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authorMike Kelly <mike.kelly@arm.com>2021-09-01 21:22:37 +0100
committerJim Flynn <jim.flynn@arm.com>2021-09-02 08:37:02 +0000
commit31dce2b3fa19781836a9a295b514b2ab37f5d928 (patch)
tree852770e21c4251c91ed80eddc49d2dcbc6047d61 /src/armnnTfLiteParser/TfLiteParser.cpp
parent00e9ebf026b1e2f6dbbed201ce1abe0091d6453b (diff)
downloadarmnn-31dce2b3fa19781836a9a295b514b2ab37f5d928.tar.gz
IVGCVSW-6294 Added support for LRN to TfLiteParser
* Added support for LRN to TfLiteParser Signed-off-by: Mike Kelly <mike.kelly@arm.com> Change-Id: Ia34441a4adeecd1f17c65af047d6c207729703ec
Diffstat (limited to 'src/armnnTfLiteParser/TfLiteParser.cpp')
-rw-r--r--src/armnnTfLiteParser/TfLiteParser.cpp46
1 files changed, 46 insertions, 0 deletions
diff --git a/src/armnnTfLiteParser/TfLiteParser.cpp b/src/armnnTfLiteParser/TfLiteParser.cpp
index 2ac325c08c..5c7cb9b0b8 100644
--- a/src/armnnTfLiteParser/TfLiteParser.cpp
+++ b/src/armnnTfLiteParser/TfLiteParser.cpp
@@ -657,6 +657,8 @@ TfLiteParserImpl::TfLiteParserImpl(const Optional<ITfLiteParser::TfLiteParserOpt
m_ParserFunctions[tflite::BuiltinOperator_LEAKY_RELU] = &TfLiteParserImpl::ParseLeakyRelu;
m_ParserFunctions[tflite::BuiltinOperator_LESS] = &TfLiteParserImpl::ParseLess;
m_ParserFunctions[tflite::BuiltinOperator_LESS_EQUAL] = &TfLiteParserImpl::ParseLessOrEqual;
+ m_ParserFunctions[tflite::BuiltinOperator_LOCAL_RESPONSE_NORMALIZATION]
+ = &TfLiteParserImpl::ParseLocalResponseNormalization;
m_ParserFunctions[tflite::BuiltinOperator_LOGICAL_NOT] = &TfLiteParserImpl::ParseLogicalNot;
m_ParserFunctions[tflite::BuiltinOperator_LOGISTIC] = &TfLiteParserImpl::ParseLogistic;
m_ParserFunctions[tflite::BuiltinOperator_L2_NORMALIZATION] = &TfLiteParserImpl::ParseL2Normalization;
@@ -3401,6 +3403,50 @@ void TfLiteParserImpl::ParseExp(size_t subgraphIndex, size_t operatorIndex)
ParseElementwiseUnary(subgraphIndex, operatorIndex, armnn::UnaryOperation::Exp);
}
+void TfLiteParserImpl::ParseLocalResponseNormalization(size_t subgraphIndex, size_t operatorIndex)
+{
+ CHECK_MODEL(m_Model, subgraphIndex, operatorIndex);
+
+ auto inputs = GetInputs(m_Model, subgraphIndex, operatorIndex);
+ CHECK_VALID_SIZE(inputs.size(), 1);
+
+ auto outputs = GetOutputs(m_Model, subgraphIndex, operatorIndex);
+ CHECK_VALID_SIZE(outputs.size(), 1);
+
+ auto layerName = fmt::format("LRN:{}:{}", subgraphIndex, operatorIndex);
+ std::string layerNameFormatted = fmt::format(layerName, subgraphIndex, operatorIndex);
+
+ armnn::TensorInfo inputTensorInfo = ToTensorInfo(inputs[0]);
+
+ const auto& operatorPtr = m_Model->subgraphs[subgraphIndex]->operators[operatorIndex];
+ const auto* options = operatorPtr->builtin_options.AsLocalResponseNormalizationOptions();
+
+ armnn::NormalizationDescriptor descriptor;
+ descriptor.m_DataLayout = armnn::DataLayout::NHWC;
+ descriptor.m_NormChannelType = armnn::NormalizationAlgorithmChannel::Across;
+ descriptor.m_NormMethodType = armnn::NormalizationAlgorithmMethod::LocalBrightness;
+ descriptor.m_NormSize = static_cast<uint32_t>(options->radius);
+ descriptor.m_K = options->bias;
+ descriptor.m_Alpha = options->alpha;
+ descriptor.m_Beta = options->beta;
+
+ // ArmNN expects normSize to be the full size of the normalization
+ // window rather than the radius as in TfLite.
+ descriptor.m_NormSize = 1 + (2 * descriptor.m_NormSize);
+
+ IConnectableLayer* layer = m_Network->AddNormalizationLayer(descriptor, layerNameFormatted.c_str());
+ ARMNN_ASSERT(layer != nullptr);
+
+ TensorInfo outputTensorInfo = ToTensorInfo(outputs[0], true);
+ layer->GetOutputSlot(0).SetTensorInfo(outputTensorInfo);
+
+ auto inputTensorIndexes = AsUnsignedVector(GetInputTensorIds(m_Model, subgraphIndex, operatorIndex));
+ RegisterInputSlots(subgraphIndex, operatorIndex, layer, {inputTensorIndexes[0]});
+
+ auto outputTensorIndexes = AsUnsignedVector(GetOutputTensorIds(m_Model, subgraphIndex, operatorIndex));
+ RegisterOutputSlots(subgraphIndex, operatorIndex, layer, {outputTensorIndexes[0]});
+}
+
void TfLiteParserImpl::ParseLogicalNot(size_t subgraphIndex, size_t operatorIndex)
{
ParseElementwiseUnary(subgraphIndex, operatorIndex, armnn::UnaryOperation::LogicalNot);