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authorMike Kelly <mike.kelly@arm.com>2019-02-20 16:53:11 +0000
committerMike Kelly <mike.kelly@arm.com>2019-02-20 16:53:11 +0000
commitaf484013329a8ca5b3c4c9d16395fb79dd19b1b2 (patch)
tree90a6e08d99a3856403c79395cd4b58bad8755e4a /src/armnnDeserializer/Deserializer.cpp
parent0028d1b0ce5f4c2c6a6eb3c66f38111c21eb47a3 (diff)
downloadarmnn-af484013329a8ca5b3c4c9d16395fb79dd19b1b2.tar.gz
IVGCVSW-2643 Add Serializer & Deserializer for Activation
* Added ActivationLayer to Schema.fbs * Added Activation serialization and deserialization support * Added serialization and deserialization unit tests Change-Id: Ib5df45f123674988b994ffe3f111d3fb57864912 Signed-off-by: Mike Kelly <mike.kelly@arm.com>
Diffstat (limited to 'src/armnnDeserializer/Deserializer.cpp')
-rw-r--r--src/armnnDeserializer/Deserializer.cpp59
1 files changed, 59 insertions, 0 deletions
diff --git a/src/armnnDeserializer/Deserializer.cpp b/src/armnnDeserializer/Deserializer.cpp
index 56a6570eee..2462061190 100644
--- a/src/armnnDeserializer/Deserializer.cpp
+++ b/src/armnnDeserializer/Deserializer.cpp
@@ -170,6 +170,7 @@ Deserializer::Deserializer()
m_ParserFunctions(Layer_MAX+1, &Deserializer::ParseUnsupportedLayer)
{
// register supported layers
+ m_ParserFunctions[Layer_ActivationLayer] = &Deserializer::ParseActivation;
m_ParserFunctions[Layer_AdditionLayer] = &Deserializer::ParseAdd;
m_ParserFunctions[Layer_Convolution2dLayer] = &Deserializer::ParseConvolution2d;
m_ParserFunctions[Layer_DepthwiseConvolution2dLayer] = &Deserializer::ParseDepthwiseConvolution2d;
@@ -185,6 +186,8 @@ Deserializer::LayerBaseRawPtr Deserializer::GetBaseLayer(const GraphPtr& graphPt
switch(layerType)
{
+ case Layer::Layer_ActivationLayer:
+ return graphPtr->layers()->Get(layerIndex)->layer_as_ActivationLayer()->base();
case Layer::Layer_AdditionLayer:
return graphPtr->layers()->Get(layerIndex)->layer_as_AdditionLayer()->base();
case Layer::Layer_Convolution2dLayer:
@@ -238,6 +241,33 @@ armnn::DataLayout ToDataLayout(armnnSerializer::DataLayout dataLayout)
}
}
+armnn::ActivationFunction ToActivationFunction(armnnSerializer::ActivationFunction function)
+{
+ switch (function)
+ {
+ case armnnSerializer::ActivationFunction_Sigmoid:
+ return armnn::ActivationFunction::Sigmoid;
+ case armnnSerializer::ActivationFunction_TanH:
+ return armnn::ActivationFunction::TanH;
+ case armnnSerializer::ActivationFunction_Linear:
+ return armnn::ActivationFunction::Linear;
+ case armnnSerializer::ActivationFunction_ReLu:
+ return armnn::ActivationFunction::ReLu;
+ case armnnSerializer::ActivationFunction_BoundedReLu:
+ return armnn::ActivationFunction::BoundedReLu;
+ case armnnSerializer::ActivationFunction_LeakyReLu:
+ return armnn::ActivationFunction::LeakyReLu;
+ case armnnSerializer::ActivationFunction_Abs:
+ return armnn::ActivationFunction::Abs;
+ case armnnSerializer::ActivationFunction_Sqrt:
+ return armnn::ActivationFunction::Sqrt;
+ case armnnSerializer::ActivationFunction_Square:
+ return armnn::ActivationFunction::Square;
+ default:
+ return armnn::ActivationFunction::Sigmoid;
+ }
+}
+
armnn::TensorInfo ToTensorInfo(Deserializer::TensorRawPtr tensorPtr)
{
armnn::DataType type;
@@ -645,6 +675,35 @@ void Deserializer::RegisterOutputSlotOfConnection(uint32_t connectionIndex,
slots.outputSlot = slot;
}
+void Deserializer::ParseActivation(unsigned int layerIndex)
+{
+ CHECK_LAYERS(m_Graph, 0, layerIndex);
+ auto inputs = GetInputs(m_Graph, layerIndex);
+ CHECK_LOCATION();
+ CHECK_VALID_SIZE(inputs.size(), 1);
+
+ auto outputs = GetOutputs(m_Graph, layerIndex);
+ CHECK_VALID_SIZE(outputs.size(), 1);
+
+ auto layerName = boost::str(boost::format("Activation:%1%") % layerIndex);
+
+ auto serializerLayer = m_Graph->layers()->Get(layerIndex)->layer_as_ActivationLayer();
+ auto serializerDescriptor = serializerLayer->descriptor();
+
+ armnn::ActivationDescriptor descriptor;
+ descriptor.m_Function = ToActivationFunction(serializerDescriptor->function());
+ descriptor.m_A = serializerDescriptor->a();
+ descriptor.m_B = serializerDescriptor->b();
+
+ IConnectableLayer* layer = m_Network->AddActivationLayer(descriptor,
+ layerName.c_str());
+ armnn::TensorInfo outputTensorInfo = ToTensorInfo(outputs[0]);
+ layer->GetOutputSlot(0).SetTensorInfo(outputTensorInfo);
+
+ RegisterInputSlots(layerIndex, layer);
+ RegisterOutputSlots(layerIndex, layer);
+}
+
void Deserializer::ParseAdd(unsigned int layerIndex)
{
CHECK_LAYERS(m_Graph, 0, layerIndex);