From f8c629701e760e2476582c91e6b7f5e1313dc02a Mon Sep 17 00:00:00 2001 From: Jan Eilers Date: Wed, 17 Jul 2019 11:07:49 +0100 Subject: IVGCVSW-3526 Add layer norm support for lstm serialization * Adds layer norm support for serialization/deserialization * Adds related unit tests Change-Id: If80b668accc8b0754a93d18ab3a243284cb383d1 Signed-off-by: Jan Eilers --- src/armnn/Network.cpp | 33 ++ src/armnnDeserializer/Deserializer.cpp | 21 + src/armnnSerializer/ArmnnSchema.fbs | 6 + src/armnnSerializer/Serializer.cpp | 24 +- src/armnnSerializer/test/SerializerTests.cpp | 848 +++++++++++++++++++++++++++ 5 files changed, 930 insertions(+), 2 deletions(-) diff --git a/src/armnn/Network.cpp b/src/armnn/Network.cpp index 29493816a8..6707cc7a26 100644 --- a/src/armnn/Network.cpp +++ b/src/armnn/Network.cpp @@ -1326,6 +1326,39 @@ IConnectableLayer* Network::AddLstmLayer(const LstmDescriptor& descriptor, layer->m_PeepholeParameters.m_CellToOutputWeights = std::make_unique(*(params.m_CellToOutputWeights)); } + + //Lstm Layer Normalization params + if(descriptor.m_LayerNormEnabled) + { + if(!descriptor.m_CifgEnabled) + { + if(params.m_InputLayerNormWeights == nullptr) + { + throw InvalidArgumentException("AddLstmLayer: Input layer normalization weights cannot be NULL"); + } + layer->m_LayerNormParameters.m_InputLayerNormWeights = + std::make_unique(*(params.m_InputLayerNormWeights)); + } + + if(params.m_ForgetLayerNormWeights == nullptr) + { + throw InvalidArgumentException("AddLstmLayer: Forget layer normalization weights cannot be NULL"); + } + if(params.m_CellLayerNormWeights == nullptr) + { + throw InvalidArgumentException("AddLstmLayer: Cell layer normalization weights cannot be NULL"); + } + if(params.m_OutputLayerNormWeights == nullptr) + { + throw InvalidArgumentException("AddLstmLayer: Output layer normalization weights cannot be NULL"); + } + layer->m_LayerNormParameters.m_ForgetLayerNormWeights = + std::make_unique(*(params.m_ForgetLayerNormWeights)); + layer->m_LayerNormParameters.m_CellLayerNormWeights = + std::make_unique(*(params.m_CellLayerNormWeights)); + layer->m_LayerNormParameters.m_OutputLayerNormWeights = + std::make_unique(*(params.m_OutputLayerNormWeights)); + } return layer; } diff --git a/src/armnnDeserializer/Deserializer.cpp b/src/armnnDeserializer/Deserializer.cpp index 7f1831c989..47ed3a65ed 100644 --- a/src/armnnDeserializer/Deserializer.cpp +++ b/src/armnnDeserializer/Deserializer.cpp @@ -2089,6 +2089,7 @@ armnn::LstmDescriptor Deserializer::GetLstmDescriptor(Deserializer::LstmDescript desc.m_CifgEnabled = lstmDescriptor->cifgEnabled(); desc.m_PeepholeEnabled = lstmDescriptor->peepholeEnabled(); desc.m_ProjectionEnabled = lstmDescriptor->projectionEnabled(); + desc.m_LayerNormEnabled = lstmDescriptor->layerNormEnabled(); return desc; } @@ -2171,6 +2172,26 @@ void Deserializer::ParseLstm(GraphPtr graph, unsigned int layerIndex) lstmInputParams.m_CellToOutputWeights = &cellToOutputWeights; } + armnn::ConstTensor inputLayerNormWeights; + armnn::ConstTensor forgetLayerNormWeights; + armnn::ConstTensor cellLayerNormWeights; + armnn::ConstTensor outputLayerNormWeights; + if (lstmDescriptor.m_LayerNormEnabled) + { + if (!lstmDescriptor.m_CifgEnabled) + { + inputLayerNormWeights = ToConstTensor(flatBufferInputParams->inputLayerNormWeights()); + lstmInputParams.m_InputLayerNormWeights = &inputLayerNormWeights; + } + forgetLayerNormWeights = ToConstTensor(flatBufferInputParams->forgetLayerNormWeights()); + cellLayerNormWeights = ToConstTensor(flatBufferInputParams->cellLayerNormWeights()); + outputLayerNormWeights = ToConstTensor(flatBufferInputParams->outputLayerNormWeights()); + + lstmInputParams.m_ForgetLayerNormWeights = &forgetLayerNormWeights; + lstmInputParams.m_CellLayerNormWeights = &cellLayerNormWeights; + lstmInputParams.m_OutputLayerNormWeights = &outputLayerNormWeights; + } + IConnectableLayer* layer = m_Network->AddLstmLayer(lstmDescriptor, lstmInputParams, layerName.c_str()); armnn::TensorInfo outputTensorInfo1 = ToTensorInfo(outputs[0]); diff --git a/src/armnnSerializer/ArmnnSchema.fbs b/src/armnnSerializer/ArmnnSchema.fbs index e3953df83e..0fd8da7e8f 100644 --- a/src/armnnSerializer/ArmnnSchema.fbs +++ b/src/armnnSerializer/ArmnnSchema.fbs @@ -537,6 +537,11 @@ table LstmInputParams { cellToForgetWeights:ConstTensor; cellToOutputWeights:ConstTensor; + + inputLayerNormWeights:ConstTensor; + forgetLayerNormWeights:ConstTensor; + cellLayerNormWeights:ConstTensor; + outputLayerNormWeights:ConstTensor; } table LstmDescriptor { @@ -546,6 +551,7 @@ table LstmDescriptor { cifgEnabled:bool = true; peepholeEnabled:bool = false; projectionEnabled:bool = false; + layerNormEnabled:bool = false; } table LstmLayer { diff --git a/src/armnnSerializer/Serializer.cpp b/src/armnnSerializer/Serializer.cpp index b59bac6041..05df2c942a 100644 --- a/src/armnnSerializer/Serializer.cpp +++ b/src/armnnSerializer/Serializer.cpp @@ -402,7 +402,8 @@ void SerializerVisitor::VisitLstmLayer(const armnn::IConnectableLayer* layer, co descriptor.m_ClippingThresProj, descriptor.m_CifgEnabled, descriptor.m_PeepholeEnabled, - descriptor.m_ProjectionEnabled); + descriptor.m_ProjectionEnabled, + descriptor.m_LayerNormEnabled); // Get mandatory input parameters auto inputToForgetWeights = CreateConstTensorInfo(*params.m_InputToForgetWeights); @@ -424,6 +425,10 @@ void SerializerVisitor::VisitLstmLayer(const armnn::IConnectableLayer* layer, co flatbuffers::Offset projectionBias; flatbuffers::Offset cellToForgetWeights; flatbuffers::Offset cellToOutputWeights; + flatbuffers::Offset inputLayerNormWeights; + flatbuffers::Offset forgetLayerNormWeights; + flatbuffers::Offset cellLayerNormWeights; + flatbuffers::Offset outputLayerNormWeights; if (!descriptor.m_CifgEnabled) { @@ -445,6 +450,17 @@ void SerializerVisitor::VisitLstmLayer(const armnn::IConnectableLayer* layer, co cellToOutputWeights = CreateConstTensorInfo(*params.m_CellToOutputWeights); } + if (descriptor.m_LayerNormEnabled) + { + if (!descriptor.m_CifgEnabled) + { + inputLayerNormWeights = CreateConstTensorInfo((*params.m_InputLayerNormWeights)); + } + forgetLayerNormWeights = CreateConstTensorInfo(*params.m_ForgetLayerNormWeights); + cellLayerNormWeights = CreateConstTensorInfo(*params.m_CellLayerNormWeights); + outputLayerNormWeights = CreateConstTensorInfo(*params.m_OutputLayerNormWeights); + } + auto fbLstmParams = serializer::CreateLstmInputParams( m_flatBufferBuilder, inputToForgetWeights, @@ -463,7 +479,11 @@ void SerializerVisitor::VisitLstmLayer(const armnn::IConnectableLayer* layer, co projectionWeights, projectionBias, cellToForgetWeights, - cellToOutputWeights); + cellToOutputWeights, + inputLayerNormWeights, + forgetLayerNormWeights, + cellLayerNormWeights, + outputLayerNormWeights); auto fbLstmLayer = serializer::CreateLstmLayer( m_flatBufferBuilder, diff --git a/src/armnnSerializer/test/SerializerTests.cpp b/src/armnnSerializer/test/SerializerTests.cpp index 3d74d88e30..74ad2db4e5 100644 --- a/src/armnnSerializer/test/SerializerTests.cpp +++ b/src/armnnSerializer/test/SerializerTests.cpp @@ -2778,6 +2778,7 @@ protected: BOOST_TEST(m_Descriptor.m_CifgEnabled == descriptor.m_CifgEnabled); BOOST_TEST(m_Descriptor.m_PeepholeEnabled = descriptor.m_PeepholeEnabled); BOOST_TEST(m_Descriptor.m_ProjectionEnabled == descriptor.m_ProjectionEnabled); + BOOST_TEST(m_Descriptor.m_LayerNormEnabled == descriptor.m_LayerNormEnabled); } void VerifyInputParameters(const armnn::LstmInputParams& params) { @@ -2815,6 +2816,14 @@ protected: "m_ProjectionWeights", m_InputParams.m_ProjectionWeights, params.m_ProjectionWeights); VerifyConstTensors( "m_ProjectionBias", m_InputParams.m_ProjectionBias, params.m_ProjectionBias); + VerifyConstTensors( + "m_InputLayerNormWeights", m_InputParams.m_InputLayerNormWeights, params.m_InputLayerNormWeights); + VerifyConstTensors( + "m_ForgetLayerNormWeights", m_InputParams.m_ForgetLayerNormWeights, params.m_ForgetLayerNormWeights); + VerifyConstTensors( + "m_CellLayerNormWeights", m_InputParams.m_CellLayerNormWeights, params.m_CellLayerNormWeights); + VerifyConstTensors( + "m_OutputLayerNormWeights", m_InputParams.m_OutputLayerNormWeights, params.m_OutputLayerNormWeights); } void VerifyConstTensors(const std::string& tensorName, const armnn::ConstTensor* expectedPtr, @@ -3124,4 +3133,843 @@ BOOST_AUTO_TEST_CASE(SerializeDeserializeLstmNoCifgWithPeepholeAndProjection) deserializedNetwork->Accept(checker); } +BOOST_AUTO_TEST_CASE(SerializeDeserializeLstmNoCifgWithPeepholeWithProjectionWithLayerNorm) +{ + armnn::LstmDescriptor descriptor; + descriptor.m_ActivationFunc = 4; + descriptor.m_ClippingThresProj = 0.0f; + descriptor.m_ClippingThresCell = 0.0f; + descriptor.m_CifgEnabled = false; // if this is true then we DON'T need to set the OptCifgParams + descriptor.m_ProjectionEnabled = true; + descriptor.m_PeepholeEnabled = true; + descriptor.m_LayerNormEnabled = true; + + const uint32_t batchSize = 2; + const uint32_t inputSize = 5; + const uint32_t numUnits = 20; + const uint32_t outputSize = 16; + + armnn::TensorInfo tensorInfo20x5({numUnits, inputSize}, armnn::DataType::Float32); + std::vector inputToInputWeightsData = GenerateRandomData(tensorInfo20x5.GetNumElements()); + armnn::ConstTensor inputToInputWeights(tensorInfo20x5, inputToInputWeightsData); + + std::vector inputToForgetWeightsData = GenerateRandomData(tensorInfo20x5.GetNumElements()); + armnn::ConstTensor inputToForgetWeights(tensorInfo20x5, inputToForgetWeightsData); + + std::vector inputToCellWeightsData = GenerateRandomData(tensorInfo20x5.GetNumElements()); + armnn::ConstTensor inputToCellWeights(tensorInfo20x5, inputToCellWeightsData); + + std::vector inputToOutputWeightsData = GenerateRandomData(tensorInfo20x5.GetNumElements()); + armnn::ConstTensor inputToOutputWeights(tensorInfo20x5, inputToOutputWeightsData); + + armnn::TensorInfo tensorInfo20({numUnits}, armnn::DataType::Float32); + std::vector inputGateBiasData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor inputGateBias(tensorInfo20, inputGateBiasData); + + std::vector forgetGateBiasData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor forgetGateBias(tensorInfo20, forgetGateBiasData); + + std::vector cellBiasData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor cellBias(tensorInfo20, cellBiasData); + + std::vector outputGateBiasData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor outputGateBias(tensorInfo20, outputGateBiasData); + + armnn::TensorInfo tensorInfo20x16({numUnits, outputSize}, armnn::DataType::Float32); + std::vector recurrentToInputWeightsData = GenerateRandomData(tensorInfo20x16.GetNumElements()); + armnn::ConstTensor recurrentToInputWeights(tensorInfo20x16, recurrentToInputWeightsData); + + std::vector recurrentToForgetWeightsData = GenerateRandomData(tensorInfo20x16.GetNumElements()); + armnn::ConstTensor recurrentToForgetWeights(tensorInfo20x16, recurrentToForgetWeightsData); + + std::vector recurrentToCellWeightsData = GenerateRandomData(tensorInfo20x16.GetNumElements()); + armnn::ConstTensor recurrentToCellWeights(tensorInfo20x16, recurrentToCellWeightsData); + + std::vector recurrentToOutputWeightsData = GenerateRandomData(tensorInfo20x16.GetNumElements()); + armnn::ConstTensor recurrentToOutputWeights(tensorInfo20x16, recurrentToOutputWeightsData); + + std::vector cellToInputWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor cellToInputWeights(tensorInfo20, cellToInputWeightsData); + + std::vector cellToForgetWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor cellToForgetWeights(tensorInfo20, cellToForgetWeightsData); + + std::vector cellToOutputWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor cellToOutputWeights(tensorInfo20, cellToOutputWeightsData); + + armnn::TensorInfo tensorInfo16x20({outputSize, numUnits}, armnn::DataType::Float32); + std::vector projectionWeightsData = GenerateRandomData(tensorInfo16x20.GetNumElements()); + armnn::ConstTensor projectionWeights(tensorInfo16x20, projectionWeightsData); + + armnn::TensorInfo tensorInfo16({outputSize}, armnn::DataType::Float32); + std::vector projectionBiasData(outputSize, 0.f); + armnn::ConstTensor projectionBias(tensorInfo16, projectionBiasData); + + std::vector inputLayerNormWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor inputLayerNormWeights(tensorInfo20, forgetGateBiasData); + + std::vector forgetLayerNormWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor forgetLayerNormWeights(tensorInfo20, forgetGateBiasData); + + std::vector cellLayerNormWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor cellLayerNormWeights(tensorInfo20, forgetGateBiasData); + + std::vector outLayerNormWeightsData = GenerateRandomData(tensorInfo20.GetNumElements()); + armnn::ConstTensor outLayerNormWeights(tensorInfo20, forgetGateBiasData); + + armnn::LstmInputParams params; + params.m_InputToForgetWeights = &inputToForgetWeights; + params.m_InputToCellWeights = &inputToCellWeights; + params.m_InputToOutputWeights = &inputToOutputWeights; + params.m_RecurrentToForgetWeights = &recurrentToForgetWeights; + params.m_RecurrentToCellWeights = &recurrentToCellWeights; + params.m_RecurrentToOutputWeights = &recurrentToOutputWeights; + params.m_ForgetGateBias = &forgetGateBias; + params.m_CellBias = &cellBias; + params.m_OutputGateBias = &outputGateBias; + + // additional params because: descriptor.m_CifgEnabled = false + params.m_InputToInputWeights = &inputToInputWeights; + params.m_RecurrentToInputWeights = &recurrentToInputWeights; + params.m_CellToInputWeights = &cellToInputWeights; + params.m_InputGateBias = &inputGateBias; + + // additional params because: descriptor.m_ProjectionEnabled = true + params.m_ProjectionWeights = &projectionWeights; + params.m_ProjectionBias = &projectionBias; + + // additional params because: descriptor.m_PeepholeEnabled = true + params.m_CellToForgetWeights = &cellToForgetWeights; + params.m_CellToOutputWeights = &cellToOutputWeights; + + // additional params because: despriptor.m_LayerNormEnabled = true + params.m_InputLayerNormWeights = &inputLayerNormWeights; + params.m_ForgetLayerNormWeights = &forgetLayerNormWeights; + params.m_CellLayerNormWeights = &cellLayerNormWeights; + params.m_OutputLayerNormWeights = &outLayerNormWeights; + + armnn::INetworkPtr network = armnn::INetwork::Create(); + armnn::IConnectableLayer* const inputLayer = network->AddInputLayer(0); + armnn::IConnectableLayer* const cellStateIn = network->AddInputLayer(1); + armnn::IConnectableLayer* const outputStateIn = network->AddInputLayer(2); + const std::string layerName("lstm"); + armnn::IConnectableLayer* const lstmLayer = network->AddLstmLayer(descriptor, params, layerName.c_str()); + armnn::IConnectableLayer* const scratchBuffer = network->AddOutputLayer(0); + armnn::IConnectableLayer* const outputStateOut = network->AddOutputLayer(1); + armnn::IConnectableLayer* const cellStateOut = network->AddOutputLayer(2); + armnn::IConnectableLayer* const outputLayer = network->AddOutputLayer(3); + + // connect up + armnn::TensorInfo inputTensorInfo({ batchSize, inputSize }, armnn::DataType::Float32); + armnn::TensorInfo cellStateTensorInfo({ batchSize, numUnits}, armnn::DataType::Float32); + armnn::TensorInfo outputStateTensorInfo({ batchSize, outputSize }, armnn::DataType::Float32); + armnn::TensorInfo lstmTensorInfoScratchBuff({ batchSize, numUnits * 4 }, armnn::DataType::Float32); + + inputLayer->GetOutputSlot(0).Connect(lstmLayer->GetInputSlot(0)); + inputLayer->GetOutputSlot(0).SetTensorInfo(inputTensorInfo); + + outputStateIn->GetOutputSlot(0).Connect(lstmLayer->GetInputSlot(1)); + outputStateIn->GetOutputSlot(0).SetTensorInfo(outputStateTensorInfo); + + cellStateIn->GetOutputSlot(0).Connect(lstmLayer->GetInputSlot(2)); + cellStateIn->GetOutputSlot(0).SetTensorInfo(cellStateTensorInfo); + + lstmLayer->GetOutputSlot(0).Connect(scratchBuffer->GetInputSlot(0)); + lstmLayer->GetOutputSlot(0).SetTensorInfo(lstmTensorInfoScratchBuff); + + lstmLayer->GetOutputSlot(1).Connect(outputStateOut->GetInputSlot(0)); + lstmLayer->GetOutputSlot(1).SetTensorInfo(outputStateTensorInfo); + + lstmLayer->GetOutputSlot(2).Connect(cellStateOut->GetInputSlot(0)); + lstmLayer->GetOutputSlot(2).SetTensorInfo(cellStateTensorInfo); + + lstmLayer->GetOutputSlot(3).Connect(outputLayer->GetInputSlot(0)); + lstmLayer->GetOutputSlot(3).SetTensorInfo(outputStateTensorInfo); + + armnn::INetworkPtr deserializedNetwork = DeserializeNetwork(SerializeNetwork(*network)); + BOOST_CHECK(deserializedNetwork); + + VerifyLstmLayer checker( + layerName, + {inputTensorInfo, outputStateTensorInfo, cellStateTensorInfo}, + {lstmTensorInfoScratchBuff, outputStateTensorInfo, cellStateTensorInfo, outputStateTensorInfo}, + descriptor, + params); + deserializedNetwork->Accept(checker); +} + +BOOST_AUTO_TEST_CASE(EnsureLstmLayersBackwardCompatibility) +{ + // The hex array below is a flat buffer containing a lstm layer with no Cifg, with peephole and projection + // enabled. That array is created before additional layer normalization parameters where added to the + // lstm serializer. That way it can be tested if a lstm model with the old parameter configuration can still be + // loaded + unsigned int size = 10900; + const unsigned char LstmNoCifgWithPeepholeAndProjection_Model[] = { + 0x10,0x00,0x00,0x00,0x00,0x00,0x0A,0x00,0x10,0x00,0x04,0x00,0x08,0x00,0x0C,0x00,0x0A,0x00,0x00,0x00, + 0x0C,0x00,0x00,0x00,0x2C,0x00,0x00,0x00,0x38,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0xDC,0x29,0x00,0x00, + 0x38,0x29,0x00,0x00,0xB4,0x28,0x00,0x00,0x94,0x01,0x00,0x00,0x3C,0x01,0x00,0x00,0xE0,0x00,0x00,0x00, + 0x84,0x00,0x00,0x00,0x28,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, + 0x02,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x06,0x00,0x00,0x00, + 0x07,0x00,0x00,0x00,0x70,0xD6,0xFF,0xFF,0x00,0x00,0x00,0x0B,0x04,0x00,0x00,0x00,0x06,0xD7,0xFF,0xFF, + 0x04,0x00,0x00,0x00,0x88,0xD7,0xFF,0xFF,0x08,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xF6,0xD6,0xFF,0xFF, + 0x07,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x14,0x00,0x00,0x00, + 0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x00,0x00,0x00,0x00, + 0xE8,0xD7,0xFF,0xFF,0x03,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0xC8,0xD6,0xFF,0xFF,0x00,0x00,0x00,0x0B, + 0x04,0x00,0x00,0x00,0x5E,0xD7,0xFF,0xFF,0x04,0x00,0x00,0x00,0xE0,0xD7,0xFF,0xFF,0x08,0x00,0x00,0x00, + 0x02,0x00,0x00,0x00,0x4E,0xD7,0xFF,0xFF,0x06,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x03,0x00,0x00,0x00, + 0x10,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, + 0x08,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x40,0xD8,0xFF,0xFF,0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00, + 0x20,0xD7,0xFF,0xFF,0x00,0x00,0x00,0x0B,0x04,0x00,0x00,0x00,0xB6,0xD7,0xFF,0xFF,0x04,0x00,0x00,0x00, + 0x38,0xD8,0xFF,0xFF,0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0xA6,0xD7,0xFF,0xFF,0x05,0x00,0x00,0x00, + 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BOOST_CHECK(deserializedNetwork); + + // generating the same model parameters which where used to serialize the model (Layer norm is not specified) + armnn::LstmDescriptor descriptor; + descriptor.m_ActivationFunc = 4; + descriptor.m_ClippingThresProj = 0.0f; + descriptor.m_ClippingThresCell = 0.0f; + descriptor.m_CifgEnabled = false; + descriptor.m_ProjectionEnabled = true; + descriptor.m_PeepholeEnabled = true; + + const uint32_t batchSize = 2; + const uint32_t inputSize = 5; + const uint32_t numUnits = 20; + const uint32_t outputSize = 16; + + armnn::TensorInfo tensorInfo20x5({numUnits, inputSize}, armnn::DataType::Float32); + std::vector inputToInputWeightsData(tensorInfo20x5.GetNumElements(), 0.0f); + armnn::ConstTensor inputToInputWeights(tensorInfo20x5, inputToInputWeightsData); + + std::vector inputToForgetWeightsData(tensorInfo20x5.GetNumElements(), 0.0f); + armnn::ConstTensor inputToForgetWeights(tensorInfo20x5, inputToForgetWeightsData); + + std::vector inputToCellWeightsData(tensorInfo20x5.GetNumElements(), 0.0f); + armnn::ConstTensor inputToCellWeights(tensorInfo20x5, inputToCellWeightsData); + + std::vector inputToOutputWeightsData(tensorInfo20x5.GetNumElements(), 0.0f); + armnn::ConstTensor inputToOutputWeights(tensorInfo20x5, inputToOutputWeightsData); + + armnn::TensorInfo tensorInfo20({numUnits}, armnn::DataType::Float32); + std::vector inputGateBiasData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor inputGateBias(tensorInfo20, inputGateBiasData); + + std::vector forgetGateBiasData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor forgetGateBias(tensorInfo20, forgetGateBiasData); + + std::vector cellBiasData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor cellBias(tensorInfo20, cellBiasData); + + std::vector outputGateBiasData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor outputGateBias(tensorInfo20, outputGateBiasData); + + armnn::TensorInfo tensorInfo20x16({numUnits, outputSize}, armnn::DataType::Float32); + std::vector recurrentToInputWeightsData(tensorInfo20x16.GetNumElements(), 0.0f); + armnn::ConstTensor recurrentToInputWeights(tensorInfo20x16, recurrentToInputWeightsData); + + std::vector recurrentToForgetWeightsData(tensorInfo20x16.GetNumElements(), 0.0f); + armnn::ConstTensor recurrentToForgetWeights(tensorInfo20x16, recurrentToForgetWeightsData); + + std::vector recurrentToCellWeightsData(tensorInfo20x16.GetNumElements(), 0.0f); + armnn::ConstTensor recurrentToCellWeights(tensorInfo20x16, recurrentToCellWeightsData); + + std::vector recurrentToOutputWeightsData(tensorInfo20x16.GetNumElements(), 0.0f); + armnn::ConstTensor recurrentToOutputWeights(tensorInfo20x16, recurrentToOutputWeightsData); + + std::vector cellToInputWeightsData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor cellToInputWeights(tensorInfo20, cellToInputWeightsData); + + std::vector cellToForgetWeightsData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor cellToForgetWeights(tensorInfo20, cellToForgetWeightsData); + + std::vector cellToOutputWeightsData(tensorInfo20.GetNumElements(), 0.0f); + armnn::ConstTensor cellToOutputWeights(tensorInfo20, cellToOutputWeightsData); + + armnn::TensorInfo tensorInfo16x20({outputSize, numUnits}, armnn::DataType::Float32); + std::vector projectionWeightsData(tensorInfo16x20.GetNumElements(), 0.0f); + armnn::ConstTensor projectionWeights(tensorInfo16x20, projectionWeightsData); + + armnn::TensorInfo tensorInfo16({outputSize}, armnn::DataType::Float32); + std::vector projectionBiasData(outputSize, 0.0f); + armnn::ConstTensor projectionBias(tensorInfo16, projectionBiasData); + + armnn::LstmInputParams params; + params.m_InputToForgetWeights = &inputToForgetWeights; + params.m_InputToCellWeights = &inputToCellWeights; + params.m_InputToOutputWeights = &inputToOutputWeights; + params.m_RecurrentToForgetWeights = &recurrentToForgetWeights; + params.m_RecurrentToCellWeights = &recurrentToCellWeights; + params.m_RecurrentToOutputWeights = &recurrentToOutputWeights; + params.m_ForgetGateBias = &forgetGateBias; + params.m_CellBias = &cellBias; + params.m_OutputGateBias = &outputGateBias; + + // additional params because: descriptor.m_CifgEnabled = false + params.m_InputToInputWeights = &inputToInputWeights; + params.m_RecurrentToInputWeights = &recurrentToInputWeights; + params.m_CellToInputWeights = &cellToInputWeights; + params.m_InputGateBias = &inputGateBias; + + // additional params because: descriptor.m_ProjectionEnabled = true + params.m_ProjectionWeights = &projectionWeights; + params.m_ProjectionBias = &projectionBias; + + // additional params because: descriptor.m_PeepholeEnabled = true + params.m_CellToForgetWeights = &cellToForgetWeights; + params.m_CellToOutputWeights = &cellToOutputWeights; + + const std::string layerName("lstm"); + armnn::TensorInfo inputTensorInfo({ batchSize, inputSize }, armnn::DataType::Float32); + armnn::TensorInfo cellStateTensorInfo({ batchSize, numUnits}, armnn::DataType::Float32); + armnn::TensorInfo outputStateTensorInfo({ batchSize, outputSize }, armnn::DataType::Float32); + armnn::TensorInfo lstmTensorInfoScratchBuff({ batchSize, numUnits * 4 }, armnn::DataType::Float32); + + // lets verify that the deserialized model without the new layer normalization parameters still works + VerifyLstmLayer checker( + layerName, + {inputTensorInfo, outputStateTensorInfo, cellStateTensorInfo}, + {lstmTensorInfoScratchBuff, outputStateTensorInfo, cellStateTensorInfo, outputStateTensorInfo}, + descriptor, + params); + deserializedNetwork->Accept(checker); +} + BOOST_AUTO_TEST_SUITE_END() -- cgit v1.2.1