diff --git a/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/layers/internal/graph_leaks_test.cpp b/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/layers/internal/graph_leaks_test.cpp
index 50da7f9b2fa..41a587f5456 100644
--- a/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/layers/internal/graph_leaks_test.cpp
+++ b/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/layers/internal/graph_leaks_test.cpp
@@ -16,7 +16,7 @@ using namespace mkldnn;
 class MKLDNNTestExecNetwork: public MKLDNNPlugin::MKLDNNExecNetwork {
 public:
     MKLDNNPlugin::MKLDNNGraph& getGraph() {
-        return *(_graphs.begin()->get());
+        return *(_graphs.begin()->begin()->second);
     }
 };
 
diff --git a/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/structure/graph_structure_test.cpp b/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/structure/graph_structure_test.cpp
index 14971d22a54..6d52f257679 100644
--- a/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/structure/graph_structure_test.cpp
+++ b/inference-engine/tests_deprecated/unit/engines/mkldnn/graph/structure/graph_structure_test.cpp
@@ -1198,7 +1198,7 @@ TEST_F(MKLDNNGraphStructureTests, TestOutputAfterInplacePlusConcat) {
     InferenceEngine::Core core;
     InferenceEngine::CNNNetwork network;
     ASSERT_NO_THROW(network = core.ReadNetwork(model, InferenceEngine::Blob::CPtr()));
-    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork(network, {}, {}, cache));
+    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork({{0, network}}, {}, {}, cache));
     InferenceEngine::InputsDataMap _networkInputs = network.getInputsInfo();
     InferenceEngine::OutputsDataMap _networkOutputs = network.getOutputsInfo();
     execNetwork->setNetworkInputs(_networkInputs);
@@ -1714,7 +1714,7 @@ TEST_F(MKLDNNGraphStructureTests, TestResnetPart) {
     InferenceEngine::CNNNetwork network;
     ASSERT_NO_THROW(network = core.ReadNetwork(model, weights_ptr));
 
-    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork(network, {}, {}, cache));
+    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork({{0, network}}, {}, {}, cache));
     InferenceEngine::InputsDataMap _networkInputs = network.getInputsInfo();
     InferenceEngine::OutputsDataMap _networkOutputs = network.getOutputsInfo();
     execNetwork->setNetworkInputs(_networkInputs);
@@ -1864,7 +1864,7 @@ TEST_F(MKLDNNGraphStructureTests, TestConcatAfterConcat) {
     InferenceEngine::Core core;
     InferenceEngine::CNNNetwork network;
     ASSERT_NO_THROW(network = core.ReadNetwork(model, InferenceEngine::Blob::CPtr()));
-    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork(network, {}, {}, cache));
+    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork({{0, network}}, {}, {}, cache));
     InferenceEngine::InputsDataMap _networkInputs = network.getInputsInfo();
     InferenceEngine::OutputsDataMap _networkOutputs = network.getOutputsInfo();
     execNetwork->setNetworkInputs(_networkInputs);
@@ -2045,7 +2045,7 @@ TEST_F(MKLDNNGraphStructureTests, Test2ConcatFromConcat) {
     InferenceEngine::Core core;
     InferenceEngine::CNNNetwork network;
     ASSERT_NO_THROW(network = core.ReadNetwork(model, InferenceEngine::Blob::CPtr()));
-    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork(network, {}, {}, cache));
+    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork({{0, network}}, {}, {}, cache));
     InferenceEngine::InputsDataMap _networkInputs = network.getInputsInfo();
     InferenceEngine::OutputsDataMap _networkOutputs = network.getOutputsInfo();
     execNetwork->setNetworkInputs(_networkInputs);
@@ -2377,7 +2377,7 @@ TEST_F(MKLDNNGraphStructureTests, TestLoadTopologyWithConstLayer) {
     InferenceEngine::CNNNetwork network;
     ASSERT_NO_THROW(network = core.ReadNetwork(model, weights_ptr));
 
-    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork(network, {}, {}, cache));
+    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork({{0, network}}, {}, {}, cache));
     InferenceEngine::InputsDataMap _networkInputs = network.getInputsInfo();
     InferenceEngine::OutputsDataMap _networkOutputs = network.getOutputsInfo();
     execNetwork->setNetworkInputs(_networkInputs);
@@ -2525,7 +2525,7 @@ TEST_F(MKLDNNGraphStructureTests, TestLoadTopologyWithEltwiseBeforeConcat) {
     InferenceEngine::CNNNetwork network;
     ASSERT_NO_THROW(network = core.ReadNetwork(model, weights_ptr));
 
-    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork(network, {}, {}, cache));
+    MKLDNNPlugin::MKLDNNExecNetwork::Ptr execNetwork(new MKLDNNPlugin::MKLDNNExecNetwork({{0, network}}, {}, {}, cache));
     InferenceEngine::InputsDataMap _networkInputs = network.getInputsInfo();
     InferenceEngine::OutputsDataMap _networkOutputs = network.getOutputsInfo();
     execNetwork->setNetworkInputs(_networkInputs);