #include <backendsCommon/TensorHandle.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 10 | |
| 11 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 12 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
| 13 | |
| 14 | #include <test/TensorHelpers.hpp> |
| 15 | |
| 16 | LayerTestResult<float, 2> FakeQuantizationTest( |
| 17 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | 8702007 | 2020-08-26 16:19:15 +0100 | [diff] [blame] | 18 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Sadik Armagan | 89de3b4 | 2020-08-28 10:38:53 +0100 | [diff] [blame] | 19 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 20 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 21 | IgnoreUnused(memoryManager); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 22 | constexpr unsigned int width = 2; |
| 23 | constexpr unsigned int height = 3; |
| 24 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 25 | const armnn::TensorInfo tensorInfo({ height, width }, armnn::DataType::Float32); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 26 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 27 | std::vector<float> input = |
| 28 | { |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 29 | -10.0f, -5.0f, |
| 30 | 0.0f, 5.0f, |
| 31 | 10.0f, 10.0f |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 32 | }; |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 33 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 34 | std::vector<float> actualOutput(tensorInfo.GetNumElements()); |
| 35 | std::vector<float> expectedOutput(tensorInfo.GetNumElements()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 36 | |
Sadik Armagan | 89de3b4 | 2020-08-28 10:38:53 +0100 | [diff] [blame] | 37 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(tensorInfo); |
| 38 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(tensorInfo); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 39 | |
| 40 | armnn::FakeQuantizationQueueDescriptor data; |
| 41 | armnn::WorkloadInfo info; |
| 42 | |
| 43 | AddInputToWorkload(data, info, tensorInfo, inputHandle.get()); |
| 44 | AddOutputToWorkload(data, info, tensorInfo, outputHandle.get()); |
| 45 | |
| 46 | float min = -10.f; |
| 47 | float max = 10.f; |
| 48 | |
| 49 | data.m_Parameters.m_Min = min; |
| 50 | data.m_Parameters.m_Max = max; |
| 51 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 52 | armnn::PassthroughTensorHandle refHandle(tensorInfo, expectedOutput.data()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 53 | armnn::FakeQuantizationQueueDescriptor refData = data; |
| 54 | armnn::WorkloadInfo refInfo = info; |
| 55 | SetWorkloadOutput(refData, refInfo, 0, tensorInfo, &refHandle); |
| 56 | |
| 57 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateFakeQuantization(data, info); |
| 58 | |
| 59 | inputHandle->Allocate(); |
| 60 | outputHandle->Allocate(); |
| 61 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 62 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 63 | |
| 64 | workload->PostAllocationConfigure(); |
| 65 | workload->Execute(); |
| 66 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 67 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 68 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 69 | expectedOutput = |
| 70 | { |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 71 | 0.0f, 63.0f, |
| 72 | 128.0f, 191.0f, |
| 73 | 255.0f, 255.0f |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 74 | }; |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 75 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 76 | return LayerTestResult<float, 2>(actualOutput, |
| 77 | expectedOutput, |
| 78 | outputHandle->GetShape(), |
| 79 | tensorInfo.GetShape()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 80 | } |