aboutsummaryrefslogtreecommitdiff
path: root/src/backends
diff options
context:
space:
mode:
authorNattapat Chaimanowong <nattapat.chaimanowong@arm.com>2019-04-02 11:41:45 +0100
committerNattapat Chaimanowong <nattapat.chaimanowong@arm.com>2019-04-02 11:48:03 +0100
commitafa4e3a489df01d7f3b4d0c3f0a89a5251976bd5 (patch)
tree710bd1abc201ac06a28b4e8c9385215a94be3440 /src/backends
parenta0beb3b8aeb8bbea906609e0f50a250c33cde10b (diff)
downloadarmnn-afa4e3a489df01d7f3b4d0c3f0a89a5251976bd5.tar.gz
IVGCVSW-2875 Enable QuantisedSymm16 support for ref Dequantize workload
Change-Id: I4b1c1f963214433ad67d5a311fbea5f21177f6a2 Signed-off-by: Nattapat Chaimanowong <nattapat.chaimanowong@arm.com>
Diffstat (limited to 'src/backends')
-rw-r--r--src/backends/backendsCommon/test/DequantizeTestImpl.hpp37
-rw-r--r--src/backends/backendsCommon/test/LayerTests.cpp16
-rw-r--r--src/backends/backendsCommon/test/LayerTests.hpp10
-rw-r--r--src/backends/reference/RefLayerSupport.cpp25
-rw-r--r--src/backends/reference/RefWorkloadFactory.cpp2
-rw-r--r--src/backends/reference/test/RefLayerTests.cpp4
6 files changed, 86 insertions, 8 deletions
diff --git a/src/backends/backendsCommon/test/DequantizeTestImpl.hpp b/src/backends/backendsCommon/test/DequantizeTestImpl.hpp
index 5c10c751e6..407589ab55 100644
--- a/src/backends/backendsCommon/test/DequantizeTestImpl.hpp
+++ b/src/backends/backendsCommon/test/DequantizeTestImpl.hpp
@@ -64,6 +64,43 @@ LayerTestResult<float, 4> DequantizeSimpleTest(
armnn::DequantizeQueueDescriptor desc;
+ const armnn::TensorInfo inputTensorInfo({1, 2, 2, 3}, ArmnnInputType, 0.5f, 0);
+ const armnn::TensorInfo outputTensorInfo({1, 2, 2, 3}, armnn::DataType::Float32);
+
+ std::vector<T> inputData = std::vector<T>(
+ {
+ 2, 4, 6,
+ 8, 10, 12,
+ 14, 16, 18,
+ 20, 22, 24,
+ });
+
+ 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);
+}
+
+template <armnn::DataType ArmnnInputType>
+LayerTestResult<float, 4> DequantizeOffsetTest(
+ 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);
diff --git a/src/backends/backendsCommon/test/LayerTests.cpp b/src/backends/backendsCommon/test/LayerTests.cpp
index e8fb84f534..f7c26b4009 100644
--- a/src/backends/backendsCommon/test/LayerTests.cpp
+++ b/src/backends/backendsCommon/test/LayerTests.cpp
@@ -8972,13 +8972,27 @@ LayerTestResult<uint8_t, 4> GatherMultiDimParamsMultiDimIndicesUint8Test(
workloadFactory, memoryManager);
}
-LayerTestResult<float, 4> DequantizeUint8Test(
+LayerTestResult<float, 4> DequantizeSimpleUint8Test(
armnn::IWorkloadFactory& workloadFactory,
const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
{
return DequantizeSimpleTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager);
}
+LayerTestResult<float, 4> DequantizeOffsetUint8Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ return DequantizeOffsetTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager);
+}
+
+LayerTestResult<float, 4> DequantizeSimpleInt16Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ return DequantizeSimpleTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager);
+}
+
LayerTestResult<uint8_t, 4> QuantizeSimpleUint8Test(
armnn::IWorkloadFactory& workloadFactory,
const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
diff --git a/src/backends/backendsCommon/test/LayerTests.hpp b/src/backends/backendsCommon/test/LayerTests.hpp
index b9f73a4717..d589a40d76 100644
--- a/src/backends/backendsCommon/test/LayerTests.hpp
+++ b/src/backends/backendsCommon/test/LayerTests.hpp
@@ -1440,7 +1440,15 @@ LayerTestResult<uint8_t, 4> GatherMultiDimParamsMultiDimIndicesUint8Test(
armnn::IWorkloadFactory& workloadFactory,
const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
-LayerTestResult<float, 4> DequantizeUint8Test(
+LayerTestResult<float, 4> DequantizeSimpleUint8Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+LayerTestResult<float, 4> DequantizeOffsetUint8Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+LayerTestResult<float, 4> DequantizeSimpleInt16Test(
armnn::IWorkloadFactory& workloadFactory,
const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
diff --git a/src/backends/reference/RefLayerSupport.cpp b/src/backends/reference/RefLayerSupport.cpp
index 4d164d58a2..d2cf6f904a 100644
--- a/src/backends/reference/RefLayerSupport.cpp
+++ b/src/backends/reference/RefLayerSupport.cpp
@@ -392,10 +392,27 @@ bool RefLayerSupport::IsDequantizeSupported(const TensorInfo& input,
const TensorInfo& output,
Optional<std::string&> reasonIfUnsupported) const
{
- return IsSupportedForDataTypeRef(reasonIfUnsupported,
- input.GetDataType(),
- &FalseFunc<>,
- &TrueFunc<>);
+ bool supported = true;
+
+ std::array<DataType,2> supportedInputTypes = {
+ DataType::QuantisedAsymm8,
+ DataType::QuantisedSymm16
+ };
+
+ supported &= CheckSupportRule(TypeAnyOf(input, supportedInputTypes), reasonIfUnsupported,
+ "Reference dequantize: input type not supported.");
+
+ std::array<DataType,2> supportedOutputTypes = {
+ DataType::Float32,
+ };
+
+ supported &= CheckSupportRule(TypeAnyOf(output, supportedOutputTypes), reasonIfUnsupported,
+ "Reference dequantize: output type not supported.");
+
+ supported &= CheckSupportRule(ShapesAreSameTotalSize(input, output), reasonIfUnsupported,
+ "Reference dequantize: input and output shapes have different num total elements.");
+
+ return supported;
}
bool RefLayerSupport::IsDetectionPostProcessSupported(const armnn::TensorInfo& input0,
diff --git a/src/backends/reference/RefWorkloadFactory.cpp b/src/backends/reference/RefWorkloadFactory.cpp
index 7fbd359282..619c14e007 100644
--- a/src/backends/reference/RefWorkloadFactory.cpp
+++ b/src/backends/reference/RefWorkloadFactory.cpp
@@ -356,7 +356,7 @@ std::unique_ptr<IWorkload> RefWorkloadFactory::CreateQuantize(const QuantizeQueu
std::unique_ptr<IWorkload> RefWorkloadFactory::CreateDequantize(const DequantizeQueueDescriptor& descriptor,
const WorkloadInfo& info) const
{
- return MakeWorkload<NullWorkload, RefDequantizeWorkload>(descriptor, info);
+ return std::make_unique<RefDequantizeWorkload>(descriptor, info);
}
} // namespace armnn
diff --git a/src/backends/reference/test/RefLayerTests.cpp b/src/backends/reference/test/RefLayerTests.cpp
index 5149b9f132..3206b762ff 100644
--- a/src/backends/reference/test/RefLayerTests.cpp
+++ b/src/backends/reference/test/RefLayerTests.cpp
@@ -531,7 +531,9 @@ BOOST_AUTO_TEST_CASE(DetectionPostProcessFastNmsUint8)
}
// Dequantize
-ARMNN_AUTO_TEST_CASE(DequantizeUint8, DequantizeUint8Test)
+ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test)
+ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test)
+ARMNN_AUTO_TEST_CASE(DequantizeSimpleInt16, DequantizeSimpleInt16Test)
// Quantize
ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test)