COMPMID-3569: (3RDPARTY_UPDATE) Move Yolo v3 output detector graph example to 3rdparty

Change-Id: I3c44528b5964bfde3cab68f5463fcc017f94a14f
Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3926
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>

2 files changed, 0 insertions, 626 deletions

diff --git a/3rdparty b/3rdparty
-Subproject 12365eb03b97167b6a41ba1db30587931c25c4f
+Subproject ff15a53098d2545808e2c840ad0d5bace6ae87a
diff --git a/examples/graph_yolov3_output_detector.cpp b/examples/graph_yolov3_output_detector.cpp
deleted file mode 100644
index 6278565aa3..0000000000
--- a/examples/graph_yolov3_output_detector.cpp
+++ /dev/null
@@ -1,626 +0,0 @@
-/*
- * 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.h"
-#include "arm_compute/graph/Utils.h"
-
-#include "support/ToolchainSupport.h"
-#include "utils/CommonGraphOptions.h"
-#include "utils/GraphUtils.h"
-#include "utils/Utils.h"
-
-using namespace arm_compute::graph;
-using namespace arm_compute::utils;
-
-class GraphYoloV3OutputDetector
-{
-public:
-    GraphYoloV3OutputDetector()
-        : _graph(0, "GraphYoloV3OutputDetector")
-    {
-    }
-
-    bool setup(const CommonGraphParams &common_params, const SimpleOption<std::string> &expected_output_filename)
-    {
-        using namespace arm_compute;
-        using namespace graph_utils;
-
-        const DataLayout  data_layout = common_params.data_layout;
-        const std::string data_path   = common_params.data_path;
-        const Target      target      = common_params.target;
-
-        const DataLayoutDimension x_dim = (data_layout == DataLayout::NHWC) ? DataLayoutDimension::CHANNEL : DataLayoutDimension::WIDTH;
-        const DataLayoutDimension y_dim = (data_layout == DataLayout::NHWC) ? DataLayoutDimension::WIDTH : DataLayoutDimension::HEIGHT;
-
-        NodeID id_ConstantFolding_truediv_1_recip = _graph.add_node<ConstNode>(
-                                                        TensorDescriptor
-        {
-            TensorShape{ 1, 1, 1 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_ConstantFolding_truediv_1_recip = _graph.node(id_ConstantFolding_truediv_1_recip);
-        node_ConstantFolding_truediv_1_recip->set_common_node_parameters(NodeParams{ "ConstantFolding_truediv_1_recip", target });
-        node_ConstantFolding_truediv_1_recip->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/ConstantFolding_truediv_1_recip.npy", data_layout));
-
-        NodeID id_ConstantFolding_truediv_recip = _graph.add_node<ConstNode>(
-                                                      TensorDescriptor
-        {
-            TensorShape{ 1, 1, 1 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_ConstantFolding_truediv_recip = _graph.node(id_ConstantFolding_truediv_recip);
-        node_ConstantFolding_truediv_recip->set_common_node_parameters(NodeParams{ "ConstantFolding_truediv_recip", target });
-        node_ConstantFolding_truediv_recip->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/ConstantFolding_truediv_recip.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_mul_6_y = _graph.add_node<ConstNode>(
-                                                 TensorDescriptor
-        {
-            TensorShape{ 2 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_mul_6_y = _graph.node(id_detector_yolo_v3_mul_6_y);
-        node_detector_yolo_v3_mul_6_y->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_6_y", target });
-        node_detector_yolo_v3_mul_6_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_mul_6_y.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_mul_3_y = _graph.add_node<ConstNode>(
-                                                 TensorDescriptor
-        {
-            TensorShape{ 2 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_mul_3_y = _graph.node(id_detector_yolo_v3_mul_3_y);
-        node_detector_yolo_v3_mul_3_y->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_3_y", target });
-        node_detector_yolo_v3_mul_3_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_mul_3_y.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_mul_y = _graph.add_node<ConstNode>(
-                                               TensorDescriptor
-        {
-            TensorShape{ 2 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_mul_y = _graph.node(id_detector_yolo_v3_mul_y);
-        node_detector_yolo_v3_mul_y->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_y", target });
-        node_detector_yolo_v3_mul_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_mul_y.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_mul_7 = _graph.add_node<ConstNode>(
-                                               TensorDescriptor
-        {
-            TensorShape{ 2, 8112 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_mul_7 = _graph.node(id_detector_yolo_v3_mul_7);
-        node_detector_yolo_v3_mul_7->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_7", target });
-        node_detector_yolo_v3_mul_7->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_mul_7.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_Reshape_11 = _graph.add_node<ConstNode>(
-                                                    TensorDescriptor
-        {
-            TensorShape{ 2, 8112 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_Reshape_11 = _graph.node(id_detector_yolo_v3_Reshape_11);
-        node_detector_yolo_v3_Reshape_11->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Reshape_11", target });
-        node_detector_yolo_v3_Reshape_11->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_Reshape_11.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_mul_4 = _graph.add_node<ConstNode>(
-                                               TensorDescriptor
-        {
-            TensorShape{ 2, 2028 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_mul_4 = _graph.node(id_detector_yolo_v3_mul_4);
-        node_detector_yolo_v3_mul_4->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_4", target });
-        node_detector_yolo_v3_mul_4->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_mul_4.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_Reshape_7 = _graph.add_node<ConstNode>(
-                                                   TensorDescriptor
-        {
-            TensorShape{ 2, 2028 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_Reshape_7 = _graph.node(id_detector_yolo_v3_Reshape_7);
-        node_detector_yolo_v3_Reshape_7->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Reshape_7", target });
-        node_detector_yolo_v3_Reshape_7->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_Reshape_7.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_mul_1 = _graph.add_node<ConstNode>(
-                                               TensorDescriptor
-        {
-            TensorShape{ 2, 507 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_mul_1 = _graph.node(id_detector_yolo_v3_mul_1);
-        node_detector_yolo_v3_mul_1->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_1", target });
-        node_detector_yolo_v3_mul_1->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_mul_1.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_Reshape_3 = _graph.add_node<ConstNode>(
-                                                   TensorDescriptor
-        {
-            TensorShape{ 2, 507 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_detector_yolo_v3_Reshape_3 = _graph.node(id_detector_yolo_v3_Reshape_3);
-        node_detector_yolo_v3_Reshape_3->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Reshape_3", target });
-        node_detector_yolo_v3_Reshape_3->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/detector_yolo-v3_Reshape_3.npy", data_layout));
-
-        NodeID id_input_to_detector_3 = _graph.add_node<InputNode>(
-                                            TensorDescriptor
-        {
-            TensorShape{ 255, 52, 52, 1 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_input_to_detector_3 = _graph.node(id_input_to_detector_3);
-        node_input_to_detector_3->set_common_node_parameters(NodeParams{ "input_to_detector_3", target });
-        node_input_to_detector_3->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/input_to_detector_3.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_Reshape_10 = _graph.add_node<ReshapeLayerNode>(
-                                                    TensorShape{ 85, 8112 });
-        INode *node_detector_yolo_v3_Reshape_10 = _graph.node(id_detector_yolo_v3_Reshape_10);
-        node_detector_yolo_v3_Reshape_10->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Reshape_10", target });
-        _graph.add_connection(id_input_to_detector_3, 0, id_detector_yolo_v3_Reshape_10, 0);
-
-        NodeID id_detector_yolo_v3_split_2 = _graph.add_node<SplitLayerNode>(
-                                                 4,
-                                                 0,
-                                                 std::vector<int> { 2, 2, 1, 80 });
-        INode *node_detector_yolo_v3_split_2 = _graph.node(id_detector_yolo_v3_split_2);
-        node_detector_yolo_v3_split_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_split_2", target });
-        _graph.add_connection(id_detector_yolo_v3_Reshape_10, 0, id_detector_yolo_v3_split_2, 0);
-
-        NodeID id_detector_yolo_v3_Sigmoid_6 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_6 = _graph.node(id_detector_yolo_v3_Sigmoid_6);
-        node_detector_yolo_v3_Sigmoid_6->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_6", target });
-        _graph.add_connection(id_detector_yolo_v3_split_2, 0, id_detector_yolo_v3_Sigmoid_6, 0);
-
-        NodeID id_detector_yolo_v3_add_2 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Add,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_add_2 = _graph.node(id_detector_yolo_v3_add_2);
-        node_detector_yolo_v3_add_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_add_2", target });
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_6, 0, id_detector_yolo_v3_add_2, 0);
-        _graph.add_connection(id_detector_yolo_v3_Reshape_11, 0, id_detector_yolo_v3_add_2, 1);
-
-        NodeID id_detector_yolo_v3_mul_6 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_mul_6 = _graph.node(id_detector_yolo_v3_mul_6);
-        node_detector_yolo_v3_mul_6->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_6", target });
-        _graph.add_connection(id_detector_yolo_v3_add_2, 0, id_detector_yolo_v3_mul_6, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_6_y, 0, id_detector_yolo_v3_mul_6, 1);
-
-        NodeID id_detector_yolo_v3_Sigmoid_7 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_7 = _graph.node(id_detector_yolo_v3_Sigmoid_7);
-        node_detector_yolo_v3_Sigmoid_7->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_7", target });
-        _graph.add_connection(id_detector_yolo_v3_split_2, 2, id_detector_yolo_v3_Sigmoid_7, 0);
-
-        NodeID id_detector_yolo_v3_Exp_2 = _graph.add_node<UnaryEltwiseLayerNode>(
-                                               descriptors::UnaryEltwiseLayerDescriptor
-        {
-            UnaryEltwiseOperation::Exp,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_Exp_2 = _graph.node(id_detector_yolo_v3_Exp_2);
-        node_detector_yolo_v3_Exp_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Exp_2", target });
-        _graph.add_connection(id_detector_yolo_v3_split_2, 1, id_detector_yolo_v3_Exp_2, 0);
-
-        NodeID id_detector_yolo_v3_mul_8 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_mul_8 = _graph.node(id_detector_yolo_v3_mul_8);
-        node_detector_yolo_v3_mul_8->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_8", target });
-        _graph.add_connection(id_detector_yolo_v3_Exp_2, 0, id_detector_yolo_v3_mul_8, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_7, 0, id_detector_yolo_v3_mul_8, 1);
-
-        NodeID id_detector_yolo_v3_Sigmoid_8 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_8 = _graph.node(id_detector_yolo_v3_Sigmoid_8);
-        node_detector_yolo_v3_Sigmoid_8->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_8", target });
-        _graph.add_connection(id_detector_yolo_v3_split_2, 3, id_detector_yolo_v3_Sigmoid_8, 0);
-
-        NodeID id_detector_yolo_v3_concat_8 = _graph.add_node<ConcatenateLayerNode>(
-                                                  4,
-                                                  descriptors::ConcatLayerDescriptor{ x_dim });
-        INode *node_detector_yolo_v3_concat_8 = _graph.node(id_detector_yolo_v3_concat_8);
-        node_detector_yolo_v3_concat_8->set_common_node_parameters(NodeParams{ "detector_yolo_v3_concat_8", target });
-        _graph.add_connection(id_detector_yolo_v3_mul_6, 0, id_detector_yolo_v3_concat_8, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_8, 0, id_detector_yolo_v3_concat_8, 1);
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_7, 0, id_detector_yolo_v3_concat_8, 2);
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_8, 0, id_detector_yolo_v3_concat_8, 3);
-
-        NodeID id_input_to_detector_2 = _graph.add_node<InputNode>(
-                                            TensorDescriptor
-        {
-            TensorShape{ 255, 26, 26, 1 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_input_to_detector_2 = _graph.node(id_input_to_detector_2);
-        node_input_to_detector_2->set_common_node_parameters(NodeParams{ "input_to_detector_2", target });
-        node_input_to_detector_2->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/input_to_detector_2.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_Reshape_6 = _graph.add_node<ReshapeLayerNode>(
-                                                   TensorShape{ 85, 2028 });
-        INode *node_detector_yolo_v3_Reshape_6 = _graph.node(id_detector_yolo_v3_Reshape_6);
-        node_detector_yolo_v3_Reshape_6->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Reshape_6", target });
-        _graph.add_connection(id_input_to_detector_2, 0, id_detector_yolo_v3_Reshape_6, 0);
-
-        NodeID id_detector_yolo_v3_split_1 = _graph.add_node<SplitLayerNode>(
-                                                 4,
-                                                 0,
-                                                 std::vector<int> { 2, 2, 1, 80 });
-        INode *node_detector_yolo_v3_split_1 = _graph.node(id_detector_yolo_v3_split_1);
-        node_detector_yolo_v3_split_1->set_common_node_parameters(NodeParams{ "detector_yolo_v3_split_1", target });
-        _graph.add_connection(id_detector_yolo_v3_Reshape_6, 0, id_detector_yolo_v3_split_1, 0);
-
-        NodeID id_detector_yolo_v3_Sigmoid_3 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_3 = _graph.node(id_detector_yolo_v3_Sigmoid_3);
-        node_detector_yolo_v3_Sigmoid_3->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_3", target });
-        _graph.add_connection(id_detector_yolo_v3_split_1, 0, id_detector_yolo_v3_Sigmoid_3, 0);
-
-        NodeID id_detector_yolo_v3_add_1 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Add,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_add_1 = _graph.node(id_detector_yolo_v3_add_1);
-        node_detector_yolo_v3_add_1->set_common_node_parameters(NodeParams{ "detector_yolo_v3_add_1", target });
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_3, 0, id_detector_yolo_v3_add_1, 0);
-        _graph.add_connection(id_detector_yolo_v3_Reshape_7, 0, id_detector_yolo_v3_add_1, 1);
-
-        NodeID id_detector_yolo_v3_mul_3 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_mul_3 = _graph.node(id_detector_yolo_v3_mul_3);
-        node_detector_yolo_v3_mul_3->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_3", target });
-        _graph.add_connection(id_detector_yolo_v3_add_1, 0, id_detector_yolo_v3_mul_3, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_3_y, 0, id_detector_yolo_v3_mul_3, 1);
-
-        NodeID id_detector_yolo_v3_Sigmoid_4 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_4 = _graph.node(id_detector_yolo_v3_Sigmoid_4);
-        node_detector_yolo_v3_Sigmoid_4->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_4", target });
-        _graph.add_connection(id_detector_yolo_v3_split_1, 2, id_detector_yolo_v3_Sigmoid_4, 0);
-
-        NodeID id_detector_yolo_v3_Exp_1 = _graph.add_node<UnaryEltwiseLayerNode>(
-                                               descriptors::UnaryEltwiseLayerDescriptor
-        {
-            UnaryEltwiseOperation::Exp,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_Exp_1 = _graph.node(id_detector_yolo_v3_Exp_1);
-        node_detector_yolo_v3_Exp_1->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Exp_1", target });
-        _graph.add_connection(id_detector_yolo_v3_split_1, 1, id_detector_yolo_v3_Exp_1, 0);
-
-        NodeID id_detector_yolo_v3_mul_5 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_mul_5 = _graph.node(id_detector_yolo_v3_mul_5);
-        node_detector_yolo_v3_mul_5->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_5", target });
-        _graph.add_connection(id_detector_yolo_v3_Exp_1, 0, id_detector_yolo_v3_mul_5, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_4, 0, id_detector_yolo_v3_mul_5, 1);
-
-        NodeID id_detector_yolo_v3_Sigmoid_5 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_5 = _graph.node(id_detector_yolo_v3_Sigmoid_5);
-        node_detector_yolo_v3_Sigmoid_5->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_5", target });
-        _graph.add_connection(id_detector_yolo_v3_split_1, 3, id_detector_yolo_v3_Sigmoid_5, 0);
-
-        NodeID id_detector_yolo_v3_concat_5 = _graph.add_node<ConcatenateLayerNode>(
-                                                  4,
-                                                  descriptors::ConcatLayerDescriptor{ x_dim });
-        INode *node_detector_yolo_v3_concat_5 = _graph.node(id_detector_yolo_v3_concat_5);
-        node_detector_yolo_v3_concat_5->set_common_node_parameters(NodeParams{ "detector_yolo_v3_concat_5", target });
-        _graph.add_connection(id_detector_yolo_v3_mul_3, 0, id_detector_yolo_v3_concat_5, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_5, 0, id_detector_yolo_v3_concat_5, 1);
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_4, 0, id_detector_yolo_v3_concat_5, 2);
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_5, 0, id_detector_yolo_v3_concat_5, 3);
-
-        NodeID id_input_to_detector_1 = _graph.add_node<InputNode>(
-                                            TensorDescriptor
-        {
-            TensorShape{ 255, 13, 13, 1 },
-            DataType::F32,
-            QuantizationInfo(),
-            data_layout });
-        INode *node_input_to_detector_1 = _graph.node(id_input_to_detector_1);
-        node_input_to_detector_1->set_common_node_parameters(NodeParams{ "input_to_detector_1", target });
-        node_input_to_detector_1->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/yolov3_output_detector/input_to_detector_1.npy", data_layout));
-
-        NodeID id_detector_yolo_v3_Reshape_2 = _graph.add_node<ReshapeLayerNode>(
-                                                   TensorShape{ 85, 507 });
-        INode *node_detector_yolo_v3_Reshape_2 = _graph.node(id_detector_yolo_v3_Reshape_2);
-        node_detector_yolo_v3_Reshape_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Reshape_2", target });
-        _graph.add_connection(id_input_to_detector_1, 0, id_detector_yolo_v3_Reshape_2, 0);
-
-        NodeID id_detector_yolo_v3_split = _graph.add_node<SplitLayerNode>(
-                                               4,
-                                               0,
-                                               std::vector<int> { 2, 2, 1, 80 });
-        INode *node_detector_yolo_v3_split = _graph.node(id_detector_yolo_v3_split);
-        node_detector_yolo_v3_split->set_common_node_parameters(NodeParams{ "detector_yolo_v3_split", target });
-        _graph.add_connection(id_detector_yolo_v3_Reshape_2, 0, id_detector_yolo_v3_split, 0);
-
-        NodeID id_detector_yolo_v3_Sigmoid = _graph.add_node<ActivationLayerNode>(
-                                                 ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid = _graph.node(id_detector_yolo_v3_Sigmoid);
-        node_detector_yolo_v3_Sigmoid->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid", target });
-        _graph.add_connection(id_detector_yolo_v3_split, 0, id_detector_yolo_v3_Sigmoid, 0);
-
-        NodeID id_detector_yolo_v3_add = _graph.add_node<EltwiseLayerNode>(
-                                             descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Add,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_add = _graph.node(id_detector_yolo_v3_add);
-        node_detector_yolo_v3_add->set_common_node_parameters(NodeParams{ "detector_yolo_v3_add", target });
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid, 0, id_detector_yolo_v3_add, 0);
-        _graph.add_connection(id_detector_yolo_v3_Reshape_3, 0, id_detector_yolo_v3_add, 1);
-
-        NodeID id_detector_yolo_v3_mul = _graph.add_node<EltwiseLayerNode>(
-                                             descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_mul = _graph.node(id_detector_yolo_v3_mul);
-        node_detector_yolo_v3_mul->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul", target });
-        _graph.add_connection(id_detector_yolo_v3_add, 0, id_detector_yolo_v3_mul, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_y, 0, id_detector_yolo_v3_mul, 1);
-
-        NodeID id_detector_yolo_v3_Sigmoid_1 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_1 = _graph.node(id_detector_yolo_v3_Sigmoid_1);
-        node_detector_yolo_v3_Sigmoid_1->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_1", target });
-        _graph.add_connection(id_detector_yolo_v3_split, 2, id_detector_yolo_v3_Sigmoid_1, 0);
-
-        NodeID id_detector_yolo_v3_Exp = _graph.add_node<UnaryEltwiseLayerNode>(
-                                             descriptors::UnaryEltwiseLayerDescriptor
-        {
-            UnaryEltwiseOperation::Exp,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_Exp = _graph.node(id_detector_yolo_v3_Exp);
-        node_detector_yolo_v3_Exp->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Exp", target });
-        _graph.add_connection(id_detector_yolo_v3_split, 1, id_detector_yolo_v3_Exp, 0);
-
-        NodeID id_detector_yolo_v3_mul_2 = _graph.add_node<EltwiseLayerNode>(
-                                               descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_detector_yolo_v3_mul_2 = _graph.node(id_detector_yolo_v3_mul_2);
-        node_detector_yolo_v3_mul_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_mul_2", target });
-        _graph.add_connection(id_detector_yolo_v3_Exp, 0, id_detector_yolo_v3_mul_2, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_1, 0, id_detector_yolo_v3_mul_2, 1);
-
-        NodeID id_detector_yolo_v3_Sigmoid_2 = _graph.add_node<ActivationLayerNode>(
-                                                   ActivationLayerInfo{ ActivationLayerInfo::ActivationFunction::LOGISTIC, 0, 0 });
-        INode *node_detector_yolo_v3_Sigmoid_2 = _graph.node(id_detector_yolo_v3_Sigmoid_2);
-        node_detector_yolo_v3_Sigmoid_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_Sigmoid_2", target });
-        _graph.add_connection(id_detector_yolo_v3_split, 3, id_detector_yolo_v3_Sigmoid_2, 0);
-
-        NodeID id_detector_yolo_v3_concat_2 = _graph.add_node<ConcatenateLayerNode>(
-                                                  4,
-                                                  descriptors::ConcatLayerDescriptor{ x_dim });
-        INode *node_detector_yolo_v3_concat_2 = _graph.node(id_detector_yolo_v3_concat_2);
-        node_detector_yolo_v3_concat_2->set_common_node_parameters(NodeParams{ "detector_yolo_v3_concat_2", target });
-        _graph.add_connection(id_detector_yolo_v3_mul, 0, id_detector_yolo_v3_concat_2, 0);
-        _graph.add_connection(id_detector_yolo_v3_mul_2, 0, id_detector_yolo_v3_concat_2, 1);
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_1, 0, id_detector_yolo_v3_concat_2, 2);
-        _graph.add_connection(id_detector_yolo_v3_Sigmoid_2, 0, id_detector_yolo_v3_concat_2, 3);
-
-        NodeID id_detector_yolo_v3_concat_9 = _graph.add_node<ConcatenateLayerNode>(
-                                                  3,
-                                                  descriptors::ConcatLayerDescriptor{ y_dim });
-        INode *node_detector_yolo_v3_concat_9 = _graph.node(id_detector_yolo_v3_concat_9);
-        node_detector_yolo_v3_concat_9->set_common_node_parameters(NodeParams{ "detector_yolo_v3_concat_9", target });
-        _graph.add_connection(id_detector_yolo_v3_concat_2, 0, id_detector_yolo_v3_concat_9, 0);
-        _graph.add_connection(id_detector_yolo_v3_concat_5, 0, id_detector_yolo_v3_concat_9, 1);
-        _graph.add_connection(id_detector_yolo_v3_concat_8, 0, id_detector_yolo_v3_concat_9, 2);
-
-        NodeID id_split = _graph.add_node<SplitLayerNode>(
-                              5,
-                              0,
-                              std::vector<int> { 1, 1, 1, 1, -1 });
-        INode *node_split = _graph.node(id_split);
-        node_split->set_common_node_parameters(NodeParams{ "split", target });
-        _graph.add_connection(id_detector_yolo_v3_concat_9, 0, id_split, 0);
-
-        NodeID id_truediv = _graph.add_node<EltwiseLayerNode>(
-                                descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_truediv = _graph.node(id_truediv);
-        node_truediv->set_common_node_parameters(NodeParams{ "truediv", target });
-        _graph.add_connection(id_split, 2, id_truediv, 0);
-        _graph.add_connection(id_ConstantFolding_truediv_recip, 0, id_truediv, 1);
-
-        NodeID id_sub = _graph.add_node<EltwiseLayerNode>(
-                            descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Sub,
-            QuantizationInfo() });
-        INode *node_sub = _graph.node(id_sub);
-        node_sub->set_common_node_parameters(NodeParams{ "sub", target });
-        _graph.add_connection(id_split, 0, id_sub, 0);
-        _graph.add_connection(id_truediv, 0, id_sub, 1);
-
-        NodeID id_add = _graph.add_node<EltwiseLayerNode>(
-                            descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Add,
-            QuantizationInfo() });
-        INode *node_add = _graph.node(id_add);
-        node_add->set_common_node_parameters(NodeParams{ "add", target });
-        _graph.add_connection(id_split, 0, id_add, 0);
-        _graph.add_connection(id_truediv, 0, id_add, 1);
-
-        NodeID id_truediv_1 = _graph.add_node<EltwiseLayerNode>(
-                                  descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Mul,
-            QuantizationInfo() });
-        INode *node_truediv_1 = _graph.node(id_truediv_1);
-        node_truediv_1->set_common_node_parameters(NodeParams{ "truediv_1", target });
-        _graph.add_connection(id_split, 3, id_truediv_1, 0);
-        _graph.add_connection(id_ConstantFolding_truediv_1_recip, 0, id_truediv_1, 1);
-
-        NodeID id_sub_1 = _graph.add_node<EltwiseLayerNode>(
-                              descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Sub,
-            QuantizationInfo() });
-        INode *node_sub_1 = _graph.node(id_sub_1);
-        node_sub_1->set_common_node_parameters(NodeParams{ "sub_1", target });
-        _graph.add_connection(id_split, 1, id_sub_1, 0);
-        _graph.add_connection(id_truediv_1, 0, id_sub_1, 1);
-
-        NodeID id_add_1 = _graph.add_node<EltwiseLayerNode>(
-                              descriptors::EltwiseLayerDescriptor
-        {
-            EltwiseOperation::Add,
-            QuantizationInfo() });
-        INode *node_add_1 = _graph.node(id_add_1);
-        node_add_1->set_common_node_parameters(NodeParams{ "add_1", target });
-        _graph.add_connection(id_split, 1, id_add_1, 0);
-        _graph.add_connection(id_truediv_1, 0, id_add_1, 1);
-
-        NodeID id_output_boxes = _graph.add_node<ConcatenateLayerNode>(
-                                     5,
-                                     descriptors::ConcatLayerDescriptor{ x_dim });
-        INode *node_output_boxes = _graph.node(id_output_boxes);
-        node_output_boxes->set_common_node_parameters(NodeParams{ "output_boxes", target });
-        _graph.add_connection(id_sub, 0, id_output_boxes, 0);
-        _graph.add_connection(id_sub_1, 0, id_output_boxes, 1);
-        _graph.add_connection(id_add, 0, id_output_boxes, 2);
-        _graph.add_connection(id_add_1, 0, id_output_boxes, 3);
-        _graph.add_connection(id_split, 4, id_output_boxes, 4);
-
-        NodeID id_output_140640247016360   = _graph.add_node<OutputNode>();
-        INode *node_output_140640247016360 = _graph.node(id_output_140640247016360);
-        node_output_140640247016360->set_common_node_parameters(NodeParams{ "output_140640247016360", target });
-        _graph.add_connection(id_output_boxes, 0, id_output_140640247016360, 0);
-        node_output_140640247016360->input(0)->set_accessor(get_npy_output_accessor(expected_output_filename.value(), TensorShape(85U, 10647U), DataType::F32, data_layout));
-
-        return true;
-    }
-
-    Graph &graph()
-    {
-        return _graph;
-    }
-
-private:
-    Graph _graph;
-};
-class GraphYoloV3OutputDetectorExample : public Example
-{
-public:
-    GraphYoloV3OutputDetectorExample()
-        : cmd_parser(), common_opts(cmd_parser), common_params()
-    {
-        expected_output_filename = cmd_parser.add_option<SimpleOption<std::string>>("expected-output-filename", "");
-        expected_output_filename->set_help("Name of npy file containing the expected output to validate the graph output.");
-    }
-    GraphYoloV3OutputDetectorExample(const GraphYoloV3OutputDetectorExample &) = delete;
-    GraphYoloV3OutputDetectorExample &operator=(const GraphYoloV3OutputDetectorExample &) = delete;
-
-    bool do_setup(int argc, char **argv) override
-    {
-        // Parse arguments
-        cmd_parser.parse(argc, argv);
-        cmd_parser.validate();
-
-        // Consume common parameters
-        common_params = consume_common_graph_parameters(common_opts);
-
-        // Return when help menu is requested
-        if(common_params.help)
-        {
-            cmd_parser.print_help(argv[0]);
-            return false;
-        }
-
-        // Print parameter values
-        std::cout << common_params << std::endl;
-
-        model.setup(common_params, *expected_output_filename);
-
-        GraphConfig config;
-        config.num_threads = common_params.threads;
-        config.use_tuner   = common_params.enable_tuner;
-        config.tuner_mode  = common_params.tuner_mode;
-        config.tuner_file  = common_params.tuner_file;
-
-        context.set_config(config);
-
-        auto pass_manager = create_default_pass_manager(common_params.target, config);
-        manager.finalize_graph(model.graph(), context, pass_manager, common_params.target);
-
-        return true;
-    }
-
-    void do_run() override
-    {
-        manager.execute_graph(model.graph());
-    }
-
-private:
-    CommandLineParser  cmd_parser;
-    CommonGraphOptions common_opts;
-    CommonGraphParams  common_params;
-
-    GraphContext context{};
-    GraphManager manager{};
-
-    GraphYoloV3OutputDetector model{};
-
-    SimpleOption<std::string> *expected_output_filename{ nullptr };
-};
-
-int main(int argc, char **argv)
-{
-    return run_example<GraphYoloV3OutputDetectorExample>(argc, argv);
-}