ArmNN
 22.05
ConvertFp32ToFp16TestImpl.cpp
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1 //
2 // Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
7 
8 
11 
13 
15  armnn::IWorkloadFactory& workloadFactory,
17  const armnn::ITensorHandleFactory& tensorHandleFactory)
18 {
19  IgnoreUnused(memoryManager);
20  using namespace half_float::literal;
21 
22  const armnn::TensorInfo inputTensorInfo({1, 3, 2, 3}, armnn::DataType::Float32);
23  const armnn::TensorInfo outputTensorInfo({1, 3, 2, 3}, armnn::DataType::Float16);
24 
25  std::vector<float> input =
26  {
27  -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f, -0.5f, -0.4f, 0.0f,
28  1.0f, 0.4f, 0.5f, 1.3f, 1.5f, 2.0f, 8.76f, 15.2f, 37.5f
29  };
30 
31  std::vector<armnn::Half> expectedOutput =
32  {
33  -37.5_h, -15.2_h, -8.76_h, -2.0_h, -1.5_h, -1.3_h, -0.5_h, -0.4_h, 0.0_h,
34  1.0_h, 0.4_h, 0.5_h, 1.3_h, 1.5_h, 2.0_h, 8.76_h, 15.2_h, 37.5_h
35  };
36 
37  std::vector<armnn::Half> actualOutput(outputTensorInfo.GetNumElements());
38 
39  std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo);
40  std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo);
41 
44  AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get());
45  AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get());
46 
47  std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::ConvertFp32ToFp16,
48  data,
49  info);
50 
51  inputHandle->Allocate();
52  outputHandle->Allocate();
53 
54  CopyDataToITensorHandle(inputHandle.get(), input.data());
55 
56  workload->Execute();
57 
58  CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get());
59 
60  return LayerTestResult<armnn::Half, 4>(actualOutput,
61  expectedOutput,
62  outputHandle->GetShape(),
63  outputTensorInfo.GetShape());
64 }
LayerTestResult< armnn::Half, 4 > SimpleConvertFp32ToFp16Test(armnn::IWorkloadFactory &workloadFactory, const armnn::IBackendInternal::IMemoryManagerSharedPtr &memoryManager, const armnn::ITensorHandleFactory &tensorHandleFactory)
void IgnoreUnused(Ts &&...)
std::shared_ptr< IMemoryManager > IMemoryManagerSharedPtr
void CopyDataFromITensorHandle(void *mem, const armnn::ITensorHandle *tensorHandle)
void CopyDataToITensorHandle(armnn::ITensorHandle *tensorHandle, const void *memory)
Contains information about TensorInfos of a layer.
virtual std::unique_ptr< IWorkload > CreateWorkload(LayerType type, const QueueDescriptor &descriptor, const WorkloadInfo &info) const
virtual std::unique_ptr< ITensorHandle > CreateTensorHandle(const TensorInfo &tensorInfo) const =0