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authorGeorgios Pinitas <georgios.pinitas@arm.com>2018-10-22 16:17:20 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:55:45 +0000
commit60e98253f1e3df1723e7b8f4c996b544aa7c7205 (patch)
tree45ca11d6fb0a16974fc8681bc7161a6ad2b1af2e /src/graph/mutators
parentc04a0e8f93c620d05444251e1ae55dcf8c660a1b (diff)
downloadComputeLibrary-60e98253f1e3df1723e7b8f4c996b544aa7c7205.tar.gz
COMPMID-1451: Fuse activation in DepthwiseConvolution.
Change-Id: Id964d9068e18aaa13ab8adcbf7a9375b034ea6c3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154651 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Diffstat (limited to 'src/graph/mutators')
-rw-r--r--src/graph/mutators/NodeFusionMutator.cpp28
1 files changed, 24 insertions, 4 deletions
diff --git a/src/graph/mutators/NodeFusionMutator.cpp b/src/graph/mutators/NodeFusionMutator.cpp
index 7e66ce0757..98c3a56018 100644
--- a/src/graph/mutators/NodeFusionMutator.cpp
+++ b/src/graph/mutators/NodeFusionMutator.cpp
@@ -39,12 +39,14 @@ namespace graph
namespace detail
{
template <typename N>
-void fuse_node_with_activation(Graph &g, const std::set<Activation> &supported_fused_activations)
+void fuse_node_with_activation(Graph &g,
+ const std::set<Activation> &supported_fused_activations,
+ std::function<bool(INode &)> const &prec)
{
// Not interested in the order of nodes
for(auto &node : g.nodes())
{
- // Check if the node is batch norm and not a branching node
+ // Check if the node is of type N and not a branching node
if(node && node->type() == N::node_type && node->output_edges().size() == 1)
{
auto output_edge_id = *node->output_edges().begin();
@@ -57,6 +59,11 @@ void fuse_node_with_activation(Graph &g, const std::set<Activation> &supported_f
ARM_COMPUTE_ERROR_ON(act_node->output(0) == nullptr || n_node->output(0) == nullptr);
+ // Check given precondition
+ if(!prec(*n_node))
+ {
+ continue;
+ }
// Check if activation is supported for fusion
if(supported_fused_activations.count(act_node->activation_info().activation()) == 0)
{
@@ -110,8 +117,21 @@ void NodeFusionMutator::mutate(Graph &g)
// Supported activations when fusing
const std::set<Activation> supported_fused_activations = { Activation::RELU, Activation::BOUNDED_RELU, Activation::LU_BOUNDED_RELU };
- detail::fuse_node_with_activation<BatchNormalizationLayerNode>(g, supported_fused_activations);
- detail::fuse_node_with_activation<ConvolutionLayerNode>(g, supported_fused_activations);
+ // Preconditions
+ auto empty_prec = [](INode & n)
+ {
+ return true;
+ };
+ auto qs8_prec = [](INode & n)
+ {
+ ARM_COMPUTE_ERROR_ON(n.output(0) == nullptr);
+ return n.output(0)->desc().data_type == DataType::QASYMM8;
+ };
+
+ // Fusion mutations
+ detail::fuse_node_with_activation<BatchNormalizationLayerNode>(g, supported_fused_activations, empty_prec);
+ detail::fuse_node_with_activation<ConvolutionLayerNode>(g, supported_fused_activations, empty_prec);
+ detail::fuse_node_with_activation<DepthwiseConvolutionLayerNode>(g, supported_fused_activations, qs8_prec);
}
} // namespace graph
} // namespace arm_compute