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authorthecha01 <theo.charalambous@arm.com>2020-09-01 14:52:38 +0100
committerMichele Di Giorgio <michele.digiorgio@arm.com>2020-09-09 08:58:13 +0000
commit3603aff36444e01083b93e603e8b9b0a254d4911 (patch)
tree2210c3bd8a76654072a2bfa7b84c9151cafc2eee
parent57f30a9309ff2e5e3b32731a785bf38b01d1fd69 (diff)
downloadComputeLibrary-3603aff36444e01083b93e603e8b9b0a254d4911.tar.gz
Add L2Normalize layer node to Graph API
Signed-off-by: thecha01 <theo.charalambous@arm.com> Change-Id: I5cd26a8829060563d63d8c53e5148631ee053eca Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3912 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
-rw-r--r--arm_compute/graph/GraphBuilder.h11
-rw-r--r--arm_compute/graph/TypePrinter.h2
-rw-r--r--arm_compute/graph/Types.h1
-rw-r--r--arm_compute/graph/backends/FunctionHelpers.h44
-rw-r--r--arm_compute/graph/backends/ValidateHelpers.h25
-rw-r--r--arm_compute/graph/frontend/Layers.h26
-rw-r--r--arm_compute/graph/nodes/L2NormalizeLayerNode.h79
-rw-r--r--arm_compute/graph/nodes/Nodes.h1
-rw-r--r--arm_compute/graph/nodes/NodesFwd.h1
-rw-r--r--src/graph/GraphBuilder.cpp5
-rw-r--r--src/graph/backends/CL/CLFunctionsFactory.cpp2
-rw-r--r--src/graph/backends/CL/CLNodeValidator.cpp2
-rw-r--r--src/graph/backends/NEON/NEFunctionFactory.cpp2
-rw-r--r--src/graph/backends/NEON/NENodeValidator.cpp2
-rw-r--r--src/graph/nodes/L2NormalizeLayerNode.cpp95
15 files changed, 298 insertions, 0 deletions
diff --git a/arm_compute/graph/GraphBuilder.h b/arm_compute/graph/GraphBuilder.h
index 2632bf1484..c78c060d75 100644
--- a/arm_compute/graph/GraphBuilder.h
+++ b/arm_compute/graph/GraphBuilder.h
@@ -336,6 +336,17 @@ public:
*/
static NodeID add_generate_proposals_node(Graph &g, NodeParams params, NodeIdxPair scores, NodeIdxPair deltas,
NodeIdxPair anchors, GenerateProposalsInfo info);
+ /** Adds a L2 Normalize layer node to the graph
+ *
+ * @param[in] g Graph to add the node to
+ * @param[in] params Common node parameters
+ * @param[in] input Input to the normalization layer node as a NodeID-Index pair
+ * @param[in] axis Axis to perform normalization on
+ * @param[in] epsilon Lower bound value for the normalization
+ *
+ * @return Node ID of the created node, EmptyNodeID in case of error
+ */
+ static NodeID add_l2_normalize_node(Graph &g, NodeParams params, NodeIdxPair input, int axis, float epsilon);
/** Adds a normalization layer node to the graph
*
* @param[in] g Graph to add the node to
diff --git a/arm_compute/graph/TypePrinter.h b/arm_compute/graph/TypePrinter.h
index 30433bf3e0..738bffaf15 100644
--- a/arm_compute/graph/TypePrinter.h
+++ b/arm_compute/graph/TypePrinter.h
@@ -122,6 +122,8 @@ inline ::std::ostream &operator<<(::std::ostream &os, const NodeType &node_type)
case NodeType::GenerateProposalsLayer:
os << "GenerateProposalsLayer";
break;
+ case NodeType::L2NormalizeLayer:
+ os << "L2NormalizeLayer";
case NodeType::NormalizationLayer:
os << "NormalizationLayer";
break;
diff --git a/arm_compute/graph/Types.h b/arm_compute/graph/Types.h
index 2b9a4f3ca4..b9705d8606 100644
--- a/arm_compute/graph/Types.h
+++ b/arm_compute/graph/Types.h
@@ -159,6 +159,7 @@ enum class NodeType
FusedConvolutionBatchNormalizationLayer,
FusedDepthwiseConvolutionBatchNormalizationLayer,
GenerateProposalsLayer,
+ L2NormalizeLayer,
NormalizationLayer,
NormalizePlanarYUVLayer,
PadLayer,
diff --git a/arm_compute/graph/backends/FunctionHelpers.h b/arm_compute/graph/backends/FunctionHelpers.h
index 05695fb797..d8873c0363 100644
--- a/arm_compute/graph/backends/FunctionHelpers.h
+++ b/arm_compute/graph/backends/FunctionHelpers.h
@@ -1089,6 +1089,50 @@ std::unique_ptr<IFunction> create_generate_proposals_layer(GenerateProposalsLaye
return RETURN_UNIQUE_PTR(func);
}
+/** Create a backend l2 normalization layer function
+ *
+ * @tparam NormalizationLayerFunction Backend normalization function
+ * @tparam TargetInfo Target-specific information
+ *
+ * @param[in] node Node to create the backend function for
+ * @param[in] ctx Graph context
+ *
+ * @return Backend normalization layer function
+ */
+template <typename L2NormalizeLayerFunction, typename TargetInfo>
+std::unique_ptr<IFunction> create_l2_normalize_layer(L2NormalizeLayerNode &node, GraphContext &ctx)
+{
+ validate_node<TargetInfo>(node, 1 /* expected inputs */, 1 /* expected outputs */);
+
+ // Extract IO and info
+ typename TargetInfo::TensorType *input = get_backing_tensor<TargetInfo>(node.input(0));
+ typename TargetInfo::TensorType *output = get_backing_tensor<TargetInfo>(node.output(0));
+ int axis = node.axis();
+ float epsilon = node.epsilon();
+
+ ARM_COMPUTE_ERROR_ON(input == nullptr);
+ ARM_COMPUTE_ERROR_ON(output == nullptr);
+
+ // Create and configure function
+ auto mm = get_memory_manager(ctx, TargetInfo::TargetType);
+ auto func = support::cpp14::make_unique<L2NormalizeLayerFunction>(mm);
+ func->configure(input, output, axis, epsilon);
+
+ // Log info
+ ARM_COMPUTE_LOG_GRAPH_INFO("Instantiated "
+ << node.name()
+ << " Type: " << node.type()
+ << " Target: " << TargetInfo::TargetType
+ << " Data Type: " << input->info()->data_type()
+ << " Input shape: " << input->info()->tensor_shape()
+ << " Output shape: " << output->info()->tensor_shape()
+ << " Axis: " << axis
+ << " Epsilon: " << epsilon
+ << std::endl);
+
+ return RETURN_UNIQUE_PTR(func);
+}
+
/** Create a backend normalization layer function
*
* @tparam NormalizationLayerFunction Backend normalization function
diff --git a/arm_compute/graph/backends/ValidateHelpers.h b/arm_compute/graph/backends/ValidateHelpers.h
index 23f6cc5627..1d5fd92838 100644
--- a/arm_compute/graph/backends/ValidateHelpers.h
+++ b/arm_compute/graph/backends/ValidateHelpers.h
@@ -343,6 +343,31 @@ Status validate_generate_proposals_layer(GenerateProposalsLayerNode &node)
return GenerateProposalsLayer::validate(scores, deltas, anchors, proposals, scores_out, num_valid_proposals, info);
}
+/** Validates a L2Normalization layer node
+ *
+ * @tparam L2Normalization layer type
+ *
+ * @param[in] node Node to validate
+ *
+ * @return Status
+ */
+template <typename L2NormalizeLayer>
+Status validate_l2_normalize_layer(L2NormalizeLayerNode &node)
+{
+ ARM_COMPUTE_LOG_GRAPH_VERBOSE("Validating L2NormalizeLayerNode node with ID : " << node.id() << " and Name: " << node.name() << std::endl);
+ ARM_COMPUTE_RETURN_ERROR_ON(node.num_inputs() != 1);
+ ARM_COMPUTE_RETURN_ERROR_ON(node.num_outputs() != 1);
+
+ // Extract IO and info
+ arm_compute::ITensorInfo *input = detail::get_backing_tensor_info(node.input(0));
+ arm_compute::ITensorInfo *output = get_backing_tensor_info(node.output(0));
+ int axis = node.axis();
+ float epsilon = node.epsilon();
+
+ // Validate function
+ return L2NormalizeLayer::validate(input, output, axis, epsilon);
+}
+
/** Validates a NormalizePlanarYUV layer node
*
* @tparam NormalizePlanarYUVLayer layer type
diff --git a/arm_compute/graph/frontend/Layers.h b/arm_compute/graph/frontend/Layers.h
index da664e0448..ba303a3ef6 100644
--- a/arm_compute/graph/frontend/Layers.h
+++ b/arm_compute/graph/frontend/Layers.h
@@ -838,6 +838,32 @@ private:
GenerateProposalsInfo _info;
};
+/** L2 Normalize Layer */
+class L2NormalizeLayer final : public ILayer
+{
+public:
+ /** Construct a L2 Normalize layer.
+ *
+ * @param[in] axis Axis to perform normalization on
+ * @param[in] epsilon Lower bound value for the normalization
+ */
+ L2NormalizeLayer(int axis, float epsilon)
+ : _axis(axis), _epsilon(epsilon)
+ {
+ }
+
+ NodeID create_layer(IStream &s) override
+ {
+ NodeParams common_params = { name(), s.hints().target_hint };
+ NodeIdxPair input = { s.tail_node(), 0 };
+ return GraphBuilder::add_l2_normalize_node(s.graph(), common_params, input, _axis, _epsilon);
+ }
+
+private:
+ int _axis;
+ float _epsilon;
+};
+
/** Normalization Layer */
class NormalizationLayer final : public ILayer
{
diff --git a/arm_compute/graph/nodes/L2NormalizeLayerNode.h b/arm_compute/graph/nodes/L2NormalizeLayerNode.h
new file mode 100644
index 0000000000..8edc5b0bf3
--- /dev/null
+++ b/arm_compute/graph/nodes/L2NormalizeLayerNode.h
@@ -0,0 +1,79 @@
+/*
+ * Copyright (c) 2020 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_GRAPH_L2_NORMALIZE_LAYER_NODE_H
+#define ARM_COMPUTE_GRAPH_L2_NORMALIZE_LAYER_NODE_H
+
+#include "arm_compute/graph/INode.h"
+
+namespace arm_compute
+{
+namespace graph
+{
+/** L2Normalize Layer node */
+class L2NormalizeLayerNode final : public INode
+{
+public:
+ /** Constructor
+ *
+ */
+ L2NormalizeLayerNode();
+
+ /** Constructor
+ *
+ * @param[in] axis Axis to perform normalization on
+ */
+ L2NormalizeLayerNode(int axis);
+
+ /** Constructor
+ *
+ * @param[in] axis Axis to perform normalization on
+ * @param[in] epsilon Lower bound value for the normalization
+ */
+ L2NormalizeLayerNode(int axis, float epsilon);
+
+ /** axis accessors
+ *
+ * @return Axis to perform normalization on
+ */
+ int axis() const;
+
+ /** epsilon accessors
+ *
+ * @return Lower bound value for the normalization
+ */
+ float epsilon() const;
+
+ // Inherited overridden methods:
+ NodeType type() const override;
+ bool forward_descriptors() override;
+ TensorDescriptor configure_output(size_t idx) const override;
+ void accept(INodeVisitor &v) override;
+
+private:
+ int _axis;
+ float _epsilon;
+};
+} // namespace graph
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_GRAPH_L2_NORMALIZE_LAYER_NODE_H */
diff --git a/arm_compute/graph/nodes/Nodes.h b/arm_compute/graph/nodes/Nodes.h
index 2b400a9140..967b65ff9c 100644
--- a/arm_compute/graph/nodes/Nodes.h
+++ b/arm_compute/graph/nodes/Nodes.h
@@ -46,6 +46,7 @@
#include "arm_compute/graph/nodes/FusedDepthwiseConvolutionBatchNormalizationNode.h"
#include "arm_compute/graph/nodes/GenerateProposalsLayerNode.h"
#include "arm_compute/graph/nodes/InputNode.h"
+#include "arm_compute/graph/nodes/L2NormalizeLayerNode.h"
#include "arm_compute/graph/nodes/NormalizationLayerNode.h"
#include "arm_compute/graph/nodes/NormalizePlanarYUVLayerNode.h"
#include "arm_compute/graph/nodes/OutputNode.h"
diff --git a/arm_compute/graph/nodes/NodesFwd.h b/arm_compute/graph/nodes/NodesFwd.h
index 8692476a09..9326d4ff79 100644
--- a/arm_compute/graph/nodes/NodesFwd.h
+++ b/arm_compute/graph/nodes/NodesFwd.h
@@ -52,6 +52,7 @@ class FusedConvolutionBatchNormalizationNode;
class FusedDepthwiseConvolutionBatchNormalizationNode;
class GenerateProposalsLayerNode;
class InputNode;
+class L2NormalizeLayerNode;
class NormalizationLayerNode;
class NormalizePlanarYUVLayerNode;
class OutputNode;
diff --git a/src/graph/GraphBuilder.cpp b/src/graph/GraphBuilder.cpp
index ff85000e0c..33b7c178e5 100644
--- a/src/graph/GraphBuilder.cpp
+++ b/src/graph/GraphBuilder.cpp
@@ -552,6 +552,11 @@ NodeID GraphBuilder::add_generate_proposals_node(Graph &g, NodeParams params, No
return nid;
}
+NodeID GraphBuilder::add_l2_normalize_node(Graph &g, NodeParams params, NodeIdxPair input, int axis, float epsilon)
+{
+ return create_simple_single_input_output_node<L2NormalizeLayerNode>(g, params, input, axis, epsilon);
+}
+
NodeID GraphBuilder::add_normalization_node(Graph &g, NodeParams params, NodeIdxPair input, NormalizationLayerInfo norm_info)
{
return create_simple_single_input_output_node<NormalizationLayerNode>(g, params, input, norm_info);
diff --git a/src/graph/backends/CL/CLFunctionsFactory.cpp b/src/graph/backends/CL/CLFunctionsFactory.cpp
index 5d40744757..3948400ebf 100644
--- a/src/graph/backends/CL/CLFunctionsFactory.cpp
+++ b/src/graph/backends/CL/CLFunctionsFactory.cpp
@@ -276,6 +276,8 @@ std::unique_ptr<IFunction> CLFunctionFactory::create(INode *node, GraphContext &
return detail::create_fused_depthwise_convolution_batch_normalization_layer<CLFusedLayerTypes, CLTargetInfo>(*polymorphic_downcast<FusedDepthwiseConvolutionBatchNormalizationNode *>(node), ctx);
case NodeType::GenerateProposalsLayer:
return detail::create_generate_proposals_layer<CLGenerateProposalsLayer, CLTargetInfo>(*polymorphic_downcast<GenerateProposalsLayerNode *>(node), ctx);
+ case NodeType::L2NormalizeLayer:
+ return detail::create_l2_normalize_layer<CLL2NormalizeLayer, CLTargetInfo>(*polymorphic_downcast<L2NormalizeLayerNode *>(node), ctx);
case NodeType::NormalizationLayer:
return detail::create_normalization_layer<CLNormalizationLayer, CLTargetInfo>(*polymorphic_downcast<NormalizationLayerNode *>(node), ctx);
case NodeType::NormalizePlanarYUVLayer:
diff --git a/src/graph/backends/CL/CLNodeValidator.cpp b/src/graph/backends/CL/CLNodeValidator.cpp
index 83e6dd29fa..c3b4e4646f 100644
--- a/src/graph/backends/CL/CLNodeValidator.cpp
+++ b/src/graph/backends/CL/CLNodeValidator.cpp
@@ -86,6 +86,8 @@ Status CLNodeValidator::validate(INode *node)
return detail::validate_detection_post_process_layer<CPPDetectionPostProcessLayer>(*polymorphic_downcast<DetectionPostProcessLayerNode *>(node));
case NodeType::GenerateProposalsLayer:
return detail::validate_generate_proposals_layer<CLGenerateProposalsLayer>(*polymorphic_downcast<GenerateProposalsLayerNode *>(node));
+ case NodeType::L2NormalizeLayer:
+ return detail::validate_l2_normalize_layer<CLL2NormalizeLayer>(*polymorphic_downcast<L2NormalizeLayerNode *>(node));
case NodeType::NormalizePlanarYUVLayer:
return detail::validate_normalize_planar_yuv_layer<CLNormalizePlanarYUVLayer>(*polymorphic_downcast<NormalizePlanarYUVLayerNode *>(node));
case NodeType::PadLayer:
diff --git a/src/graph/backends/NEON/NEFunctionFactory.cpp b/src/graph/backends/NEON/NEFunctionFactory.cpp
index 953697fee3..686468e0a4 100644
--- a/src/graph/backends/NEON/NEFunctionFactory.cpp
+++ b/src/graph/backends/NEON/NEFunctionFactory.cpp
@@ -165,6 +165,8 @@ std::unique_ptr<IFunction> NEFunctionFactory::create(INode *node, GraphContext &
return detail::create_fused_convolution_batch_normalization_layer<NEFusedLayerTypes, NETargetInfo>(*polymorphic_downcast<FusedConvolutionBatchNormalizationNode *>(node), ctx);
case NodeType::FusedDepthwiseConvolutionBatchNormalizationLayer:
return detail::create_fused_depthwise_convolution_batch_normalization_layer<NEFusedLayerTypes, NETargetInfo>(*polymorphic_downcast<FusedDepthwiseConvolutionBatchNormalizationNode *>(node), ctx);
+ case NodeType::L2NormalizeLayer:
+ return detail::create_l2_normalize_layer<NEL2NormalizeLayer, NETargetInfo>(*polymorphic_downcast<L2NormalizeLayerNode *>(node), ctx);
case NodeType::NormalizationLayer:
return detail::create_normalization_layer<NENormalizationLayer, NETargetInfo>(*polymorphic_downcast<NormalizationLayerNode *>(node), ctx);
case NodeType::PadLayer:
diff --git a/src/graph/backends/NEON/NENodeValidator.cpp b/src/graph/backends/NEON/NENodeValidator.cpp
index 5cc14c2188..0d6305b29e 100644
--- a/src/graph/backends/NEON/NENodeValidator.cpp
+++ b/src/graph/backends/NEON/NENodeValidator.cpp
@@ -86,6 +86,8 @@ Status NENodeValidator::validate(INode *node)
return detail::validate_detection_post_process_layer<NEDetectionPostProcessLayer>(*polymorphic_downcast<DetectionPostProcessLayerNode *>(node));
case NodeType::GenerateProposalsLayer:
return ARM_COMPUTE_CREATE_ERROR(arm_compute::ErrorCode::RUNTIME_ERROR, "Unsupported operation : GenerateProposalsLayer");
+ case NodeType::L2NormalizeLayer:
+ return detail::validate_l2_normalize_layer<NEL2NormalizeLayer>(*polymorphic_downcast<L2NormalizeLayerNode *>(node));
case NodeType::NormalizePlanarYUVLayer:
return ARM_COMPUTE_CREATE_ERROR(arm_compute::ErrorCode::RUNTIME_ERROR, "Unsupported operation : NormalizePlanarYUVLayer");
case NodeType::PadLayer:
diff --git a/src/graph/nodes/L2NormalizeLayerNode.cpp b/src/graph/nodes/L2NormalizeLayerNode.cpp
new file mode 100644
index 0000000000..0c35a335fa
--- /dev/null
+++ b/src/graph/nodes/L2NormalizeLayerNode.cpp
@@ -0,0 +1,95 @@
+/*
+ * Copyright (c) 2020 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/graph/nodes/L2NormalizeLayerNode.h"
+
+#include "arm_compute/graph/Graph.h"
+#include "arm_compute/graph/INodeVisitor.h"
+
+namespace arm_compute
+{
+namespace graph
+{
+L2NormalizeLayerNode::L2NormalizeLayerNode()
+ : L2NormalizeLayerNode(0, 1e-12f)
+{
+}
+
+L2NormalizeLayerNode::L2NormalizeLayerNode(int axis)
+ : L2NormalizeLayerNode(axis, 1e-12f)
+{
+}
+
+L2NormalizeLayerNode::L2NormalizeLayerNode(int axis, float epsilon)
+ : _axis(axis), _epsilon(epsilon)
+{
+ _input_edges.resize(1, EmptyEdgeID);
+ _outputs.resize(1, NullTensorID);
+}
+
+bool L2NormalizeLayerNode::forward_descriptors()
+{
+ if((input_id(0) != NullTensorID) && (output_id(0) != NullTensorID))
+ {
+ Tensor *dst = output(0);
+ ARM_COMPUTE_ERROR_ON(dst == nullptr);
+ dst->desc() = configure_output(0);
+ return true;
+ }
+ return false;
+}
+
+TensorDescriptor L2NormalizeLayerNode::configure_output(size_t idx) const
+{
+ ARM_COMPUTE_UNUSED(idx);
+ ARM_COMPUTE_ERROR_ON(idx >= _outputs.size());
+
+ const Tensor *src = input(0);
+ ARM_COMPUTE_ERROR_ON(src == nullptr);
+
+ TensorDescriptor output_desc = src->desc();
+
+ return output_desc;
+}
+
+int L2NormalizeLayerNode::axis() const
+{
+ return _axis;
+}
+
+float L2NormalizeLayerNode::epsilon() const
+{
+ return _epsilon;
+}
+
+NodeType L2NormalizeLayerNode::type() const
+{
+ return NodeType::L2NormalizeLayer;
+}
+
+void L2NormalizeLayerNode::accept(INodeVisitor &v)
+{
+ v.visit(*this);
+}
+} // namespace graph
+} // namespace arm_compute \ No newline at end of file