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authorNattapat Chaimanowong <nattapat.chaimanowong@arm.com>2019-03-29 15:25:04 +0000
committernattapat.chaimanowong <nattapat.chaimanowong@arm.com>2019-03-29 16:37:44 +0000
commit8a54ac09dc4b9be1c1826bc63d4baf5101dafd53 (patch)
tree4bd29824f03b734298ccff7d86a581914275b967 /src/backends/backendsCommon/test
parent317cae526ba7b58891b6f054bb10af3b6e22d5a3 (diff)
downloadarmnn-8a54ac09dc4b9be1c1826bc63d4baf5101dafd53.tar.gz
IVGCVSW-2875 Reference implementation and unit tests for Dequantize
Change-Id: Ie4ade0519cb0bbe35dc36be6c9cd749b9171c74b Signed-off-by: Nattapat Chaimanowong <nattapat.chaimanowong@arm.com>
Diffstat (limited to 'src/backends/backendsCommon/test')
-rw-r--r--src/backends/backendsCommon/test/CMakeLists.txt1
-rw-r--r--src/backends/backendsCommon/test/DequantizeTestImpl.hpp95
-rw-r--r--src/backends/backendsCommon/test/LayerTests.cpp8
-rw-r--r--src/backends/backendsCommon/test/LayerTests.hpp4
4 files changed, 108 insertions, 0 deletions
diff --git a/src/backends/backendsCommon/test/CMakeLists.txt b/src/backends/backendsCommon/test/CMakeLists.txt
index 124d8f2744..47d52312b6 100644
--- a/src/backends/backendsCommon/test/CMakeLists.txt
+++ b/src/backends/backendsCommon/test/CMakeLists.txt
@@ -14,6 +14,7 @@ list(APPEND armnnBackendsCommonUnitTests_sources
ConvertFp16ToFp32TestImpl.hpp
ConvertFp32ToFp16TestImpl.hpp
DebugTestImpl.hpp
+ DequantizeTestImpl.hpp
DetectionPostProcessLayerTestImpl.hpp
DetectionPostProcessTestImpl.hpp
EndToEndTestImpl.hpp
diff --git a/src/backends/backendsCommon/test/DequantizeTestImpl.hpp b/src/backends/backendsCommon/test/DequantizeTestImpl.hpp
new file mode 100644
index 0000000000..5c10c751e6
--- /dev/null
+++ b/src/backends/backendsCommon/test/DequantizeTestImpl.hpp
@@ -0,0 +1,95 @@
+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+#pragma once
+
+#include "WorkloadTestUtils.hpp"
+
+#include <armnn/ArmNN.hpp>
+#include <armnn/Tensor.hpp>
+#include <armnn/TypesUtils.hpp>
+
+#include <backendsCommon/CpuTensorHandle.hpp>
+#include <backendsCommon/IBackendInternal.hpp>
+#include <backendsCommon/WorkloadFactory.hpp>
+
+#include <test/TensorHelpers.hpp>
+
+namespace
+{
+
+template<typename T, std::size_t Dim>
+LayerTestResult<float, Dim> DequantizeTestImpl(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager,
+ const armnn::TensorInfo& inputTensorInfo,
+ const armnn::TensorInfo& outputTensorInfo,
+ const std::vector<T>& inputData,
+ const std::vector<float>& expectedOutputData,
+ armnn::DequantizeQueueDescriptor descriptor)
+{
+ boost::multi_array<T, Dim> input = MakeTensor<T, Dim>(inputTensorInfo, inputData);
+
+ LayerTestResult<float, Dim> ret(outputTensorInfo);
+ ret.outputExpected = MakeTensor<float, Dim>(outputTensorInfo, expectedOutputData);
+
+ std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo);
+ std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo);
+
+ armnn::WorkloadInfo info;
+ AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get());
+ AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get());
+
+ std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateDequantize(descriptor, info);
+
+ inputHandle->Allocate();
+ outputHandle->Allocate();
+
+ CopyDataToITensorHandle(inputHandle.get(), input.data());
+
+ ExecuteWorkload(*workload, memoryManager);
+
+ CopyDataFromITensorHandle(ret.output.data(), outputHandle.get());
+
+ return ret;
+}
+
+template <armnn::DataType ArmnnInputType>
+LayerTestResult<float, 4> DequantizeSimpleTest(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ using T = armnn::ResolveType<ArmnnInputType>;
+
+ armnn::DequantizeQueueDescriptor desc;
+
+ const armnn::TensorInfo inputTensorInfo({1, 2, 2, 3}, ArmnnInputType, 0.5f, 1);
+ const armnn::TensorInfo outputTensorInfo({1, 2, 2, 3}, armnn::DataType::Float32);
+
+ std::vector<T> inputData = std::vector<T>(
+ {
+ 3, 5, 7,
+ 9, 11, 13,
+ 15, 17, 19,
+ 21, 23, 25,
+ });
+
+ std::vector<float> expectedOutputData = std::vector<float>(
+ {
+ 1.0f, 2.0f, 3.0f,
+ 4.0f, 5.0f, 6.0f,
+ 7.0f, 8.0f, 9.0f,
+ 10.0f, 11.0f, 12.0f,
+ });
+
+ return DequantizeTestImpl<T, 4>(workloadFactory,
+ memoryManager,
+ inputTensorInfo,
+ outputTensorInfo,
+ inputData,
+ expectedOutputData,
+ desc);
+}
+
+} // anonymous namespace
diff --git a/src/backends/backendsCommon/test/LayerTests.cpp b/src/backends/backendsCommon/test/LayerTests.cpp
index a088aaa947..be1d43541c 100644
--- a/src/backends/backendsCommon/test/LayerTests.cpp
+++ b/src/backends/backendsCommon/test/LayerTests.cpp
@@ -43,6 +43,7 @@
#include "ConvertFp16ToFp32TestImpl.hpp"
#include "ConvertFp32ToFp16TestImpl.hpp"
#include "DebugTestImpl.hpp"
+#include "DequantizeTestImpl.hpp"
// 3-channel 16x8 image used as common input data for a number of Conv2d tests.
static std::vector<float> ConvInput3x8x16({
@@ -8969,3 +8970,10 @@ LayerTestResult<uint8_t, 4> GatherMultiDimParamsMultiDimIndicesUint8Test(
return GatherMultiDimParamsMultiDimIndicesTestImpl<armnn::DataType::QuantisedAsymm8>(
workloadFactory, memoryManager);
}
+
+LayerTestResult<float, 4> DequantizeUint8Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ return DequantizeSimpleTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager);
+}
diff --git a/src/backends/backendsCommon/test/LayerTests.hpp b/src/backends/backendsCommon/test/LayerTests.hpp
index a8cb553ce9..c14ba7b35f 100644
--- a/src/backends/backendsCommon/test/LayerTests.hpp
+++ b/src/backends/backendsCommon/test/LayerTests.hpp
@@ -1439,3 +1439,7 @@ LayerTestResult<float, 4> GatherMultiDimParamsMultiDimIndicesFloatTest(
LayerTestResult<uint8_t, 4> GatherMultiDimParamsMultiDimIndicesUint8Test(
armnn::IWorkloadFactory& workloadFactory,
const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+LayerTestResult<float, 4> DequantizeUint8Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);