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authorNattapat Chaimanowong <nattapat.chaimanowong@arm.com>2019-03-28 09:56:53 +0000
committerNattapat Chaimanowong <nattapat.chaimanowong@arm.com>2019-03-28 11:18:00 +0000
commite4294fd7363fd2f5a7be25d1722f20ed935d3445 (patch)
treeb1ebf691cc66e447706081c956a50ce1b4c18e99 /src/armnnSerializer
parent61f54634701d070dbf48e082993fa58104d6f329 (diff)
downloadarmnn-e4294fd7363fd2f5a7be25d1722f20ed935d3445.tar.gz
IVGCVSW-2874 Add DequantizeLayer and no-op factory method
*Add Dequantize layer to the frontend *Add Serializer and Deserializer for Dequantize Change-Id: Ide2647b9e0348d599deb97e61ca4bf66e2f17fc0 Signed-off-by: Nattapat Chaimanowong <nattapat.chaimanowong@arm.com>
Diffstat (limited to 'src/armnnSerializer')
-rw-r--r--src/armnnSerializer/ArmnnSchema.fbs10
-rw-r--r--src/armnnSerializer/Serializer.cpp9
-rw-r--r--src/armnnSerializer/Serializer.hpp3
-rw-r--r--src/armnnSerializer/SerializerSupport.md1
-rw-r--r--src/armnnSerializer/test/SerializerTests.cpp44
5 files changed, 65 insertions, 2 deletions
diff --git a/src/armnnSerializer/ArmnnSchema.fbs b/src/armnnSerializer/ArmnnSchema.fbs
index 7ac83598e1..3aa644dbe5 100644
--- a/src/armnnSerializer/ArmnnSchema.fbs
+++ b/src/armnnSerializer/ArmnnSchema.fbs
@@ -117,7 +117,8 @@ enum LayerType : uint {
Splitter = 32,
DetectionPostProcess = 33,
Lstm = 34,
- Quantize = 35
+ Quantize = 35,
+ Dequantize = 36
}
// Base layer table to be used as part of other layers
@@ -519,6 +520,10 @@ table LstmLayer {
inputParams:LstmInputParams;
}
+table DequantizeLayer {
+ base:LayerBase;
+}
+
union Layer {
ActivationLayer,
AdditionLayer,
@@ -555,7 +560,8 @@ union Layer {
SplitterLayer,
DetectionPostProcessLayer,
LstmLayer,
- QuantizeLayer
+ QuantizeLayer,
+ DequantizeLayer
}
table AnyLayer {
diff --git a/src/armnnSerializer/Serializer.cpp b/src/armnnSerializer/Serializer.cpp
index 83777c9849..7181f01e6b 100644
--- a/src/armnnSerializer/Serializer.cpp
+++ b/src/armnnSerializer/Serializer.cpp
@@ -289,6 +289,15 @@ void SerializerVisitor::VisitDepthwiseConvolution2dLayer(const armnn::IConnectab
CreateAnyLayer(flatBufferLayer.o, serializer::Layer::Layer_DepthwiseConvolution2dLayer);
}
+void SerializerVisitor::VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
+ const char* name)
+{
+ auto fbDequantizeBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Dequantize);
+ auto fbDequantizeLayer = serializer::CreateDequantizeLayer(m_flatBufferBuilder, fbDequantizeBaseLayer);
+
+ CreateAnyLayer(fbDequantizeLayer.o, serializer::Layer::Layer_DequantizeLayer);
+}
+
void SerializerVisitor::VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
const armnn::DetectionPostProcessDescriptor& descriptor,
const armnn::ConstTensor& anchors,
diff --git a/src/armnnSerializer/Serializer.hpp b/src/armnnSerializer/Serializer.hpp
index 82e19316e9..5c3e48a695 100644
--- a/src/armnnSerializer/Serializer.hpp
+++ b/src/armnnSerializer/Serializer.hpp
@@ -77,6 +77,9 @@ public:
const armnn::Optional<armnn::ConstTensor>& biases,
const char* name = nullptr) override;
+ void VisitDequantizeLayer(const armnn::IConnectableLayer* layer,
+ const char* name = nullptr) override;
+
void VisitDetectionPostProcessLayer(const armnn::IConnectableLayer* layer,
const armnn::DetectionPostProcessDescriptor& descriptor,
const armnn::ConstTensor& anchors,
diff --git a/src/armnnSerializer/SerializerSupport.md b/src/armnnSerializer/SerializerSupport.md
index 7686d5c24c..a3c5852bd2 100644
--- a/src/armnnSerializer/SerializerSupport.md
+++ b/src/armnnSerializer/SerializerSupport.md
@@ -13,6 +13,7 @@ The Arm NN SDK Serializer currently supports the following layers:
* Constant
* Convolution2d
* DepthwiseConvolution2d
+* Dequantize
* DetectionPostProcess
* Division
* Equal
diff --git a/src/armnnSerializer/test/SerializerTests.cpp b/src/armnnSerializer/test/SerializerTests.cpp
index 0345e53bcb..0979076476 100644
--- a/src/armnnSerializer/test/SerializerTests.cpp
+++ b/src/armnnSerializer/test/SerializerTests.cpp
@@ -59,6 +59,9 @@ protected:
BOOST_TEST(connectedInfo.GetShape() == m_InputTensorInfos[i].GetShape());
BOOST_TEST(
GetDataTypeName(connectedInfo.GetDataType()) == GetDataTypeName(m_InputTensorInfos[i].GetDataType()));
+
+ BOOST_TEST(connectedInfo.GetQuantizationScale() == m_InputTensorInfos[i].GetQuantizationScale());
+ BOOST_TEST(connectedInfo.GetQuantizationOffset() == m_InputTensorInfos[i].GetQuantizationOffset());
}
for (unsigned int i = 0; i < m_OutputTensorInfos.size(); i++)
@@ -67,6 +70,9 @@ protected:
BOOST_TEST(outputInfo.GetShape() == m_OutputTensorInfos[i].GetShape());
BOOST_TEST(
GetDataTypeName(outputInfo.GetDataType()) == GetDataTypeName(m_OutputTensorInfos[i].GetDataType()));
+
+ BOOST_TEST(outputInfo.GetQuantizationScale() == m_OutputTensorInfos[i].GetQuantizationScale());
+ BOOST_TEST(outputInfo.GetQuantizationOffset() == m_OutputTensorInfos[i].GetQuantizationOffset());
}
}
@@ -590,6 +596,44 @@ BOOST_AUTO_TEST_CASE(SerializeDepthwiseConvolution2d)
deserializedNetwork->Accept(verifier);
}
+BOOST_AUTO_TEST_CASE(SerializeDequantize)
+{
+ class DequantizeLayerVerifier : public LayerVerifierBase
+ {
+ public:
+ DequantizeLayerVerifier(const std::string& layerName,
+ const std::vector<armnn::TensorInfo>& inputInfos,
+ const std::vector<armnn::TensorInfo>& outputInfos)
+ : LayerVerifierBase(layerName, inputInfos, outputInfos) {}
+
+ void VisitDequantizeLayer(const armnn::IConnectableLayer* layer, const char* name) override
+ {
+ VerifyNameAndConnections(layer, name);
+ }
+ };
+
+ const std::string layerName("dequantize");
+ const armnn::TensorInfo inputInfo({ 1, 5, 2, 3 }, armnn::DataType::QuantisedAsymm8, 0.5f, 1);
+ const armnn::TensorInfo outputInfo({ 1, 5, 2, 3 }, armnn::DataType::Float32);
+
+ armnn::INetworkPtr network = armnn::INetwork::Create();
+ armnn::IConnectableLayer* const inputLayer = network->AddInputLayer(0);
+ armnn::IConnectableLayer* const dequantizeLayer = network->AddDequantizeLayer(layerName.c_str());
+ armnn::IConnectableLayer* const outputLayer = network->AddOutputLayer(0);
+
+ inputLayer->GetOutputSlot(0).Connect(dequantizeLayer->GetInputSlot(0));
+ dequantizeLayer->GetOutputSlot(0).Connect(outputLayer->GetInputSlot(0));
+
+ inputLayer->GetOutputSlot(0).SetTensorInfo(inputInfo);
+ dequantizeLayer->GetOutputSlot(0).SetTensorInfo(outputInfo);
+
+ armnn::INetworkPtr deserializedNetwork = DeserializeNetwork(SerializeNetwork(*network));
+ BOOST_CHECK(deserializedNetwork);
+
+ DequantizeLayerVerifier verifier(layerName, {inputInfo}, {outputInfo});
+ deserializedNetwork->Accept(verifier);
+}
+
BOOST_AUTO_TEST_CASE(SerializeDeserializeDetectionPostProcess)
{
class DetectionPostProcessLayerVerifier : public LayerVerifierBase