2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
7 #include "QuantizeHelper.hpp"
9 #include <armnn/ArmNN.hpp>
10 #include <armnn/Tensor.hpp>
11 #include <armnn/TypesUtils.hpp>
13 #include <test/TensorHelpers.hpp>
15 #include <backendsCommon/CpuTensorHandle.hpp>
16 #include <backendsCommon/WorkloadFactory.hpp>
19 LayerTestResult<T, 4> SimplePermuteTestImpl(
20 armnn::IWorkloadFactory& workloadFactory,
21 armnn::PermuteDescriptor descriptor,
22 armnn::TensorInfo inputTensorInfo,
23 armnn::TensorInfo outputTensorInfo,
24 const std::vector<T>& inputData,
25 const std::vector<T>& outputExpectedData)
27 auto input = MakeTensor<T, 4>(inputTensorInfo, inputData);
29 LayerTestResult<T, 4> ret(outputTensorInfo);
30 ret.outputExpected = MakeTensor<T, 4>(outputTensorInfo, outputExpectedData);
32 std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo);
33 std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo);
35 armnn::PermuteQueueDescriptor data;
36 data.m_Parameters = descriptor;
37 armnn::WorkloadInfo info;
38 AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get());
39 AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get());
41 std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreatePermute(data, info);
43 inputHandle->Allocate();
44 outputHandle->Allocate();
46 CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]);
50 CopyDataFromITensorHandle(&ret.output[0][0][0][0], outputHandle.get());
55 LayerTestResult<float, 4> SimplePermuteFloat32TestCommon(armnn::IWorkloadFactory& workloadFactory)
57 armnn::TensorInfo inputTensorInfo;
58 armnn::TensorInfo outputTensorInfo;
60 unsigned int inputShape[] = { 1, 2, 2, 2 };
61 unsigned int outputShape[] = { 1, 2, 2, 2 };
63 armnn::PermuteDescriptor descriptor;
64 descriptor.m_DimMappings = {0U, 3U, 1U, 2U};
66 inputTensorInfo = armnn::TensorInfo(4, inputShape, armnn::DataType::Float32);
67 outputTensorInfo = armnn::TensorInfo(4, outputShape, armnn::DataType::Float32);
69 std::vector<float> input = std::vector<float>(
78 std::vector<float> outputExpected = std::vector<float>(
80 1.0f, 5.0f, 2.0f, 6.0f,
81 3.0f, 7.0f, 4.0f, 8.0f
84 return SimplePermuteTestImpl<float>(workloadFactory, descriptor, inputTensorInfo,
85 outputTensorInfo, input, outputExpected);
88 LayerTestResult<uint8_t, 4> SimplePermuteUint8TestCommon(armnn::IWorkloadFactory& workloadFactory)
90 armnn::TensorInfo inputTensorInfo;
91 armnn::TensorInfo outputTensorInfo;
93 unsigned int inputShape[] = { 1, 2, 2, 2 };
94 unsigned int outputShape[] = { 1, 2, 2, 2 };
96 armnn::PermuteDescriptor descriptor;
97 descriptor.m_DimMappings = {0U, 3U, 1U, 2U};
99 inputTensorInfo = armnn::TensorInfo(4, inputShape, armnn::DataType::QuantisedAsymm8);
100 inputTensorInfo.SetQuantizationScale(1.0f);
101 outputTensorInfo = armnn::TensorInfo(4, outputShape, armnn::DataType::QuantisedAsymm8);
102 outputTensorInfo.SetQuantizationScale(1.0f);
104 std::vector<uint8_t> input = std::vector<uint8_t>(
113 std::vector<uint8_t> outputExpected = std::vector<uint8_t>(
119 return SimplePermuteTestImpl<uint8_t>(workloadFactory, descriptor, inputTensorInfo,
120 outputTensorInfo, input, outputExpected);
123 LayerTestResult<float, 4>
124 PermuteFloat32ValueSet1TestCommon(armnn::IWorkloadFactory& workloadFactory)
126 armnn::TensorInfo inputTensorInfo;
127 armnn::TensorInfo outputTensorInfo;
129 unsigned int inputShape[] = { 1, 2, 2, 3 };
130 unsigned int outputShape[] = { 1, 3, 2, 2 };
132 armnn::PermuteDescriptor descriptor;
133 descriptor.m_DimMappings = {0U, 2U, 3U, 1U};
135 inputTensorInfo = armnn::TensorInfo(4, inputShape, armnn::DataType::Float32);
136 outputTensorInfo = armnn::TensorInfo(4, outputShape, armnn::DataType::Float32);
138 std::vector<float> input = std::vector<float>(
146 std::vector<float> outputExpected = std::vector<float>(
148 1.0f, 11.0f, 21.0f, 31.0f,
149 2.0f, 12.0f, 22.0f, 32.0f,
150 3.0f, 13.0f, 23.0f, 33.0f,
153 return SimplePermuteTestImpl<float>(workloadFactory, descriptor, inputTensorInfo,
154 outputTensorInfo, input, outputExpected);
157 LayerTestResult<float, 4>
158 PermuteFloat32ValueSet2TestCommon(armnn::IWorkloadFactory& workloadFactory)
160 armnn::TensorInfo inputTensorInfo;
161 armnn::TensorInfo outputTensorInfo;
163 unsigned int inputShape[] = { 1, 3, 2, 2 };
164 unsigned int outputShape[] = { 1, 2, 2, 3 };
166 armnn::PermuteDescriptor descriptor;
167 descriptor.m_DimMappings = {0U, 3U, 1U, 2U};
169 inputTensorInfo = armnn::TensorInfo(4, inputShape, armnn::DataType::Float32);
170 outputTensorInfo = armnn::TensorInfo(4, outputShape, armnn::DataType::Float32);
172 std::vector<float> input = std::vector<float>(
174 1.0f, 11.0f, 21.0f, 31.0f,
175 2.0f, 12.0f, 22.0f, 32.0f,
176 3.0f, 13.0f, 23.0f, 33.0f,
179 std::vector<float> outputExpected = std::vector<float>(
187 return SimplePermuteTestImpl<float>(workloadFactory, descriptor, inputTensorInfo,
188 outputTensorInfo, input, outputExpected);
191 LayerTestResult<float, 4>
192 PermuteFloat32ValueSet3TestCommon(armnn::IWorkloadFactory& workloadFactory)
194 armnn::TensorInfo inputTensorInfo;
195 armnn::TensorInfo outputTensorInfo;
197 unsigned int inputShape[] = { 1, 2, 3, 3 };
198 unsigned int outputShape[] = { 1, 3, 2, 3 };
200 armnn::PermuteDescriptor descriptor;
201 descriptor.m_DimMappings = {0U, 2U, 3U, 1U};
203 inputTensorInfo = armnn::TensorInfo(4, inputShape, armnn::DataType::Float32);
204 outputTensorInfo = armnn::TensorInfo(4, outputShape, armnn::DataType::Float32);
206 std::vector<float> input = std::vector<float>(
216 std::vector<float> outputExpected = std::vector<float>(
218 1.0f, 11.0f, 21.0f, 31.0f, 41.0f, 51.0f,
219 2.0f, 12.0f, 22.0f, 32.0f, 42.0f, 52.0f,
220 3.0f, 13.0f, 23.0f, 33.0f, 43.0f, 53.0f,
223 return SimplePermuteTestImpl<float>(workloadFactory, descriptor, inputTensorInfo,
224 outputTensorInfo, input, outputExpected);