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authorDerek Lamberti <derek.lamberti@arm.com>2019-02-05 16:00:08 +0000
committerDerek Lamberti <derek.lamberti@arm.com>2019-02-06 10:38:09 +0000
commit27d830720ed706f187f2a40e2c5055e424aa8b91 (patch)
tree7aac5ae83c79bf53e69f5951871f5cafd232d0a3 /src/armnn/NetworkQuantizer.cpp
parentf08876fce2b472a8c31f09d976fbcfeaaa94d228 (diff)
downloadarmnn-27d830720ed706f187f2a40e2c5055e424aa8b91.tar.gz
IVGCVSW-2606 Produce quantized InputNetwork from simple FP32 InputNetwork
Change-Id: I2140a7af5961ddf8267fbb127202de3900ea79e3 Signed-off-by: Derek Lamberti <derek.lamberti@arm.com>
Diffstat (limited to 'src/armnn/NetworkQuantizer.cpp')
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1 files changed, 63 insertions, 0 deletions
diff --git a/src/armnn/NetworkQuantizer.cpp b/src/armnn/NetworkQuantizer.cpp
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+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include <armnn/ILayerVisitor.hpp>
+#include <armnn/INetwork.hpp>
+#include <armnn/Tensor.hpp>
+#include <armnn/Types.hpp>
+
+#include "Graph.hpp"
+#include "Layer.hpp"
+#include "Network.hpp"
+#include "NetworkQuantizer.hpp"
+
+#include "StaticRangeVisitor.hpp"
+#include "QuantizerVisitor.hpp"
+
+#include <map>
+#include <vector>
+#include <cmath>
+
+namespace armnn
+{
+
+INetworkQuantizer* INetworkQuantizer::CreateRaw(INetwork *inputNetwork)
+{
+ return new NetworkQuantizer(inputNetwork);
+}
+
+INetworkQuantizerPtr INetworkQuantizer::Create(INetwork* inputNetwork)
+{
+ return INetworkQuantizerPtr(CreateRaw(inputNetwork), &INetworkQuantizer::Destroy);
+}
+
+void INetworkQuantizer::Destroy(INetworkQuantizer *quantizer)
+{
+ delete boost::polymorphic_downcast<NetworkQuantizer*>(quantizer);
+}
+
+INetworkPtr NetworkQuantizer::ExportNetwork()
+{
+ const Graph& graph = boost::polymorphic_downcast<const Network*>(m_InputNetwork)->GetGraph().TopologicalSort();
+ auto VisitLayers = [&graph](ILayerVisitor& visitor)
+ {
+ for (auto layer : graph)
+ {
+ layer->Accept(visitor);
+ }
+ };
+
+ // Step 1) Walk the graph and register min/max values for intermediate tensors
+ StaticRangeVisitor rangeVisitor;
+ VisitLayers(rangeVisitor);
+
+ // Step 2) Convert input InputNetwork to Quantized InputNetwork
+ QuantizerVisitor quantizerVisitor(&rangeVisitor);
+ VisitLayers(quantizerVisitor);
+
+ return quantizerVisitor.RetrieveFinalNetwork();
+}
+
+} //namespace armn \ No newline at end of file