diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8b3e4e56f63..b2dfed54595 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -15,6 +15,12 @@ repos:
       - id: isort
         name: isort (python)
 
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    # Ruff version.
+    rev: v0.0.282
+    hooks:
+      - id: ruff
+
   - repo: https://github.com/igorshubovych/markdownlint-cli
     rev: v0.33.0
     hooks:
diff --git a/.pylintrc b/.pylintrc
index 03c773c92dd..d148a69df31 100644
--- a/.pylintrc
+++ b/.pylintrc
@@ -22,7 +22,8 @@ disable = arguments-differ,
           duplicate-code,
           consider-using-f-string,
           logging-fstring-interpolation,
-          cyclic-import
+          cyclic-import,
+          useless-import-alias
 
 max-line-length = 120
 ignore-docstrings = yes
diff --git a/README.md b/README.md
index 5962454a9a7..482ade33933 100644
--- a/README.md
+++ b/README.md
@@ -406,3 +406,12 @@ Refer to the [CONTRIBUTING.md](./CONTRIBUTING.md) file for guidelines on contrib
 - [Notebooks](https://github.com/openvinotoolkit/openvino_notebooks#-model-training)
 - [HuggingFace Optimum Intel](https://huggingface.co/docs/optimum/intel/optimization_ov)
 - [OpenVINO Model Optimization Guide](https://docs.openvino.ai/latest/openvino_docs_model_optimization_guide.html)
+
+## Telemetry
+
+NNCF as part of the OpenVINO™ toolkit collects anonymous usage data for the purpose of improving OpenVINO™ tools.
+You can opt-out at any time by running the following command in the Python environment where you have NNCF installed:
+
+`opt_in_out --opt_out`
+
+More information is available at https://docs.openvino.ai/latest/openvino_docs_telemetry_information.html.
diff --git a/docs/api/source/conf.py b/docs/api/source/conf.py
index 3c88fa2cafa..f7a565f1581 100644
--- a/docs/api/source/conf.py
+++ b/docs/api/source/conf.py
@@ -67,7 +67,7 @@ def collect_api_entities() -> APIInfo:
     """
     retval = APIInfo()
     modules = {}
-    skipped_modules = {}  # type: Dict[str, str]
+    skipped_modules: Dict[str, str] = {}
     import nncf
 
     for _, modname, _ in pkgutil.walk_packages(path=nncf.__path__, prefix=nncf.__name__ + ".", onerror=lambda x: None):
@@ -135,6 +135,7 @@ def collect_api_entities() -> APIInfo:
     "onnxruntime",
     "openvino",
     "tensorflow",
+    "keras",
     "tensorflow_addons",
     # Need add backend implementation functions to avoid endless loops on registered functions by mock module,
     "nncf.experimental.tensor.torch_functions",
diff --git a/examples/tensorflow/object_detection/preprocessing/yolo_v4_preprocessing.py b/examples/tensorflow/object_detection/preprocessing/yolo_v4_preprocessing.py
index e3748ce2295..20f3563681a 100644
--- a/examples/tensorflow/object_detection/preprocessing/yolo_v4_preprocessing.py
+++ b/examples/tensorflow/object_detection/preprocessing/yolo_v4_preprocessing.py
@@ -152,13 +152,19 @@ def _preprocess_true_boxes(
         true_boxes[..., 2:4] = boxes_wh / input_shape[::-1]
 
         batch_size = true_boxes.shape[0]
-        grid_shapes = [input_shape // {0: 32, 1: 16, 2: 8}[l] for l in range(num_layers)]
+        grid_shapes = [input_shape // {0: 32, 1: 16, 2: 8}[layer_idx] for layer_idx in range(num_layers)]
         y_true = [
             np.zeros(
-                (batch_size, grid_shapes[l][0], grid_shapes[l][1], len(anchor_mask[l]), 5 + num_classes),
+                (
+                    batch_size,
+                    grid_shapes[layer_idx][0],
+                    grid_shapes[layer_idx][1],
+                    len(anchor_mask[layer_idx]),
+                    5 + num_classes,
+                ),
                 dtype="float32",
             )
-            for l in range(num_layers)
+            for layer_idx in range(num_layers)
         ]
 
         # Expand dim to apply broadcasting.
@@ -196,22 +202,22 @@ def _preprocess_true_boxes(
                 best_anchors = np.expand_dims(best_anchors, -1)
 
             for t, row in enumerate(best_anchors):
-                for l in range(num_layers):
+                for layer_idx in range(num_layers):
                     for n in row:
                         # use different matching policy for single & multi anchor assign
                         if multi_anchor_assign:
-                            matching_rule = iou[t, n] > iou_thresh and n in anchor_mask[l]
+                            matching_rule = iou[t, n] > iou_thresh and n in anchor_mask[layer_idx]
                         else:
-                            matching_rule = n in anchor_mask[l]
+                            matching_rule = n in anchor_mask[layer_idx]
 
                         if matching_rule:
-                            i = np.floor(true_boxes[b, t, 0] * grid_shapes[l][1]).astype("int32")
-                            j = np.floor(true_boxes[b, t, 1] * grid_shapes[l][0]).astype("int32")
-                            k = anchor_mask[l].index(n)
+                            i = np.floor(true_boxes[b, t, 0] * grid_shapes[layer_idx][1]).astype("int32")
+                            j = np.floor(true_boxes[b, t, 1] * grid_shapes[layer_idx][0]).astype("int32")
+                            k = anchor_mask[layer_idx].index(n)
                             c = true_boxes[b, t, 4].astype("int32")
-                            y_true[l][b, j, i, k, 0:4] = true_boxes[b, t, 0:4]
-                            y_true[l][b, j, i, k, 4] = 1
-                            y_true[l][b, j, i, k, 5 + c] = 1
+                            y_true[layer_idx][b, j, i, k, 0:4] = true_boxes[b, t, 0:4]
+                            y_true[layer_idx][b, j, i, k, 4] = 1
+                            y_true[layer_idx][b, j, i, k, 5 + c] = 1
         return y_true
 
     def _preprocess2(self, image_data, box_data):
diff --git a/examples/torch/__init__.py b/examples/torch/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/examples/torch/__init__.py
+++ b/examples/torch/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/examples/torch/common/model_loader.py b/examples/torch/common/model_loader.py
index 08f15b0698e..e688489f113 100644
--- a/examples/torch/common/model_loader.py
+++ b/examples/torch/common/model_loader.py
@@ -92,7 +92,7 @@ def is_url(uri):
     try:
         parsed_url = urllib.parse.urlparse(uri)
         return parsed_url.scheme and parsed_url.netloc
-    except:  # pylint: disable=bare-except
+    except:  # pylint: disable=bare-except  # noqa: E722
         return False
 
 
diff --git a/examples/torch/object_detection/__init__.py b/examples/torch/object_detection/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/examples/torch/object_detection/__init__.py
+++ b/examples/torch/object_detection/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/examples/torch/object_detection/datasets/__init__.py b/examples/torch/object_detection/datasets/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/examples/torch/object_detection/datasets/__init__.py
+++ b/examples/torch/object_detection/datasets/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/examples/torch/object_detection/models/__init__.py b/examples/torch/object_detection/models/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/examples/torch/object_detection/models/__init__.py
+++ b/examples/torch/object_detection/models/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/examples/torch/object_detection/utils/__init__.py b/examples/torch/object_detection/utils/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/examples/torch/object_detection/utils/__init__.py
+++ b/examples/torch/object_detection/utils/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/licensing/third-party-programs.txt b/licensing/third-party-programs.txt
index 5b981582cec..3d6ce1f410e 100644
--- a/licensing/third-party-programs.txt
+++ b/licensing/third-party-programs.txt
@@ -1544,3 +1544,29 @@ rwightman/pytorch-image-models
    limitations under the License.
 
 -------------------------------------------------------------
+
+microsoft/Swin-Transformer
+
+    MIT License
+
+    Copyright (c) Microsoft Corporation.
+
+    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
+
+-------------------------------------------------------------
diff --git a/nncf/__init__.py b/nncf/__init__.py
index f61fe7ec3bc..d047a37e0b4 100644
--- a/nncf/__init__.py
+++ b/nncf/__init__.py
@@ -12,29 +12,29 @@
 Neural Network Compression Framework (NNCF) for enhanced OpenVINO™ inference.
 """
 
-from nncf.common.logging import nncf_logger
-from nncf.common.logging.logger import disable_logging
-from nncf.common.logging.logger import set_log_level
-from nncf.common.strip import strip
-from nncf.config import NNCFConfig
-from nncf.data import Dataset
-from nncf.parameters import CompressWeightsMode
-from nncf.parameters import DropType
-from nncf.parameters import ModelType
-from nncf.parameters import TargetDevice
-from nncf.quantization import QuantizationPreset
-from nncf.quantization import compress_weights
-from nncf.quantization import quantize
-from nncf.quantization import quantize_with_accuracy_control
-from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
-from nncf.scopes import IgnoredScope
-from nncf.version import __version__
+from nncf.common.logging import nncf_logger as nncf_logger
+from nncf.common.logging.logger import disable_logging as disable_logging
+from nncf.common.logging.logger import set_log_level as set_log_level
+from nncf.common.strip import strip as strip
+from nncf.config import NNCFConfig as NNCFConfig
+from nncf.data import Dataset as Dataset
+from nncf.parameters import CompressWeightsMode as CompressWeightsMode
+from nncf.parameters import DropType as DropType
+from nncf.parameters import ModelType as ModelType
+from nncf.parameters import TargetDevice as TargetDevice
+from nncf.quantization import QuantizationPreset as QuantizationPreset
+from nncf.quantization import compress_weights as compress_weights
+from nncf.quantization import quantize as quantize
+from nncf.quantization import quantize_with_accuracy_control as quantize_with_accuracy_control
+from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters as AdvancedQuantizationParameters
+from nncf.scopes import IgnoredScope as IgnoredScope
+from nncf.version import __version__ as __version__
 
 _SUPPORTED_FRAMEWORKS = ["torch", "tensorflow", "onnx", "openvino"]
 
 
-from importlib.util import find_spec as _find_spec  # pylint:disable=wrong-import-position
-from pathlib import Path as _Path  # pylint:disable=wrong-import-position
+from importlib.util import find_spec as _find_spec  # noqa: E402 # pylint:disable=wrong-import-position
+from pathlib import Path as _Path  # noqa: E402 # pylint:disable=wrong-import-position
 
 _AVAILABLE_FRAMEWORKS = {}
 
diff --git a/nncf/common/accuracy_aware_training/__init__.py b/nncf/common/accuracy_aware_training/__init__.py
index 62a7a2c15dc..04411f01716 100644
--- a/nncf/common/accuracy_aware_training/__init__.py
+++ b/nncf/common/accuracy_aware_training/__init__.py
@@ -12,5 +12,7 @@
 Accuracy Aware Training functionality.
 """
 
-from nncf.common.accuracy_aware_training.training_loop import AccuracyAwareTrainingMode
-from nncf.common.accuracy_aware_training.training_loop import create_accuracy_aware_training_loop
+from nncf.common.accuracy_aware_training.training_loop import AccuracyAwareTrainingMode as AccuracyAwareTrainingMode
+from nncf.common.accuracy_aware_training.training_loop import (
+    create_accuracy_aware_training_loop as create_accuracy_aware_training_loop,
+)
diff --git a/nncf/common/accuracy_aware_training/training_loop.py b/nncf/common/accuracy_aware_training/training_loop.py
index c9c06f7cb48..11e63db07e1 100644
--- a/nncf/common/accuracy_aware_training/training_loop.py
+++ b/nncf/common/accuracy_aware_training/training_loop.py
@@ -21,6 +21,7 @@
 from scipy.interpolate import interp1d
 
 from nncf.api.compression import CompressionAlgorithmController
+from nncf.common.accuracy_aware_training.runner import BaseAccuracyAwareTrainingRunner
 from nncf.common.accuracy_aware_training.runner_factory import AdaptiveCompressionLevelTrainingRunnerCreator
 from nncf.common.accuracy_aware_training.runner_factory import EarlyExitTrainingRunnerCreator
 from nncf.common.accuracy_aware_training.statistics import TrainingLoopStatistics
@@ -89,7 +90,7 @@ class BaseEarlyExitCompressionTrainingLoop(TrainingLoop, ABC):
     """
 
     def __init__(self, compression_controller: CompressionAlgorithmController):
-        self.runner = None  # type: BaseAccuracyAwareTrainingRunner
+        self.runner: BaseAccuracyAwareTrainingRunner = None
         self.compression_controller = compression_controller
         self._current_compression_rate = None
 
diff --git a/nncf/common/factory.py b/nncf/common/factory.py
index 3089a781d17..8c3a4ba2e19 100644
--- a/nncf/common/factory.py
+++ b/nncf/common/factory.py
@@ -45,7 +45,9 @@ def create(model: TModel) -> NNCFGraph:
             return GraphConverter.create_nncf_graph(model)
         if model_backend == BackendType.TORCH:
             return model.nncf.get_graph()
-        raise RuntimeError("Cannot create backend-specific graph because {} is not supported!".format(model_backend))
+        raise RuntimeError(
+            "Cannot create backend-specific graph because {} is not supported!".format(model_backend.value)
+        )
 
 
 class ModelTransformerFactory:
@@ -71,7 +73,7 @@ def create(model: TModel) -> ModelTransformer:
 
             return PTModelTransformer(model)
         raise RuntimeError(
-            "Cannot create backend-specific model transformer because {} is not supported!".format(model_backend)
+            "Cannot create backend-specific model transformer because {} is not supported!".format(model_backend.value)
         )
 
 
@@ -103,7 +105,9 @@ def create(model: TModel) -> Engine:
             from nncf.torch.engine import PTEngine
 
             return PTEngine(model)
-        raise RuntimeError("Cannot create backend-specific engine because {} is not supported!".format(model_backend))
+        raise RuntimeError(
+            "Cannot create backend-specific engine because {} is not supported!".format(model_backend.value)
+        )
 
 
 class CommandCreatorFactory:
@@ -121,7 +125,7 @@ def create(model: TModel) -> CommandCreator:
 
             return OVCommandCreator()
         raise RuntimeError(
-            "Cannot create backend-specific command creator because {} is not supported!".format(model_backend)
+            "Cannot create backend-specific command creator because {} is not supported!".format(model_backend.value)
         )
 
 
@@ -148,5 +152,7 @@ def create(model: TModel, dataset: Dataset) -> aggregator.StatisticsAggregator:
 
             return PTStatisticsAggregator(dataset)
         raise RuntimeError(
-            "Cannot create backend-specific statistics aggregator because {} is not supported!".format(model_backend)
+            "Cannot create backend-specific statistics aggregator because {} is not supported!".format(
+                model_backend.value
+            )
         )
diff --git a/nncf/common/graph/__init__.py b/nncf/common/graph/__init__.py
index 9c27a5a1437..e5320fa9b55 100644
--- a/nncf/common/graph/__init__.py
+++ b/nncf/common/graph/__init__.py
@@ -9,4 +9,10 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.common.graph.graph import *
+# Make these names available from nncf.common.graph directly
+from nncf.common.graph.graph import LayerName as LayerName
+from nncf.common.graph.graph import NNCFGraph as NNCFGraph
+from nncf.common.graph.graph import NNCFGraphEdge as NNCFGraphEdge
+from nncf.common.graph.graph import NNCFGraphPatternIO as NNCFGraphPatternIO
+from nncf.common.graph.graph import NNCFNode as NNCFNode
+from nncf.common.graph.graph import NNCFNodeName as NNCFNodeName
diff --git a/nncf/common/graph/graph.py b/nncf/common/graph/graph.py
index 0b5b3cf3db4..16b073d0e47 100644
--- a/nncf/common/graph/graph.py
+++ b/nncf/common/graph/graph.py
@@ -194,11 +194,11 @@ def __init__(self):
         self._nx_graph = nx.DiGraph()
         self._node_id_to_key_dict = {}
         self._nodes: Dict[str, NNCFNode] = {}
-        self._input_nncf_nodes = {}  # type: Dict[int, NNCFNode]
-        self._output_nncf_nodes = {}  # type: Dict[int, NNCFNode]
+        self._input_nncf_nodes: Dict[int, NNCFNode] = {}
+        self._output_nncf_nodes: Dict[int, NNCFNode] = {}
 
-        self._node_ids_vs_layer_names = {}  # type: Dict[int, LayerName]
-        self._layer_name_vs_shared_nodes = defaultdict(list)  # type: Dict[LayerName, List[NNCFNode]]
+        self._node_ids_vs_layer_names: Dict[int, LayerName] = {}
+        self._layer_name_vs_shared_nodes: Dict[LayerName, List[NNCFNode]] = defaultdict(list)
 
     @property
     def nodes(self) -> Dict[str, NNCFNode]:
diff --git a/nncf/common/graph/patterns/__init__.py b/nncf/common/graph/patterns/__init__.py
index 70523c16efe..8092ba8d1ff 100644
--- a/nncf/common/graph/patterns/__init__.py
+++ b/nncf/common/graph/patterns/__init__.py
@@ -9,8 +9,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.common.graph.patterns.patterns import GraphPattern
-from nncf.common.graph.patterns.patterns import HWFusedPatternNames
-from nncf.common.graph.patterns.patterns import IgnoredPatternNames
-from nncf.common.graph.patterns.patterns import Patterns
-from nncf.common.graph.patterns.patterns import merge_two_types_of_operations
+from nncf.common.graph.patterns.patterns import GraphPattern as GraphPattern
+from nncf.common.graph.patterns.patterns import HWFusedPatternNames as HWFusedPatternNames
+from nncf.common.graph.patterns.patterns import IgnoredPatternNames as IgnoredPatternNames
+from nncf.common.graph.patterns.patterns import Patterns as Patterns
+from nncf.common.graph.patterns.patterns import merge_two_types_of_operations as merge_two_types_of_operations
diff --git a/nncf/common/insertion_point_graph.py b/nncf/common/insertion_point_graph.py
index 4ae0027fff7..7e71a38cdc7 100644
--- a/nncf/common/insertion_point_graph.py
+++ b/nncf/common/insertion_point_graph.py
@@ -16,11 +16,11 @@
 
 import networkx as nx
 
-from nncf.common.graph import Dtype
 from nncf.common.graph import NNCFGraph
 from nncf.common.graph import NNCFNodeName
 from nncf.common.graph.graph import NNCFNode
 from nncf.common.graph.graph_matching import find_subgraphs_matching_pattern
+from nncf.common.graph.layer_attributes import Dtype
 from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
 from nncf.common.graph.patterns import GraphPattern
 from nncf.common.logging import nncf_logger
@@ -107,11 +107,11 @@ def __init__(
             # Post-hook all nodes if an exact list is not specified
             allowed_post_hook_insertion_points = self._get_default_post_hook_ip_list(nncf_graph)
 
-        target_node_name_vs_pre_hook_ips = defaultdict(set)  # type: Dict[NNCFNodeName, Set[PreHookInsertionPoint]]
+        target_node_name_vs_pre_hook_ips: Dict[NNCFNodeName, Set[PreHookInsertionPoint]] = defaultdict(set)
         for pre_hook_ip in allowed_pre_hook_insertion_points:
             target_node_name_vs_pre_hook_ips[pre_hook_ip.target_node_name].add(pre_hook_ip)
 
-        target_node_name_vs_post_hook_ips = defaultdict(set)  # type: Dict[NNCFNodeName, Set[PostHookInsertionPoint]]
+        target_node_name_vs_post_hook_ips: Dict[NNCFNodeName, Set[PostHookInsertionPoint]] = defaultdict(set)
         for post_hook_ip in allowed_post_hook_insertion_points:
             target_node_name_vs_post_hook_ips[post_hook_ip.target_node_name].add(post_hook_ip)
 
diff --git a/nncf/common/logging/__init__.py b/nncf/common/logging/__init__.py
index 351c1e72b6b..be651872924 100644
--- a/nncf/common/logging/__init__.py
+++ b/nncf/common/logging/__init__.py
@@ -9,4 +9,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.common.logging.logger import nncf_logger
+from nncf.common.logging.logger import nncf_logger as nncf_logger
diff --git a/nncf/common/pruning/clusterization.py b/nncf/common/pruning/clusterization.py
index e89d2c888c4..8e8459e1e62 100644
--- a/nncf/common/pruning/clusterization.py
+++ b/nncf/common/pruning/clusterization.py
@@ -40,8 +40,8 @@ class Clusterization(Generic[T]):
     """
 
     def __init__(self, id_fn: Callable[[T], Hashable] = None):
-        self.clusters = {}  # type: Dict[int, Cluster[T]]
-        self._element_to_cluster = {}  # type: Dict[Hashable, int]
+        self.clusters: Dict[int, Cluster[T]] = {}
+        self._element_to_cluster: Dict[Hashable, int] = {}
         if id_fn is None:
             self._id_fn = lambda x: x.id
         else:
diff --git a/nncf/common/pruning/mask_propagation.py b/nncf/common/pruning/mask_propagation.py
index 9fa3b7a3d32..63b7da58027 100644
--- a/nncf/common/pruning/mask_propagation.py
+++ b/nncf/common/pruning/mask_propagation.py
@@ -109,7 +109,7 @@ def symbolic_mask_propagation(
                 input_masks = get_input_masks(node, self._graph)
                 if any(input_masks):
                     assert len(input_masks) == 1
-                    input_mask = input_masks[0]  # type: SymbolicMask
+                    input_mask: SymbolicMask = input_masks[0]
 
                     for producer in input_mask.mask_producers:
                         previously_dims_equal = (
diff --git a/nncf/common/pruning/operations.py b/nncf/common/pruning/operations.py
index 4caadd69a81..905285b6396 100644
--- a/nncf/common/pruning/operations.py
+++ b/nncf/common/pruning/operations.py
@@ -227,7 +227,7 @@ def generate_output_mask(
             input_mask[node.node_name] if isinstance(input_mask, dict) else input_mask for input_mask in input_masks
         ]
 
-        not_empty_masks = [mask for mask in input_masks if mask is not None]  # type: List[NNCFTensor]
+        not_empty_masks: List[NNCFTensor] = [mask for mask in input_masks if mask is not None]
         if not not_empty_masks:
             return None
 
diff --git a/nncf/common/pruning/utils.py b/nncf/common/pruning/utils.py
index fcded91c95d..e119d017b92 100644
--- a/nncf/common/pruning/utils.py
+++ b/nncf/common/pruning/utils.py
@@ -295,9 +295,9 @@ def __init__(
         self.decision = decision
         if not isinstance(possible_reasons, list):
             possible_reasons = [possible_reasons]
-        self._reasons = (
+        self._reasons: Optional[List[PruningAnalysisReason]] = (
             possible_reasons if not decision and possible_reasons else None
-        )  # type: Optional[List[PruningAnalysisReason]]
+        )
 
     def __repr__(self) -> str:
         representation = f"Prunable: {self.decision}"
@@ -380,7 +380,7 @@ def get_input_channels(node: NNCFNode) -> int:
     :param node: Given prunable node.
     :return: Count of input channels of the given node.
     """
-    layer_attrs = node.layer_attributes  # type: Union[ConvolutionLayerAttributes, LinearLayerAttributes]
+    layer_attrs: Union[ConvolutionLayerAttributes, LinearLayerAttributes] = node.layer_attributes
     if isinstance(layer_attrs, ConvolutionLayerAttributes):
         return layer_attrs.in_channels
     if isinstance(layer_attrs, LinearLayerAttributes):
@@ -395,7 +395,7 @@ def get_output_channels(node: NNCFNode) -> int:
     :param node: Given prunable node.
     :return: Count of output channels of the given node.
     """
-    layer_attrs = node.layer_attributes  # type: Union[ConvolutionLayerAttributes, LinearLayerAttributes]
+    layer_attrs: Union[ConvolutionLayerAttributes, LinearLayerAttributes] = node.layer_attributes
     if isinstance(layer_attrs, ConvolutionLayerAttributes):
         return layer_attrs.out_channels
     if isinstance(layer_attrs, LinearLayerAttributes):
diff --git a/nncf/common/quantization/config_assignment.py b/nncf/common/quantization/config_assignment.py
index abaddf95427..15a4283c1b7 100644
--- a/nncf/common/quantization/config_assignment.py
+++ b/nncf/common/quantization/config_assignment.py
@@ -72,7 +72,7 @@ def assign_qconfig_lists_to_modules(
     :return: A dict of each weighted node vs. the list of quantizer configs allowed for quantizing the associated
       weights
     """
-    retval = {}  # type: Dict[NNCFNode, List[QuantizerConfig]]
+    retval: Dict[NNCFNode, List[QuantizerConfig]] = {}
     default_qconfig = deepcopy(default_weight_qconfig)
     if global_weight_constraints is not None:
         default_qconfig = global_weight_constraints.apply_constraints_to(default_qconfig)
diff --git a/nncf/common/quantization/quantizer_propagation/graph.py b/nncf/common/quantization/quantizer_propagation/graph.py
index 3baba6c1e44..47963285937 100644
--- a/nncf/common/quantization/quantizer_propagation/graph.py
+++ b/nncf/common/quantization/quantizer_propagation/graph.py
@@ -13,17 +13,17 @@
 from copy import copy
 from copy import deepcopy
 from dataclasses import dataclass
-from typing import Any, Callable, Dict, List, Optional, Set, Tuple, Type, Union
+from typing import Any, Callable, Deque, Dict, List, Optional, Set, Tuple, Type, Union
 
 import networkx as nx
 
 from nncf import nncf_logger
-from nncf.common.graph import INPUT_NOOP_METATYPES
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
 from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
 from nncf.common.graph.operator_metatypes import NoopMetatype
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.transformations.commands import TargetPoint
 from nncf.common.insertion_point_graph import InsertionPointGraph
 from nncf.common.insertion_point_graph import InsertionPointGraphNodeType
@@ -85,13 +85,13 @@ def __init__(
 
         self._ignored_scopes = list(ignored_scopes.keys()) if ignored_scopes is not None else None
         self._target_scopes = deepcopy(target_scopes)
-        self.ignored_node_keys = {}  # type: Dict[str, IgnoreReason]
+        self.ignored_node_keys: Dict[str, IgnoreReason] = {}
 
         self._unified_scale_group_manager = UnifiedScalePropagatingQuantizerGroupManager()
-        self._input_node_keys_vs_nncf_nodes = {}  # type: Dict[str, NNCFNode]
-        self._output_node_keys_vs_nncf_nodes = {}  # type: Dict[str, NNCFNode]
-        self._pqs_after_weight_dependent_output_quantized_nodes = {}  # type: Dict[PropagatingQuantizer, str]
-        self.op_node_keys_to_underlying_nodes_mapping = {}  # type: Dict[str, List[NNCFNode]]
+        self._input_node_keys_vs_nncf_nodes: Dict[str, NNCFNode] = {}
+        self._output_node_keys_vs_nncf_nodes: Dict[str, NNCFNode] = {}
+        self._pqs_after_weight_dependent_output_quantized_nodes: Dict[PropagatingQuantizer, str] = {}
+        self.op_node_keys_to_underlying_nodes_mapping: Dict[str, List[NNCFNode]] = {}
 
         iteration_scope_node_keys = []
         for node_key, node in ip_graph.nodes.items():
@@ -117,7 +117,7 @@ def __init__(
                 qpg_node[self.AFFECTING_PROPAGATING_QUANTIZERS_ATTR] = []
                 qpg_node[self.IS_IN_IGNORED_SCOPES] = False
 
-                nncf_node_ref = node[InsertionPointGraph.REGULAR_NODE_REF_NODE_ATTR]  # type: NNCFNode
+                nncf_node_ref: NNCFNode = node[InsertionPointGraph.REGULAR_NODE_REF_NODE_ATTR]
 
                 qpg_node[self.IS_MERGED_NODE_ATTR] = node[InsertionPointGraph.IS_MERGED_NODE_ATTR]
                 if node[InsertionPointGraph.IS_MERGED_NODE_ATTR]:
@@ -269,7 +269,7 @@ def is_insertion_point(qpsg_node_type: QuantizerPropagationStateGraphNodeType) -
     def merge_quantizer_into_path(self, prop_quantizer: PropagatingQuantizer, path: PropagationPath):
         curr_node = self.nodes[prop_quantizer.current_location_node_key]
         curr_node[QuantizerPropagationStateGraph.PROPAGATING_QUANTIZER_NODE_ATTR] = None
-        surviving_quantizers = []  # type: List[PropagatingQuantizer]
+        surviving_quantizers: List[PropagatingQuantizer] = []
         for from_node_key, to_node_key in path:
             edge = self.edges[from_node_key, to_node_key]
             edge_affecting_quantizers = edge[QuantizerPropagationStateGraph.AFFECTING_PROPAGATING_QUANTIZERS_ATTR]
@@ -618,7 +618,7 @@ def _verify_nodes_and_edges_for_pq(self, prop_quantizer: PropagatingQuantizer):
     def _verify_qconfig_matching(
         prop_quantizer: PropagatingQuantizer, existing_prop_quantizers: List[PropagatingQuantizer]
     ):
-        for existing_pq in existing_prop_quantizers:  # type: PropagatingQuantizer
+        for existing_pq in existing_prop_quantizers:
             if existing_pq.potential_quant_configs != prop_quantizer.potential_quant_configs:
                 raise RuntimeError(
                     "Configurations of the quantizer to be registered are conflicting with "
@@ -850,7 +850,7 @@ def recursive_helper(curr_edge, curr_path, all_paths, curr_group):
         return paths
 
     def get_propagating_quantizers_immediately_dominated_by_node(self, node_key: str) -> Set[PropagatingQuantizer]:
-        retval = set()  # type: Set[PropagatingQuantizer]
+        retval: Set[PropagatingQuantizer] = set()
 
         def traverse_fn(
             curr_node_key: str, all_pqs: Set[PropagatingQuantizer]
@@ -918,19 +918,19 @@ def is_branching_node_dominating_outputs(self, from_node_key: str) -> bool:
 
     def get_visualized_graph(self):
         out_graph = nx.DiGraph()
-        unified_scale_group_vs_pq_node_id_dict = {}  # type: Dict[int, List[str]]
+        unified_scale_group_vs_pq_node_id_dict: Dict[int, List[str]] = {}
         for node_key, node in self.nodes.items():
             node_type = node[QuantizerPropagationStateGraph.NODE_TYPE_NODE_ATTR]
             if self.is_insertion_point(node_type):
-                insertion_point_data = node[
+                insertion_point_data: TargetPoint = node[
                     QuantizerPropagationStateGraph.QUANT_INSERTION_POINT_DATA_NODE_ATTR
-                ]  # type: TargetPoint
+                ]
                 label = "TP: {}".format(str(insertion_point_data))
                 out_graph.add_node(node_key, label=label, color="red")
                 if node[QuantizerPropagationStateGraph.PROPAGATING_QUANTIZER_NODE_ATTR] is not None:
-                    prop_quantizer = node[
+                    prop_quantizer: PropagatingQuantizer = node[
                         QuantizerPropagationStateGraph.PROPAGATING_QUANTIZER_NODE_ATTR
-                    ]  # type: PropagatingQuantizer
+                    ]
                     quant_node_key = "Quantizer #{}".format(prop_quantizer.id)
                     if prop_quantizer.potential_quant_configs:
                         quant_configs_str_list = [str(conf) for conf in prop_quantizer.potential_quant_configs]
@@ -1007,8 +1007,8 @@ def traverse_graph(
         traverse_forward: bool = True,
         dfs: bool = True,
     ) -> Any:
-        visited_node_keys = set()  # type: Set[str]
-        node_keys_to_visit = deque()  # type: Deque[Tuple[str, Any]]
+        visited_node_keys: Set[str] = set()
+        node_keys_to_visit: Deque[Tuple[str, Any]] = deque()
         next_node_keys_indexer = self.succ if traverse_forward else self.pred
         # Storing the node-specific operation output is required so that this function
         # interface could generalize to situations where 'output' is not a global storage
@@ -1064,7 +1064,7 @@ def get_unified_scale_group_id_by_propagating_quantizer_id(self, pqid: int) -> i
         return self._unified_scale_group_manager.get_group_id_by_propagating_quantizer_id(pqid)
 
     def get_quantizers_at_input_nncf_nodes(self) -> Dict[NNCFNode, List[int]]:
-        retval = {}  # type: Dict[NNCFNode, List[int]]
+        retval: Dict[NNCFNode, List[int]] = {}
 
         def recursive_helper(curr_node_key: str, curr_input_quantizer_ids_list: List[int]):
             curr_node = self.nodes[curr_node_key]
@@ -1162,7 +1162,7 @@ def merge_traverse_fn(
             self.traverse_graph(graph_root_key, merge_traverse_fn, (None, graph_root_key))
 
     def collect_all_propagating_quantizers(self) -> Set[PropagatingQuantizer]:
-        retval = set()  # type: Set[PropagatingQuantizer]
+        retval: Set[PropagatingQuantizer] = set()
 
         def traverse_fn(
             curr_node_key: str, all_pqs: Set[PropagatingQuantizer]
@@ -1206,7 +1206,7 @@ class Grouper:
             """
 
             def __init__(self):
-                self._group_vs_node_keys_and_pqs = {}  # type: Dict[int, SharedAffectedOpsPropagatingQuantizerGroup]
+                self._group_vs_node_keys_and_pqs: Dict[int, SharedAffectedOpsPropagatingQuantizerGroup] = {}
                 self._next_gid = 0
 
             def _get_next_gid(self):
@@ -1224,7 +1224,7 @@ def add_pq(self, pq: PropagatingQuantizer):
                     {pq}, set(pq.quantized_input_sink_operator_nodes)
                 )
                 new_group_data = self._group_vs_node_keys_and_pqs[new_gid]
-                gids_to_merge = set()  # type: Set[int]
+                gids_to_merge: Set[int] = set()
                 for gid, group_data in self._group_vs_node_keys_and_pqs.items():
                     if gid == new_gid:
                         continue
@@ -1258,8 +1258,8 @@ def create_quantizer_setup(
         same_op_groups = self._get_all_quantizers_grouped_by_affecting_op_set()
         setup = MultiConfigQuantizerSetup()
 
-        pqid_vs_qpid = {}  # type: Dict[int, QuantizationPointId]
-        qm_node_vs_same_op_gid = {}  # type: Dict[NNCFNodeName, int]
+        pqid_vs_qpid: Dict[int, QuantizationPointId] = {}
+        qm_node_vs_same_op_gid: Dict[NNCFNodeName, int] = {}
         for group in same_op_groups:
             grouped_ids = set()
             for pq in group.affecting_prop_quants:
@@ -1300,7 +1300,7 @@ def create_quantizer_setup(
             max_aq_id = 0
 
         next_wq_id = max_aq_id + 1
-        wao_op_node_key_vs_wq_id = {}  # type: Dict[str, QuantizationPointId]
+        wao_op_node_key_vs_wq_id: Dict[str, QuantizationPointId] = {}
         for weighted_node_name, qconfig_list in weight_quantizable_node_names_vs_configs.items():
             quant_point = MultiConfigQuantizationPoint(
                 WeightQuantizationInsertionPoint(weighted_node_name), qconfig_list, [weighted_node_name]
@@ -1459,7 +1459,7 @@ def traverse_fn(curr_node_key: str, unused) -> Tuple[bool, Any]:
             node = self.nodes[curr_node_key]
             node_type = node[QuantizerPropagationStateGraph.NODE_TYPE_NODE_ATTR]
             if self.is_insertion_point(node_type):
-                pq = node[QuantizerPropagationStateGraph.PROPAGATING_QUANTIZER_NODE_ATTR]  # type: PropagatingQuantizer
+                pq: PropagatingQuantizer = node[QuantizerPropagationStateGraph.PROPAGATING_QUANTIZER_NODE_ATTR]
                 affecting_pqs = node[QuantizerPropagationStateGraph.AFFECTING_PROPAGATING_QUANTIZERS_ATTR]
                 if pq is not None:
                     assert pq in affecting_pqs
diff --git a/nncf/common/quantization/quantizer_propagation/grouping.py b/nncf/common/quantization/quantizer_propagation/grouping.py
index 8fa73018677..2d58238c6d1 100644
--- a/nncf/common/quantization/quantizer_propagation/grouping.py
+++ b/nncf/common/quantization/quantizer_propagation/grouping.py
@@ -23,7 +23,7 @@ class UnifiedScalePropagatingQuantizerGroupManager:
 
     def __init__(self):
         self._next_gid = 0
-        self._group_vs_prop_quants_dict = {}  # type: Dict[int, Set[PropagatingQuantizer]]
+        self._group_vs_prop_quants_dict: Dict[int, Set[PropagatingQuantizer]] = {}
 
     def _get_next_gid(self) -> int:
         retval = self._next_gid
@@ -111,8 +111,8 @@ class QuantizersWaitingForMergeManager:
     """
 
     def __init__(self):
-        self._branching_node_keys_vs_quantizers_waiting_for_merge = {}  # type: Dict[str, Set[PropagatingQuantizer]]
-        self._quantizers_vs_branching_node_keys = {}  # type: Dict[PropagatingQuantizer, str]
+        self._branching_node_keys_vs_quantizers_waiting_for_merge: Dict[str, Set[PropagatingQuantizer]] = {}
+        self._quantizers_vs_branching_node_keys: Dict[PropagatingQuantizer, str] = {}
 
     def add_propagating_quantizer_to_wait_on_node_key(self, pq: PropagatingQuantizer, branching_node_key: str):
         """
diff --git a/nncf/common/quantization/quantizer_propagation/solver.py b/nncf/common/quantization/quantizer_propagation/solver.py
index 2746af06a55..2a9f8e31efa 100644
--- a/nncf/common/quantization/quantizer_propagation/solver.py
+++ b/nncf/common/quantization/quantizer_propagation/solver.py
@@ -19,10 +19,10 @@
 
 import networkx as nx
 
-from nncf.common.graph import INPUT_NOOP_METATYPES
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
 from nncf.common.graph import NNCFNodeName
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.transformations.commands import TargetPoint
 from nncf.common.hardware.config import HWConfig
 from nncf.common.insertion_point_graph import InsertionPointGraph
@@ -125,7 +125,7 @@ def __init__(
         self.quantizer_setup = quantizer_setup
         self._quant_prop_graph = quant_prop_graph
         self._quantization_point_id_vs_prop_quantizer = quantization_point_id_vs_prop_quantizer
-        self._prop_quantizer_vs_quantization_point_id = {}  # type: Dict[PropagatingQuantizer, QuantizationPointId]
+        self._prop_quantizer_vs_quantization_point_id: Dict[PropagatingQuantizer, QuantizationPointId] = {}
         for qp_id, pq in self._quantization_point_id_vs_prop_quantizer.items():
             self._prop_quantizer_vs_quantization_point_id[pq] = qp_id
 
@@ -394,7 +394,7 @@ def __init__(
         else:
             self._default_trait_to_metatype_map = default_trait_to_metatype_map
         self.default_global_qconfig_list = default_qconfig_list
-        self._hw_config = hw_config  # type: HWConfig
+        self._hw_config: HWConfig = hw_config
         self._visualizer = None
         if is_debug():
             from nncf.common.quantization.quantizer_propagation.visualizer import (
@@ -417,8 +417,8 @@ def __init__(
         if scope_overrides is None:
             self._scope_overrides = {}
         else:
-            self._scope_overrides = scope_overrides  # type: Dict
-        self._global_constraints = global_constraints  # type: Dict['QuantizerGroup', 'QuantizationConstraints']
+            self._scope_overrides: Dict = scope_overrides
+        self._global_constraints: Dict["QuantizerGroup", "QuantizationConstraints"] = global_constraints
         self._run_consistency_checks = run_consistency_checks
 
         self._unified_scales_operation_set = set()
@@ -435,7 +435,7 @@ def __init__(
                     if HWConfig.is_qconf_list_corresponding_to_unspecified_op(qconf_list):
                         self._operator_allowed_qconfigs_map[op_meta] = default_qconfig_list
         self._active_propagating_quantizers_queue = deque()
-        self._finished_propagating_quantizers = []  # type: List[PropagatingQuantizer]
+        self._finished_propagating_quantizers: List[PropagatingQuantizer] = []
         self._quantizers_waiting_for_branch_merge = QuantizersWaitingForMergeManager()
 
         self._potential_quantizers = {}
@@ -553,7 +553,7 @@ def _map_quantization_points_to_prop_quantizers(
         quant_prop_graph: QuantizerPropagationStateGraph,
         quantizer_setup: MultiConfigQuantizerSetup,
     ) -> Dict[QuantizationPointId, PropagatingQuantizer]:
-        qps_vs_associated_prop_quants_dict = {}  # type: Dict[QuantizationPointId, PropagatingQuantizer]
+        qps_vs_associated_prop_quants_dict: Dict[QuantizationPointId, PropagatingQuantizer] = {}
 
         for finished_prop_quantizer in prop_quant_list:
             qip = quant_prop_graph.get_quant_insertion_point_for_propagating_quantizer(finished_prop_quantizer)
@@ -846,7 +846,7 @@ def get_operator_quantization_traits_map(self) -> Dict[OperatorMetatype, Quantiz
         retval = {}
         if self._hw_config is None:
             for trait, meta_list in self._default_trait_to_metatype_map.items():
-                for op_meta in meta_list:  # type: OperatorMetatype
+                for op_meta in meta_list:
                     retval[op_meta] = trait
         else:
             op_meta_vs_qconfs_map = self._hw_config.get_metatype_vs_quantizer_configs_map()
@@ -894,13 +894,13 @@ def _get_operator_qconfigs_map(self) -> Dict[OperatorMetatype, List[QuantizerCon
         if self._hw_config is None:
             for trait, meta_list in self._default_trait_to_metatype_map.items():
                 if trait == QuantizationTrait.INPUTS_QUANTIZABLE:
-                    for op_meta in meta_list:  # type: OperatorMetatype
+                    for op_meta in meta_list:
                         if self.default_global_qconfig_list is not None:
                             retval[op_meta] = deepcopy(self.default_global_qconfig_list)
                         else:
                             retval[op_meta] = deepcopy(self.DEFAULT_QUANTIZATION_TYPES)
                 elif trait == QuantizationTrait.NON_QUANTIZABLE:
-                    for op_meta in meta_list:  # type: OperatorMetatype
+                    for op_meta in meta_list:
                         retval[op_meta] = None
         else:
             retval = self._hw_config.get_metatype_vs_quantizer_configs_map()
@@ -960,7 +960,7 @@ def setup_initial_quantizers(
 
         if self._additional_unified_scale_op_scopes is not None:
             # Link the prop quantizers according to specification in NNCF config
-            occupied_insertion_points_vs_pqs = {}  # type: Dict[TargetPoint, PropagatingQuantizer]
+            occupied_insertion_points_vs_pqs: Dict[TargetPoint, PropagatingQuantizer] = {}
             for pq in self._active_propagating_quantizers_queue:
                 ip_node_key = pq.current_location_node_key
                 ip_node = quant_prop_graph.nodes[ip_node_key]
@@ -1039,7 +1039,7 @@ def coalesce_insertion_points(
             if i not in insertion_point_indices_vs_group_id:
                 insertion_point_indices_vs_group_id[i] = None
 
-        group_indices_list = [[] for _ in linked_scopes_groups_list]  # type: List[List[int]]
+        group_indices_list: List[List[int]] = [[] for _ in linked_scopes_groups_list]
         for insertion_point_idx, group_idx in insertion_point_indices_vs_group_id.items():
             if group_idx is not None:
                 group_indices_list[group_idx].append(insertion_point_idx)
@@ -1482,7 +1482,7 @@ def __assign_priorities_to_configs_in_merged_list(
         # takes 0-th config in the list as the final config file. Without an external, unambiguous
         # priority mechanism or manual config selection there is no way to do a consistent, branch order-independent
         # merge.
-        qconfig_and_priority_list = []  # type: List[Tuple[QuantizerConfig, int]]
+        qconfig_and_priority_list: List[Tuple[QuantizerConfig, int]] = []
         for merged_qconfig in merged_qconfig_list:
             priority = 0
             max_original_list_len = max(len(x) for x in potential_qconfigs_for_each_branch)
diff --git a/nncf/common/quantization/quantizer_propagation/structs.py b/nncf/common/quantization/quantizer_propagation/structs.py
index 581bf5b2556..0831da49f48 100644
--- a/nncf/common/quantization/quantizer_propagation/structs.py
+++ b/nncf/common/quantization/quantizer_propagation/structs.py
@@ -64,10 +64,10 @@ def __init__(
         :param unified_scale_type: The type of unified scales for this quantizer - if unspecified,
           this quantizer won't require unified scales.
         """
-        self.potential_quant_configs = quant_configs  # type: List[QuantizerConfig]
+        self.potential_quant_configs: List[QuantizerConfig] = quant_configs
         self.affected_edges = set()
-        self.affected_ip_nodes = set()  # type: Set[str]
-        self.propagation_path = []  # type: PropagationPath
+        self.affected_ip_nodes: Set[str] = set()
+        self.propagation_path: PropagationPath = []
         self.current_location_node_key = init_location_node_key
         self.last_accepting_location_node_key = None
         self.id = id_
@@ -94,8 +94,8 @@ class SharedAffectedOpsPropagatingQuantizerGroup:
     """Combines propagating quantizers that share affected operations"""
 
     def __init__(self, affecting_prop_quants: Set[PropagatingQuantizer], affected_op_node_keys: Set[str]):
-        self.affecting_prop_quants = affecting_prop_quants  # type: Set[PropagatingQuantizer]
-        self.affected_op_node_keys = affected_op_node_keys  # type: Set[str]
+        self.affecting_prop_quants: Set[PropagatingQuantizer] = affecting_prop_quants
+        self.affected_op_node_keys: Set[str] = affected_op_node_keys
 
     def update(self, other: "SharedAffectedOpsPropagatingQuantizerGroup"):
         self.affected_op_node_keys.update(other.affected_op_node_keys)
diff --git a/nncf/common/quantization/quantizer_setup.py b/nncf/common/quantization/quantizer_setup.py
index e03347096d5..caf2359a876 100644
--- a/nncf/common/quantization/quantizer_setup.py
+++ b/nncf/common/quantization/quantizer_setup.py
@@ -235,9 +235,9 @@ def get_all_configs_list(self) -> List[QuantizerConfig]:
 
 class QuantizerSetupBase:
     def __init__(self):
-        self.quantization_points = {}  # type: Dict[QuantizationPointId, QuantizationPointBase]
-        self.unified_scale_groups = {}  # type: Dict[int, Set[QuantizationPointId]]
-        self.shared_input_operation_set_groups = {}  # type: Dict[int, Set[QuantizationPointId]]
+        self.quantization_points: Dict[QuantizationPointId, QuantizationPointBase] = {}
+        self.unified_scale_groups: Dict[int, Set[QuantizationPointId]] = {}
+        self.shared_input_operation_set_groups: Dict[int, Set[QuantizationPointId]] = {}
         self._next_unified_scale_gid = 0
         self._next_shared_inputs_gid = 0
 
@@ -331,11 +331,11 @@ def remove_unified_scale_from_point(self, qp_id: QuantizationPointId):
             self.unified_scale_groups.pop(gid)
 
     def equivalent_to(self, other: "QuantizerSetupBase") -> bool:
-        this_qp_id_to_other_qp_id_dict = {}  # type: Dict[QuantizationPointId, QuantizationPointId]
+        this_qp_id_to_other_qp_id_dict: Dict[QuantizationPointId, QuantizationPointId] = {}
 
         def _compare_qps(first: "QuantizerSetupBase", second: "QuantizerSetupBase") -> bool:
             for this_qp_id, this_qp in first.quantization_points.items():
-                matches = []  # type: List[QuantizationPointId]
+                matches: List[QuantizationPointId] = []
                 for other_qp_id, other_qp in second.quantization_points.items():
                     if this_qp == other_qp:
                         matches.append(other_qp_id)
@@ -395,7 +395,7 @@ class SingleConfigQuantizerSetup(QuantizerSetupBase):
 
     def __init__(self):
         super().__init__()
-        self.quantization_points = {}  # type: Dict[QuantizationPointId, SingleConfigQuantizationPoint]
+        self.quantization_points: Dict[QuantizationPointId, SingleConfigQuantizationPoint] = {}
 
     def get_state(self) -> Dict:
         """
@@ -445,8 +445,8 @@ def list2set(pair):
 class MultiConfigQuantizerSetup(QuantizerSetupBase):
     def __init__(self):
         super().__init__()
-        self.quantization_points = {}  # type: Dict[QuantizationPointId, MultiConfigQuantizationPoint]
-        self._unified_scale_qpid_vs_type = {}  # type: Dict[QuantizationPointId, UnifiedScaleType]
+        self.quantization_points: Dict[QuantizationPointId, MultiConfigQuantizationPoint] = {}
+        self._unified_scale_qpid_vs_type: Dict[QuantizationPointId, UnifiedScaleType] = {}
 
     def register_unified_scale_group_with_types(
         self, qp_group: List[QuantizationPointId], us_types: List[UnifiedScaleType]
@@ -509,7 +509,7 @@ def select_qconfigs(
         return retval
 
     def select_first_qconfig_for_each_point(self) -> SingleConfigQuantizerSetup:
-        qp_id_vs_qconfig_dict = {}  # type: Dict[QuantizationPointId, QuantizerConfig]
+        qp_id_vs_qconfig_dict: Dict[QuantizationPointId, QuantizerConfig] = {}
         for qp_id, qp in self.quantization_points.items():
             qp_id_vs_qconfig_dict[qp_id] = qp.possible_qconfigs[0]
         return self.select_qconfigs(qp_id_vs_qconfig_dict)
diff --git a/nncf/common/stateful_classes_registry.py b/nncf/common/stateful_classes_registry.py
index b8fbcfa885f..524b9078779 100644
--- a/nncf/common/stateful_classes_registry.py
+++ b/nncf/common/stateful_classes_registry.py
@@ -21,8 +21,8 @@ class StatefulClassesRegistry:
     REQUIRED_METHOD_NAME = "from_state"
 
     def __init__(self):
-        self._name_vs_class_map = {}  # type: Dict[str, object]
-        self._class_vs_name_map = {}  # type: Dict[object, str]
+        self._name_vs_class_map: Dict[str, object] = {}
+        self._class_vs_name_map: Dict[object, str] = {}
 
     def register(self, name: str = None) -> Callable:
         """
diff --git a/nncf/common/utils/logger/__init__.py b/nncf/common/utils/logger/__init__.py
index 40fc5969d12..d074af82b7d 100644
--- a/nncf/common/utils/logger/__init__.py
+++ b/nncf/common/utils/logger/__init__.py
@@ -20,6 +20,6 @@
 )
 
 # pylint:disable=unused-import
-from nncf.common.logging.logger import disable_logging
-from nncf.common.logging.logger import nncf_logger as logger
-from nncf.common.logging.logger import set_log_level
+from nncf.common.logging.logger import disable_logging as disable_logging  # noqa: E402
+from nncf.common.logging.logger import nncf_logger as logger  # noqa: E402, F401
+from nncf.common.logging.logger import set_log_level as set_log_level  # noqa: E402
diff --git a/nncf/common/utils/patcher.py b/nncf/common/utils/patcher.py
index da00e541e5a..097f466762a 100644
--- a/nncf/common/utils/patcher.py
+++ b/nncf/common/utils/patcher.py
@@ -54,7 +54,7 @@ def patch(  # noqa: C901
         else:
             if inspect.isclass(obj_cls):
                 try:
-                    fn = obj_cls.__getattribute__(obj_cls, fn_name)  # type: ignore
+                    fn = obj_cls.__getattribute__(obj_cls, fn_name)
                 except AttributeError:
                     return
                 self._patch_class_fn(obj_cls, fn_name, fn, wrapper, force)
diff --git a/nncf/config/__init__.py b/nncf/config/__init__.py
index 7df0d43a6bd..d98056274d3 100644
--- a/nncf/config/__init__.py
+++ b/nncf/config/__init__.py
@@ -11,4 +11,4 @@
 """
 NNCF configuration file schemata and associated structures.
 """
-from nncf.config.config import NNCFConfig
+from nncf.config.config import NNCFConfig as NNCFConfig
diff --git a/nncf/config/config.py b/nncf/config/config.py
index 72cfdb28997..cf1cff31358 100644
--- a/nncf/config/config.py
+++ b/nncf/config/config.py
@@ -37,7 +37,7 @@ class NNCFConfig(dict):
 
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
-        self.__nncf_extra_structs = {}  # type: dict[str, NNCFExtraConfigStruct]
+        self.__nncf_extra_structs: Dict[str, NNCFExtraConfigStruct] = {}
 
     @classmethod
     def from_dict(cls, nncf_dict: Dict) -> "NNCFConfig":
diff --git a/nncf/config/extractors.py b/nncf/config/extractors.py
index da7ac722ef8..2bee6557083 100644
--- a/nncf/config/extractors.py
+++ b/nncf/config/extractors.py
@@ -105,7 +105,7 @@ def extract_range_init_params(config: NNCFConfig, algorithm_name: str = "quantiz
 
     max_num_init_samples = 0
     global_range_init_config = None
-    scope_overrides = []  # type: List[PerLayerRangeInitConfig]
+    scope_overrides: List[PerLayerRangeInitConfig] = []
     if isinstance(init_range_config_dict_or_list, dict):
         global_range_init_config = RangeInitConfig.from_dict(init_range_config_dict_or_list)
         max_num_init_samples = global_range_init_config.num_init_samples
diff --git a/nncf/data/__init__.py b/nncf/data/__init__.py
index 97fb8e39dfd..d80c0ca5d52 100644
--- a/nncf/data/__init__.py
+++ b/nncf/data/__init__.py
@@ -9,4 +9,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.data.dataset import Dataset
+from nncf.data.dataset import Dataset as Dataset
diff --git a/nncf/experimental/common/pruning/nodes_grouping.py b/nncf/experimental/common/pruning/nodes_grouping.py
index e0fe392b4d7..3212ecbb103 100644
--- a/nncf/experimental/common/pruning/nodes_grouping.py
+++ b/nncf/experimental/common/pruning/nodes_grouping.py
@@ -72,7 +72,7 @@ def get_pruning_groups(
     :return: list of groups with parameters of pruning.
     """
     # 1. Initialize masks for producing nodes
-    all_nodes_to_prune = graph.get_nodes_by_types(prune_operations_types)  # type: List[NNCFNode]
+    all_nodes_to_prune: List[NNCFNode] = graph.get_nodes_by_types(prune_operations_types)
     roots = {}
     for node in all_nodes_to_prune:
         assert isinstance(node.layer_attributes, (LinearLayerAttributes, ConvolutionLayerAttributes))
diff --git a/nncf/experimental/common/tensor_statistics/statistical_functions.py b/nncf/experimental/common/tensor_statistics/statistical_functions.py
new file mode 100644
index 00000000000..24fc115a058
--- /dev/null
+++ b/nncf/experimental/common/tensor_statistics/statistical_functions.py
@@ -0,0 +1,30 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from nncf.experimental.tensor import Tensor
+from nncf.experimental.tensor import functions as fns
+
+
+def mean_per_channel(x: Tensor, axis: int) -> Tensor:
+    """
+    Computes the mean of elements across given channel dimension of Tensor.
+
+    :param x: Tensor to reduce.
+    :param axis: The channel dimensions to reduce.
+    :return: Reduced Tensor.
+    """
+    if len(x.shape) < 3:
+        return fns.mean(x, axis=0)
+    pos_axis = axis + x.ndim if axis < 0 else axis
+    if pos_axis < 0 or pos_axis >= x.ndim:
+        raise ValueError(f"axis {axis} is out of bounds for array of dimension {x.ndim}")
+    axis = tuple(i for i in range(x.ndim) if i != pos_axis)
+    return fns.mean(x, axis=axis)
diff --git a/nncf/experimental/tensor/README.md b/nncf/experimental/tensor/README.md
index 09e3dc6a1e0..ea8ae2168c9 100644
--- a/nncf/experimental/tensor/README.md
+++ b/nncf/experimental/tensor/README.md
@@ -6,7 +6,7 @@ making them more portable and reusable.
 
 ## Usage
 
-The main idea is common algorithms should use wrapped tensors and provide to backend-specific function unwrapped tensor.
+Common algorithms should use wrapped tensors and provide the unwrapped tensor to the backend-specific function.
 
 ### Initialization Tensor
 
@@ -32,6 +32,8 @@ tenor_b = Tensor(np.array([1,2]))
 tensor_a + tenor_b  # Tensor(array([2, 4]))
 ```
 
+**NOTE** Division operations for the numpy backend are performed with warnings disabled for the same for all backends.
+
 ### Comparison operators
 
 All math operations are overrided to operated with wrapped object and return `Tensor`
@@ -55,16 +57,16 @@ nncf_tensor.max()  # Tensor(2)
 All available functions you can found in [functions.py](functions.py).
 
 ```python
-from nncf.experimental.tensor import functions
-functions.max(nncf_tensor)  # Tensor(2)
+from nncf.experimental.tensor import functions as fns
+fns.max(nncf_tensor)  # Tensor(2)
 ```
 
 **NOTE** A function requires at least one positional argument, which is used to dispatch the function
 to the appropriate implementation depending on the type of argument.
 
 ```python
-functions.max(nncf_tensor)  # Correct
-functions.max(a=nncf_tensor)  # TypeError: wrapper requires at least 1 positional argument
+fns.max(nncf_tensor)  # Correct
+fns.max(a=nncf_tensor)  # TypeError: wrapper requires at least 1 positional argument
 ```
 
 ### Loop over Tensor
@@ -100,7 +102,7 @@ tensor_a[0:2]  # Tensor(array([[1],[2]]))
     class Tensor:
         ...
         def foo(self, arg1: Type) -> "Tensor":
-            return functions.foo(self, arg1)
+            return fns.foo(self, arg1)
     ```
 
 2. Add function to [function.py](function.py)
@@ -120,28 +122,36 @@ tensor_a[0:2]  # Tensor(array([[1],[2]]))
         return NotImplemented(f"Function `foo` is not implemented for {type(a)}")
     ```
 
-3. Add function name to `__all__` in [function.py](function.py)
+    **NOTE** For the case when the first argument has type `List[Tensor]`, use the `_dispatch_list` function. This function dispatches function by first element in the first argument.
+
+    ```python
+    @functools.singledispatch
+    def foo(x: List[Tensor], axis: int = 0) -> Tensor:
+        if isinstance(x, List):
+            unwrapped_x = [i.data for i in x]
+            return Tensor(_dispatch_list(foo, unwrapped_x, axis=axis))
+        raise NotImplementedError(f"Function `foo` is not implemented for {type(x)}")
+    ```
 
-4. Add backend specific implementation of method to:
+3. Add backend specific implementation of method to:
 
-    - [numpy_function.py](numpy_function.py)
+    - [numpy_function.py](numpy_functions.py)
 
         ```python
-        @functions.foo.register(np.ndarray)
-        @functions.foo.register(np.number)
+        @_register_numpy_types(fns.foo)
         def _(a: TType, arg1: Type) -> np.ndarray:
             return np.foo(a, arg1)
         ```
 
-    - [torch_function.py](torch_function.py)
+    - [torch_function.py](torch_functions.py)
 
         ```python
-        @functions.foo.register(torch.Tensor)
+        @fns.foo.register(torch.Tensor)
         def _(a: torch.Tensor, arg1: Type) -> torch.Tensor:
             return torch.foo(a, arg1)
         ```
 
-5. Add test of method to [test template](tests/shared/test_templates/template_test_nncf_tensor.py) for Tensor class
+4. Add test of method to [test template](../../../tests/shared/test_templates/template_test_nncf_tensor.py) for Tensor class
 
 ### Add new backend
 
diff --git a/nncf/experimental/tensor/__init__.py b/nncf/experimental/tensor/__init__.py
index 96c8cb31f82..dbf4bc868e5 100644
--- a/nncf/experimental/tensor/__init__.py
+++ b/nncf/experimental/tensor/__init__.py
@@ -9,8 +9,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.experimental.tensor.enums import TensorBackendType
-from nncf.experimental.tensor.enums import TensorDataType
-from nncf.experimental.tensor.enums import TensorDeviceType
-from nncf.experimental.tensor.tensor import Tensor
-from nncf.experimental.tensor.tensor import unwrap_tensor_data
+from nncf.experimental.tensor.enums import TensorBackendType as TensorBackendType
+from nncf.experimental.tensor.enums import TensorDataType as TensorDataType
+from nncf.experimental.tensor.enums import TensorDeviceType as TensorDeviceType
+from nncf.experimental.tensor.tensor import Tensor as Tensor
+from nncf.experimental.tensor.tensor import unwrap_tensor_data as unwrap_tensor_data
diff --git a/nncf/experimental/tensor/functions.py b/nncf/experimental/tensor/functions.py
index 30f27a65cce..a71ac209012 100644
--- a/nncf/experimental/tensor/functions.py
+++ b/nncf/experimental/tensor/functions.py
@@ -10,14 +10,12 @@
 # limitations under the License.
 
 import functools
-from typing import List, Optional, Tuple, TypeVar, Union
+from typing import Callable, List, Optional, Tuple, Union
 
-from nncf.experimental.tensor import Tensor
-from nncf.experimental.tensor import unwrap_tensor_data
 from nncf.experimental.tensor.enums import TensorDataType
 from nncf.experimental.tensor.enums import TensorDeviceType
-
-TTensor = TypeVar("TTensor")
+from nncf.experimental.tensor.tensor import Tensor
+from nncf.experimental.tensor.tensor import unwrap_tensor_data
 
 
 def _tensor_guard(func: callable):
@@ -36,7 +34,7 @@ def wrapper(*args, **kwargs):
 
 @functools.singledispatch
 @_tensor_guard
-def device(a: TTensor) -> TensorDeviceType:
+def device(a: Tensor) -> TensorDeviceType:
     """
     Return the device of the tensor.
 
@@ -48,7 +46,7 @@ def device(a: TTensor) -> TensorDeviceType:
 
 @functools.singledispatch
 @_tensor_guard
-def squeeze(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:
+def squeeze(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:
     """
     Remove axes of length one from a.
 
@@ -63,7 +61,7 @@ def squeeze(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTenso
 
 @functools.singledispatch
 @_tensor_guard
-def flatten(a: TTensor) -> TTensor:
+def flatten(a: Tensor) -> Tensor:
     """
     Return a copy of the tensor collapsed into one dimension.
 
@@ -75,7 +73,7 @@ def flatten(a: TTensor) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def max(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:  # pylint: disable=redefined-builtin
+def max(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:  # pylint: disable=redefined-builtin
     """
     Return the maximum of an array or maximum along an axis.
 
@@ -88,7 +86,7 @@ def max(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def min(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:  # pylint: disable=redefined-builtin
+def min(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:  # pylint: disable=redefined-builtin
     """
     Return the minimum of an array or minimum along an axis.
 
@@ -101,7 +99,7 @@ def min(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def abs(a: TTensor) -> TTensor:  # pylint: disable=redefined-builtin
+def abs(a: Tensor) -> Tensor:  # pylint: disable=redefined-builtin
     """
     Calculate the absolute value element-wise.
 
@@ -113,7 +111,7 @@ def abs(a: TTensor) -> TTensor:  # pylint: disable=redefined-builtin
 
 @functools.singledispatch
 @_tensor_guard
-def astype(a: TTensor, data_type: TensorDataType) -> TTensor:
+def astype(a: Tensor, data_type: TensorDataType) -> Tensor:
     """
     Copy of the tensor, cast to a specified type.
 
@@ -127,7 +125,7 @@ def astype(a: TTensor, data_type: TensorDataType) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def dtype(a: TTensor) -> TensorDataType:
+def dtype(a: Tensor) -> TensorDataType:
     """
     Return data type of the tensor.
 
@@ -139,7 +137,7 @@ def dtype(a: TTensor) -> TensorDataType:
 
 @functools.singledispatch
 @_tensor_guard
-def reshape(a: TTensor, shape: List[int]) -> TTensor:
+def reshape(a: Tensor, shape: Tuple[int, ...]) -> Tensor:
     """
     Gives a new shape to a tensor without changing its data.
 
@@ -152,7 +150,7 @@ def reshape(a: TTensor, shape: List[int]) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def all(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:  # pylint: disable=redefined-builtin
+def all(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:  # pylint: disable=redefined-builtin
     """
     Test whether all tensor elements along a given axis evaluate to True.
 
@@ -165,7 +163,9 @@ def all(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def allclose(a: TTensor, b: TTensor, rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False) -> TTensor:
+def allclose(
+    a: Tensor, b: Union[Tensor, float], rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False
+) -> Tensor:
     """
     Returns True if two arrays are element-wise equal within a tolerance.
 
@@ -191,7 +191,7 @@ def allclose(a: TTensor, b: TTensor, rtol: float = 1e-05, atol: float = 1e-08, e
 
 @functools.singledispatch
 @_tensor_guard
-def any(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:  # pylint: disable=redefined-builtin
+def any(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:  # pylint: disable=redefined-builtin
     """
     Test whether any tensor elements along a given axis evaluate to True.
 
@@ -204,7 +204,7 @@ def any(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def count_nonzero(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) -> TTensor:
+def count_nonzero(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:
     """
     Counts the number of non-zero values in the tensor input.
 
@@ -218,19 +218,21 @@ def count_nonzero(a: TTensor, axis: Optional[Union[int, Tuple[int]]] = None) ->
 
 @functools.singledispatch
 @_tensor_guard
-def isempty(a: TTensor) -> TTensor:
+def isempty(a: Tensor) -> bool:
     """
     Return True if input tensor is empty.
 
     :param a: The input tensor.
     :return: True if tensor is empty, otherwise False.
     """
-    return Tensor(isempty(a.data))
+    return isempty(a.data)
 
 
 @functools.singledispatch
 @_tensor_guard
-def isclose(a: TTensor, b: TTensor, rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False) -> TTensor:
+def isclose(
+    a: Tensor, b: Union[Tensor, float], rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False
+) -> Tensor:
     """
     Returns a boolean array where two arrays are element-wise equal within a tolerance.
 
@@ -256,7 +258,7 @@ def isclose(a: TTensor, b: TTensor, rtol: float = 1e-05, atol: float = 1e-08, eq
 
 @functools.singledispatch
 @_tensor_guard
-def maximum(x1: TTensor, x2: TTensor) -> TTensor:
+def maximum(x1: Tensor, x2: Union[Tensor, float]) -> Tensor:
     """
     Element-wise maximum of tensor elements.
 
@@ -269,7 +271,7 @@ def maximum(x1: TTensor, x2: TTensor) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def minimum(x1: TTensor, x2: TTensor) -> TTensor:
+def minimum(x1: Tensor, x2: Union[Tensor, float]) -> Tensor:
     """
     Element-wise minimum of tensor elements.
 
@@ -282,7 +284,7 @@ def minimum(x1: TTensor, x2: TTensor) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def ones_like(a: TTensor) -> TTensor:
+def ones_like(a: Tensor) -> Tensor:
     """
     Return a tensor of ones with the same shape and type as a given tensor.
 
@@ -294,7 +296,7 @@ def ones_like(a: TTensor) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def where(condition: TTensor, x: TTensor, y: TTensor) -> TTensor:
+def where(condition: Tensor, x: Union[Tensor, float], y: Union[Tensor, float]) -> Tensor:
     """
     Return elements chosen from x or y depending on condition.
 
@@ -314,7 +316,7 @@ def where(condition: TTensor, x: TTensor, y: TTensor) -> TTensor:
 
 @functools.singledispatch
 @_tensor_guard
-def zeros_like(a: TTensor) -> TTensor:
+def zeros_like(a: Tensor) -> Tensor:
     """
     Return an tensor of zeros with the same shape and type as a given tensor.
 
@@ -324,28 +326,114 @@ def zeros_like(a: TTensor) -> TTensor:
     return Tensor(zeros_like(a.data))
 
 
-__all__ = [
-    "device",
-    "squeeze",
-    "flatten",
-    "max",
-    "min",
-    "abs",
-    "astype",
-    "reshape",
-    "all",
-    "allclose",
-    "any",
-    "count_nonzero",
-    "isempty",
-    "isclose",
-    "maximum",
-    "minimum",
-    "ones_like",
-    "minimum",
-    "where",
-    "zeros_like",
-]
+@functools.singledispatch
+def stack(x: List[Tensor], axis: int = 0) -> Tensor:
+    """
+    Stacks a list of Tensors rank-R tensors into one Tensor rank-(R+1) tensor.
+
+    :param x: List of Tensors.
+    :param axis: The axis to stack along.
+    :return: Stacked Tensor.
+    """
+    if isinstance(x, List):
+        return Tensor(_dispatch_list(stack, x, axis=axis))
+    raise NotImplementedError(f"Function `stack` is not implemented for {type(x)}")
+
+
+@functools.singledispatch
+@_tensor_guard
+def unstack(a: Tensor, axis: int = 0) -> List[Tensor]:
+    """
+    Unstack a Tensor into list.
+
+    :param a: Tensor to unstack.
+    :param axis: The axis to unstack along.
+    :return: List of Tensor.
+    """
+    res = unstack(a.data, axis=axis)
+    return [Tensor(i) for i in res]
+
+
+@functools.singledispatch
+@_tensor_guard
+def moveaxis(a: Tensor, source: Union[int, Tuple[int, ...]], destination: Union[int, Tuple[int, ...]]) -> Tensor:
+    """
+    Move axes of an array to new positions.
+
+    :param a: The array whose axes should be reordered.
+    :param source: Original positions of the axes to move. These must be unique.
+    :param destination: Destination positions for each of the original axes. These must also be unique.
+    :return: Array with moved axes.
+    """
+    return Tensor(moveaxis(a.data, source, destination))
+
+
+@functools.singledispatch
+@_tensor_guard
+def mean(a: Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None, keepdims: bool = False) -> Tensor:
+    """
+    Compute the arithmetic mean along the specified axis.
+
+    :param a: Array containing numbers whose mean is desired.
+    :param axis: Axis or axes along which the means are computed.
+    :param keepdims: Destination positions for each of the original axes. These must also be unique.
+    :return: Array with moved axes.
+    """
+    return Tensor(mean(a.data, axis, keepdims))
+
+
+@functools.singledispatch
+@_tensor_guard
+def round(a: Tensor, decimals=0) -> Tensor:  # pylint: disable=redefined-builtin
+    """
+    Evenly round to the given number of decimals.
+
+    :param a: Input data.
+    :param decimals: Number of decimal places to round to (default: 0). If decimals is negative,
+      it specifies the number of positions to the left of the decimal point.
+    :return: An array of the same type as a, containing the rounded values.
+    """
+    return Tensor(round(a.data, decimals))
+
+
+@functools.singledispatch
+@_tensor_guard
+def _binary_op_nowarn(a: Tensor, b: Union[Tensor, float], operator_fn: Callable) -> Tensor:
+    """
+    Applies a binary operation with disable warnings.
+
+    :param a: The first tensor.
+    :param b: The second tensor.
+    :param operator_fn: The binary operation function.
+    :return: The result of the binary operation.
+    """
+    return Tensor(_binary_op_nowarn(a.data, unwrap_tensor_data(b), operator_fn))
+
+
+@functools.singledispatch
+@_tensor_guard
+def _binary_reverse_op_nowarn(a: Tensor, b: Union[Tensor, float], operator_fn: Callable) -> Tensor:
+    """
+    Applies a binary reverse operation with disable warnings.
+
+    :param a: The first tensor.
+    :param b: The second tensor.
+    :param operator_fn: The binary operation function.
+    :return: The result of the binary operation.
+    """
+    return Tensor(_binary_reverse_op_nowarn(a.data, unwrap_tensor_data(b), operator_fn))
+
+
+def _dispatch_list(fn: "functools._SingleDispatchCallable", tensor_list: List[Tensor], *args, **kwargs):
+    """
+    Dispatches the function to the type of the wrapped data of the first element in tensor_list.
+
+    :param fn: A function wrapped by `functools.singledispatch`.
+    :param tensor_list: List of Tensors.
+    :return: The result value of the function call.
+    """
+    unwrapped_list = [i.data for i in tensor_list]
+    return fn.dispatch(type(unwrapped_list[0]))(unwrapped_list, *args, **kwargs)
 
 
 def _initialize_backends():
@@ -353,7 +441,7 @@ def _initialize_backends():
     import nncf.experimental.tensor.numpy_functions
 
     try:
-        import nncf.experimental.tensor.torch_functions
+        import nncf.experimental.tensor.torch_functions  # noqa: F401
     except ImportError:
         pass
 
diff --git a/nncf/experimental/tensor/numpy_functions.py b/nncf/experimental/tensor/numpy_functions.py
index be070db4bdb..b4c515b1da1 100644
--- a/nncf/experimental/tensor/numpy_functions.py
+++ b/nncf/experimental/tensor/numpy_functions.py
@@ -9,11 +9,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Optional, Tuple, Union
+from typing import Callable, List, Optional, Tuple, Union
 
 import numpy as np
 
-from nncf.experimental.tensor import functions
+from nncf.experimental.tensor import functions as fns
 from nncf.experimental.tensor.enums import TensorDataType
 from nncf.experimental.tensor.enums import TensorDeviceType
 
@@ -28,137 +28,179 @@
 DTYPE_MAP_REV = {v: k for k, v in DTYPE_MAP.items()}
 
 
-@functions.device.register(np.ndarray)
-@functions.device.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> TensorDeviceType:
+def _register_numpy_types(singledispatch_fn):
+    """
+    Decorator to register function to singledispatch for numpy classes.
+
+    :param singledispatch_fn: singledispatch function.
+    """
+
+    def inner(func):
+        singledispatch_fn.register(np.ndarray)(func)
+        singledispatch_fn.register(np.generic)(func)
+        return func
+
+    return inner
+
+
+@_register_numpy_types(fns.device)
+def _(a: Union[np.ndarray, np.generic]) -> TensorDeviceType:
     return TensorDeviceType.CPU
 
 
-@functions.squeeze.register(np.ndarray)
-@functions.squeeze.register(np.number)
-def _(a: Union[np.ndarray, np.number], axis: Optional[Union[int, Tuple[int]]] = None) -> np.ndarray:
+@_register_numpy_types(fns.squeeze)
+def _(
+    a: Union[np.ndarray, np.generic], axis: Optional[Union[int, Tuple[int, ...]]] = None
+) -> Union[np.ndarray, np.generic]:
     return np.squeeze(a, axis=axis)
 
 
-@functions.flatten.register(np.ndarray)
-@functions.flatten.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> np.ndarray:
+@_register_numpy_types(fns.flatten)
+def _(a: Union[np.ndarray, np.generic]) -> np.ndarray:
     return a.flatten()
 
 
-@functions.max.register(np.ndarray)
-@functions.max.register(np.number)
-def _(a: Union[np.ndarray, np.number], axis: Optional[Union[int, Tuple[int]]] = None) -> np.ndarray:
+@_register_numpy_types(fns.max)
+def _(a: Union[np.ndarray, np.generic], axis: Optional[Union[int, Tuple[int, ...]]] = None) -> np.ndarray:
     return np.max(a, axis=axis)
 
 
-@functions.min.register(np.ndarray)
-@functions.min.register(np.number)
-def _(a: Union[np.ndarray, np.number], axis: Optional[Union[int, Tuple[int]]] = None) -> np.ndarray:
+@_register_numpy_types(fns.min)
+def _(
+    a: Union[np.ndarray, np.generic], axis: Optional[Union[int, Tuple[int, ...]]] = None
+) -> Union[np.ndarray, np.generic]:
     return np.min(a, axis=axis)
 
 
-@functions.abs.register(np.ndarray)
-@functions.abs.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> np.ndarray:
+@_register_numpy_types(fns.abs)
+def _(a: Union[np.ndarray, np.generic]) -> Union[np.ndarray, np.generic]:
     return np.absolute(a)
 
 
-@functions.astype.register(np.ndarray)
-@functions.astype.register(np.number)
-def _(a: Union[np.ndarray, np.number], dtype: TensorDataType) -> np.ndarray:
+@_register_numpy_types(fns.astype)
+def _(a: Union[np.ndarray, np.generic], dtype: TensorDataType) -> Union[np.ndarray, np.generic]:
     return a.astype(DTYPE_MAP[dtype])
 
 
-@functions.dtype.register(np.ndarray)
-@functions.dtype.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> TensorDataType:
+@_register_numpy_types(fns.dtype)
+def _(a: Union[np.ndarray, np.generic]) -> TensorDataType:
     return DTYPE_MAP_REV[np.dtype(a.dtype)]
 
 
-@functions.reshape.register(np.ndarray)
-@functions.reshape.register(np.number)
-def _(a: Union[np.ndarray, np.number], shape: Union[int, Tuple[int]]) -> np.ndarray:
+@_register_numpy_types(fns.reshape)
+def _(a: Union[np.ndarray, np.generic], shape: Union[int, Tuple[int, ...]]) -> np.ndarray:
     return a.reshape(shape)
 
 
-@functions.all.register(np.ndarray)
-@functions.all.register(np.number)
-def _(a: Union[np.ndarray, np.number], axis: Optional[Union[int, Tuple[int]]] = None) -> Union[np.ndarray, bool]:
+@_register_numpy_types(fns.all)
+def _(a: Union[np.ndarray, np.generic], axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Union[np.ndarray, bool]:
     return np.all(a, axis=axis)
 
 
-@functions.allclose.register(np.ndarray)
-@functions.allclose.register(np.number)
+@_register_numpy_types(fns.allclose)
 def _(
-    a: Union[np.ndarray, np.number],
-    b: Union[np.ndarray, np.number],
+    a: Union[np.ndarray, np.generic],
+    b: Union[np.ndarray, np.generic, float],
     rtol: float = 1e-05,
     atol: float = 1e-08,
     equal_nan: bool = False,
-) -> bool:
+) -> np.ndarray:
     return np.allclose(a, b, rtol=rtol, atol=atol, equal_nan=equal_nan)
 
 
-@functions.any.register(np.ndarray)
-@functions.any.register(np.number)
-def _(a: Union[np.ndarray, np.number], axis: Optional[Union[int, Tuple[int]]] = None) -> Union[np.ndarray, bool]:
+@_register_numpy_types(fns.any)
+def _(a: Union[np.ndarray, np.generic], axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Union[np.ndarray, bool]:
     return np.any(a, axis=axis)
 
 
-@functions.count_nonzero.register(np.ndarray)
-@functions.count_nonzero.register(np.number)
-def _(a: Union[np.ndarray, np.number], axis: Optional[Union[int, Tuple[int]]] = None) -> np.ndarray:
-    return np.count_nonzero(a, axis=axis)
+@_register_numpy_types(fns.count_nonzero)
+def _(a: Union[np.ndarray, np.generic], axis: Optional[Union[int, Tuple[int, ...]]] = None) -> np.ndarray:
+    return np.array(np.count_nonzero(a, axis=axis))
 
 
-@functions.isempty.register(np.ndarray)
-@functions.isempty.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> bool:
+@_register_numpy_types(fns.isempty)
+def _(a: Union[np.ndarray, np.generic]) -> bool:
     return a.size == 0
 
 
-@functions.isclose.register(np.ndarray)
-@functions.isclose.register(np.number)
+@_register_numpy_types(fns.isclose)
 def _(
-    a: Union[np.ndarray, np.number],
-    b: np.ndarray,
+    a: Union[np.ndarray, np.generic],
+    b: Union[np.ndarray, np.generic, float],
     rtol: float = 1e-05,
     atol: float = 1e-08,
     equal_nan: bool = False,
-):
+) -> Union[np.ndarray, bool]:
     return np.isclose(a, b, rtol=rtol, atol=atol, equal_nan=equal_nan)
 
 
-@functions.maximum.register(np.ndarray)
-@functions.maximum.register(np.number)
-def _(x1: Union[np.ndarray, np.number], x2: np.ndarray) -> np.ndarray:
+@_register_numpy_types(fns.maximum)
+def _(x1: Union[np.ndarray, np.generic], x2: Union[np.ndarray, np.generic, float]) -> np.ndarray:
     return np.maximum(x1, x2)
 
 
-@functions.minimum.register(np.ndarray)
-@functions.minimum.register(np.number)
-def _(x1: Union[np.ndarray, np.number], x2: np.ndarray) -> np.ndarray:
+@_register_numpy_types(fns.minimum)
+def _(x1: Union[np.ndarray, np.generic], x2: Union[np.ndarray, np.generic, float]) -> np.ndarray:
     return np.minimum(x1, x2)
 
 
-@functions.ones_like.register(np.ndarray)
-@functions.ones_like.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> np.ndarray:
+@_register_numpy_types(fns.ones_like)
+def _(a: Union[np.ndarray, np.generic]) -> np.ndarray:
     return np.ones_like(a)
 
 
-@functions.where.register(np.ndarray)
-@functions.where.register(np.number)
+@_register_numpy_types(fns.where)
 def _(
-    condition: Union[np.ndarray, np.number],
-    x: Union[np.ndarray, np.number, float, bool],
-    y: Union[np.ndarray, float, bool],
+    condition: Union[np.ndarray, np.generic],
+    x: Union[np.ndarray, np.generic, float],
+    y: Union[np.ndarray, np.generic, float],
 ) -> np.ndarray:
     return np.where(condition, x, y)
 
 
-@functions.zeros_like.register(np.ndarray)
-@functions.zeros_like.register(np.number)
-def _(a: Union[np.ndarray, np.number]) -> np.ndarray:
+@_register_numpy_types(fns.zeros_like)
+def _(a: Union[np.ndarray, np.generic]) -> np.ndarray:
     return np.zeros_like(a)
+
+
+@_register_numpy_types(fns.stack)
+def _(x: Union[np.ndarray, np.generic], axis: int = 0) -> List[np.ndarray]:
+    return np.stack(x, axis=axis)
+
+
+@_register_numpy_types(fns.unstack)
+def _(x: Union[np.ndarray, np.generic], axis: int = 0) -> List[np.ndarray]:
+    return [np.squeeze(e, axis) for e in np.split(x, x.shape[axis], axis=axis)]
+
+
+@_register_numpy_types(fns.moveaxis)
+def _(a: np.ndarray, source: Union[int, Tuple[int, ...]], destination: Union[int, Tuple[int, ...]]) -> np.ndarray:
+    return np.moveaxis(a, source, destination)
+
+
+@_register_numpy_types(fns.mean)
+def _(a: Union[np.ndarray, np.generic], axis: Union[int, Tuple[int, ...]] = None, keepdims: bool = False) -> np.ndarray:
+    return np.mean(a, axis=axis, keepdims=keepdims)
+
+
+@_register_numpy_types(fns.round)
+def _(a: Union[np.ndarray, np.generic], decimals: int = 0) -> np.ndarray:
+    return np.round(a, decimals=decimals)
+
+
+@_register_numpy_types(fns._binary_op_nowarn)  # pylint: disable=protected-access
+def _(
+    a: Union[np.ndarray, np.generic], b: Union[np.ndarray, np.generic, float], operator_fn: Callable
+) -> Union[np.ndarray, np.generic]:
+    # Run operator with disabled warning
+    with np.errstate(invalid="ignore", divide="ignore"):
+        return operator_fn(a, b)
+
+
+@_register_numpy_types(fns._binary_reverse_op_nowarn)  # pylint: disable=protected-access
+def _(
+    a: Union[np.ndarray, np.generic], b: Union[np.ndarray, np.generic, float], operator_fn: Callable
+) -> Union[np.ndarray, np.generic]:
+    # Run operator with disabled warning
+    with np.errstate(invalid="ignore", divide="ignore"):
+        return operator_fn(b, a)
diff --git a/nncf/experimental/tensor/tensor.py b/nncf/experimental/tensor/tensor.py
index daa8e37aff4..76fd05c4ff1 100644
--- a/nncf/experimental/tensor/tensor.py
+++ b/nncf/experimental/tensor/tensor.py
@@ -8,9 +8,10 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+from __future__ import annotations
 
-
-from typing import Any, List, Optional, Tuple, TypeVar, Union
+import operator
+from typing import Any, Optional, Tuple, TypeVar, Union
 
 from nncf.experimental.tensor.enums import TensorDataType
 from nncf.experimental.tensor.enums import TensorDeviceType
@@ -31,8 +32,12 @@ def data(self) -> TTensor:
         return self._data
 
     @property
-    def shape(self) -> List[int]:
-        return list(self.data.shape)
+    def shape(self) -> Tuple[int, ...]:
+        return tuple(self.data.shape)
+
+    @property
+    def ndim(self) -> int:
+        return self.data.ndim
 
     @property
     def device(self) -> TensorDeviceType:
@@ -48,7 +53,7 @@ def __bool__(self) -> bool:
     def __iter__(self):
         return TensorIterator(self.data)
 
-    def __getitem__(self, index: int) -> "Tensor":
+    def __getitem__(self, index: int) -> Tensor:
         return Tensor(self.data[index])
 
     def __str__(self) -> str:
@@ -59,86 +64,86 @@ def __repr__(self) -> str:
 
     # built-in operations
 
-    def __add__(self, other: TTensor) -> "Tensor":
+    def __add__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data + unwrap_tensor_data(other))
 
-    def __radd__(self, other: TTensor) -> "Tensor":
+    def __radd__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(unwrap_tensor_data(other) + self.data)
 
-    def __sub__(self, other: TTensor) -> "Tensor":
+    def __sub__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data - unwrap_tensor_data(other))
 
-    def __rsub__(self, other: TTensor) -> "Tensor":
+    def __rsub__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(unwrap_tensor_data(other) - self.data)
 
-    def __mul__(self, other: TTensor) -> "Tensor":
+    def __mul__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data * unwrap_tensor_data(other))
 
-    def __rmul__(self, other: TTensor) -> "Tensor":
+    def __rmul__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(unwrap_tensor_data(other) * self.data)
 
-    def __pow__(self, other: TTensor) -> "Tensor":
+    def __pow__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data ** unwrap_tensor_data(other))
 
-    def __truediv__(self, other: TTensor) -> "Tensor":
-        return Tensor(self.data / unwrap_tensor_data(other))
+    def __truediv__(self, other: Union[Tensor, float]) -> Tensor:
+        return _call_function("_binary_op_nowarn", self, other, operator.truediv)
 
-    def __rtruediv__(self, other: TTensor) -> "Tensor":
-        return Tensor(unwrap_tensor_data(other) / self.data)
+    def __rtruediv__(self, other: Union[Tensor, float]) -> Tensor:
+        return _call_function("_binary_reverse_op_nowarn", self, other, operator.truediv)
 
-    def __floordiv__(self, other: TTensor) -> "Tensor":
-        return Tensor(self.data // unwrap_tensor_data(other))
+    def __floordiv__(self, other: Union[Tensor, float]) -> Tensor:
+        return _call_function("_binary_op_nowarn", self, other, operator.floordiv)
 
-    def __rfloordiv__(self, other: TTensor) -> "Tensor":
-        return Tensor(unwrap_tensor_data(other) // self.data)
+    def __rfloordiv__(self, other: Union[Tensor, float]) -> Tensor:
+        return _call_function("_binary_reverse_op_nowarn", self, other, operator.floordiv)
 
-    def __neg__(self) -> "Tensor":
+    def __neg__(self) -> Tensor:
         return Tensor(-self.data)
 
     # Comparison operators
 
-    def __lt__(self, other: TTensor) -> "Tensor":
+    def __lt__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data < unwrap_tensor_data(other))
 
-    def __le__(self, other: TTensor) -> "Tensor":
+    def __le__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data <= unwrap_tensor_data(other))
 
-    def __eq__(self, other: TTensor) -> "Tensor":
+    def __eq__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data == unwrap_tensor_data(other))
 
-    def __ne__(self, other: TTensor) -> "Tensor":
+    def __ne__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data != unwrap_tensor_data(other))
 
-    def __gt__(self, other: TTensor) -> "Tensor":
+    def __gt__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data > unwrap_tensor_data(other))
 
-    def __ge__(self, other: TTensor) -> "Tensor":
+    def __ge__(self, other: Union[Tensor, float]) -> Tensor:
         return Tensor(self.data >= unwrap_tensor_data(other))
 
     # Tensor functions
 
-    def squeeze(self, axis: Optional[Union[int, Tuple[int]]] = None) -> "Tensor":
+    def squeeze(self, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:
         return _call_function("squeeze", self, axis)
 
-    def flatten(self) -> "Tensor":
+    def flatten(self) -> Tensor:
         return _call_function("flatten", self)
 
-    def max(self, axis: Optional[TTensor] = None) -> "Tensor":
+    def max(self, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:
         return _call_function("max", self, axis)
 
-    def min(self, axis: Optional[TTensor] = None) -> "Tensor":
+    def min(self, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Tensor:
         return _call_function("min", self, axis)
 
-    def abs(self) -> "Tensor":
+    def abs(self) -> Tensor:
         return _call_function("abs", self)
 
-    def isempty(self) -> "Tensor":
+    def isempty(self) -> bool:
         return _call_function("isempty", self)
 
-    def astype(self, dtype: TensorDataType):
+    def astype(self, dtype: TensorDataType) -> Tensor:
         return _call_function("astype", self, dtype)
 
-    def reshape(self, shape: TTensor) -> "Tensor":
+    def reshape(self, shape: Tuple[int, ...]) -> Tensor:
         return _call_function("reshape", self, shape)
 
 
diff --git a/nncf/experimental/tensor/torch_functions.py b/nncf/experimental/tensor/torch_functions.py
index 09ef0f1b886..273d5419781 100644
--- a/nncf/experimental/tensor/torch_functions.py
+++ b/nncf/experimental/tensor/torch_functions.py
@@ -9,13 +9,13 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import List, Optional, Tuple, Union
+from typing import Callable, List, Optional, Tuple, Union
 
 import torch
 
 from nncf.experimental.tensor import TensorDataType
 from nncf.experimental.tensor import TensorDeviceType
-from nncf.experimental.tensor import functions
+from nncf.experimental.tensor import functions as fns
 
 DTYPE_MAP = {
     TensorDataType.float16: torch.float16,
@@ -28,7 +28,7 @@
 DTYPE_MAP_REV = {v: k for k, v in DTYPE_MAP.items()}
 
 
-@functions.device.register(torch.Tensor)
+@fns.device.register(torch.Tensor)
 def _(a: torch.Tensor) -> TensorDeviceType:
     DEVICE_MAP = {
         "cpu": TensorDeviceType.CPU,
@@ -37,112 +37,162 @@ def _(a: torch.Tensor) -> TensorDeviceType:
     return DEVICE_MAP[a.device.type]
 
 
-@functions.squeeze.register(torch.Tensor)
-def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int]]] = None) -> torch.Tensor:
+@fns.squeeze.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> torch.Tensor:
     if axis is None:
         return a.squeeze()
+    if isinstance(axis, Tuple) and any(1 != a.shape[i] for i in axis):
+        # Make Numpy behavior, torch.squeeze skips axes that are not equal to one..
+        raise ValueError("Cannot select an axis to squeeze out which has size not equal to one")
     return a.squeeze(axis)
 
 
-@functions.flatten.register(torch.Tensor)
+@fns.flatten.register(torch.Tensor)
 def _(a: torch.Tensor) -> torch.Tensor:
     return a.flatten()
 
 
-@functions.max.register(torch.Tensor)
-def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int]]] = None) -> torch.Tensor:
+@fns.max.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> torch.Tensor:
+    # Analog of numpy.max is torch.amax
     if axis is None:
-        return torch.max(a)
-    return torch.max(a, dim=axis).values
+        return torch.amax(a)
+    return torch.amax(a, dim=axis)
 
 
-@functions.min.register(torch.Tensor)
-def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int]]] = None) -> torch.Tensor:
+@fns.min.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> torch.Tensor:
+    # Analog of numpy.min is torch.amin
     if axis is None:
-        return torch.min(a)
-    return torch.min(a, dim=axis).values
+        return torch.amin(a)
+    return torch.amin(a, dim=axis)
 
 
-@functions.abs.register(torch.Tensor)
+@fns.abs.register(torch.Tensor)
 def _(a: torch.Tensor) -> torch.Tensor:
     return torch.absolute(a)
 
 
-@functions.astype.register(torch.Tensor)
+@fns.astype.register(torch.Tensor)
 def _(a: torch.Tensor, dtype: TensorDataType) -> torch.Tensor:
     return a.type(DTYPE_MAP[dtype])
 
 
-@functions.dtype.register(torch.Tensor)
+@fns.dtype.register(torch.Tensor)
 def _(a: torch.Tensor) -> TensorDataType:
     return DTYPE_MAP_REV[a.dtype]
 
 
-@functions.reshape.register(torch.Tensor)
-def _(a: torch.Tensor, shape: List[int]) -> torch.Tensor:
+@fns.reshape.register(torch.Tensor)
+def _(a: torch.Tensor, shape: Tuple[int, ...]) -> torch.Tensor:
     return a.reshape(shape)
 
 
-@functions.all.register(torch.Tensor)
-def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int]]] = None) -> Union[torch.Tensor, bool]:
+@fns.all.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Union[torch.Tensor, bool]:
     if axis is None:
         return torch.all(a)
     return torch.all(a, dim=axis)
 
 
-@functions.allclose.register(torch.Tensor)
-def _(a: torch.Tensor, b: torch.Tensor, rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False) -> bool:
+@fns.allclose.register(torch.Tensor)
+def _(
+    a: torch.Tensor, b: Union[torch.Tensor, float], rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False
+) -> bool:
+    if not isinstance(b, torch.Tensor):
+        b = torch.tensor(b, device=a.device)
     return torch.allclose(a, b, rtol=rtol, atol=atol, equal_nan=equal_nan)
 
 
-@functions.any.register(torch.Tensor)
-def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int]]] = None) -> Union[torch.Tensor, bool]:
+@fns.any.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> Union[torch.Tensor, bool]:
     if axis is None:
         return torch.any(a)
     return torch.any(a, dim=axis)
 
 
-@functions.count_nonzero.register(torch.Tensor)
-def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int]]] = None) -> torch.Tensor:
+@fns.count_nonzero.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Optional[Union[int, Tuple[int, ...]]] = None) -> torch.Tensor:
     return torch.count_nonzero(a, dim=axis)
 
 
-@functions.isempty.register(torch.Tensor)
+@fns.isempty.register(torch.Tensor)
 def _(a: torch.Tensor) -> bool:
     return a.numel() == 0
 
 
-@functions.isclose.register(torch.Tensor)
-def _(a: torch.Tensor, b: torch.Tensor, rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False):
+@fns.isclose.register(torch.Tensor)
+def _(
+    a: torch.Tensor, b: Union[torch.Tensor, float], rtol: float = 1e-05, atol: float = 1e-08, equal_nan: bool = False
+):
+    if not isinstance(b, torch.Tensor):
+        b = torch.tensor(b, device=a.device)
     return torch.isclose(a, b, atol=atol, rtol=rtol, equal_nan=equal_nan)
 
 
-@functions.maximum.register(torch.Tensor)
-def _(x1: torch.Tensor, x2: torch.Tensor) -> torch.Tensor:
+@fns.maximum.register(torch.Tensor)
+def _(x1: torch.Tensor, x2: Union[torch.Tensor, float]) -> torch.Tensor:
     if not isinstance(x2, torch.Tensor):
         x2 = torch.tensor(x2, device=x1.data.device)
     return torch.maximum(x1, x2)
 
 
-@functions.minimum.register(torch.Tensor)
-def _(x1: torch.Tensor, x2: torch.Tensor) -> torch.Tensor:
+@fns.minimum.register(torch.Tensor)
+def _(x1: torch.Tensor, x2: Union[torch.Tensor, float]) -> torch.Tensor:
     if not isinstance(x2, torch.Tensor):
         x2 = torch.tensor(x2, device=x1.data.device)
     return torch.minimum(x1, x2)
 
 
-@functions.ones_like.register(torch.Tensor)
+@fns.ones_like.register(torch.Tensor)
 def _(a: torch.Tensor) -> torch.Tensor:
     return torch.ones_like(a)
 
 
-@functions.where.register(torch.Tensor)
+@fns.where.register(torch.Tensor)
 def _(
     condition: torch.Tensor, x: Union[torch.Tensor, float, bool], y: Union[torch.Tensor, float, bool]
 ) -> torch.Tensor:
     return torch.where(condition, x, y)
 
 
-@functions.zeros_like.register(torch.Tensor)
+@fns.zeros_like.register(torch.Tensor)
 def _(a: torch.Tensor) -> torch.Tensor:
     return torch.zeros_like(a)
+
+
+@fns.stack.register(torch.Tensor)
+def _(x: List[torch.Tensor], axis: int = 0) -> List[torch.Tensor]:
+    return torch.stack(x, dim=axis)
+
+
+@fns.unstack.register(torch.Tensor)
+def _(x: torch.Tensor, axis: int = 0) -> List[torch.Tensor]:
+    if not list(x.shape):
+        x = x.unsqueeze(0)
+    return torch.unbind(x, dim=axis)
+
+
+@fns.moveaxis.register(torch.Tensor)
+def _(a: torch.Tensor, source: Union[int, Tuple[int, ...]], destination: Union[int, Tuple[int, ...]]) -> torch.Tensor:
+    return torch.moveaxis(a, source, destination)
+
+
+@fns.mean.register(torch.Tensor)
+def _(a: torch.Tensor, axis: Union[int, Tuple[int, ...]] = None, keepdims: bool = False) -> torch.Tensor:
+    return torch.mean(a, axis=axis, keepdims=keepdims)
+
+
+@fns.round.register(torch.Tensor)
+def _(a: torch.Tensor, decimals=0) -> torch.Tensor:
+    return torch.round(a, decimals=decimals)
+
+
+@fns._binary_op_nowarn.register(torch.Tensor)  # pylint: disable=protected-access
+def _(a: torch.Tensor, b: Union[torch.Tensor, float], operator_fn: Callable) -> torch.Tensor:
+    return operator_fn(a, b)
+
+
+@fns._binary_reverse_op_nowarn.register(torch.Tensor)  # pylint: disable=protected-access
+def _(a: torch.Tensor, b: Union[torch.Tensor, float], operator_fn: Callable) -> torch.Tensor:
+    return operator_fn(b, a)
diff --git a/nncf/experimental/tensorflow/__init__.py b/nncf/experimental/tensorflow/__init__.py
index 17d0ed33bb6..4ca939c3d73 100644
--- a/nncf/experimental/tensorflow/__init__.py
+++ b/nncf/experimental/tensorflow/__init__.py
@@ -9,4 +9,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.experimental.tensorflow.quantization import algorithm as experimental_quantization_algorithm
+from nncf.experimental.tensorflow.quantization import algorithm as experimental_quantization_algorithm  # noqa: F401
diff --git a/nncf/experimental/tensorflow/graph/converter.py b/nncf/experimental/tensorflow/graph/converter.py
index 2a911aa04b9..d288a0b5f40 100644
--- a/nncf/experimental/tensorflow/graph/converter.py
+++ b/nncf/experimental/tensorflow/graph/converter.py
@@ -294,9 +294,9 @@ def _collect_tfgraph_descs(graph: tf.Graph, op_names: List[str]) -> Tuple[List[N
 
         # If `op_name` in `visited_ops` then operation `visited_ops[op_name]`
         # (i.e. operation with `op_name` name) is reachable from the `input_ops`.
-        input_ops = [graph.get_operation_by_name(name) for name in op_names]  # type: List[tf.Operation]
+        input_ops: List[tf.Operation] = [graph.get_operation_by_name(name) for name in op_names]
         queue = deque(input_ops)
-        visited_ops = {op.name: op for op in input_ops}  # type: Dict[str, tf.Operation]
+        visited_ops: Dict[str, tf.Operation] = {op.name: op for op in input_ops}
         while len(queue) != 0:
             v = queue.popleft()
             # A successor of node `v` is a node `u` such that exists
@@ -398,7 +398,7 @@ def _get_op_name_to_const_op_names_map(
         """
         const_ops = [op for op in graph.get_operations() if op.type == "Const"]
 
-        const_op_name_to_op_names_map = {}  # type: Dict[str, List[str]]
+        const_op_name_to_op_names_map: Dict[str, List[str]] = {}
         for const_op in const_ops:
             # Traverse the `graph` from the `const_op` and find the reachable ops
             # which are marked as visited (i.e. it's name in `marked_ops` dict)
@@ -418,7 +418,7 @@ def _get_op_name_to_const_op_names_map(
                         queue.append(u)
                         visited_ops[u.name] = u
 
-        op_name_to_const_op_names_map = {}  # type: Dict[str, List[Tuple[str, bool]]]
+        op_name_to_const_op_names_map: Dict[str, List[Tuple[str, bool]]] = {}
         for const_op_name, op_names in const_op_name_to_op_names_map.items():
             is_shared = len(op_names) > 1
             for op_name in op_names:
diff --git a/nncf/experimental/tensorflow/nncf_network.py b/nncf/experimental/tensorflow/nncf_network.py
index 173d2f18d87..2ced9be22d8 100644
--- a/nncf/experimental/tensorflow/nncf_network.py
+++ b/nncf/experimental/tensorflow/nncf_network.py
@@ -51,8 +51,8 @@ def __init__(self, model: tf.keras.Model, input_signature: InputSignature, **kwa
         # This workaround allows not add dependencies from hooks to the model.
         # See `tensorflow.python.training.tracking.autotrackable.AutoTrackable`
         # class for more details.
-        self.__dict__["_pre_hooks"] = {}  # type: Dict[str, List[Hook]]
-        self.__dict__["_post_hooks"] = {}  # type: Dict[str, List[Hook]]
+        self.__dict__["_pre_hooks"]: Dict[str, List[Hook]] = {}
+        self.__dict__["_post_hooks"]: Dict[str, List[Hook]] = {}
 
     @property
     def nncf_operations(self) -> List[NNCFOperation]:
diff --git a/nncf/experimental/tensorflow/quantization/algorithm.py b/nncf/experimental/tensorflow/quantization/algorithm.py
index 7ab32da19ee..6d7857ce7b0 100644
--- a/nncf/experimental/tensorflow/quantization/algorithm.py
+++ b/nncf/experimental/tensorflow/quantization/algorithm.py
@@ -258,8 +258,8 @@ def _get_quantizer_setup(self, model: NNCFNetwork) -> TFQuantizationSetupV2:
         # Logic of the TFQuantizationSetupV2 creation
 
         quantization_setup = TFQuantizationSetupV2()
-        node_name_to_qconfig_map = {}  # type: Dict[str, QuantizerConfig]
-        qp_id_to_setup_index_map = {}  # type: Dict[QuantizationPointId, int]
+        node_name_to_qconfig_map: Dict[str, QuantizerConfig] = {}
+        qp_id_to_setup_index_map: Dict[QuantizationPointId, int] = {}
         first_conv_nodes = get_first_nodes_of_type(nncf_graph, ["Conv2D", "Conv3D"])
 
         for idx, (qp_id, qp) in enumerate(qp_solution.quantization_points.items()):
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/__init__.py b/nncf/experimental/torch/nas/bootstrapNAS/__init__.py
index a8bf9502d27..917610120ec 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/__init__.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/__init__.py
@@ -8,6 +8,8 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
+# noqa
 from nncf.experimental.torch.nas.bootstrapNAS.elasticity import elasticity_builder as elasticity_algo
 from nncf.experimental.torch.nas.bootstrapNAS.search.search import SearchAlgorithm
 from nncf.experimental.torch.nas.bootstrapNAS.training import progressive_shrinking_builder as ps_algo
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_depth.py b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_depth.py
index 739ba4ce9c6..8599d00f845 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_depth.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_depth.py
@@ -66,7 +66,7 @@ def __init__(
         """
         super().__init__()
         self._target_model = target_model
-        self._tracing_context = self._target_model.nncf.get_tracing_context()  # type: TracingContext
+        self._tracing_context: TracingContext = self._target_model.nncf.get_tracing_context()
         self._skipped_blocks = skipped_blocks
         self._skip_dependencies = skip_dependencies
         self._node_names_per_block = node_names_per_block
@@ -384,8 +384,8 @@ def __init__(
         """
         super().__init__(ignored_scopes, target_scopes)
         self._params = params
-        self._skipped_blocks = None  # type: Optional[ExtendedBuildingBlocks]
-        self._skip_dependencies = None  # type: Optional[GroupedBlockIDs]
+        self._skipped_blocks: Optional[ExtendedBuildingBlocks] = None
+        self._skip_dependencies: Optional[GroupedBlockIDs] = None
         if self._params.skipped_blocks is not None:
             self._skipped_blocks = [BuildingBlock(*b) for b in self._params.skipped_blocks]
             self._skip_dependencies = get_group_of_dependent_blocks(self._skipped_blocks)
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_kernel.py b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_kernel.py
index 56a3f3dd211..383653b0a9f 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_kernel.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_kernel.py
@@ -453,7 +453,7 @@ def __init__(
         target_scopes: Optional[List[str]] = None,
     ):
         super().__init__(ignored_scopes, target_scopes)
-        self._node_names_to_make_elastic = []  # type: List[NNCFNodeName]
+        self._node_names_to_make_elastic: List[NNCFNodeName] = []
         self._params = params
 
     def build(self, target_model: NNCFNetwork) -> ElasticKernelHandler:
@@ -464,7 +464,7 @@ def build(self, target_model: NNCFNetwork) -> ElasticKernelHandler:
         :param target_model: a target NNCFNetwork for adding modifications
         :return: a handler object that can manipulate the elastic kernel.
         """
-        elastic_kernel_ops = []  # type: List[ElasticKernelOp]
+        elastic_kernel_ops: List[ElasticKernelOp] = []
         transformation_commands = []
 
         graph = target_model.nncf.get_original_graph()
@@ -473,7 +473,7 @@ def build(self, target_model: NNCFNetwork) -> ElasticKernelHandler:
 
         if not self._node_names_to_make_elastic:
             elastic_kernel_types = [NNCFConv2d.op_func_name]
-            all_elastic_kernel_nodes = graph.get_nodes_by_types(elastic_kernel_types)  # type: List[NNCFNode]
+            all_elastic_kernel_nodes: List[NNCFNode] = graph.get_nodes_by_types(elastic_kernel_types)
             self._node_names_to_make_elastic = [node.node_name for node in all_elastic_kernel_nodes]
 
         for node_name in self._node_names_to_make_elastic:
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py
index dfb9f49e430..fd918a54cc7 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py
@@ -19,8 +19,8 @@
 import torch
 from torch import nn
 
-from nncf.common.graph import BaseLayerAttributes
 from nncf.common.graph import NNCFNodeName
+from nncf.common.graph.layer_attributes import BaseLayerAttributes
 from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes
 from nncf.common.graph.layer_attributes import GenericWeightedLayerAttributes
 from nncf.common.graph.layer_attributes import LinearLayerAttributes
@@ -718,8 +718,8 @@ def get_active_in_out_width_values(self) -> Tuple[Dict[NNCFNodeName, int], Dict[
             assert all(
                 out_channels[group.elements[0].node_name] == out_channels[node.node_name] for node in group.elements
             )
-            first_elastic_width_info = group.elements[0]  # type: ElasticWidthInfo
-            first_elastic_op = first_elastic_width_info.elastic_op  # type: ElasticOutputWidthOp
+            first_elastic_width_info: ElasticWidthInfo = group.elements[0]
+            first_elastic_op: ElasticOutputWidthOp = first_elastic_width_info.elastic_op
             new_out_channels_num = first_elastic_op.get_active_width()
             num_of_pruned_elems = first_elastic_op.max_width - new_out_channels_num
             self._shape_pruning_processor.prune_cluster_shapes(
@@ -925,9 +925,9 @@ def __init__(
         super().__init__(params, ignored_scopes, target_scopes)
         self._weights_normalizer = None
         self._overwriting_pruning_groups = params.overwrite_groups is not None
-        self._grouped_node_names_to_prune = (
+        self._grouped_node_names_to_prune: List[List[NNCFNodeName]] = (
             params.overwrite_groups if params.overwrite_groups is not None else []
-        )  # type: List[List[NNCFNodeName]]
+        )
         self._overwrite_groups_widths = params.overwrite_groups_widths
         self._add_dynamic_inputs = params.add_dynamic_inputs
         self._params = params
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elasticity_builder.py b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elasticity_builder.py
index ac0921a0c85..a94b67914c0 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elasticity_builder.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elasticity_builder.py
@@ -64,7 +64,7 @@ def __init__(self, nncf_config: NNCFConfig, should_init: bool = True):
         all_elasticity_dims = {e.value for e in ElasticityDim}
         available_elasticity_dims_str = self._algo_config.get("available_elasticity_dims", all_elasticity_dims)
         self._available_elasticity_dims = list(map(ElasticityDim, available_elasticity_dims_str))
-        self._elasticity_builders = OrderedDict()  # type: Dict[ElasticityDim, SingleElasticityBuilder]
+        self._elasticity_builders: Dict[ElasticityDim, SingleElasticityBuilder] = OrderedDict()
         self._builder_states = None
 
     def initialize(self, model: NNCFNetwork) -> None:
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/visualization.py b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/visualization.py
index 97e6e11bc36..9901fb9060e 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/visualization.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/visualization.py
@@ -88,7 +88,7 @@ def _get_original_node_from_compressed_node_name(
         node_name: NNCFNodeName, width_handler: ElasticWidthHandler
     ) -> Optional[NNCFNode]:
         try:
-            propagation_graph = width_handler.propagation_graph  # type: PTNNCFGraph
+            propagation_graph: PTNNCFGraph = width_handler.propagation_graph
             result = propagation_graph.get_node_by_name(node_name)
         except RuntimeError:
             result = None
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/search/search.py b/nncf/experimental/torch/nas/bootstrapNAS/search/search.py
index a20faf6eb43..60c539d46bc 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/search/search.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/search/search.py
@@ -24,7 +24,6 @@
 from pymoo.operators.sampling.rnd import IntegerRandomSampling
 from pymoo.optimize import minimize
 from torch.utils.data.dataloader import DataLoader
-from torch.utils.tensorboard import SummaryWriter
 
 from nncf import NNCFConfig
 from nncf.common.initialization.batchnorm_adaptation import BatchnormAdaptationAlgorithm
@@ -174,7 +173,7 @@ def run(
         checkpoint_save_dir: str,
         efficiency_evaluator: Optional[BaseEvaluator] = None,
         ref_acc: Optional[float] = 100,
-        tensorboard_writer: Optional[SummaryWriter] = None,
+        tensorboard_writer: Optional["SummaryWriter"] = None,  # noqa: F821
     ) -> Tuple[ElasticityController, SubnetConfig, Tuple[float, ...]]:
         """This method should implement how to run the search algorithm."""
 
@@ -329,7 +328,7 @@ def run(
         checkpoint_save_dir: str,
         efficiency_evaluator: Optional[BaseEvaluator] = None,
         ref_acc: Optional[float] = 100,
-        tensorboard_writer: Optional[SummaryWriter] = None,
+        tensorboard_writer: Optional["SummaryWriter"] = None,  # noqa: F821
         evaluator_checkpoint=None,
     ) -> Tuple[ElasticityController, SubnetConfig, Tuple[float, ...]]:
         """
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/training/progressive_shrinking_builder.py b/nncf/experimental/torch/nas/bootstrapNAS/training/progressive_shrinking_builder.py
index 9191bce742a..49bb88dc912 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/training/progressive_shrinking_builder.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/training/progressive_shrinking_builder.py
@@ -22,6 +22,7 @@
 from nncf.torch.algo_selector import PT_COMPRESSION_ALGORITHMS
 from nncf.torch.algo_selector import ZeroCompressionLoss
 from nncf.torch.compression_method_api import PTCompressionAlgorithmBuilder
+from nncf.torch.compression_method_api import PTCompressionLoss
 from nncf.torch.graph.transformations.layout import PTTransformationLayout
 from nncf.torch.knowledge_distillation.knowledge_distillation_loss import KnowledgeDistillationLoss
 from nncf.torch.model_creation import create_compression_algorithm_builder
@@ -102,7 +103,7 @@ def _build_controller(self, model: NNCFNetwork) -> "ProgressiveShrinkingControll
             compression_loss_func,
         )
 
-    def _build_compression_loss_function(self, model: NNCFNetwork) -> "PTCompressionLoss":
+    def _build_compression_loss_function(self, model: NNCFNetwork) -> PTCompressionLoss:
         compression_builder = create_compression_algorithm_builder(self._algo_config)
         compressed_model = compression_builder.apply_to(model)
         compression_ctrl = compression_builder.build_controller(compressed_model)
diff --git a/nncf/experimental/torch/sparsity/movement/scheduler.py b/nncf/experimental/torch/sparsity/movement/scheduler.py
index 5137cef524f..fc06c2617c3 100644
--- a/nncf/experimental/torch/sparsity/movement/scheduler.py
+++ b/nncf/experimental/torch/sparsity/movement/scheduler.py
@@ -139,7 +139,7 @@ class MovementPolynomialThresholdScheduler(BaseCompressionScheduler):
     scheduler will start calculation only after `steps_per_epoch` is calculated.
     """
 
-    def __init__(self, controller: "MovementSparsityController", params: MovementSchedulerParams):
+    def __init__(self, controller: "MovementSparsityController", params: MovementSchedulerParams):  # noqa: F821
         """
         Initializes a movement sparsity scheduler with a polynomial decay schedule.
 
diff --git a/nncf/experimental/torch/sparsity/movement/structured_mask_handler.py b/nncf/experimental/torch/sparsity/movement/structured_mask_handler.py
index c7626dac4b4..f7928708849 100644
--- a/nncf/experimental/torch/sparsity/movement/structured_mask_handler.py
+++ b/nncf/experimental/torch/sparsity/movement/structured_mask_handler.py
@@ -95,7 +95,7 @@ def __init__(
         """
         self.sparsifier_operand = sparsifier_operand
         self.module_node_name = module_node_name
-        operand_mask: torch.Tensor = sparsifier_operand.weight_ctx.binary_mask  # type: ignore
+        operand_mask: torch.Tensor = sparsifier_operand.weight_ctx.binary_mask
         self.operand_mask_shape = operand_mask.shape
         self.grid_size = self._resolve_grid_size(grid_size)
         self.structured_mask_shape = torch.Size(
diff --git a/nncf/onnx/graph/metatypes/onnx_metatypes.py b/nncf/onnx/graph/metatypes/onnx_metatypes.py
index 35d532caeac..3ff663a897f 100644
--- a/nncf/onnx/graph/metatypes/onnx_metatypes.py
+++ b/nncf/onnx/graph/metatypes/onnx_metatypes.py
@@ -9,21 +9,24 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import List, Optional, Type
+from typing import Dict, List, Optional, Type
 
 import onnx
 
 from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.operator_metatypes import OperatorMetatypeRegistry
 from nncf.common.hardware.opset import HWConfigOpName
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_parent
+from nncf.onnx.graph.onnx_helper import get_parents_node_mapping
+from nncf.onnx.graph.onnx_helper import get_tensor
+from nncf.onnx.graph.onnx_helper import has_tensor
 
 ONNX_OPERATION_METATYPES = OperatorMetatypeRegistry("onnx_operator_metatypes")
 
 
 class ONNXOpMetatype(OperatorMetatype):
-    op_names = []  # type: List[str]
-    subtypes = []  # type: List[Type[OperatorMetatype]]
+    op_names: List[str] = []
+    subtypes: List[Type[OperatorMetatype]] = []
 
     @classmethod
     def get_all_aliases(cls) -> List[str]:
@@ -648,7 +651,12 @@ def get_metatype(model: onnx.ModelProto, node: onnx.NodeProto) -> ONNXOpMetatype
     return metatype
 
 
-def get_tensor_edge_name(onnx_graph: ONNXGraph, node: onnx.NodeProto, port_id: int) -> Optional[str]:
+def get_tensor_edge_name(
+    model: onnx.ModelProto,
+    node: onnx.NodeProto,
+    port_id: int,
+    parents_node_mapping: Dict[str, onnx.NodeProto],
+) -> Optional[str]:
     """
     Returns an edge name associated with a weight of a node laying on  an input port_id.
 
@@ -665,9 +673,10 @@ def get_tensor_edge_name(onnx_graph: ONNXGraph, node: onnx.NodeProto, port_id: i
         ONNXTransposeMetatype
         ONNXQuantizeLinearMetatype
 
-    :param onnx_graph: ONNXGraph.
+    :param model: ONNX model.
     :param node: Node.
     :param port_id: Port id on which a weight edge is seeking.
+    :param parents_node_mapping: Mapping from edge name to node which outputs this edge.
     :return: Edge name associated with a weight.
     """
     PROPAGATING_NODES = (
@@ -678,14 +687,14 @@ def get_tensor_edge_name(onnx_graph: ONNXGraph, node: onnx.NodeProto, port_id: i
         + ONNXDequantizeLinearMetatype.get_all_aliases()
     )
     END_NODES = ONNXConstantMetatype.get_all_aliases()
-    parent = onnx_graph.get_parent(node, port_id)
+    parent = get_parent(node, port_id, parents_node_mapping)
     if not parent:
-        if onnx_graph.has_tensor(node.input[port_id]):
+        if has_tensor(model, node.input[port_id]):
             return node.input[port_id]
     elif parent.op_type in END_NODES:
         return node.input[port_id]
     elif parent.op_type in PROPAGATING_NODES:
-        return get_tensor_edge_name(onnx_graph, parent, 0)
+        return get_tensor_edge_name(model, parent, 0, parents_node_mapping)
     return None
 
 
@@ -734,12 +743,12 @@ def _is_embedding(model: onnx.ModelProto, node: onnx.NodeProto) -> bool:
     :return: True if the layer is embedding, False - otherwise.
     """
     tensor_port_id = ONNXEmbeddingMetatype.weight_port_ids[0]
-    onnx_graph = ONNXGraph(model)
     allowed_types_list = ["TensorProto.FLOAT"]
-    weight_edge_name = get_tensor_edge_name(onnx_graph, node, tensor_port_id)
+    parents_node_mapping = get_parents_node_mapping(model)
+    weight_edge_name = get_tensor_edge_name(model, node, tensor_port_id, parents_node_mapping)
 
     if weight_edge_name is not None:
-        tensor_data_type = onnx_graph.get_tensor(weight_edge_name).data_type
+        tensor_data_type = get_tensor(model, weight_edge_name).data_type
         if onnx.helper.tensor_dtype_to_string(tensor_data_type) in allowed_types_list:
             return True
     return False
diff --git a/nncf/onnx/graph/model_transformer.py b/nncf/onnx/graph/model_transformer.py
index a8f5355babf..877edb6838b 100644
--- a/nncf/onnx/graph/model_transformer.py
+++ b/nncf/onnx/graph/model_transformer.py
@@ -19,7 +19,13 @@
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.graph.transformations.layout import TransformationLayout
 from nncf.onnx.graph.node_utils import get_input_edge
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_children
+from nncf.onnx.graph.onnx_helper import get_children_node_mapping
+from nncf.onnx.graph.onnx_helper import get_edge_dtype
+from nncf.onnx.graph.onnx_helper import get_edge_info_mapping
+from nncf.onnx.graph.onnx_helper import get_name_to_node_map
+from nncf.onnx.graph.onnx_helper import get_node_index
+from nncf.onnx.graph.onnx_helper import get_tensor
 from nncf.onnx.graph.transformations.commands import ONNXBiasCorrectionCommand
 from nncf.onnx.graph.transformations.commands import ONNXModelExtractionCommand
 from nncf.onnx.graph.transformations.commands import ONNXOutputInsertionCommand
@@ -40,7 +46,8 @@ class ONNXModelTransformer(ModelTransformer):
     ZERO_POINT_NAME_PREFIX = "zero_point_"
 
     def __init__(self, model: onnx.ModelProto):
-        super().__init__(model)
+        infered_model = onnx.shape_inference.infer_shapes(model)
+        super().__init__(infered_model)
         self.onnx_model_extractor = onnx.utils.Extractor(self._model)
 
     def _get_target_edge(
@@ -48,7 +55,7 @@ def _get_target_edge(
         port_id: int,
         node_name: str,
         transform_type: TargetType,
-        onnx_graph: ONNXGraph,
+        node_mapping: Dict[str, onnx.NodeProto],
         input_edges_mapping: Dict[str, str],
     ) -> str:
         """
@@ -57,16 +64,16 @@ def _get_target_edge(
         :param port_id: Edge number of port.
         :param node_name: Node name.
         :param transform_type: Type of transformation.
-        :param onnx_graph: ONNXGraph.
+        :param node_mapping: Mapping from a node name to the node.
         :param input_edges_mapping: Mapping between NNCF Input nodes and
-            the following ONNX nodes and corresponding input port id.
+        the following ONNX nodes and corresponding input port id.
         :return: Target edge name.
         """
         if transform_type in [TargetType.PRE_LAYER_OPERATION, TargetType.OPERATION_WITH_WEIGHTS]:
-            return onnx_graph.get_node_edge_names(node_name)["input"][port_id]
+            return node_mapping[node_name].input[port_id]
         if node_name in input_edges_mapping:  # ADD INPUT NODE CASE
-            return get_input_edge(node_name, input_edges_mapping, onnx_graph)
-        return onnx_graph.get_node_edge_names(node_name)["output"][port_id]
+            return get_input_edge(node_name, input_edges_mapping, node_mapping)
+        return node_mapping[node_name].output[port_id]
 
     def transform(self, transformation_layout: TransformationLayout) -> onnx.ModelProto:
         """
@@ -123,15 +130,15 @@ def _apply_output_insertion_transformations(
         :param transformations: ONNXOutputInsertionCommand transformations.
         :return: New model with inserted outputs.
         """
-        onnx_graph = ONNXGraph(self._model)
-        model_outputs = set(output.name for output in onnx_graph.get_model_outputs())
+        model_outputs = set(output.name for output in self._model.graph.output)
+        node_mapping = get_name_to_node_map(self._model)
         for transformation in transformations:
             port_id = transformation.target_point.port_id
             node_name = transformation.target_point.target_node_name
             transform_type = transformation.target_point.type
             input_edges_mapping = transformation.input_edges_mapping
             target_edge_name = self._get_target_edge(
-                port_id, node_name, transform_type, onnx_graph, input_edges_mapping
+                port_id, node_name, transform_type, node_mapping, input_edges_mapping
             )
             model_outputs.add(target_edge_name)
 
@@ -146,11 +153,11 @@ def _insert_outputs(model: onnx.ModelProto, outputs: Union[List[str], Set[str]])
         :param outputs: Edge names to use as outputs.
         :return: New model with inserted outputs.
         """
-        onnx_graph = ONNXGraph(model)
         model_outputs = []
+        edge_info_mapping = get_edge_info_mapping(model)
         for output in outputs:
-            edge = onnx_graph.get_edge(output)
-            onnx_dtype = ONNXGraph.get_edge_dtype(edge)
+            edge = edge_info_mapping[output]
+            onnx_dtype = get_edge_dtype(edge)
             type_proto = onnx.helper.make_tensor_type_proto(onnx_dtype, shape=None)
             model_outputs.append(onnx.helper.make_value_info(name=output, type_proto=type_proto))
 
@@ -192,8 +199,10 @@ def _apply_quantizer_insertion_transformations(
         :return: New model with inserted QuantizeLinear-DequantizeLinear nodes pairs.
         """
         self._added_target_edges = Counter()
+        node_mapping = get_name_to_node_map(model)
+        children_node_mapping = get_children_node_mapping(model)
         for transformation in transformations:
-            model = self._insert_quantizer_dequantizer(model, transformation)
+            model = self._insert_quantizer_dequantizer(model, transformation, node_mapping, children_node_mapping)
         return model
 
     def _get_quantize_dequantize_nodes(
@@ -274,35 +283,40 @@ def _get_scale_zero_point_tensors(
         return onnx_scale_tensor, onnx_zero_point_tensor
 
     def _get_quantizer_dequantizer_edge_name(
-        self, transformation: ONNXQuantizerInsertionCommand, onnx_graph: ONNXGraph
+        self, transformation: ONNXQuantizerInsertionCommand, node_mapping: Dict[str, onnx.NodeProto]
     ) -> str:
         """
         Returns an edge name on which QuantizeLinear-DequantizeLinear nodes pair has to be inserted.
 
         :param transformation: QuantizeLinear-DequantizeLinear insertion transformation.
-        :param onnx_graph: ONNXGraph.
+        :param node_mapping: Mapping from a node name to the node.
         :return: Edge name to insert QuantizeLinear-DequantizeLinear nodes pair.
         """
         port_id = transformation.target_point.port_id
         node_name = transformation.target_point.target_node_name
         transform_type = transformation.target_point.type
         input_edges_mapping = transformation.input_edges_mapping
-        target_edge_name = self._get_target_edge(port_id, node_name, transform_type, onnx_graph, input_edges_mapping)
+        target_edge_name = self._get_target_edge(port_id, node_name, transform_type, node_mapping, input_edges_mapping)
         self._added_target_edges[target_edge_name] += 1
         return target_edge_name
 
     def _insert_quantizer_dequantizer(
-        self, model: onnx.ModelProto, transformation: ONNXQuantizerInsertionCommand
+        self,
+        model: onnx.ModelProto,
+        transformation: ONNXQuantizerInsertionCommand,
+        node_mapping: Dict[str, onnx.NodeProto],
+        children_node_mapping: Dict[str, List[onnx.ValueInfoProto]],
     ) -> onnx.ModelProto:
         """
         Inserts QuantizeLinear-DequantizeLinear nodes pair.
 
         :param model: Model to insert new nodes.
         :param transformation: QuantizeLinear-DequantizeLinear insertion transformation.
+        :param node_mapping: Mapping from node name to the node.
+        :param children_node_mapping: Mapping from edge name to nodes which consume this edge as an input.
         :return: Updated model with inserted QuantizeLinear-DequantizeLinear pair.
         """
-        onnx_graph = ONNXGraph(model)
-        target_edge_name = self._get_quantizer_dequantizer_edge_name(transformation, onnx_graph)
+        target_edge_name = self._get_quantizer_dequantizer_edge_name(transformation, node_mapping)
         quantizer, dequantizer = self._get_quantize_dequantize_nodes(transformation, target_edge_name)
         onnx_scale_tensor, onnx_zero_point_tensor = ONNXModelTransformer._get_scale_zero_point_tensors(
             transformation, quantizer, dequantizer
@@ -310,7 +324,7 @@ def _insert_quantizer_dequantizer(
 
         # If several nodes on one edge
         input_nodes = []
-        input_nodes.extend(onnx_graph.get_nodes_by_input(target_edge_name))
+        input_nodes.extend(children_node_mapping[target_edge_name])
         if not input_nodes:
             raise RuntimeError(
                 f"Can not add the quantizer to the {target_edge_name} edge. This edge does not have end node."
@@ -318,7 +332,7 @@ def _insert_quantizer_dequantizer(
 
         if transformation.target_point.type == TargetType.PRE_LAYER_OPERATION:
             # If we need to change only target nodes input
-            target_node = onnx_graph.get_node_by_name(transformation.target_point.target_node_name)
+            target_node = node_mapping[transformation.target_point.target_node_name]
             for i, inp in enumerate(target_node.input):
                 if inp == target_edge_name:
                     target_node.input[i] = dequantizer.output[0]
@@ -336,7 +350,7 @@ def _insert_quantizer_dequantizer(
         )
         model.graph.initializer.extend([onnx_scale_tensor, onnx_zero_point_tensor])
         model.graph.value_info.extend([onnx_scale_value_info, onnx_zero_point_info])
-        insert_index = onnx_graph.get_node_index(input_nodes[0].name)
+        insert_index = get_node_index(model, input_nodes[0].name)
         model.graph.node.insert(insert_index, quantizer)
         model.graph.node.insert(insert_index + 1, dequantizer)
         return model
@@ -351,13 +365,13 @@ def _apply_bias_correction_transformations(
         :param transformations: Bias correction transformations.
         :return: Copy of original model with updated biases.
         """
-        onnx_graph = ONNXGraph(model)
+        node_mapping = get_name_to_node_map(model)
         for transformation in transformations:
             bias_tensor_position = transformation.target_point.port_id
             node_name = transformation.target_point.target_node_name
-            onnx_node = onnx_graph.get_node_by_name(node_name)
+            onnx_node = node_mapping[node_name]
             bias_initializer_name = onnx_node.input[bias_tensor_position]
-            bias_initializer = onnx_graph.get_tensor(bias_initializer_name)
+            bias_initializer = get_tensor(model, bias_initializer_name)
 
             new_bias_tensor = onnx.numpy_helper.from_array(transformation.bias_value, bias_initializer_name)
             bias_initializer.CopyFrom(new_bias_tensor)
@@ -370,20 +384,19 @@ def _apply_model_extraction_transformation(self, transformation: ONNXModelExtrac
         :param transformation: Model extraction transformation.
         :return: Extracted sub-model.
         """
-        onnx_graph = ONNXGraph(self._model)
-
         input_tensor_names = []
+        node_mapping = get_name_to_node_map(self._model)
         for input_node_name in transformation.inputs:
-            input_onnx_node = onnx_graph.get_node_by_name(input_node_name)
+            input_onnx_node = node_mapping[input_node_name]
             input_tensor_names.append(input_onnx_node.input[0])
 
         output_tensor_names = []
         for output_node_name in transformation.outputs:
-            output_onnx_node = onnx_graph.get_node_by_name(output_node_name)
+            output_onnx_node = node_mapping[output_node_name]
             output_tensor_names.append(output_onnx_node.output[0])
 
         if not output_tensor_names:
-            output_tensor_names = [n.name for n in onnx_graph.get_model_outputs()]
+            output_tensor_names = [n.name for n in self._model.graph.output]
 
         return self.onnx_model_extractor.extract_model(input_tensor_names, output_tensor_names)
 
@@ -397,11 +410,12 @@ def _apply_qdq_node_removing_transformations(
         :param transformations: Nodes removing transformations.
         :return: Model with removed nodes.
         """
-        onnx_graph = ONNXGraph(model)
         for transformation in transformations:
-            node = onnx_graph.get_node_by_name(transformation.target_point.target_node_name)
+            node_mapping = get_name_to_node_map(model)
+            children_node_mapping = get_children_node_mapping(model)
+            node = node_mapping[transformation.target_point.target_node_name]
 
-            node_children = onnx_graph.get_children(node)
+            node_children = get_children(node, children_node_mapping)
             for node_child in node_children:
                 for input_id, input_obj in enumerate(node_child.input):
                     if input_obj == node.output[0]:
diff --git a/nncf/onnx/graph/nncf_graph_builder.py b/nncf/onnx/graph/nncf_graph_builder.py
index b728b4020a8..148de756c30 100644
--- a/nncf/onnx/graph/nncf_graph_builder.py
+++ b/nncf/onnx/graph/nncf_graph_builder.py
@@ -29,7 +29,16 @@
 from nncf.onnx.graph.metatypes.onnx_metatypes import ONNXOpWithWeightsMetatype
 from nncf.onnx.graph.metatypes.onnx_metatypes import get_metatype
 from nncf.onnx.graph.metatypes.onnx_metatypes import get_tensor_edge_name
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_children_node_mapping
+from nncf.onnx.graph.onnx_helper import get_edge_dtype
+from nncf.onnx.graph.onnx_helper import get_edge_info_mapping
+from nncf.onnx.graph.onnx_helper import get_edge_shape
+from nncf.onnx.graph.onnx_helper import get_input_port_id_for_node_after_input
+from nncf.onnx.graph.onnx_helper import get_model_inputs
+from nncf.onnx.graph.onnx_helper import get_output_port_id_for_node_before_output
+from nncf.onnx.graph.onnx_helper import get_parents_node_mapping
+from nncf.onnx.graph.onnx_helper import get_port_ids_between_nodes
+from nncf.onnx.graph.onnx_helper import is_node_has_shared_weight
 
 
 class ONNXLayerAttributes(BaseLayerAttributes):
@@ -103,23 +112,28 @@ def get_bias_tensor_port_id(metatype: ONNXOpWithWeightsMetatype) -> Optional[int
     return None
 
 
-def _get_weight_port_ids(node: onnx.NodeProto, onnx_graph: ONNXGraph) -> Set[int]:
+def _get_weight_port_ids(
+    node: onnx.NodeProto,
+    model: onnx.ModelProto,
+    parents_node_mapping: Dict[str, onnx.NodeProto],
+) -> Set[int]:
     """
     Returns all weight input ports.
     First, add constant weight port ids from metatype.
     Second, add weight port ids determined dynamically if metatype could have them.
 
     :param node: ONNX node.
-    :param onnx_graph: ONNXGraph.
+    :param model: ONNX model.
+    :param parents_node_mapping: Mapping from edge name to node which outputs this edge.
     :return: Port ids with weights.
     """
     port_ids = set()
-    metatype = get_metatype(onnx_graph.onnx_model, node)
+    metatype = get_metatype(model, node)
     constant_port_ids = get_constant_weight_port_ids(metatype)
     port_ids.update(constant_port_ids)
     possible_port_ids = get_possible_weight_port_ids(metatype)
     for port_id in possible_port_ids:
-        if get_tensor_edge_name(onnx_graph, node, port_id):
+        if get_tensor_edge_name(model, node, port_id, parents_node_mapping):
             port_ids.add(port_id)
     return port_ids
 
@@ -129,7 +143,7 @@ def _is_node_with_bias(node: onnx.NodeProto, model: onnx.ModelProto) -> bool:
     Returns True if node has bias tensor, otherwise - False.
 
     :param node: ONNX node.
-    :param onnx_graph: ONNXGraph.
+    :param model: ONNX model.
     :return: True if node has bias tensor, otherwise - False.
     """
     metatype = get_metatype(model, node)
@@ -139,23 +153,6 @@ def _is_node_with_bias(node: onnx.NodeProto, model: onnx.ModelProto) -> bool:
     return False
 
 
-def _get_weight_attr(node: onnx.NodeProto, onnx_graph: ONNXGraph, weight_port_id: int) -> Dict[int, Dict]:
-    """
-    Returns weight attributes.
-
-    :param node: ONNX node.
-    :param onnx_graph: ONNXGraph.
-    :param weight_port_ids: Port ids with weights location.
-    :return: Weight attributes.
-    """
-    weight_attrs = {}
-    weight_edge_name = node.input[weight_port_id]
-    edge = onnx_graph.get_edge(weight_edge_name)
-    weight_shape = ONNXGraph.get_edge_shape(edge)
-    weight_attrs[weight_port_id] = {"name": weight_edge_name, "shape": weight_shape}
-    return weight_attrs
-
-
 def _get_gemm_attrs(node: onnx.NodeProto) -> Dict[str, int]:
     """
     Returns transpose attrbiutes of GEMM node.
@@ -176,7 +173,7 @@ def _get_node_attrs(node: onnx.NodeProto, model: onnx.ModelProto) -> Dict[str, A
     Returns node attributes.
 
     :param node: Node.
-    :param onnx_graph: ONNXGraph.
+    :param model: ONNX model.
     :return : Node attributes.
     """
     metatype = get_metatype(model, node)
@@ -185,19 +182,24 @@ def _get_node_attrs(node: onnx.NodeProto, model: onnx.ModelProto) -> Dict[str, A
     return {}
 
 
-def _get_bias_attr(node: onnx.NodeProto, onnx_graph: ONNXGraph) -> Dict[str, str]:
+def _get_bias_attr(
+    node: onnx.NodeProto,
+    model: onnx.ModelProto,
+    parents_node_mapping: Dict[str, onnx.NodeProto],
+) -> Dict[str, str]:
     """
     Returns bias tensor attributes.
 
     :param node: ONNX node.
-    :param onnx_graph: ONNXGraph.
+    :param model: ONNX model.
+    :param parents_node_mapping: Mapping from edge name to node which outputs this edge.
     :return: Bias tensor attributes.
     """
     bias_attrs = {}
-    metatype = get_metatype(onnx_graph.onnx_model, node)
-    if _is_node_with_bias(node, onnx_graph.onnx_model):
+    metatype = get_metatype(model, node)
+    if _is_node_with_bias(node, model):
         bias_tensor_port_id = get_bias_tensor_port_id(metatype)
-        bias_edge_name = get_tensor_edge_name(onnx_graph, node, bias_tensor_port_id)
+        bias_edge_name = get_tensor_edge_name(model, node, bias_tensor_port_id, parents_node_mapping)
         bias_attrs["name"] = bias_edge_name
     return bias_attrs
 
@@ -232,15 +234,22 @@ def _replace_empty_node_name(model: onnx.ModelProto) -> onnx.ModelProto:
         return model
 
     @staticmethod
-    def _add_nncf_input_nodes(onnx_graph: ONNXGraph, nncf_graph: NNCFGraph) -> None:
+    def _add_nncf_input_nodes(
+        model: onnx.ModelProto,
+        nncf_graph: NNCFGraph,
+        edge_info_mapping: Dict[str, onnx.ValueInfoProto],
+        children_node_mapping: Dict[str, List[onnx.NodeProto]],
+    ) -> None:
         """
         Adds special NNCF Input nodes to NNCFGraph.
         For all the ONNX model inputs, the special NNCF Input node is placed and then corresponding edges are added.
-        :param onnx_graph: ONNXGraph, which helps to get information about the ONNX model.
+        :param model: ONNX model.
         :param nncf_graph: NNCFGraph, in which the new nodes will be added.
+        :param edge_info_mapping: Mapping from edge name to the edge info.
+        :param children_node_mapping: Mapping from edge name to nodes which consume this edge as an input.
         :return: None.
         """
-        for i, _input in enumerate(onnx_graph.get_model_inputs()):
+        for i, _input in enumerate(get_model_inputs(model)):
             input_name = _input.name
             layer_attributes = ONNXLayerAttributes()
             input_node = nncf_graph.add_nncf_node(
@@ -249,18 +258,18 @@ def _add_nncf_input_nodes(onnx_graph: ONNXGraph, nncf_graph: NNCFGraph) -> None:
                 node_metatype=InputNoopMetatype,
                 layer_attributes=layer_attributes,
             )
-            to_nodes = onnx_graph.get_nodes_by_input(input_name)
+            to_nodes = children_node_mapping[input_name]
 
             input_node_node_id = input_node.node_id
-            edge = onnx_graph.get_edge(input_name)
-            input_shape = ONNXGraph.get_edge_shape(edge)
-            onnx_dtype = ONNXGraph.get_edge_dtype(edge)
+            edge = edge_info_mapping[input_name]
+            input_shape = get_edge_shape(edge)
+            onnx_dtype = get_edge_dtype(edge)
             nncf_dtype = GraphConverter.convert_onnx_dtype_to_nncf_dtype(onnx_dtype)
             output_port_id = 0
 
             for node in to_nodes:
                 to_node_id = nncf_graph.get_node_by_name(node.name).node_id
-                input_port_id = ONNXGraph.get_input_port_id_for_node_after_input(input_name, node)
+                input_port_id = get_input_port_id_for_node_after_input(input_name, node)
                 nncf_graph.add_edge_between_nncf_nodes(
                     from_node_id=input_node_node_id,
                     to_node_id=to_node_id,
@@ -272,15 +281,22 @@ def _add_nncf_input_nodes(onnx_graph: ONNXGraph, nncf_graph: NNCFGraph) -> None:
                 output_port_id += 1
 
     @staticmethod
-    def _add_nncf_output_nodes(onnx_graph: ONNXGraph, nncf_graph: NNCFGraph) -> None:
+    def _add_nncf_output_nodes(
+        model: onnx.ModelProto,
+        nncf_graph: NNCFGraph,
+        edge_info_mapping: Dict[str, onnx.ValueInfoProto],
+        parents_node_mapping: Dict[str, onnx.NodeProto],
+    ) -> None:
         """
         Adds special NNCF Output nodes to NNCFGraph.
         For all the ONNX model outputs, the special NNCF Output node is placed and then corresponding edges are added.
-        :param onnx_graph: ONNXGraph, which helps to get information about the ONNX model.
+        :param model: ONNX model.
         :param nncf_graph: NNCFGraph, in which the new nodes will be added.
+        :param edge_info_mapping: Mapping from edge name to the edge info.
+        :param parents_node_mapping: Mapping from edge name to node which outputs this edge.
         :return: None.
         """
-        for i, _output in enumerate(onnx_graph.get_model_outputs()):
+        for i, _output in enumerate(model.graph.output):
             output_name = _output.name
             layer_attributes = ONNXLayerAttributes()
             output_node = nncf_graph.add_nncf_node(
@@ -289,16 +305,16 @@ def _add_nncf_output_nodes(onnx_graph: ONNXGraph, nncf_graph: NNCFGraph) -> None
                 node_metatype=OutputNoopMetatype,
                 layer_attributes=layer_attributes,
             )
-            from_node = onnx_graph.get_node_by_output(output_name)
+            from_node = parents_node_mapping[output_name]
 
             output_node_node_id = output_node.node_id
-            edge = onnx_graph.get_edge(output_name)
-            output_shape = ONNXGraph.get_edge_shape(edge)
-            onnx_dtype = ONNXGraph.get_edge_dtype(edge)
+            edge = edge_info_mapping[output_name]
+            output_shape = get_edge_shape(edge)
+            onnx_dtype = get_edge_dtype(edge)
             nncf_dtype = GraphConverter.convert_onnx_dtype_to_nncf_dtype(onnx_dtype)
             input_port_id = 0
             from_node_id = nncf_graph.get_node_by_name(from_node.name).node_id
-            output_port_id = ONNXGraph.get_output_port_id_for_node_before_output(output_name, from_node)
+            output_port_id = get_output_port_id_for_node_before_output(output_name, from_node)
             nncf_graph.add_edge_between_nncf_nodes(
                 from_node_id=from_node_id,
                 to_node_id=output_node_node_id,
@@ -330,21 +346,27 @@ def create_nncf_graph(onnx_model: onnx.ModelProto) -> NNCFGraph:
         :return: NNCFGraph.
         """
         onnx_model = GraphConverter._replace_empty_node_name(onnx_model)
+        onnx_model = onnx.shape_inference.infer_shapes(onnx_model)
+        edge_info_mapping = get_edge_info_mapping(onnx_model)
+        children_node_mapping = get_children_node_mapping(onnx_model)
+        parents_node_mapping = get_parents_node_mapping(onnx_model)
         nncf_graph = NNCFGraph()
-        onnx_graph = ONNXGraph(onnx_model)
-        for node in onnx_graph.get_all_nodes():
+        for node in onnx_model.graph.node:
             metatype = get_metatype(onnx_model, node)
-            weight_port_ids = _get_weight_port_ids(node, onnx_graph)
+            weight_port_ids = _get_weight_port_ids(node, onnx_model, parents_node_mapping)
             is_shared = None
             weight_attrs = {}
             node_attrs = _get_node_attrs(node, onnx_model)
-            bias_attrs = _get_bias_attr(node, onnx_graph)
+            bias_attrs = _get_bias_attr(node, onnx_model, parents_node_mapping)
             if weight_port_ids:  # If node has weight
                 weight_edge_names = []
                 for weight_port_id in weight_port_ids:
-                    weight_edge_names.append(node.input[weight_port_id])
-                    weight_attrs.update(_get_weight_attr(node, onnx_graph, weight_port_id))
-                    if not is_shared and onnx_graph.is_node_has_shared_weight(node, weight_port_id):
+                    weight_edge_name = node.input[weight_port_id]
+                    weight_edge_names.append(weight_edge_name)
+                    edge = edge_info_mapping[weight_edge_name]
+                    weight_shape = get_edge_shape(edge)
+                    weight_attrs[weight_port_id] = {"name": weight_edge_name, "shape": weight_shape}
+                    if not is_shared and is_node_has_shared_weight(node, weight_port_id, children_node_mapping):
                         is_shared = True
 
             layer_attributes = ONNXLayerAttributes(
@@ -357,22 +379,23 @@ def create_nncf_graph(onnx_model: onnx.ModelProto) -> NNCFGraph:
                 layer_attributes=layer_attributes,
                 is_shared=is_shared,
             )
-        for output_node in onnx_graph.get_all_nodes():
-            output_edges = onnx_graph.get_node_edge_names(output_node.name)["output"]
+
+        for output_node in onnx_model.graph.node:
+            output_edges = output_node.output
             for output_edge in output_edges:
-                edge = onnx_graph.get_edge(output_edge)
+                edge = edge_info_mapping.get(output_edge)
                 if edge is None:
                     # If the edge is None it means that the edge was not added during shape inference of ONNX model.
                     # BatchNorm exported in Training mode has unused outputs edges: mean, var, saved_mean, saved_var.
                     # NNCFGraph should not contain such edges.
                     continue
-                tensor_shape = ONNXGraph.get_edge_shape(edge)
-                onnx_dtype = ONNXGraph.get_edge_dtype(edge)
+                tensor_shape = get_edge_shape(edge)
+                onnx_dtype = get_edge_dtype(edge)
                 nncf_dtype = GraphConverter.convert_onnx_dtype_to_nncf_dtype(onnx_dtype)
                 output_node_id = nncf_graph.get_node_by_name(output_node.name).node_id
-                input_nodes = onnx_graph.get_nodes_by_input(output_edge)
+                input_nodes = children_node_mapping[output_edge]
                 for input_node in input_nodes:
-                    port_ids = ONNXGraph.get_port_ids_between_nodes(output_node, input_node)
+                    port_ids = get_port_ids_between_nodes(output_node, input_node)
                     input_port_id = port_ids["input_port_id"]
                     output_port_id = port_ids["output_port_id"]
                     in_node_id = nncf_graph.get_node_by_name(input_node.name).node_id
@@ -384,6 +407,7 @@ def create_nncf_graph(onnx_model: onnx.ModelProto) -> NNCFGraph:
                         output_port_id=output_port_id,
                         dtype=Dtype(nncf_dtype),
                     )
-        GraphConverter._add_nncf_input_nodes(onnx_graph, nncf_graph)
-        GraphConverter._add_nncf_output_nodes(onnx_graph, nncf_graph)
+
+        GraphConverter._add_nncf_input_nodes(onnx_model, nncf_graph, edge_info_mapping, children_node_mapping)
+        GraphConverter._add_nncf_output_nodes(onnx_model, nncf_graph, edge_info_mapping, parents_node_mapping)
         return nncf_graph
diff --git a/nncf/onnx/graph/node_utils.py b/nncf/onnx/graph/node_utils.py
index 6575dff6f1c..1e9a162211d 100644
--- a/nncf/onnx/graph/node_utils.py
+++ b/nncf/onnx/graph/node_utils.py
@@ -21,7 +21,7 @@
 from nncf.common.tensor_statistics.collectors import ReductionAxes
 from nncf.onnx.graph.metatypes import onnx_metatypes as om
 from nncf.onnx.graph.metatypes.onnx_metatypes import ONNXDequantizeLinearMetatype
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_tensor_value
 from nncf.onnx.graph.transformations.commands import ONNXTargetPoint
 
 
@@ -45,10 +45,9 @@ def get_bias_value(node_with_bias: NNCFNode, model: onnx.ModelProto) -> np.ndarr
     :param model: The model that contains this operation.
     :return: The bias value that is applied to the output tensor of the node's operation.
     """
-    onnx_graph = ONNXGraph(model)
     assert node_with_bias.layer_attributes.has_bias()
     bias_name = node_with_bias.layer_attributes.bias_attrs["name"]
-    return onnx_graph.get_tensor_value(bias_name)
+    return get_tensor_value(model, bias_name)
 
 
 def get_input_edges_mapping(nncf_graph: NNCFGraph) -> Dict[str, Tuple[str, int]]:
@@ -68,20 +67,25 @@ def get_input_edges_mapping(nncf_graph: NNCFGraph) -> Dict[str, Tuple[str, int]]
     return input_edges_mapping
 
 
-def get_input_edge(input_node_name: str, input_edges_mapping: Dict[str, Tuple[str, int]], onnx_graph: ONNXGraph) -> str:
+def get_input_edge(
+    input_node_name: str,
+    input_edges_mapping: Dict[str, Tuple[str, int]],
+    node_mapping: Dict[str, onnx.NodeProto],
+) -> str:
     """
     Returns input edge corresponding to the NNCF input node with the name input_node_name.
 
     :param input_node_name: Name of NNCF input node.
     :param input_edges_mapping: A mapping of NNCF input node names and
-        a tuple with the consumed node names and their input port ids.
-    :param onnx_graph: Instance of ONNXGraph of the model.
+    a tuple with the consumed node names and their input port ids.
+    :param node_mapping: Mapping of node names to the nodes.
     :return: Input edge name.
     """
     input_edges = set()
     for node_info in input_edges_mapping[input_node_name]:
         name, port_id = node_info
-        input_edges.add(onnx_graph.get_node_edge_names(name)["input"][port_id])
+        node = node_mapping[name]
+        input_edges.add(node.input[port_id])
     assert len(input_edges) == 1
     return input_edges.pop()
 
diff --git a/nncf/onnx/graph/onnx_graph.py b/nncf/onnx/graph/onnx_graph.py
deleted file mode 100644
index df754263c99..00000000000
--- a/nncf/onnx/graph/onnx_graph.py
+++ /dev/null
@@ -1,321 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-from typing import Dict, Iterator, List, Optional, Union
-
-import numpy as np
-import onnx
-from onnx import numpy_helper
-
-
-class ONNXGraph:
-    """
-    The class provides the interface to get the necessary information from ONNX model.
-    """
-
-    def __init__(self, onnx_model: onnx.ModelProto):
-        self.onnx_model = onnx_model
-        self._node_name_to_node = None  # type: Dict[str, onnx.NodeProto]
-        self._edge_name_to_value_info = None  # type: Dict[str, onnx.ValueInfoProto]
-
-    def _update_edges(self) -> None:
-        self.onnx_model = onnx.shape_inference.infer_shapes(self.onnx_model)
-        value_infos = [
-            *self.onnx_model.graph.value_info,
-            *self.onnx_model.graph.input,
-            *self.onnx_model.graph.output,
-            *self.onnx_model.graph.initializer,
-        ]
-        self._edge_name_to_value_info = {tensor.name: tensor for tensor in value_infos}
-
-    def _update_node_names(self) -> None:
-        self._node_name_to_node = {n.name: n for n in self.onnx_model.graph.node}
-
-    def _get_all_tensors(self) -> Iterator[onnx.TensorProto]:
-        """
-        Iterate over all tensors of ONNX model.
-
-        :yield: tensors of ONNX model.
-        """
-        for initializer in self.onnx_model.graph.initializer:
-            yield initializer
-        for node in self.onnx_model.graph.node:
-            for attribute in node.attribute:
-                if attribute.HasField("t"):
-                    yield attribute.t
-                yield from attribute.tensors
-
-    def get_all_nodes(self) -> List[onnx.NodeProto]:
-        """
-        Returns model nodes in the original order.
-
-        :return: model nodes.
-        """
-        return self.onnx_model.graph.node
-
-    def get_node_by_name(self, node_name: str) -> Optional[onnx.NodeProto]:
-        """
-        Returns a model node with the name equals to 'node_name' from self._node_name_to_node.
-        If the self._node_name_to_node is None, fills it with the nodes from the self.onnx_model.
-        If there is no node with such name returns None.
-
-        :param node_name: Name of the node.
-        :return: None if the node with the specified name exists - otherwise returns the node.
-        """
-        if self._node_name_to_node is None:
-            self._update_node_names()
-        return self._node_name_to_node[node_name] if node_name in self._node_name_to_node else None
-
-    def get_edge(self, edge_name: str) -> Optional[onnx.ValueInfoProto]:
-        """
-        Returns edge by its name or None if the model has no such edge.
-        If self._edge_name_to_value_info is not initialized runs an initialization.
-
-        :param edge_name: Name of edge.
-        :return: Edge.
-        """
-        if self._edge_name_to_value_info is None:
-            self._update_edges()
-        return self._edge_name_to_value_info.get(edge_name, None)
-
-    def get_model_inputs(self) -> List[onnx.ValueInfoProto]:
-        """
-        Returns all model inputs.
-
-        :return: Model Inputs.
-        """
-        inputs = []
-        input_all = [node.name for node in self.onnx_model.graph.input]
-        input_initializer = [node.name for node in self.onnx_model.graph.initializer]
-        net_feed_input = list(set(input_all) - set(input_initializer))
-        for node in self.onnx_model.graph.input:
-            if node.name in net_feed_input:
-                inputs.append(node)
-        return inputs
-
-    def get_model_outputs(self) -> List[onnx.ValueInfoProto]:
-        """
-        Returns all model outputs.
-
-        :return: Model Outputs.
-        """
-        return list(self.onnx_model.graph.output)
-
-    def get_node_by_output(self, output_name: str) -> Optional[onnx.NodeProto]:
-        """
-        Returns node that have output edge with the name 'output_name'.
-
-        :param output_name: The name of output edge.
-        :return: Node with corresponding output.
-        """
-        for node in self.get_all_nodes():
-            if output_name in node.output:
-                return node
-        return None
-
-    def get_nodes_by_input(self, input_name: str) -> List[onnx.NodeProto]:
-        """
-        Returns all nodes that have input with the name 'input_name'.
-
-        :param input_name: The name of input edge.
-        :return: Nodes with corresponding input.
-        """
-        output = []
-        for node in self.get_all_nodes():
-            if input_name in node.input:
-                output.append(node)
-        return output
-
-    def get_node_edge_names(self, node_name: str) -> Dict[str, List[str]]:
-        """
-        Returns node edge names.
-
-        :param node_name: The name of the node.
-        :return: Dict with two keys: 'input' and 'output',
-        which are corresponding to input and output edges accordingly.
-        """
-        if self._node_name_to_node is None:
-            self._update_node_names()
-        if node_name in self._node_name_to_node:
-            return {
-                "input": list(self._node_name_to_node[node_name].input),
-                "output": list(self._node_name_to_node[node_name].output),
-            }
-        raise RuntimeError("There is no node with the name {}".format(node_name))
-
-    @staticmethod
-    def get_input_port_id_for_node_after_input(input_name: str, to_node: onnx.NodeProto) -> int:
-        """
-        Returns input_port_id for 'to_node' connected with the model input with the name 'input_name'.
-
-        :param input_name: Name of the ONNX model Input.
-        :param to_node: Node, which has input edge with 'input_name' name.
-        :return: input port number for 'to_node', which is connected to 'input_name'.
-        """
-        for input_port_id, port in enumerate(to_node.input):
-            if port == input_name:
-                return input_port_id
-        raise RuntimeError(f"The node {to_node} does not have input edge with the name {input_name}")
-
-    @staticmethod
-    def get_output_port_id_for_node_before_output(output_name: str, from_node: onnx.NodeProto) -> int:
-        """
-        Returns output_port_id for 'from_node' connected with the model output with the name 'output_name'.
-
-        :param output_name: Name of the ONNX model Output.
-        :param from_node: Node, which has output edge with 'output_name' name.
-        :return: output port number for 'from_node', which is connected to 'output_name'.
-        """
-        for output_port_id, port in enumerate(from_node.output):
-            if port == output_name:
-                return output_port_id
-        raise RuntimeError(f"The node {from_node} does not have output edge with the name {output_name}")
-
-    @staticmethod
-    def get_port_ids_between_nodes(from_node: onnx.NodeProto, to_node: onnx.NodeProto) -> Dict[str, int]:
-        """
-        Returns input_port_id and output_port_id between 'from_node' and 'to_node'.
-
-        :param from_node: Node, whose output is connected to 'to_node' node.
-        :param to_node: Node, whose input is connected to 'from_node' node.
-        :return: Dict{'input_port_id': input port id, 'output_port_id': output port id}
-        """
-        output = {"input_port_id": None, "output_port_id": None}
-        for port_id, port in enumerate(to_node.input):
-            if port in from_node.output:
-                output["input_port_id"] = port_id
-        for port_id, port in enumerate(from_node.output):
-            if port in to_node.input:
-                output["output_port_id"] = port_id
-        if output["output_port_id"] is None or output["input_port_id"] is None:
-            raise RuntimeError(f"The nodes {from_node.name} and {to_node.name} do not have edges between.")
-        return output
-
-    def get_node_index(self, node_name: str) -> int:
-        """
-        Returns the node index in the model.
-
-        :param node_name: Name of the node.
-        :return: Node index, -1 if there is no such node.
-        """
-        for i, node in enumerate(self.get_all_nodes()):
-            if node.name == node_name:
-                return i
-        return -1
-
-    def has_tensor(self, tensor_name: str) -> bool:
-        """
-        Returns True whether the model has the tensor with the name equals to tensor_name.
-
-        :param tensor_name: Name of the tensor.
-        :return: True if the model has such tensor, False - otherwise.
-        """
-        for tensor in self._get_all_tensors():
-            if tensor.name == tensor_name:
-                return True
-        return False
-
-    def get_tensor_value(self, tensor_name: str) -> np.ndarray:
-        """
-        Returns tensor value of a tensor with the name 'tensor_name'.
-
-        :param tensor_name: Name of the tensor.
-        :return: The value of the tensor.
-        """
-        tensor = self.get_tensor(tensor_name)
-        return numpy_helper.to_array(tensor)
-
-    def get_tensor(self, tensor_name: str) -> onnx.TensorProto:
-        """
-        Returns a tensor with the name 'tensor_name'.
-
-        :param initializer_name: Name of the Initializer.
-        :return: The Initializer.
-        """
-        for tensor in self._get_all_tensors():
-            if tensor.name == tensor_name:
-                return tensor
-        raise RuntimeError("There is no tensor with the name {}".format(tensor_name))
-
-    @staticmethod
-    def get_edge_shape(edge: Union[onnx.ValueInfoProto, onnx.TensorProto]) -> List[int]:
-        """
-        Returns edge shape.
-
-        :param edge: The edge.
-        :return: Shape of the Tensor.
-        """
-        if isinstance(edge, onnx.TensorProto):
-            return list(edge.dims)
-        tensor_type = edge.type.tensor_type
-        shape = []
-        if tensor_type.HasField("shape"):
-            for d in tensor_type.shape.dim:
-                if d.HasField("dim_value"):
-                    dim_value = d.dim_value
-                    if isinstance(dim_value, int):
-                        shape.append(dim_value)
-                    else:
-                        return shape
-                elif d.HasField("dim_param"):
-                    # flexible shape  make manually -1
-                    shape.append(-1)
-                else:
-                    return shape
-        return shape
-
-    @staticmethod
-    def get_edge_dtype(edge: Union[onnx.ValueInfoProto, onnx.TensorProto]) -> int:
-        """
-        Returns the data type of the edge.
-
-        :param edge: The edge.
-        :return: Data type of the edge.
-        """
-        if isinstance(edge, onnx.ValueInfoProto):
-            return edge.type.tensor_type.elem_type
-        return edge.data_type
-
-    def get_parent(self, node: onnx.NodeProto, port_id: int) -> Optional[onnx.NodeProto]:
-        """
-        Returns parents of the node. If there is no parent node, returns None.
-
-        :param node: The child node.
-        :param port_id: Input port id on which the parent is seeked.
-        :return: Parent node.
-        """
-        if port_id < len(node.input):
-            return self.get_node_by_output(node.input[port_id])
-        return None
-
-    def get_children(self, node: onnx.NodeProto) -> List[onnx.NodeProto]:
-        """
-        Returns children of the node.
-
-        :param node: The parent node.
-        :return: All children nodes.
-        """
-        output = []
-        node_edges = self.get_node_edge_names(node.name)["output"]
-        for node_edge in node_edges:
-            output.extend(self.get_nodes_by_input(node_edge))
-        return output
-
-    def is_node_has_shared_weight(self, node: onnx.NodeProto, weight_port_id: int) -> bool:
-        """
-        Returns whether the node share a weight.
-
-        :param node: Node.
-        :return: True whether node shares a weight - otherwise False.
-        """
-        weight_tensor_edge = self.get_node_edge_names(node.name)["input"][weight_port_id]
-        nodes = self.get_nodes_by_input(weight_tensor_edge)
-        return len(nodes) > 1
diff --git a/nncf/onnx/graph/onnx_helper.py b/nncf/onnx/graph/onnx_helper.py
new file mode 100644
index 00000000000..f6b082050a0
--- /dev/null
+++ b/nncf/onnx/graph/onnx_helper.py
@@ -0,0 +1,290 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+from collections import defaultdict
+from typing import Dict, Iterator, List, Optional, Union
+
+import numpy as np
+import onnx
+from onnx import numpy_helper
+
+
+def get_name_to_node_map(model: onnx.ModelProto) -> Dict[str, onnx.NodeProto]:
+    """
+    Returns mapping from node name to the node.
+
+    :param model: Model from mapping is built.
+    :return: Mapping.
+    """
+    return {node.name: node for node in model.graph.node}
+
+
+def get_edge_info_mapping(model: onnx.ModelProto) -> Dict[str, onnx.ValueInfoProto]:
+    """
+    Retuns mapping from edge name to the edge info.
+
+    :param model: Model from mapping is built.
+    :return: Mapping.
+    """
+    return {
+        tensor.name: tensor
+        for tensor in (*model.graph.value_info, *model.graph.input, *model.graph.output, *model.graph.initializer)
+    }
+
+
+def get_children_node_mapping(model: onnx.ModelProto) -> Dict[str, List[onnx.NodeProto]]:
+    """
+    Returns a mapping from edge name to nodes which consume this edge as an input.
+
+    :param model: ONNX model.
+    :return: Mapping from edge name to nodes which consume this edge as an input.
+    """
+    output = defaultdict(list)
+    for node in model.graph.node:
+        for edge in node.input:
+            output[edge].append(node)
+    return output
+
+
+def get_parents_node_mapping(model: onnx.ModelProto) -> Dict[str, onnx.NodeProto]:
+    """
+    Returns a mapping from edge name to node which outputs this edge.
+
+    :param model: ONNX model.
+    :return: Mapping from edge name to node which outputs this edge.
+    """
+    output = {}
+    for node in model.graph.node:
+        for edge in node.output:
+            output[edge] = node
+    return output
+
+
+def get_model_inputs(model: onnx.ModelProto) -> List[onnx.ValueInfoProto]:
+    """
+    Returns all model inputs.
+
+    :param model: ONNX model.
+    :return: Model Inputs.
+    """
+    inputs = []
+    input_all = [node.name for node in model.graph.input]
+    input_initializer = [node.name for node in model.graph.initializer]
+    net_feed_input = list(set(input_all) - set(input_initializer))
+    for node in model.graph.input:
+        if node.name in net_feed_input:
+            inputs.append(node)
+    return inputs
+
+
+def get_input_port_id_for_node_after_input(input_name: str, to_node: onnx.NodeProto) -> int:
+    """
+    Returns input_port_id for 'to_node' connected with the model input with the name 'input_name'.
+
+    :param input_name: Name of the ONNX model Input.
+    :param to_node: Node, which has input edge with 'input_name' name.
+    :return: input port number for 'to_node', which is connected to 'input_name'.
+    """
+    for input_port_id, port in enumerate(to_node.input):
+        if port == input_name:
+            return input_port_id
+    raise RuntimeError(f"The node {to_node} does not have input edge with the name {input_name}")
+
+
+def get_output_port_id_for_node_before_output(output_name: str, from_node: onnx.NodeProto) -> int:
+    """
+    Returns output_port_id for 'from_node' connected with the model output with the name 'output_name'.
+
+    :param output_name: Name of the ONNX model Output.
+    :param from_node: Node, which has output edge with 'output_name' name.
+    :return: output port number for 'from_node', which is connected to 'output_name'.
+    """
+    for output_port_id, port in enumerate(from_node.output):
+        if port == output_name:
+            return output_port_id
+    raise RuntimeError(f"The node {from_node} does not have output edge with the name {output_name}")
+
+
+def get_port_ids_between_nodes(from_node: onnx.NodeProto, to_node: onnx.NodeProto) -> Dict[str, int]:
+    """
+    Returns input_port_id and output_port_id between 'from_node' and 'to_node'.
+
+    :param from_node: Node, whose output is connected to 'to_node' node.
+    :param to_node: Node, whose input is connected to 'from_node' node.
+    :return: Dict{'input_port_id': input port id, 'output_port_id': output port id}
+    """
+    output = {"input_port_id": None, "output_port_id": None}
+    for port_id, port in enumerate(to_node.input):
+        if port in from_node.output:
+            output["input_port_id"] = port_id
+    for port_id, port in enumerate(from_node.output):
+        if port in to_node.input:
+            output["output_port_id"] = port_id
+    if output["output_port_id"] is None or output["input_port_id"] is None:
+        raise RuntimeError(f"The nodes {from_node.name} and {to_node.name} do not have edges between.")
+    return output
+
+
+def get_node_index(model: onnx.ModelProto, node_name: str) -> Optional[int]:
+    """
+    Returns the node index in the model.
+
+    :param model: ONNX model.
+    :param node_name: Name of the node.
+    :return: Node index, -1 if there is no such node.
+    """
+    for i, node in enumerate(model.graph.node):
+        if node.name == node_name:
+            return i
+    return None
+
+
+def _get_all_tensors(model: onnx.ModelProto) -> Iterator[onnx.TensorProto]:
+    """
+    Iterate over all tensors of ONNX model.
+
+    :param model: ONNX model.
+    :yield: tensors of ONNX model.
+    """
+    for initializer in model.graph.initializer:
+        yield initializer
+    for node in model.graph.node:
+        for attribute in node.attribute:
+            if attribute.HasField("t"):
+                yield attribute.t
+            yield from attribute.tensors
+
+
+def has_tensor(model: onnx.ModelProto, tensor_name: str) -> bool:
+    """
+    Returns True whether the model has the tensor with the name equals to tensor_name.
+
+    :param model: ONNX model.
+    :param tensor_name: Name of the tensor.
+    :return: True if the model has such tensor, False - otherwise.
+    """
+    for tensor in _get_all_tensors(model):
+        if tensor.name == tensor_name:
+            return True
+    return False
+
+
+def get_tensor(model: onnx.ModelProto, tensor_name: str) -> onnx.TensorProto:
+    """
+    Returns a tensor with the name 'tensor_name'.
+
+    :param model: ONNX model.
+    :param tensor_name: Name of the tensor.
+    :return: The Initializer.
+    """
+    for tensor in _get_all_tensors(model):
+        if tensor.name == tensor_name:
+            return tensor
+    raise RuntimeError("There is no tensor with the name {}".format(tensor_name))
+
+
+def get_tensor_value(model: onnx.ModelProto, tensor_name: str) -> np.ndarray:
+    """
+    Returns tensor value of a tensor with the name 'tensor_name'.
+
+    :param model: ONNX model.
+    :param tensor_name: Name of the tensor.
+    :return: The value of the tensor.
+    """
+    return numpy_helper.to_array(get_tensor(model, tensor_name))
+
+
+def get_edge_shape(edge: Union[onnx.ValueInfoProto, onnx.TensorProto]) -> List[int]:
+    """
+    Returns edge shape.
+
+    :param edge: The edge.
+    :return: Shape of the Tensor.
+    """
+    if isinstance(edge, onnx.TensorProto):
+        return list(edge.dims)
+    tensor_type = edge.type.tensor_type
+    shape = []
+    if tensor_type.HasField("shape"):
+        for d in tensor_type.shape.dim:
+            if d.HasField("dim_value"):
+                dim_value = d.dim_value
+                if isinstance(dim_value, int):
+                    shape.append(dim_value)
+                else:
+                    return shape
+            elif d.HasField("dim_param"):
+                # flexible shape  make manually -1
+                shape.append(-1)
+            else:
+                return shape
+    return shape
+
+
+def get_edge_dtype(edge: Union[onnx.ValueInfoProto, onnx.TensorProto]) -> int:
+    """
+    Returns the data type of the edge.
+
+    :param edge: The edge.
+    :return: Data type of the edge.
+    """
+    if isinstance(edge, onnx.ValueInfoProto):
+        return edge.type.tensor_type.elem_type
+    return edge.data_type
+
+
+def get_parent(
+    node: onnx.NodeProto,
+    port_id: int,
+    parents_node_mapping: Dict[str, onnx.NodeProto],
+) -> Optional[onnx.NodeProto]:
+    """
+    Returns parents of the node. If there is no parent node, returns None.
+
+    :param node: The child node.
+    :param port_id: Input port id on which the parent is seeked.
+    :param edge_node_mapping: Mapping describing start and consumed nodes of the edges.
+    :return: Parent node.
+    """
+    if port_id < len(node.input):
+        return parents_node_mapping.get(node.input[port_id])
+    return None
+
+
+def get_children(node: onnx.NodeProto, children_node_mapping: Dict[str, List[onnx.NodeProto]]) -> List[onnx.NodeProto]:
+    """
+    Returns children of the node.
+
+    :param node: The parent node.
+    :param edge_node_mapping: Mapping describing start and consumed nodes of the edges.
+    :return: All children nodes.
+    """
+    output = []
+    for node_edge in node.output:
+        output.extend(children_node_mapping[node_edge])
+    return output
+
+
+def is_node_has_shared_weight(
+    node: onnx.NodeProto,
+    weight_port_id: int,
+    children_node_mapping: Dict[str, List[onnx.NodeProto]],
+) -> bool:
+    """
+    Returns whether the node share a weight.
+
+    :param node: Node.
+    :param weight_port_id: Port id on which there is a weight.
+    :param edge_node_mapping: Mapping describing start and consumed nodes of the edges.
+    :return: True whether node shares a weight - otherwise False.
+    """
+    weight_tensor_edge = node.input[weight_port_id]
+    nodes = children_node_mapping[weight_tensor_edge]
+    return len(nodes) > 1
diff --git a/nncf/onnx/hardware/config.py b/nncf/onnx/hardware/config.py
index 548043f707a..85840435f2e 100644
--- a/nncf/onnx/hardware/config.py
+++ b/nncf/onnx/hardware/config.py
@@ -11,7 +11,7 @@
 
 from typing import List, Type
 
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.hardware.config import HWConfig
 from nncf.onnx.graph.metatypes.onnx_metatypes import get_operator_metatypes
 
diff --git a/nncf/onnx/quantization/quantizer_parameters.py b/nncf/onnx/quantization/quantizer_parameters.py
index 71b3d976b50..e4470fdce1b 100644
--- a/nncf/onnx/quantization/quantizer_parameters.py
+++ b/nncf/onnx/quantization/quantizer_parameters.py
@@ -54,8 +54,8 @@ def convert_fq_params_to_onnx_params(
     if levels not in [255, 256]:
         raise ValueError("Can only export to INT8/UIN8 256-level ONNX Quantize/Dequantize pairs.")
 
-    input_low, input_high = parameters.input_low, parameters.input_high
-    output_low, output_high = parameters.output_low, parameters.output_high
+    input_low, input_high = parameters.input_low.data, parameters.input_high.data
+    output_low, output_high = parameters.output_low.data, parameters.output_high.data
     if not np.allclose(input_high, output_high) or not np.allclose(input_low, output_low):
         raise ValueError(
             "ONNX Quantize/Dequantize pairs only support input_high == output_high and input_low == output_low."
diff --git a/nncf/onnx/statistics/aggregator.py b/nncf/onnx/statistics/aggregator.py
index e3435382b5d..a768a855258 100644
--- a/nncf/onnx/statistics/aggregator.py
+++ b/nncf/onnx/statistics/aggregator.py
@@ -22,7 +22,7 @@
 from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer
 from nncf.onnx.graph.node_utils import get_input_edge
 from nncf.onnx.graph.node_utils import get_input_edges_mapping
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_name_to_node_map
 from nncf.onnx.graph.transformations.commands import ONNXOutputInsertionCommand
 from nncf.onnx.tensor import ONNXNNCFTensor
 
@@ -30,28 +30,30 @@
 class ONNXStatisticsAggregator(StatisticsAggregator):
     def collect_statistics(self, model: onnx.ModelProto, graph: NNCFGraph) -> None:
         self.input_edges_mapping = get_input_edges_mapping(graph)
-        self._onnx_graph = ONNXGraph(model)
+        self.node_mapping = get_name_to_node_map(model)
         self._registered_weights = set()
         super().collect_statistics(model, graph)
 
     def _register_statistics(
         self, outputs: Dict[str, ONNXNNCFTensor], statistic_points: StatisticPointsContainer
     ) -> None:
-        for node_name, _statistic_points in statistic_points.items():
+        for _statistic_points in statistic_points.values():
             for statistic_point in _statistic_points:
                 target_point = statistic_point.target_point
                 port_id = target_point.port_id
                 if target_point.target_node_name in self.input_edges_mapping:  # Input case
                     edge_name = get_input_edge(
-                        target_point.target_node_name, self.input_edges_mapping, self._onnx_graph
+                        target_point.target_node_name,
+                        self.input_edges_mapping,
+                        self.node_mapping,
                     )
-                    statistic_point.register_tensor(outputs[edge_name])
                 elif target_point.type == TargetType.POST_LAYER_OPERATION:
-                    edge_name = self._onnx_graph.get_node_edge_names(node_name)["output"][port_id]
-                    statistic_point.register_tensor(outputs[edge_name])
+                    node = self.node_mapping[target_point.target_node_name]
+                    edge_name = node.output[port_id]
                 elif target_point.type in [TargetType.PRE_LAYER_OPERATION, TargetType.OPERATION_WITH_WEIGHTS]:
-                    edge_name = self._onnx_graph.get_node_edge_names(node_name)["input"][port_id]
-                    statistic_point.register_tensor(outputs[edge_name])
+                    node = self.node_mapping[target_point.target_node_name]
+                    edge_name = node.input[port_id]
+                statistic_point.register_tensor(outputs[edge_name])
 
     def _get_transformation_layout_extra_outputs(
         self, statistic_points: StatisticPointsContainer
diff --git a/nncf/openvino/graph/metatypes/openvino_metatypes.py b/nncf/openvino/graph/metatypes/openvino_metatypes.py
index 73b18efd3aa..07cd0aed29e 100644
--- a/nncf/openvino/graph/metatypes/openvino_metatypes.py
+++ b/nncf/openvino/graph/metatypes/openvino_metatypes.py
@@ -25,8 +25,8 @@
 
 
 class OVOpMetatype(OperatorMetatype):
-    op_names = []  # type: List[str]
-    subtypes = []  # type: List[Type[OperatorMetatype]]
+    op_names: List[str] = []
+    subtypes: List[Type[OperatorMetatype]] = []
 
     @classmethod
     def get_all_aliases(cls) -> List[str]:
diff --git a/nncf/openvino/graph/model_transformer.py b/nncf/openvino/graph/model_transformer.py
index 19e43f4b131..16cad27bb65 100644
--- a/nncf/openvino/graph/model_transformer.py
+++ b/nncf/openvino/graph/model_transformer.py
@@ -249,10 +249,10 @@ def _convert_to_fp16(data):
             clip_data = np.clip(data, np.finfo(np.float16).min, np.finfo(np.float16).max)
             return clip_data.astype(np.float16)
 
-        input_low = _convert_to_fp16(fq_params.input_low)
-        input_high = _convert_to_fp16(fq_params.input_high)
-        output_low = _convert_to_fp16(fq_params.output_low)
-        output_high = _convert_to_fp16(fq_params.output_high)
+        input_low = _convert_to_fp16(fq_params.input_low.data)
+        input_high = _convert_to_fp16(fq_params.input_high.data)
+        output_low = _convert_to_fp16(fq_params.output_low.data)
+        output_high = _convert_to_fp16(fq_params.output_high.data)
         return input_low, input_high, output_low, output_high
 
     @staticmethod
@@ -266,10 +266,10 @@ def _insert_fake_quantize_op(
         :param name_to_node_mapping: Mapping from node name to node instance.
         """
         fq_params = transformation.quantizer_parameters
-        input_low = fq_params.input_low
-        input_high = fq_params.input_high
-        output_low = fq_params.output_low
-        output_high = fq_params.output_high
+        input_low = fq_params.input_low.data
+        input_high = fq_params.input_high.data
+        output_low = fq_params.output_low.data
+        output_high = fq_params.output_high.data
         levels = fq_params.levels
 
         node_name = transformation.target_point.target_node_name
diff --git a/nncf/openvino/hardware/config.py b/nncf/openvino/hardware/config.py
index afb0e446e64..d87ed4d7176 100644
--- a/nncf/openvino/hardware/config.py
+++ b/nncf/openvino/hardware/config.py
@@ -11,7 +11,7 @@
 
 from typing import List, Type
 
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.hardware.config import HWConfig
 from nncf.openvino.graph.metatypes.openvino_metatypes import get_operator_metatypes
 
diff --git a/nncf/openvino/quantization/quantize_ifmodel.py b/nncf/openvino/quantization/quantize_ifmodel.py
index bf30e3bed91..3280ab4fb54 100644
--- a/nncf/openvino/quantization/quantize_ifmodel.py
+++ b/nncf/openvino/quantization/quantize_ifmodel.py
@@ -125,15 +125,9 @@ def _add_outputs_before_if_node(model_transformer: ModelTransformer, model: ov.M
     :param if_node: If node.
     :return: Model with extra outputs before If node.
     """
-    assert if_node.metatype == OVIfMetatype
     transformation_layout = TransformationLayout()
-    name_to_node_mapping = {op.get_friendly_name(): op for op in model.get_ops()}
-    ov_node = name_to_node_mapping[if_node.node_name]
-    port_ids = range(len(ov_node.inputs()))
-    for port_id in port_ids:
-        transformation_layout.register(
-            OVOutputInsertionCommand(OVTargetPoint(TargetType.PRE_LAYER_OPERATION, if_node.node_name, port_id))
-        )
+    for command in OVBackend.create_output_insertion_commands_if_node(model, if_node):
+        transformation_layout.register(command)
     return model_transformer.transform(transformation_layout)
 
 
@@ -165,12 +159,12 @@ def apply_algorithm_if_bodies(
         return quantized_model, current_model_num
     model_transformer_fp32 = factory.ModelTransformerFactory.create(parent_model)
     for if_node in parent_graph.get_nodes_by_metatypes(OVBackend.if_node_metatypes()):
-        then_model_input_names = OVBackend.get_if_body_input_names(parent_model, if_node, True)
-        else_model_input_names = OVBackend.get_if_body_input_names(parent_model, if_node, False)
-        if_cond_input_name = OVBackend.get_if_cond_input_name(parent_model, if_node)
         parent_model_with_additional_outputs = _add_outputs_before_if_node(
             model_transformer_fp32, parent_model, if_node
         )
+        then_model_input_names = OVBackend.get_if_body_input_names(parent_model, if_node, True)
+        else_model_input_names = OVBackend.get_if_body_input_names(parent_model, if_node, False)
+        if_cond_input_name = OVBackend.get_if_cond_input_name(parent_model_with_additional_outputs, if_node)
         then_dataset, else_dataset = _make_dataset_for_if_bodies(
             factory.EngineFactory.create(parent_model_with_additional_outputs),
             parent_dataset,
@@ -244,7 +238,8 @@ def get_if_body_input_names(model: ov.Model, if_node: NNCFNode, if_body_conditio
             desc.input_index
             for desc in ov_node.get_input_descriptions(OVBackend._get_if_body_port_id(if_body_condition))
         ]
-        input_names.extend([ov_node.input_values()[index].any_name for index in input_indices])
+        for index in input_indices:
+            input_names.append(ov_node.inputs()[index].get_tensor().get_any_name())
         return input_names
 
     @staticmethod
@@ -258,7 +253,7 @@ def get_if_cond_input_name(model: ov.Model, if_node: NNCFNode) -> str:
         """
         name_to_node_mapping = {op.get_friendly_name(): op for op in model.get_ops()}
         ov_node = name_to_node_mapping[if_node.node_name]
-        return ov_node.input_values()[0].any_name
+        return ov_node.inputs()[0].get_tensor().get_any_name()
 
     @staticmethod
     def create_update_body_command(if_node: NNCFNode, if_body_condition: bool, body: ov.Model) -> OVUpdateIfBodyCommand:
@@ -288,13 +283,13 @@ def create_extract_if_body_command(if_node: NNCFNode, if_body_condition: bool) -
         return OVExtractIfBodyCommand(if_node.node_name, if_body_condition)
 
     @staticmethod
-    def create_output_insertion_commands(model: ov.Model, if_node: NNCFNode) -> List[OVOutputInsertionCommand]:
+    def create_output_insertion_commands_if_node(model: ov.Model, if_node: NNCFNode) -> List[OVOutputInsertionCommand]:
         """
-        Returns output insertion commands on
+        Returns output insertion commands on If node inputs.
 
-        :param ov.Model model:
-        :param NNCFNode if_node:
-        :return List[OVOutputInsertionCommand]:
+        :param ov.Model model: Model.
+        :param NNCFNode if_node: If node.
+        :return: Transformation commands to insert outputs before If node.
         """
         assert if_node.metatype == OVIfMetatype
         commands = []
diff --git a/nncf/openvino/quantization/quantize_model.py b/nncf/openvino/quantization/quantize_model.py
index ad07f6fdcf4..cbc4e03a842 100644
--- a/nncf/openvino/quantization/quantize_model.py
+++ b/nncf/openvino/quantization/quantize_model.py
@@ -24,8 +24,6 @@
 from nncf.openvino.quantization.backend_parameters import BackendParameters
 from nncf.openvino.quantization.backend_parameters import is_weight_compression_needed
 from nncf.openvino.quantization.quantize_ifmodel import apply_algorithm_if_bodies
-from nncf.openvino.quantization.weights_compression import insert_pre_compression_operations
-from nncf.parameters import CompressWeightsMode
 from nncf.parameters import DropType
 from nncf.parameters import ModelType
 from nncf.parameters import TargetDevice
@@ -437,28 +435,3 @@ def quantize_with_accuracy_control_impl(
         advanced_quantization_parameters,
         advanced_accuracy_restorer_parameters,
     )
-
-
-def compress_weights_impl(
-    model: ov.Model,
-    mode: CompressWeightsMode = CompressWeightsMode.INT8,
-    ratio: Optional[float] = None,
-    group_size: Optional[int] = None,
-) -> ov.Model:
-    """
-    Implementation of the `compress_weights()` method for the OpenVINO backend.
-
-    :param model: an OpenVINO model for compression.
-    :param mode: Defines a mode for weight compression.
-        INT8 stands for 8-bit integer quantization of all weights.
-        NF4 stands for a mixed-precision weights quantization to NF4 data type. The first and last layers
-        are always compressed to a backup precision which is 8-bit integer by default. All others are quantized whether
-        to NF4 or to a backup precision depending on criteria and the given ratio.
-    :param ratio: the ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4 and
-        the rest to INT8).
-    :param group_size: number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale).
-        The value -1 means no grouping.
-    :return: The non-trainable model with compressed weights and dequantization operations.
-    """
-    insert_pre_compression_operations(model, mode, ratio, group_size)
-    return model
diff --git a/nncf/quantization/__init__.py b/nncf/quantization/__init__.py
index 92a36bcf31c..259d925f3e2 100644
--- a/nncf/quantization/__init__.py
+++ b/nncf/quantization/__init__.py
@@ -9,7 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 """Post-training quantization APIs."""
-from nncf.common.quantization.structs import QuantizationPreset
-from nncf.quantization.quantize_model import compress_weights
-from nncf.quantization.quantize_model import quantize
-from nncf.quantization.quantize_model import quantize_with_accuracy_control
+from nncf.common.quantization.structs import QuantizationPreset as QuantizationPreset
+from nncf.quantization.quantize_model import compress_weights as compress_weights
+from nncf.quantization.quantize_model import quantize as quantize
+from nncf.quantization.quantize_model import quantize_with_accuracy_control as quantize_with_accuracy_control
diff --git a/nncf/quantization/algorithms/bias_correction/algorithm.py b/nncf/quantization/algorithms/bias_correction/algorithm.py
index 67a5d5855fd..614dc241349 100644
--- a/nncf/quantization/algorithms/bias_correction/algorithm.py
+++ b/nncf/quantization/algorithms/bias_correction/algorithm.py
@@ -124,7 +124,7 @@ def _set_backend_entity(self, model: TModel) -> None:
             self._backend_entity = OVBiasCorrectionAlgoBackend()
         else:
             raise RuntimeError(
-                "Cannot return backend-specific entity because {} is not supported!".format(model_backend)
+                "Cannot return backend-specific entity because {} is not supported!".format(model_backend.value)
             )
 
     def apply(
diff --git a/nncf/quantization/algorithms/bias_correction/backend.py b/nncf/quantization/algorithms/bias_correction/backend.py
index a3f626ffe25..ea490f5fae1 100644
--- a/nncf/quantization/algorithms/bias_correction/backend.py
+++ b/nncf/quantization/algorithms/bias_correction/backend.py
@@ -180,7 +180,7 @@ def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
 
         :param node: NNCFNode to check.
         :param nncf_graph: NNCFGraph instance with the node.
-        :return: boolean indicating whether the node has a quantized weights or not.
+        :return: Boolean indicating whether the node has a quantized weights or not.
         """
 
     @staticmethod
diff --git a/nncf/quantization/algorithms/bias_correction/onnx_backend.py b/nncf/quantization/algorithms/bias_correction/onnx_backend.py
index 364c93acc5a..d7f34936bfd 100644
--- a/nncf/quantization/algorithms/bias_correction/onnx_backend.py
+++ b/nncf/quantization/algorithms/bias_correction/onnx_backend.py
@@ -22,7 +22,7 @@
 from nncf.onnx.graph.node_utils import get_bias_value
 from nncf.onnx.graph.node_utils import is_any_weight_quantized
 from nncf.onnx.graph.node_utils import is_node_with_bias
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_name_to_node_map
 from nncf.onnx.graph.transformations.command_creation import create_bias_correction_command
 from nncf.onnx.graph.transformations.commands import ONNXBiasCorrectionCommand
 from nncf.onnx.graph.transformations.commands import ONNXModelExtractionCommand
@@ -101,15 +101,13 @@ def get_bias_value(node: NNCFNode, model: onnx.ModelProto, nncf_graph: NNCFGraph
 
     @staticmethod
     def get_input_name(model: onnx.ModelProto, node_name: str) -> str:
-        onnx_graph = ONNXGraph(model)
-        node = onnx_graph.get_node_by_name(node_name)
-        return node.input[0]
+        node_mapping = get_name_to_node_map(model)
+        return node_mapping[node_name].input[0]
 
     @staticmethod
     def get_output_name(model: onnx.ModelProto, node_name: str, output_id: int) -> List[str]:
-        onnx_graph = ONNXGraph(model)
-        node = onnx_graph.get_node_by_name(node_name)
-        return node.output[output_id]
+        node_mapping = get_name_to_node_map(model)
+        return node_mapping[node_name].output[output_id]
 
     @staticmethod
     def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
diff --git a/nncf/quantization/algorithms/channel_alignment/algorithm.py b/nncf/quantization/algorithms/channel_alignment/algorithm.py
index 0170606c64e..f163ec3468c 100644
--- a/nncf/quantization/algorithms/channel_alignment/algorithm.py
+++ b/nncf/quantization/algorithms/channel_alignment/algorithm.py
@@ -265,7 +265,7 @@ def _check_consumer_conv_node(self, conv_node: NNCFNode) -> bool:
         return True
 
     def _check_producer_conv_node(self, conv_node: NNCFNode):
-        return not conv_node.layer_attributes is None
+        return conv_node.layer_attributes is not None
 
     def _get_target_patterns(self) -> GraphPattern:
         input_attrs = {
diff --git a/nncf/quantization/algorithms/fast_bias_correction/algorithm.py b/nncf/quantization/algorithms/fast_bias_correction/algorithm.py
index 7ed9182d004..919f56848c8 100644
--- a/nncf/quantization/algorithms/fast_bias_correction/algorithm.py
+++ b/nncf/quantization/algorithms/fast_bias_correction/algorithm.py
@@ -9,6 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+from math import inf
 from typing import Any, Dict, List, Optional, Tuple, TypeVar, Union
 
 from nncf import Dataset
@@ -25,6 +26,9 @@
 from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer
 from nncf.common.utils.backend import BackendType
 from nncf.common.utils.backend import get_backend
+from nncf.experimental.common.tensor_statistics.statistical_functions import mean_per_channel
+from nncf.experimental.tensor import Tensor
+from nncf.experimental.tensor import functions as fns
 from nncf.quantization.algorithms.algorithm import Algorithm
 from nncf.quantization.algorithms.fast_bias_correction.backend import ALGO_BACKENDS
 
@@ -114,7 +118,7 @@ def _set_backend_entity(self, model: TModel) -> None:
             self._backend_entity = PTFastBiasCorrectionAlgoBackend()
         else:
             raise RuntimeError(
-                "Cannot return backend-specific entity because {} is not supported!".format(model_backend)
+                "Cannot return backend-specific entity because {} is not supported!".format(model_backend.value)
             )
 
     def apply(
@@ -167,9 +171,9 @@ def apply(
                 output_name=sub_output_name,
             )
 
-            bias_shift = self.reshape_bias_shift(bias_shift, bias_value, channel_axis)
+            bias_shift = self._reshape_bias_shift(bias_shift, bias_value, channel_axis)
             updated_bias = bias_value + bias_shift
-            magnitude = self._backend_entity.get_bias_shift_magnitude(bias_value, updated_bias)
+            magnitude = self._get_bias_shift_magnitude(bias_value, updated_bias)
 
             if magnitude < self.threshold:
                 nncf_logger.debug(f"{node_name} bias would be changed")
@@ -185,7 +189,22 @@ def apply(
 
         return transformed_model
 
-    def reshape_bias_shift(self, bias_shift: TTensor, bias_value: TTensor, channel_axis: int) -> TTensor:
+    @staticmethod
+    def _get_bias_shift_magnitude(current_bias_value: Tensor, updated_bias_value: Tensor) -> float:
+        """
+        Calculates bias shift magnitude based on the current and updated values.
+
+        :param current_bias_value: The original bias value.
+        :param updated_bias_value: The updated bias value.
+        :return: Magnitude between original and updated bias values.
+        """
+        bias_shift_magnitude = inf
+        if fns.count_nonzero(current_bias_value == 0) == 0:
+            bias_shift_magnitude = fns.max(fns.abs((updated_bias_value - current_bias_value) / current_bias_value))
+        return bias_shift_magnitude
+
+    @staticmethod
+    def _reshape_bias_shift(bias_shift: Tensor, bias_value: Tensor, channel_axis: int) -> Tensor:
         """
         Reshape bias_shift tensor in case of dimensions of bias_value is more then 1.
 
@@ -198,7 +217,7 @@ def reshape_bias_shift(self, bias_shift: TTensor, bias_value: TTensor, channel_a
         if bias_value.ndim > 1:
             new_shape = [1] * bias_value.ndim
             new_shape[channel_axis] = bias_shift.shape[0]
-            bias_shift = self._backend_entity.reshape_tensor(bias_shift, new_shape)
+            bias_shift = bias_shift.reshape(new_shape)
         return bias_shift
 
     def _get_fp_inputs(self, statistic_points: StatisticPointsContainer, node_name: str) -> Tuple[List, List]:
@@ -222,7 +241,7 @@ def input_filter_func(point):
             node_name, input_filter_func, self._algorithm_key
         ):
             statistics = tensor_collector.get_statistics()
-            input_fp.extend(statistics.mean_values)
+            input_fp.extend(Tensor(statistics.mean_values))
             input_shape.extend(statistics.shape)
         return input_fp, input_shape
 
@@ -245,7 +264,7 @@ def output_filter_func(point):
         for tensor_collector in statistic_points.get_algo_statistics_for_node(
             node_name, output_filter_func, self._algorithm_key
         ):
-            output_fp.extend(tensor_collector.get_statistics().mean_values)
+            output_fp.extend(Tensor(tensor_collector.get_statistics().mean_values))
         return output_fp
 
     def _extract_submodel(self, model_transformer: ModelTransformer, node_name: str) -> TModel:
@@ -299,8 +318,8 @@ def _get_bias_shift(
         engine = EngineFactory.create(model)
         raw_output = engine.infer(input_blob)
         q_outputs = self._backend_entity.process_model_output(raw_output, output_name)
-        q_outputs = self._backend_entity.tensor_processor.mean_per_channel(q_outputs, channel_axis).tensor
-        bias_shift = self._backend_entity.post_process_output_data(output_fp) - q_outputs
+        q_outputs = mean_per_channel(q_outputs, channel_axis)
+        bias_shift = fns.stack(output_fp) - q_outputs
         return bias_shift
 
     def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer:
diff --git a/nncf/quantization/algorithms/fast_bias_correction/backend.py b/nncf/quantization/algorithms/fast_bias_correction/backend.py
index 38618fe2efa..a9d2ef0ab74 100644
--- a/nncf/quantization/algorithms/fast_bias_correction/backend.py
+++ b/nncf/quantization/algorithms/fast_bias_correction/backend.py
@@ -20,9 +20,9 @@
 from nncf.common.graph.transformations.commands import TargetPoint
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.graph.transformations.commands import TransformationCommand
-from nncf.common.tensor import NNCFTensor
 from nncf.common.tensor_statistics.collectors import TensorStatisticCollectorBase
 from nncf.common.utils.registry import Registry
+from nncf.experimental.tensor import Tensor
 
 TModel = TypeVar("TModel")
 TTensor = TypeVar("TTensor")
@@ -31,13 +31,6 @@
 
 
 class FastBiasCorrectionAlgoBackend(ABC):
-    @property
-    @abstractmethod
-    def tensor_processor(self):
-        """
-        Returns backend-specific instance of the NNCFCollectorTensorProcessor.
-        """
-
     @staticmethod
     @abstractmethod
     def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> TargetPoint:
@@ -120,7 +113,7 @@ def create_input_data(
 
     @staticmethod
     @abstractmethod
-    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: TModel) -> np.ndarray:
+    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: TModel) -> Tensor:
         """
         Returns bias value in the NumPy format of provided node.
 
@@ -151,12 +144,12 @@ def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
         :param node: NNCFNode to check.
         :param nncf_graph: NNCFGraph instance.
 
-        :return: boolean indicating whether the node has a quantized weights or not
+        :return: Boolean indicating whether the node has a quantized weights or not
         """
 
     @staticmethod
     @abstractmethod
-    def process_model_output(raw_data: OutputType, output_name: str) -> NNCFTensor:
+    def process_model_output(raw_data: OutputType, output_name: str) -> Tensor:
         """
         Returns backend-specific processed output from the model.
 
@@ -176,37 +169,6 @@ def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
         :return: Boolean indicating whether the node has a bias or not.
         """
 
-    @staticmethod
-    @abstractmethod
-    def get_bias_shift_magnitude(current_bias_value: TTensor, updated_bias_value: TTensor) -> float:
-        """
-        Calculates bias shift magnitude based on the current and updated values.
-
-        :param current_bias_value: The original bias value.
-        :param updated_bias_value: The updated bias value.
-        :return: Magnitude between original and updated bias values.
-        """
-
-    @staticmethod
-    @abstractmethod
-    def post_process_output_data(data: List[TTensor]) -> TTensor:
-        """
-        Convert data to backend specific type.
-
-        :param data: List of data.
-        :return: Converted data.
-        """
-
-    @staticmethod
-    @abstractmethod
-    def reshape_tensor(data: TTensor, new_shape: List[int]) -> TTensor:
-        """
-        Reshape tensor.
-
-        :param data: Tensor.
-        :param new_shape: New shape.
-        """
-
     @staticmethod
     @abstractmethod
     def get_node_names_for_input_output_statistics(node: NNCFNode, nncf_graph: NNCFGraph) -> Tuple[str, str]:
diff --git a/nncf/quantization/algorithms/fast_bias_correction/onnx_backend.py b/nncf/quantization/algorithms/fast_bias_correction/onnx_backend.py
index 02bb54106c6..d0646f6aeb2 100644
--- a/nncf/quantization/algorithms/fast_bias_correction/onnx_backend.py
+++ b/nncf/quantization/algorithms/fast_bias_correction/onnx_backend.py
@@ -18,6 +18,7 @@
 from nncf.common.graph import NNCFNode
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.utils.backend import BackendType
+from nncf.experimental.tensor import Tensor
 from nncf.onnx.graph.node_utils import get_bias_value
 from nncf.onnx.graph.node_utils import is_any_weight_quantized
 from nncf.onnx.graph.node_utils import is_node_with_bias
@@ -27,8 +28,6 @@
 from nncf.onnx.graph.transformations.commands import ONNXNullBiasInsertionCommand
 from nncf.onnx.graph.transformations.commands import ONNXTargetPoint
 from nncf.onnx.statistics.collectors import ONNXMeanStatisticCollector
-from nncf.onnx.statistics.collectors import ONNXNNCFCollectorTensorProcessor
-from nncf.onnx.tensor import ONNXNNCFTensor
 from nncf.quantization.algorithms.fast_bias_correction.backend import ALGO_BACKENDS
 from nncf.quantization.algorithms.fast_bias_correction.backend import FastBiasCorrectionAlgoBackend
 
@@ -39,10 +38,6 @@ class ONNXFastBiasCorrectionAlgoBackend(FastBiasCorrectionAlgoBackend):
     def types_to_insert_bias(self):
         return []
 
-    @property
-    def tensor_processor(self) -> ONNXNNCFCollectorTensorProcessor:
-        return ONNXNNCFCollectorTensorProcessor
-
     @staticmethod
     def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> ONNXTargetPoint:
         return ONNXTargetPoint(target_type, target_node_name, port_id)
@@ -53,9 +48,9 @@ def create_bias_insertion_command(node: NNCFNode) -> ONNXNullBiasInsertionComman
 
     @staticmethod
     def create_bias_correction_command(
-        node: NNCFNode, bias_value: np.ndarray, nncf_graph: NNCFGraph
+        node: NNCFNode, bias_value: Tensor, nncf_graph: NNCFGraph
     ) -> ONNXBiasCorrectionCommand:
-        return create_bias_correction_command(node, bias_value)
+        return create_bias_correction_command(node, bias_value.data)
 
     @staticmethod
     def model_extraction_command(inputs: List[str], outputs: List[str]) -> ONNXModelExtractionCommand:
@@ -76,27 +71,26 @@ def get_sub_input_output_names(subgraph: onnx.ModelProto) -> Tuple[str, str]:
 
     @staticmethod
     def create_input_data(
-        shape: Tuple[int], data: List[np.ndarray], input_name: str, channel_axis: int
+        shape: Tuple[int], data: List[Tensor], input_name: str, channel_axis: int
     ) -> Dict[str, np.array]:
-        blob = np.zeros(shape)
+        blob = np.zeros(shape, dtype=data[0].data.dtype)
         for j, idx in enumerate(np.ndindex(blob.shape[channel_axis])):
             index = tuple(slice(None) if i != channel_axis else idx for i in range(blob.ndim))
-            blob[index] = data[j]
-        blob = blob.astype(data[0].dtype)
+            blob[index] = data[j].data
         input_data = {input_name: blob}
         return input_data
 
     @staticmethod
-    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: onnx.ModelProto) -> np.ndarray:
-        return get_bias_value(node, model)
+    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: onnx.ModelProto) -> Tensor:
+        return Tensor(get_bias_value(node, model))
 
     @staticmethod
     def get_activation_port_ids_for_bias_node(node: NNCFNode) -> Tuple[int, int]:
         return 0, 0
 
     @staticmethod
-    def process_model_output(raw_data: Dict, output_name: str) -> ONNXNNCFTensor:
-        return ONNXNNCFTensor(raw_data[output_name])
+    def process_model_output(raw_data: Dict, output_name: str) -> Tensor:
+        return Tensor(raw_data[output_name])
 
     @staticmethod
     def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
@@ -106,21 +100,6 @@ def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
     def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
         return is_node_with_bias(node)
 
-    @staticmethod
-    def get_bias_shift_magnitude(current_bias_value: np.ndarray, updated_bias_value: np.ndarray) -> float:
-        bias_shift_magnitude = np.inf
-        if np.count_nonzero(current_bias_value == 0) == 0:
-            bias_shift_magnitude = np.max(np.abs((updated_bias_value - current_bias_value) / current_bias_value))
-        return bias_shift_magnitude
-
-    @staticmethod
-    def post_process_output_data(data: List[np.ndarray]) -> np.ndarray:
-        return np.array(data)
-
-    @staticmethod
-    def reshape_tensor(data: np.ndarray, new_shape: List[int]) -> np.ndarray:
-        return data.reshape(new_shape)
-
     @staticmethod
     def get_node_names_for_input_output_statistics(node: NNCFNode, nncf_graph: NNCFGraph) -> Tuple[str, str]:
         return node.node_name, node.node_name
diff --git a/nncf/quantization/algorithms/fast_bias_correction/openvino_backend.py b/nncf/quantization/algorithms/fast_bias_correction/openvino_backend.py
index 61ebb5a695b..d2744da5864 100644
--- a/nncf/quantization/algorithms/fast_bias_correction/openvino_backend.py
+++ b/nncf/quantization/algorithms/fast_bias_correction/openvino_backend.py
@@ -19,6 +19,7 @@
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.utils.backend import BackendType
 from nncf.experimental.common.tensor_statistics.collectors import TensorCollector
+from nncf.experimental.tensor import Tensor
 from nncf.openvino.graph.metatypes.groups import FAKE_QUANTIZE_OPERATIONS
 from nncf.openvino.graph.node_utils import get_bias_value
 from nncf.openvino.graph.node_utils import is_node_with_bias
@@ -26,28 +27,22 @@
 from nncf.openvino.graph.transformations.commands import OVBiasCorrectionCommand
 from nncf.openvino.graph.transformations.commands import OVModelExtractionCommand
 from nncf.openvino.graph.transformations.commands import OVTargetPoint
-from nncf.openvino.statistics.collectors import OVNNCFCollectorTensorProcessor
 from nncf.openvino.statistics.collectors import get_mean_statistic_collector
-from nncf.openvino.tensor import OVNNCFTensor
 from nncf.quantization.algorithms.fast_bias_correction.backend import ALGO_BACKENDS
 from nncf.quantization.algorithms.fast_bias_correction.backend import FastBiasCorrectionAlgoBackend
 
 
 @ALGO_BACKENDS.register(BackendType.OPENVINO)
 class OVFastBiasCorrectionAlgoBackend(FastBiasCorrectionAlgoBackend):
-    @property
-    def tensor_processor(self) -> OVNNCFCollectorTensorProcessor:
-        return OVNNCFCollectorTensorProcessor
-
     @staticmethod
     def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> OVTargetPoint:
         return OVTargetPoint(target_type, target_node_name, port_id)
 
     @staticmethod
     def create_bias_correction_command(
-        node: NNCFNode, bias_value: np.ndarray, nncf_graph: NNCFGraph
+        node: NNCFNode, bias_value: Tensor, nncf_graph: NNCFGraph
     ) -> OVBiasCorrectionCommand:
-        return OVCommandCreator.create_command_to_update_bias(node, bias_value, nncf_graph)
+        return OVCommandCreator.create_command_to_update_bias(node, bias_value.data, nncf_graph)
 
     @staticmethod
     def model_extraction_command(inputs: List[str], outputs: List[str]) -> OVModelExtractionCommand:
@@ -68,19 +63,18 @@ def get_sub_input_output_names(subgraph: ov.Model) -> Tuple[str, str]:
 
     @staticmethod
     def create_input_data(
-        shape: Tuple[int], data: List[np.ndarray], input_name: str, channel_axis: int
+        shape: Tuple[int], data: List[Tensor], input_name: str, channel_axis: int
     ) -> Dict[str, np.ndarray]:
-        blob = np.zeros(shape)
+        blob = np.zeros(shape, dtype=data[0].data.dtype)
         for j, idx in enumerate(np.ndindex(blob.shape[channel_axis])):
             index = tuple(slice(None) if i != channel_axis else idx for i in range(blob.ndim))
-            blob[index] = data[j]
-        blob = blob.astype(data[0].dtype)
+            blob[index] = data[j].data
         input_data = {input_name: blob}
         return input_data
 
     @staticmethod
-    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: ov.Model) -> np.ndarray:
-        return get_bias_value(node, nncf_graph, model)
+    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: ov.Model) -> Tensor:
+        return Tensor(get_bias_value(node, nncf_graph, model))
 
     @staticmethod
     def get_activation_port_ids_for_bias_node(node: NNCFNode) -> Tuple[int, int]:
@@ -97,28 +91,13 @@ def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
         return weight_node.metatype in FAKE_QUANTIZE_OPERATIONS
 
     @staticmethod
-    def process_model_output(raw_data: Dict, output_name: str) -> OVNNCFTensor:
-        return OVNNCFTensor(raw_data[output_name])
+    def process_model_output(raw_data: Dict, output_name: str) -> Tensor:
+        return Tensor(raw_data[output_name])
 
     @staticmethod
     def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
         return is_node_with_bias(node, nncf_graph)
 
-    @staticmethod
-    def get_bias_shift_magnitude(current_bias_value: np.ndarray, updated_bias_value: np.ndarray) -> float:
-        bias_shift_magnitude = np.inf
-        if np.count_nonzero(current_bias_value == 0) == 0:
-            bias_shift_magnitude = np.max(np.abs((updated_bias_value - current_bias_value) / current_bias_value))
-        return bias_shift_magnitude
-
-    @staticmethod
-    def post_process_output_data(data: List[np.ndarray]) -> np.ndarray:
-        return np.array(data)
-
-    @staticmethod
-    def reshape_tensor(data: np.ndarray, new_shape: List[int]) -> np.ndarray:
-        return data.reshape(new_shape)
-
     @staticmethod
     def get_node_names_for_input_output_statistics(node: NNCFNode, nncf_graph: NNCFGraph) -> Tuple[str, str]:
         return node.node_name, node.node_name
diff --git a/nncf/quantization/algorithms/fast_bias_correction/torch_backend.py b/nncf/quantization/algorithms/fast_bias_correction/torch_backend.py
index cb9b0026e3f..193be8994d9 100644
--- a/nncf/quantization/algorithms/fast_bias_correction/torch_backend.py
+++ b/nncf/quantization/algorithms/fast_bias_correction/torch_backend.py
@@ -20,6 +20,7 @@
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.utils.backend import BackendType
 from nncf.experimental.common.tensor_statistics.collectors import TensorCollector
+from nncf.experimental.tensor import Tensor
 from nncf.quantization.algorithms.fast_bias_correction.backend import ALGO_BACKENDS
 from nncf.quantization.algorithms.fast_bias_correction.backend import FastBiasCorrectionAlgoBackend
 from nncf.torch.graph.transformations.command_creation import create_bias_correction_command
@@ -31,8 +32,6 @@
 from nncf.torch.model_analyzer import is_node_with_fused_bias
 from nncf.torch.model_analyzer import is_quantized_weights
 from nncf.torch.nncf_network import NNCFNetwork
-from nncf.torch.tensor import PTNNCFTensor
-from nncf.torch.tensor_statistics.collectors import PTNNCFCollectorTensorProcessor
 from nncf.torch.tensor_statistics.collectors import get_mean_statistic_collector
 
 
@@ -43,10 +42,6 @@ class PTFastBiasCorrectionAlgoBackend(FastBiasCorrectionAlgoBackend):
         TargetType.POST_LAYER_OPERATION: TargetType.OPERATOR_POST_HOOK,
     }
 
-    @property
-    def tensor_processor(self) -> PTNNCFCollectorTensorProcessor:
-        return PTNNCFCollectorTensorProcessor
-
     @staticmethod
     def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> PTTargetPoint:
         if NNCFGraphNodeType.INPUT_NODE in target_node_name or target_type == TargetType.POST_LAYER_OPERATION:
@@ -57,9 +52,9 @@ def target_point(target_type: TargetType, target_node_name: str, port_id: int) -
 
     @staticmethod
     def create_bias_correction_command(
-        node: NNCFNode, bias_value: np.ndarray, nncf_graph: NNCFGraph
+        node: NNCFNode, bias_value: Tensor, nncf_graph: NNCFGraph
     ) -> PTBiasCorrectionCommand:
-        return create_bias_correction_command(node, bias_value)
+        return create_bias_correction_command(node, bias_value.data)
 
     @staticmethod
     def model_extraction_command(inputs: List[str], outputs: List[str]) -> PTModelExtractionWithFusedBiasCommand:
@@ -80,26 +75,24 @@ def get_sub_input_output_names(subgraph: NNCFNetwork) -> Tuple[str, str]:
         return None, None
 
     @staticmethod
-    def create_input_data(
-        shape: Tuple[int], data: List[torch.Tensor], input_name: str, channel_axis: int
-    ) -> torch.Tensor:
-        blob = torch.zeros(shape, dtype=data[0].dtype)
+    def create_input_data(shape: Tuple[int], data: List[Tensor], input_name: str, channel_axis: int) -> torch.Tensor:
+        blob = torch.zeros(shape, dtype=data[0].data.dtype, device=data[0].data.device)
         for j, idx in enumerate(np.ndindex(blob.shape[channel_axis])):
             index = tuple(slice(None) if i != channel_axis else idx for i in range(blob.ndim))
-            blob[index] = data[j]
+            blob[index] = data[j].data
         return blob
 
     @staticmethod
-    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: NNCFNetwork) -> np.ndarray:
-        return get_fused_bias_value(node, model)
+    def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: NNCFNetwork) -> Tensor:
+        return Tensor(get_fused_bias_value(node, model))
 
     @staticmethod
     def get_activation_port_ids_for_bias_node(node: NNCFNode) -> Tuple[int, int]:
         return 0, 0
 
     @staticmethod
-    def process_model_output(raw_data: Dict, output_name: str) -> PTNNCFTensor:
-        return PTNNCFTensor(raw_data)
+    def process_model_output(raw_data: Dict, output_name: str) -> Tensor:
+        return Tensor(raw_data)
 
     @staticmethod
     def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
@@ -109,21 +102,6 @@ def is_quantized_weights(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
     def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool:
         return is_node_with_fused_bias(node, nncf_graph)
 
-    @staticmethod
-    def get_bias_shift_magnitude(current_bias_value: torch.Tensor, updated_bias_value: torch.Tensor) -> float:
-        bias_shift_magnitude = torch.inf
-        if torch.count_nonzero(current_bias_value == 0) == 0:
-            bias_shift_magnitude = torch.max(torch.abs((updated_bias_value - current_bias_value) / current_bias_value))
-        return bias_shift_magnitude
-
-    @staticmethod
-    def post_process_output_data(data: List[torch.Tensor]) -> torch.Tensor:
-        return torch.Tensor(data)
-
-    @staticmethod
-    def reshape_tensor(data: torch.Tensor, new_shape: List[int]) -> torch.Tensor:
-        return data.reshape(new_shape)
-
     @staticmethod
     def get_node_names_for_input_output_statistics(node: NNCFNode, nncf_graph: NNCFGraph) -> Tuple[str, str]:
         input_node_name = node.node_name
diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py
index 861e0226873..1b199409683 100644
--- a/nncf/quantization/algorithms/min_max/algorithm.py
+++ b/nncf/quantization/algorithms/min_max/algorithm.py
@@ -171,9 +171,9 @@ def __init__(
     def _reset_cache(self):
         # It prevents the duplicate weight quantizers from being added.
         # It can happen when you have layers that share the identical weight tensor.
-        self._quantization_target_points_to_qconfig = (
-            collections.OrderedDict()
-        )  # type: OrderedDict[TargetPoint, QuantizerConfig]
+        self._quantization_target_points_to_qconfig: OrderedDict[
+            TargetPoint, QuantizerConfig
+        ] = collections.OrderedDict()
         self._unified_scale_groups = []
 
     @property
@@ -227,7 +227,7 @@ def _set_backend_entity(self, model: TModel) -> None:
             self._backend_entity = PTMinMaxAlgoBackend()
         else:
             raise RuntimeError(
-                "Cannot return backend-specific entity because {} is not supported!".format(model_backend)
+                "Cannot return backend-specific entity because {} is not supported!".format(model_backend.value)
             )
 
     def _get_range_estimator_parameters(
diff --git a/nncf/quantization/algorithms/min_max/onnx_backend.py b/nncf/quantization/algorithms/min_max/onnx_backend.py
index 47cf5695832..d3c1e25d0ae 100644
--- a/nncf/quantization/algorithms/min_max/onnx_backend.py
+++ b/nncf/quantization/algorithms/min_max/onnx_backend.py
@@ -103,7 +103,7 @@ def create_quantizer_insertion_command(
         quantizer_config: QuantizerConfig,
         parameters: FakeQuantizeParameters,
     ):
-        tensor_type = np.int8 if np.any(parameters.input_low < 0) else np.uint8
+        tensor_type = np.int8 if np.any(parameters.input_low.data < 0) else np.uint8
         if target_point.is_weight_target_point():
             tensor_type = np.int8  # The weight is restricted to have only signed range
         nncf_input_node_next_nodes = ONNXMinMaxAlgoBackend._get_input_edges_mapping(nncf_graph)
diff --git a/nncf/quantization/algorithms/min_max/openvino_backend.py b/nncf/quantization/algorithms/min_max/openvino_backend.py
index 4ad4e309dc8..4edba0c0a37 100644
--- a/nncf/quantization/algorithms/min_max/openvino_backend.py
+++ b/nncf/quantization/algorithms/min_max/openvino_backend.py
@@ -138,7 +138,7 @@ def _get_reduction_axes_and_use_abs_max(
             else:
                 raise NotImplementedError(f"Unsupported target point type {target_point.type}.")
 
-            # TODO (l-bat): Disable quantizer propogation through layout changing operations
+            # TODO (l-bat): Disable quantizer propagation through layout changing operations
             channel_axis = 1  # OpenVINO activations have channel first layout: [N, C, Z, Y, X]
             axes = get_channel_agnostic_reduction_axes([channel_axis], shape)
             return axes, use_abs_max
@@ -171,12 +171,12 @@ def get_statistic_collector(
             [range_estimator_params.min, range_estimator_params.max],
             [OVMinMaxTensorStatistic.MIN_STAT, OVMinMaxTensorStatistic.MAX_STAT],
         ):
-            if not params.statistics_type in OV_REDUCERS_MAP:
+            if params.statistics_type not in OV_REDUCERS_MAP:
                 raise RuntimeError(
                     f"Statistic type: {params.statistics_type} is not supported for OpenVino PTQ backend yet."
                 )
 
-            if not params.aggregator_type in AGGREGATORS_MAP:
+            if params.aggregator_type not in AGGREGATORS_MAP:
                 raise RuntimeError(
                     f"Aggregator type: {params.aggregator_type} is not supported for OpenVino PTQ backend yet."
                 )
diff --git a/nncf/quantization/algorithms/min_max/torch_backend.py b/nncf/quantization/algorithms/min_max/torch_backend.py
index 0a8fe5778c5..e4a765a2d59 100644
--- a/nncf/quantization/algorithms/min_max/torch_backend.py
+++ b/nncf/quantization/algorithms/min_max/torch_backend.py
@@ -11,7 +11,6 @@
 
 from typing import Dict, List, Optional, Set, Tuple
 
-import numpy as np
 import torch
 
 import nncf.torch.graph.operator_metatypes as om
@@ -19,7 +18,6 @@
 from nncf.common.graph.graph import NNCFGraph
 from nncf.common.graph.graph import NNCFNode
 from nncf.common.graph.layer_attributes import WeightedLayerAttributes
-from nncf.common.graph.model_transformer import ModelTransformer
 from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.hardware.config import HWConfig
@@ -38,7 +36,6 @@
 from nncf.torch.graph.graph import PTTargetPoint
 from nncf.torch.graph.transformations.commands import PTQuantizerInsertionCommand
 from nncf.torch.hardware.config import PTHWConfig
-from nncf.torch.model_transformer import PTModelTransformer
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.quantization.default_quantization import DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT
 from nncf.torch.quantization.init_range import PTRangeInitCollectorParams
@@ -112,10 +109,6 @@ def hw_config(self) -> HWConfig:
     def quant_trait_op_dict(self) -> Dict[int, OperatorMetatype]:
         return DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT
 
-    @staticmethod
-    def model_transformer(model: NNCFNetwork) -> ModelTransformer:
-        return PTModelTransformer(model)
-
     @staticmethod
     def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> PTTargetPoint:
         if NNCFGraphNodeType.INPUT_NODE in target_node_name or target_type == TargetType.POST_LAYER_OPERATION:
@@ -139,10 +132,10 @@ def create_quantizer_insertion_command(
     def unify_statistics(statistics: List[PTMinMaxTensorStatistic]) -> PTMinMaxTensorStatistic:
         max_values, min_values = [], []
         for statistic in statistics:
-            max_values.append(torch.tensor(statistic.max_values).flatten())
-            min_values.append(torch.tensor(statistic.min_values).flatten())
-        max_values = torch.max(torch.tensor(max_values))
-        min_values = torch.min(torch.tensor(min_values))
+            max_values.append(statistic.max_values.flatten())
+            min_values.append(statistic.min_values.flatten())
+        max_values = torch.amax(torch.stack(max_values), dim=0)
+        min_values = torch.amin(torch.stack(min_values), dim=0)
         return PTMinMaxTensorStatistic(min_values=min_values, max_values=max_values)
 
     @staticmethod
@@ -163,12 +156,12 @@ def get_statistic_collector(
             [range_estimator_params.min, range_estimator_params.max],
             [PTMinMaxTensorStatistic.MIN_STAT, PTMinMaxTensorStatistic.MAX_STAT],
         ):
-            if not params.statistics_type in PT_REDUCERS_MAP:
+            if params.statistics_type not in PT_REDUCERS_MAP:
                 raise RuntimeError(
                     f"Statistic type: {params.statistics_type} is not supported for Torch PTQ backend yet."
                 )
 
-            if not params.aggregator_type in AGGREGATORS_MAP:
+            if params.aggregator_type not in AGGREGATORS_MAP:
                 raise RuntimeError(
                     f"Aggregator type: {params.aggregator_type} is not supported for Torch PTQ backend yet."
                 )
@@ -279,13 +272,12 @@ def _create_quantizer(
     def _fill_quantizer_parameters(quantizer: BaseQuantizer, parameters: FakeQuantizeParameters) -> None:
         quantizer.eps = 0
         if isinstance(quantizer, AsymmetricQuantizer):
-            quantizer.input_low = torch.nn.Parameter(torch.from_numpy(parameters.input_low))
-            quantizer.input_range = torch.nn.Parameter(
-                torch.from_numpy(np.array(parameters.input_high - parameters.input_low))
-            )
+            quantizer.input_low = torch.nn.Parameter(parameters.input_low.data)
+            input_range = parameters.input_high - parameters.input_low
+            quantizer.input_range = torch.nn.Parameter(input_range.data)
         else:
-            quantizer.signed = np.any(parameters.input_low < 0)
-            quantizer.scale = torch.nn.Parameter(torch.from_numpy(parameters.input_high))
+            quantizer.signed = bool(torch.any(parameters.input_low.data < 0))
+            quantizer.scale = torch.nn.Parameter(parameters.input_high.data)
 
     @staticmethod
     def _create_quantizer_insertion_command(
diff --git a/nncf/quantization/algorithms/smooth_quant/algorithm.py b/nncf/quantization/algorithms/smooth_quant/algorithm.py
index 90c3baa7a13..780a462d280 100644
--- a/nncf/quantization/algorithms/smooth_quant/algorithm.py
+++ b/nncf/quantization/algorithms/smooth_quant/algorithm.py
@@ -91,7 +91,7 @@ def _set_backend_entity(self, model: TModel) -> None:
             self._backend_entity = OVSmoothQuantAlgoBackend()
         else:
             raise RuntimeError(
-                "Cannot return backend-specific entity because {} is not supported!".format(model_backend)
+                "Cannot return backend-specific entity because {} is not supported!".format(model_backend.value)
             )
 
     def apply(
diff --git a/nncf/quantization/algorithms/smooth_quant/backend.py b/nncf/quantization/algorithms/smooth_quant/backend.py
index c6385d8b4f1..e0ccfc955df 100644
--- a/nncf/quantization/algorithms/smooth_quant/backend.py
+++ b/nncf/quantization/algorithms/smooth_quant/backend.py
@@ -54,7 +54,7 @@ def is_node_with_weights(node: NNCFNode) -> bool:
         Checks whether the node with weights or not.
 
         :param node: NNCFNode to check.
-        :return: boolean indicating whether the node has weights or not.
+        :return: Boolean indicating whether the node has weights or not.
         """
 
     @staticmethod
diff --git a/nncf/quantization/algorithms/weight_compression/__init__.py b/nncf/quantization/algorithms/weight_compression/__init__.py
new file mode 100644
index 00000000000..9b29b47534a
--- /dev/null
+++ b/nncf/quantization/algorithms/weight_compression/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/nncf/quantization/algorithms/weight_compression/algorithm.py b/nncf/quantization/algorithms/weight_compression/algorithm.py
new file mode 100644
index 00000000000..20346cfcc6d
--- /dev/null
+++ b/nncf/quantization/algorithms/weight_compression/algorithm.py
@@ -0,0 +1,127 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from typing import Dict, List, Optional, TypeVar
+
+from nncf import Dataset
+from nncf.common.graph.graph import NNCFGraph
+from nncf.common.graph.graph import NNCFNode
+from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer
+from nncf.common.utils.backend import BackendType
+from nncf.common.utils.backend import get_backend
+from nncf.parameters import CompressWeightsMode
+from nncf.quantization.algorithms.algorithm import Algorithm
+from nncf.quantization.algorithms.weight_compression.backend import ALGO_BACKENDS
+
+TModel = TypeVar("TModel")
+TTensor = TypeVar("TTensor")
+
+
+class WeightCompression(Algorithm):
+    """
+    Post-training Weight Compression algorithm implementation.
+
+    Compresses weights of Linear and Embedding layers to 8-bit integer or
+    to nf4 depending on mode, ratio and group size.
+    """
+
+    def __init__(
+        self,
+        mode: CompressWeightsMode,
+        ratio: float = None,
+        group_size: int = None,
+    ):
+        """
+        :param mode: Defines a mode for weight compression.
+            INT8 stands for 8-bit integer quantization of all weights.
+            NF4 stands for a mixed-precision weights quantization to NF4 data type. The first and last layers
+            are always compressed to a backup precision which is 8-bit integer by default. All others are quantized
+            whether to NF4 or to a backup precision depending on criteria and the given ratio.
+        :param ratio: the ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4
+            and the rest to INT8).
+        :param group_size: number of weights (e.g. 128) in the channel dimension
+            that share quantization parameters (scale). The value -1 means no grouping.
+        """
+        super().__init__()
+        self._mode = mode
+        self._group_size = group_size
+        self._ratio = ratio
+        self._backend_entity = None
+        self._algorithm_key = f"CW_{hash(self)}"
+
+    @property
+    def available_backends(self) -> Dict[str, BackendType]:
+        return ALGO_BACKENDS.registry_dict
+
+    def _set_backend_entity(self, model: TModel) -> None:
+        """
+        Creates a helper class with a backed-specific logic of the algorithm.
+
+        :param model: Backend-specific input model.
+        """
+        model_backend = get_backend(model)
+        if model_backend == BackendType.OPENVINO:
+            from nncf.quantization.algorithms.weight_compression.openvino_backend import OVWeightCompressionAlgoBackend
+
+            self._backend_entity = OVWeightCompressionAlgoBackend()
+        else:
+            raise RuntimeError(
+                "Cannot return backend-specific entity because {} is not supported!".format(model_backend.value)
+            )
+
+    def apply(
+        self,
+        model: TModel,
+        graph: NNCFGraph,
+        statistic_points: Optional[StatisticPointsContainer] = None,
+        dataset: Optional[Dataset] = None,
+    ) -> TModel:
+        self._set_backend_entity(model)
+        self._backend_entity.validate_params(self._mode)
+        nodes_to_compress = self._get_nodes_to_compress(graph)
+        transformed_model = self._backend_entity.do_compression(
+            model, nodes_to_compress, self._mode, self._ratio, self._group_size
+        )
+        return transformed_model
+
+    def _get_nodes_to_compress(self, nncf_graph: NNCFGraph) -> List[NNCFNode]:
+        """
+        Collects nodes in the model's graph corresponding to the layers for weight compression.
+
+        :param nncf_graph: NNCFGraph instance.
+        :return: List with the data for each layer.
+        """
+        weighted_metatypes = self._backend_entity.weighted_metatypes
+        ordered_nodes_to_compress = []
+        for node in nncf_graph.topological_sort():
+            is_node_with_weights = self._backend_entity.is_node_with_weights(node)
+            if node.metatype in weighted_metatypes and is_node_with_weights:
+                ordered_nodes_to_compress.append(node)
+        return ordered_nodes_to_compress
+
+    def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer:
+        """
+        Returns statistic points, for which StatisticsCollector should collect statistics.
+
+        :param model: Model for statistics collection.
+        :param graph: Model graph.
+        :return: Statistic points, for which StatisticsCollector should collect statistics.
+        """
diff --git a/nncf/quantization/algorithms/weight_compression/backend.py b/nncf/quantization/algorithms/weight_compression/backend.py
new file mode 100644
index 00000000000..ffa0253b0c2
--- /dev/null
+++ b/nncf/quantization/algorithms/weight_compression/backend.py
@@ -0,0 +1,83 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from abc import ABC
+from abc import abstractmethod
+from typing import List, TypeVar
+
+from nncf.common.graph import NNCFNode
+from nncf.common.graph.operator_metatypes import OperatorMetatype
+from nncf.common.utils.registry import Registry
+from nncf.parameters import CompressWeightsMode
+
+TModel = TypeVar("TModel")
+ALGO_BACKENDS = Registry("algo_backends")
+
+
+class WeightCompressionAlgoBackend(ABC):
+    @property
+    @abstractmethod
+    def weighted_metatypes(self) -> List[OperatorMetatype]:
+        """
+        Property for the backend-specific metatypes.
+        """
+
+    @staticmethod
+    @abstractmethod
+    def is_node_with_weights(node: NNCFNode) -> bool:
+        """
+        Checks whether the node with weights or not.
+
+        :param node: NNCFNode to check.
+        :return: Boolean indicating whether the node has weights or not.
+        """
+
+    @staticmethod
+    @abstractmethod
+    def validate_params(mode: CompressWeightsMode) -> None:
+        """
+        Performs validation of the algorithm's parameters and raises an error for unsupported configuration of
+        parameters. Should be called on early algorithm steps to prevent execution of time-consuming operations.
+
+        :param mode: Defines a mode for weight compression.
+            INT8 stands for 8-bit integer quantization of all weights.
+            NF4 stands for a mixed-precision weights quantization to NF4 data type. The first and last layers
+            are always compressed to a backup precision which is 8-bit integer by default. All others are quantized
+            whether to NF4 or to a backup precision depending on criteria and the given ratio.
+        """
+
+    @staticmethod
+    @abstractmethod
+    def do_compression(
+        model: TModel,
+        nodes_to_compress: List[NNCFNode],
+        mode: CompressWeightsMode,
+        ratio: float = None,
+        group_size: int = None,
+    ) -> TModel:
+        """
+        Compress weights of Linear and Embedding layers to 8-bit integer or to nf4
+        depending on mode, ratio and group size.
+
+        :param model: Model for applying weight compression.
+        :param nodes_to_compress: List of nodes in the model's graph,
+            corresponding to the layers for weight compression.
+        :param mode: Defines a mode for weight compression.
+            INT8 stands for 8-bit integer quantization of all weights.
+            NF4 stands for a mixed-precision weights quantization to NF4 data type. The first and last layers
+            are always compressed to a backup precision which is 8-bit integer by default. All others are quantized
+            whether to NF4 or to a backup precision depending on criteria and the given ratio.
+        :param ratio: The ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4
+            and the rest to INT8).
+        :param group_size: Number of weights (e.g. 128) in the channel dimension
+            that share quantization parameters (scale). The value -1 means no grouping.
+        :return: A resulting model with compressed weights.
+        """
diff --git a/nncf/openvino/quantization/weights_compression.py b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
similarity index 69%
rename from nncf/openvino/quantization/weights_compression.py
rename to nncf/quantization/algorithms/weight_compression/openvino_backend.py
index fa588cd6c63..8142fb35556 100644
--- a/nncf/openvino/quantization/weights_compression.py
+++ b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
@@ -10,25 +10,114 @@
 # limitations under the License.
 
 from dataclasses import dataclass
-from typing import List, Optional, Tuple, Type, TypeVar, Union
+from typing import List, Optional, Tuple, TypeVar, Union
 
 import numpy as np
 import openvino.runtime as ov
 from openvino.runtime import opset9 as opset
 
+from nncf.common.graph import NNCFNode
 from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.logging import nncf_logger
-from nncf.common.quantization.statistics import _proportion_str
+from nncf.common.utils.backend import BackendType
 from nncf.common.utils.helpers import create_table
 from nncf.openvino.graph.metatypes.openvino_metatypes import OVEmbeddingMetatype
 from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype
-from nncf.openvino.graph.metatypes.openvino_metatypes import get_node_metatype
-from nncf.openvino.graph.metatypes.openvino_metatypes import get_operation_const_op
+from nncf.openvino.graph.node_utils import get_channel_agnostic_reduction_axes
 from nncf.openvino.graph.node_utils import get_const_value
-from nncf.openvino.graph.node_utils import get_matmul_channel_axes
+from nncf.openvino.graph.node_utils import get_weight_channel_axes
 from nncf.parameters import CompressWeightsMode
+from nncf.quantization.algorithms.weight_compression.backend import ALGO_BACKENDS
+from nncf.quantization.algorithms.weight_compression.backend import WeightCompressionAlgoBackend
 from nncf.quantization.fake_quantize import calculate_scale_zero_point
 
+
+@ALGO_BACKENDS.register(BackendType.OPENVINO)
+class OVWeightCompressionAlgoBackend(WeightCompressionAlgoBackend):
+    @property
+    def weighted_metatypes(self) -> List[OperatorMetatype]:
+        return [OVMatMulMetatype, OVEmbeddingMetatype]
+
+    @staticmethod
+    def is_node_with_weights(node: NNCFNode) -> bool:
+        return node.layer_attributes and node.layer_attributes.constant_attributes
+
+    @staticmethod
+    def validate_params(mode: CompressWeightsMode) -> None:
+        pass
+
+    @staticmethod
+    def do_compression(
+        model: ov.Model,
+        nodes_to_compress: List[NNCFNode],
+        mode: CompressWeightsMode,
+        ratio: float = None,
+        group_size: int = None,
+    ) -> ov.Model:
+        all_weight_params: List[WeightNodeParams] = []
+        quantized_nodes_ids = set()
+
+        friendly_name_to_op_map = {op.get_friendly_name(): op for op in model.get_ops()}
+
+        for nncf_node in nodes_to_compress:
+            weight_port_ids = nncf_node.layer_attributes.get_const_port_ids()
+            for weight_port_id in weight_port_ids:
+                weight_op_friendly_name = nncf_node.layer_attributes.constant_attributes[weight_port_id]["name"]
+                weight_node = friendly_name_to_op_map[weight_op_friendly_name]
+                if weight_node is None:
+                    continue
+                if id(weight_node) in quantized_nodes_ids:
+                    continue
+                weight_output = weight_node.output(0)
+
+                original_weight_dtype = weight_output.get_element_type().to_dtype()
+                if original_weight_dtype not in [np.float32, np.float16, np.float64]:
+                    continue
+                const_shape = nncf_node.layer_attributes.constant_attributes[weight_port_id]["shape"]
+                channel_axes = get_weight_channel_axes(nncf_node, weight_port_id)
+                axes = get_channel_agnostic_reduction_axes(channel_axes, const_shape)
+                fq_name = f"{weight_op_friendly_name}/fq_weights_{weight_port_id}"
+                num_weights = np.prod(const_shape)
+                weight_params = WeightNodeParams(axes, num_weights, fq_name, weight_node, original_weight_dtype)
+                all_weight_params.append(weight_params)
+                quantized_nodes_ids.add(id(weight_node))
+
+        if mode == CompressWeightsMode.NF4:
+            _assign_mixed_precision(all_weight_params, ratio, group_size)
+
+        for wp in all_weight_params:
+            weight_node = wp.weight_node
+            original_weight_dtype = wp.original_weight_dtype
+
+            weight_output = weight_node.output(0)
+            weight_name = weight_node.get_friendly_name()
+            target_inputs = weight_output.get_target_inputs()
+
+            weight = get_const_value(weight_node)
+            config = wp.compression_config
+
+            if config.is_nf4:
+                original_shape = weight.shape
+                norm_weight, scale = _get_norm_weight_and_nf4_scale(weight, wp.reduction_axes, group_size)
+                compressed_const = opset.constant(norm_weight, dtype=ov.Type.nf4, name=weight_name)
+                convert = opset.convert(compressed_const, original_weight_dtype)
+                mul = opset.multiply(convert, scale.astype(original_weight_dtype), name=wp.fq_name)
+                if config.group_size != -1:
+                    mul = opset.reshape(mul, output_shape=original_shape, special_zero=False)
+                last_output = mul.output(0)
+            else:
+                compressed_weights, scale, zero_point = _int8_compress(weight, wp.reduction_axes)
+                compressed_const = opset.constant(compressed_weights, dtype=np.uint8, name=weight_name)
+                convert = opset.convert(compressed_const, original_weight_dtype)
+                sub = opset.subtract(convert, zero_point.astype(original_weight_dtype))
+                mul = opset.multiply(sub, scale.astype(original_weight_dtype), name=wp.fq_name)
+                last_output = mul.output(0)
+
+            for target_input in target_inputs:
+                target_input.replace_source_output(last_output)
+        return model
+
+
 TWeightType = TypeVar("TWeightType")
 
 NF4_QUANTILES = np.array(
@@ -52,26 +141,7 @@
     ]
 )
 
-
-CENTER_OF_NF4_QUANTILES = np.array(
-    [
-        -0.8480964004993439,
-        -0.6106329262256622,
-        -0.4599952697753906,
-        -0.33967943489551544,
-        -0.23460740596055984,
-        -0.13791173323988914,
-        -0.045525018125772476,
-        0.03979014977812767,
-        0.1202552504837513,
-        0.2035212516784668,
-        0.2920137718319893,
-        0.3893125355243683,
-        0.5016634166240692,
-        0.6427869200706482,
-        0.8614784181118011,
-    ]
-)
+CENTER_OF_NF4_QUANTILES = (NF4_QUANTILES[1:] + NF4_QUANTILES[:-1]) / 2
 
 
 @dataclass
@@ -322,110 +392,3 @@ def _assign_mixed_precision(all_weight_params: List[WeightNodeParams], ratio: fl
         for weight_param in all_weight_params[1:-1]:
             weight_param.compression_config = nf4_config
     nncf_logger.info(_get_bitwidth_distribution_str(all_weight_params))
-
-
-def insert_pre_compression_operations(
-    model: ov.Model,
-    mode: CompressWeightsMode,
-    ratio: float,
-    group_size: int,
-) -> None:
-    """
-    Compress weights of Linear and Embedding layers to 8-bit integer or to nf4 depending on mode, ratio and group size.
-
-    :param model: The model to be transformed.
-    :param mode: Defines a mode for weight compression.
-        INT8 stands for 8-bit integer quantization of all weights.
-        NF4 stands for a mixed-precision weights quantization to NF4 data type. The first and last layers
-        are always compressed to a backup precision which is 8-bit integer by default. All others are quantized whether
-        to NF4 or to a backup precision depending on criteria and the given ratio.
-    :param ratio: the ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4
-        and the rest to INT8).
-    :param group_size: number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale).
-        The value -1 means no grouping.
-    """
-    allowed_metatypes_to_const_port = {OVEmbeddingMetatype: [0], OVMatMulMetatype: [0, 1]}
-
-    all_weight_params: List[WeightNodeParams] = []
-    quantized_nodes_ids = set()
-    for node in model.get_ordered_ops():
-        metatype = get_node_metatype(node)
-        if metatype not in allowed_metatypes_to_const_port:
-            continue
-
-        for const_port_id in allowed_metatypes_to_const_port[metatype]:
-            weight_node = get_operation_const_op(node, const_port_id)
-            if weight_node is None:
-                continue
-            if id(weight_node) in quantized_nodes_ids:
-                continue
-            weight_output = weight_node.output(0)
-            weight_name = weight_node.get_friendly_name()
-            target_inputs = weight_output.get_target_inputs()
-
-            original_weight_dtype = weight_output.get_element_type().to_dtype()
-            if original_weight_dtype not in [np.float32, np.float16, np.float64]:
-                continue
-            axes = _get_reduction_axes(metatype, node, const_port_id)
-            fq_name = f"{node.get_friendly_name()}/fq_weights_{const_port_id}"
-            weight = get_const_value(weight_node)
-            num_weights = weight.size
-            weight_params = WeightNodeParams(axes, num_weights, fq_name, weight_node, original_weight_dtype)
-            all_weight_params.append(weight_params)
-            quantized_nodes_ids.add(id(weight_node))
-
-    if mode == CompressWeightsMode.NF4:
-        _assign_mixed_precision(all_weight_params, ratio, group_size)
-
-    for wp in all_weight_params:
-        weight_node = wp.weight_node
-        original_weight_dtype = wp.original_weight_dtype
-
-        weight_output = weight_node.output(0)
-        weight_name = weight_node.get_friendly_name()
-        target_inputs = weight_output.get_target_inputs()
-
-        weight = get_const_value(weight_node)
-        config = wp.compression_config
-
-        if config.is_nf4:
-            original_shape = weight.shape
-            norm_weight, scale = _get_norm_weight_and_nf4_scale(weight, wp.reduction_axes, group_size)
-            compressed_const = opset.constant(norm_weight, dtype=ov.Type.nf4, name=weight_name)
-            convert = opset.convert(compressed_const, original_weight_dtype)
-            mul = opset.multiply(convert, scale.astype(original_weight_dtype), name=wp.fq_name)
-            if config.group_size != -1:
-                mul = opset.reshape(mul, output_shape=original_shape, special_zero=False)
-            last_output = mul.output(0)
-        else:
-            compressed_weights, scale, zero_point = _int8_compress(weight, wp.reduction_axes)
-            compressed_const = opset.constant(compressed_weights, dtype=np.uint8, name=weight_name)
-            convert = opset.convert(compressed_const, original_weight_dtype)
-            sub = opset.subtract(convert, zero_point.astype(original_weight_dtype))
-            mul = opset.multiply(sub, scale.astype(original_weight_dtype), name=wp.fq_name)
-            last_output = mul.output(0)
-
-        for target_input in target_inputs:
-            target_input.replace_source_output(last_output)
-
-
-def _get_reduction_axes(metatype: Type[OperatorMetatype], node: ov.Node, weight_port_id: int) -> Union[int, Tuple[int]]:
-    """
-    Determines reduction axes by given metatype and node information.
-
-    :param metatype: The metatype of the operator.
-    :param node: The OpenVINO node.
-    :param weight_port_id: The weight port ID.
-
-    :return: The reduction axes as an integer or a tuple of integers.
-    """
-    if metatype is OVMatMulMetatype:
-        transpose = node.get_attributes()[f"transpose_{'a' if weight_port_id == 0 else 'b'}"]
-        ndims = node.input(weight_port_id).get_partial_shape().rank.get_max_length()
-        channel_axes = get_matmul_channel_axes(weight_port_id, ndims, transpose)
-        axes = tuple(i for i in range(ndims) if i not in channel_axes)
-    elif metatype is OVEmbeddingMetatype:
-        axes = (metatype.const_channel_axis[0] + 1) % 2
-    else:
-        RuntimeError("Unsupported metatype to find reduction axes.")
-    return axes
diff --git a/nncf/quantization/fake_quantize.py b/nncf/quantization/fake_quantize.py
index f1744813c54..38b56c97019 100644
--- a/nncf/quantization/fake_quantize.py
+++ b/nncf/quantization/fake_quantize.py
@@ -21,6 +21,9 @@
 from nncf.common.quantization.structs import QuantizerConfig
 from nncf.common.quantization.structs import QuantizerGroup
 from nncf.common.tensor_statistics.statistics import MinMaxTensorStatistic
+from nncf.experimental.tensor import Tensor
+from nncf.experimental.tensor import TensorDataType
+from nncf.experimental.tensor import functions as fns
 
 
 @dataclass
@@ -35,14 +38,14 @@ class FakeQuantizeParameters:
     :param levels: Number of quantization levels.
     """
 
-    input_low: np.ndarray
-    input_high: np.ndarray
-    output_low: np.ndarray
-    output_high: np.ndarray
+    input_low: Tensor
+    input_high: Tensor
+    output_low: Tensor
+    output_high: Tensor
     levels: int
 
 
-def fix_zero_filters_symmetric(max_values: np.ndarray, eps: float = 0.01) -> np.ndarray:
+def fix_zero_filters_symmetric(max_values: Tensor, eps: float = 0.01) -> Tensor:
     """
     Fixes zero filters for symmetric quantizer.
 
@@ -50,14 +53,12 @@ def fix_zero_filters_symmetric(max_values: np.ndarray, eps: float = 0.01) -> np.
     :param eps: Correction coefficient.
     :return: Fixed the high quant number.
     """
-    max_range = np.max(max_values)
-    lower_threshold = np.maximum(8e-5, eps * max_range)
-    return np.maximum(lower_threshold, max_values)
+    max_range = fns.max(max_values)
+    lower_threshold = fns.maximum(max_range * eps, 8e-5)
+    return fns.maximum(lower_threshold, max_values)
 
 
-def fix_zero_filters_asymmetric(
-    min_values: np.ndarray, max_values: np.ndarray, eps: float = 1e-8
-) -> Tuple[np.ndarray, np.ndarray]:
+def fix_zero_filters_asymmetric(min_values: Tensor, max_values: Tensor, eps: float = 1e-8) -> Tuple[Tensor, Tensor]:
     """
     Fixes zero filters for asymmetric quantizer.
 
@@ -69,20 +70,17 @@ def fix_zero_filters_asymmetric(
         level_high - fixed the high quant number
     """
     ranges = max_values - min_values
-    ranges = ranges.flatten() if isinstance(ranges, np.ndarray) else np.array([ranges])
     min_correction = 8e-4
-    corrections = [
-        (np.maximum(eps * rng, rng) - rng) * 0.5 if rng > min_correction else min_correction for rng in ranges
-    ]
-    corrections = np.array(corrections).reshape(max_values.shape)
+    corrections = fns.where(ranges > min_correction, (fns.maximum(eps * ranges, ranges) - ranges) * 0.5, min_correction)
+
     level_low = min_values - corrections
     level_high = max_values + corrections
     return level_low, level_high
 
 
 def tune_range(
-    left_border: np.ndarray, right_border: np.ndarray, num_bits: int, unify_zp: bool = False
-) -> Tuple[np.ndarray, np.ndarray]:
+    left_border: Tensor, right_border: Tensor, num_bits: int, unify_zp: bool = False
+) -> Tuple[Tensor, Tensor]:
     """
     Tunes asymmetric quantization range to unify the zero point of all channels if `unify_zp` is True,
     or sets zero quant precisely to zero value otherwise.
@@ -101,22 +99,21 @@ def tune_range(
     if unify_zp:
         scale = (right_border - left_border) / level_high
         zero_point = -left_border / scale
-        avg_zpts = np.round(np.mean(zero_point))
-        qval = np.ones_like(left_border) * avg_zpts
+        avg_zpts = fns.round(fns.mean(zero_point))
+        qval = fns.ones_like(left_border) * avg_zpts
     else:
         s = level_high / (right_border - left_border)
         fval = -left_border * s
-        qval = np.round(fval)
+        qval = fns.round(fval)
 
-    with np.errstate(invalid="ignore", divide="ignore"):
-        ra = np.where(qval < level_high, qval / (qval - level_high) * right_border, left_border)
-        rb = np.where(qval > 0.0, (qval - level_high) / qval * left_border, right_border)
+    ra = fns.where(qval < level_high, qval / (qval - level_high) * right_border, left_border)
+    rb = fns.where(qval > 0.0, (qval - level_high) / qval * left_border, right_border)
 
     range_a = right_border - ra
     range_b = rb - left_border
 
-    mask = np.where(range_a > range_b, 1.0, 0.0)
-    inv_mask = np.abs(1.0 - mask)
+    mask = fns.where(range_a > range_b, 1.0, 0.0)
+    inv_mask = fns.abs(1.0 - mask)
 
     ra = mask * ra + inv_mask * left_border
     rb = inv_mask * rb + mask * right_border
@@ -125,12 +122,12 @@ def tune_range(
 
 
 def symmetric_range(
-    min_values: np.ndarray,
-    max_values: np.ndarray,
+    min_values: Tensor,
+    max_values: Tensor,
     levels: int,
     quantizer_config: QuantizerConfig,
     q_group: QuantizerGroup,
-) -> Tuple[np.ndarray, np.ndarray]:
+) -> Tuple[Tensor, Tensor]:
     """
     Calculates the numbers of the low and high quant for the symmetric quantization scheme.
 
@@ -148,21 +145,23 @@ def symmetric_range(
     else:
         signed = quantizer_config.signedness_to_force is True
         level_low = (
-            np.zeros_like(level_high) if np.all(min_values >= 0) and not signed else -level_high * levels / (levels - 2)
+            fns.zeros_like(level_high)
+            if fns.all(min_values >= 0) and not signed
+            else -level_high * levels / (levels - 2)
         )
 
-    level_low = level_low.astype(np.float32)
-    level_high = level_high.astype(np.float32)
+    level_low = level_low.astype(TensorDataType.float32)
+    level_high = level_high.astype(TensorDataType.float32)
     return level_low, level_high
 
 
 def asymmetric_range(
-    min_values: np.ndarray,
-    max_values: np.ndarray,
+    min_values: Tensor,
+    max_values: Tensor,
     quantizer_config: QuantizerConfig,
     q_group: QuantizerGroup,
     unify_zp: bool = False,
-) -> Tuple[np.ndarray, np.ndarray]:
+) -> Tuple[Tensor, Tensor]:
     """
     Calculates the numbers of the low and high quant for the asymmetric quantization scheme.
 
@@ -176,15 +175,15 @@ def asymmetric_range(
         level_high - the high quant number
     """
     level_low, level_high = fix_zero_filters_asymmetric(min_values, max_values)
-    level_low = np.where(level_low < 0.0, level_low, 0.0)
-    level_high = np.where(level_high > 0.0, level_high, 0.0)
+    level_low = fns.where(level_low < 0.0, level_low, 0.0)
+    level_high = fns.where(level_high > 0.0, level_high, 0.0)
 
     if unify_zp and q_group == QuantizerGroup.ACTIVATIONS:
         raise NotImplementedError("Unified zero point is not supported for activations.")
 
     level_low, level_high = tune_range(level_low, level_high, quantizer_config.num_bits, unify_zp=unify_zp)
-    level_low = level_low.astype(np.float32)
-    level_high = level_high.astype(np.float32)
+    level_low = level_low.astype(TensorDataType.float32)
+    level_high = level_high.astype(TensorDataType.float32)
     return level_low, level_high
 
 
@@ -221,8 +220,8 @@ def calculate_quantizer_parameters(
         False - the full range is used.
     :return: Parameters of the FakeQuantize layer.
     """
-    min_values = np.array(statistics.min_values).astype(np.float32)
-    max_values = np.array(statistics.max_values).astype(np.float32)
+    min_values = Tensor(statistics.min_values).astype(TensorDataType.float32)
+    max_values = Tensor(statistics.max_values).astype(TensorDataType.float32)
 
     if half_range:
         input_low, input_high, levels = _calculate_scaled_parameters(
@@ -240,21 +239,20 @@ def calculate_quantizer_parameters(
             input_low, input_high = asymmetric_range(min_values, max_values, quantizer_config, quant_group)
 
     if not quantizer_config.per_channel:
-        input_low = np.squeeze(input_low)
-        input_high = np.squeeze(input_high)
+        input_low = fns.squeeze(input_low)
+        input_high = fns.squeeze(input_high)
 
-    input_low, input_high = np.array(input_low), np.array(input_high)
     output_low, output_high = input_low, input_high
     return FakeQuantizeParameters(input_low, input_high, output_low, output_high, levels)
 
 
 def _calculate_scaled_parameters(
-    min_values: np.ndarray,
-    max_values: np.ndarray,
+    min_values: Tensor,
+    max_values: Tensor,
     quantizer_config: QuantizerConfig,
     quant_group: QuantizerGroup,
     narrow_range: bool,
-) -> Tuple[np.ndarray, np.ndarray, int]:
+) -> Tuple[Tensor, Tensor, int]:
     """
     Calculates FakeQuantize layer attributes scaled to effectively use a half range of the quantization range.
 
diff --git a/nncf/quantization/quantize_model.py b/nncf/quantization/quantize_model.py
index c87479fa401..76e5242c4a2 100644
--- a/nncf/quantization/quantize_model.py
+++ b/nncf/quantization/quantize_model.py
@@ -12,6 +12,7 @@
 from typing import Any, Callable, Iterable, List, Optional, Tuple, TypeVar, Union
 
 from nncf.api.compression import TModel
+from nncf.common.factory import NNCFGraphFactory
 from nncf.common.quantization.structs import QuantizationPreset
 from nncf.common.utils.api_marker import api
 from nncf.common.utils.backend import BackendType
@@ -27,6 +28,7 @@
 from nncf.quantization.algorithms.hyperparameter_tuner.algorithm import HyperparameterTuner
 from nncf.quantization.algorithms.hyperparameter_tuner.param_grid import get_quantization_param_grid
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
+from nncf.quantization.algorithms.weight_compression.algorithm import WeightCompression
 from nncf.scopes import IgnoredScope
 
 TTensor = TypeVar("TTensor")
@@ -228,7 +230,10 @@ def quantize_with_accuracy_control(
 
 @api(canonical_alias="nncf.compress_weights")
 def compress_weights(
-    model: TModel, mode=CompressWeightsMode.INT8, ratio: Optional[float] = None, group_size: Optional[int] = None
+    model: TModel,
+    mode=CompressWeightsMode.INT8,
+    ratio: Optional[float] = None,
+    group_size: Optional[int] = None,
 ) -> TModel:
     """
     Compress model weights.
@@ -245,7 +250,6 @@ def compress_weights(
         The value -1 means no grouping.
     :return: The non-trainable model with compressed weights.
     """
-    backend = get_backend(model)
     if mode == CompressWeightsMode.INT8:
         if ratio is None:
             ratio = 1
@@ -262,16 +266,15 @@ def compress_weights(
         if group_size is None:
             group_size = 128
 
+    backend = get_backend(model)
     if backend == BackendType.TORCH:
         from nncf.torch.quantization.quantize_model import compress_weights_impl
 
         return compress_weights_impl(model, mode, ratio, group_size)
-    if backend == BackendType.OPENVINO:
-        from nncf.openvino.quantization.quantize_model import compress_weights_impl
 
-        return compress_weights_impl(model, mode, ratio, group_size)
-
-    raise RuntimeError(f"Unsupported type of backend: {backend}")
+    compression_algorithm = WeightCompression(mode, ratio, group_size)
+    graph = NNCFGraphFactory.create(model)
+    return compression_algorithm.apply(model, graph)
 
 
 def quantize_with_tune_hyperparams(
diff --git a/nncf/telemetry/__init__.py b/nncf/telemetry/__init__.py
index 8219f26d6bd..3c0c3936eb1 100644
--- a/nncf/telemetry/__init__.py
+++ b/nncf/telemetry/__init__.py
@@ -9,6 +9,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.telemetry.decorator import tracked_function
-from nncf.telemetry.extractors import TelemetryExtractor
-from nncf.telemetry.wrapper import telemetry
+from nncf.telemetry.decorator import tracked_function as tracked_function
+from nncf.telemetry.extractors import TelemetryExtractor as TelemetryExtractor
+from nncf.telemetry.wrapper import telemetry as telemetry
diff --git a/nncf/telemetry/decorator.py b/nncf/telemetry/decorator.py
index 67ee5a88c24..42ae45f58e3 100644
--- a/nncf/telemetry/decorator.py
+++ b/nncf/telemetry/decorator.py
@@ -14,6 +14,7 @@
 
 from nncf.telemetry.events import get_current_category
 from nncf.telemetry.events import telemetry_category
+from nncf.telemetry.extractors import CollectedEvent
 from nncf.telemetry.extractors import TelemetryExtractor
 from nncf.telemetry.extractors import VerbatimTelemetryExtractor
 from nncf.telemetry.wrapper import telemetry
@@ -48,7 +49,7 @@ def __call__(self, fn: Callable) -> Callable:
         def wrapped(*args, **kwargs):
             bound_args = fn_signature.bind(*args, **kwargs)
             bound_args.apply_defaults()
-            events = []  # type: CollectedEvent
+            events: List[CollectedEvent] = []
             for collector in self._collectors:
                 argname = collector.argname
                 argvalue = bound_args.arguments[argname] if argname is not None else None
diff --git a/nncf/telemetry/wrapper.py b/nncf/telemetry/wrapper.py
index 341f3c8c0c3..e6a4040a677 100644
--- a/nncf/telemetry/wrapper.py
+++ b/nncf/telemetry/wrapper.py
@@ -93,7 +93,13 @@ class NNCFTelemetry(ITelemetry):
 
     def __init__(self):
         try:
-            self._impl = Telemetry(app_name="nncf", app_version=__version__, tid=self.MEASUREMENT_ID, backend="ga4")
+            self._impl = Telemetry(
+                app_name="nncf",
+                app_version=__version__,
+                tid=self.MEASUREMENT_ID,
+                backend="ga4",
+                enable_opt_in_dialog=False,
+            )
         # pylint:disable=broad-except
         except Exception as e:
             nncf_logger.debug(f"Failed to instantiate telemetry object: exception {e}")
diff --git a/nncf/tensorflow/__init__.py b/nncf/tensorflow/__init__.py
index 09e605b5b16..e98802e35a9 100644
--- a/nncf/tensorflow/__init__.py
+++ b/nncf/tensorflow/__init__.py
@@ -11,13 +11,12 @@
 """
 Base subpackage for NNCF TensorFlow functionality.
 """
+# pylint:skip-file
 import tensorflow
 from packaging import version
 
 from nncf import nncf_logger
 from nncf.common.logging.logger import warn_bkc_version_mismatch
-
-# pylint: skip-file
 from nncf.version import BKC_TF_VERSION
 
 try:
@@ -36,11 +35,15 @@
     )
 
 
-from nncf.common.accuracy_aware_training.training_loop import AdaptiveCompressionTrainingLoop
-from nncf.common.accuracy_aware_training.training_loop import EarlyExitCompressionTrainingLoop
-from nncf.tensorflow.helpers import create_compressed_model
-from nncf.tensorflow.helpers.callback_creation import create_compression_callbacks
-from nncf.tensorflow.initialization import register_default_init_args
+from nncf.common.accuracy_aware_training.training_loop import (
+    AdaptiveCompressionTrainingLoop as AdaptiveCompressionTrainingLoop,
+)
+from nncf.common.accuracy_aware_training.training_loop import (
+    EarlyExitCompressionTrainingLoop as EarlyExitCompressionTrainingLoop,
+)
+from nncf.tensorflow.helpers import create_compressed_model as create_compressed_model
+from nncf.tensorflow.helpers.callback_creation import create_compression_callbacks as create_compression_callbacks
+from nncf.tensorflow.initialization import register_default_init_args as register_default_init_args
 from nncf.tensorflow.pruning.filter_pruning import algorithm as filter_pruning_algorithm
 
 # Required for correct COMPRESSION_ALGORITHMS registry functioning
diff --git a/nncf/tensorflow/accuracy_aware_training/keras_model_utils.py b/nncf/tensorflow/accuracy_aware_training/keras_model_utils.py
index feb37eb200c..25763c77e7a 100644
--- a/nncf/tensorflow/accuracy_aware_training/keras_model_utils.py
+++ b/nncf/tensorflow/accuracy_aware_training/keras_model_utils.py
@@ -39,7 +39,7 @@ def accuracy_aware_fit(
         result_dict_to_val_metric_fn = lambda metric: metric
 
     # pylint:disable=line-too-long
-    with cls_instance.distribute_strategy.scope(), tf_internals.keras_engine.training_utils.RespectCompiledTrainableState(
+    with cls_instance.distribute_strategy.scope(), tf_internals.keras_engine.training_utils.RespectCompiledTrainableState(  # noqa: E501
         cls_instance
     ):
         # pylint: disable=protected-access
diff --git a/nncf/tensorflow/graph/converter.py b/nncf/tensorflow/graph/converter.py
index 9c62dcd342a..9b9a6a3607a 100644
--- a/nncf/tensorflow/graph/converter.py
+++ b/nncf/tensorflow/graph/converter.py
@@ -20,7 +20,6 @@
 
 from nncf.common.graph import NNCFGraph
 from nncf.common.graph import NNCFNodeName
-from nncf.common.graph import OperatorMetatype
 from nncf.common.graph.definitions import NNCFGraphNodeType
 from nncf.common.graph.graph import NNCFNode
 from nncf.common.graph.layer_attributes import BaseLayerAttributes
@@ -32,6 +31,7 @@
 from nncf.common.graph.layer_attributes import MultipleOutputLayerAttributes
 from nncf.common.graph.layer_attributes import PermuteLayerAttributes
 from nncf.common.graph.layer_attributes import ReshapeLayerAttributes
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.operator_metatypes import OutputNoopMetatype
 from nncf.common.graph.utils import get_concat_axis
 from nncf.common.graph.utils import get_split_axis
@@ -139,12 +139,12 @@ class CustomLayerInfo:
     """
 
     def __init__(self):
-        self.requires_inputs_from_nodes = set()  # type: Set[str]
-        self.gives_outputs_from_nodes = set()  # type: Set[str]
-        self.shared_weight_node_names_vs_weighted_op_node_names = defaultdict(set)  # type: Dict[str, Set[str]]
-        self.node_infos = {}  # type: Dict[str, CustomLayerNodeInfo]
-        self.edge_infos = {}  # type: Dict[Tuple[str, str], CustomLayerEdgeInfo]
-        self.graphdef_node_name_to_pretty_node_name = {}  # type: Dict[str, str]
+        self.requires_inputs_from_nodes: Set[str] = set()
+        self.gives_outputs_from_nodes: Set[str] = set()
+        self.shared_weight_node_names_vs_weighted_op_node_names: Dict[str, Set[str]] = defaultdict(set)
+        self.node_infos: Dict[str, CustomLayerNodeInfo] = {}
+        self.edge_infos: Dict[Tuple[str, str], CustomLayerEdgeInfo] = {}
+        self.graphdef_node_name_to_pretty_node_name: Dict[str, str] = {}
 
 
 class TFModelConverter(ABC):
@@ -171,9 +171,9 @@ class BaseFunctionalSequentialConverter(TFModelConverter):
 
     def __init__(self, model: tf.keras.Model):
         self._model = model
-        self._node_info = {}  # type: Dict[str, Dict]
+        self._node_info: Dict[str, Dict] = {}
         self._custom_layer_infos = self._collect_custom_layer_infos(self._model)
-        self._nncf_node_names_vs_custom_layer_name = {}  # type: Dict[NNCFNodeName, str]
+        self._nncf_node_names_vs_custom_layer_name: Dict[NNCFNodeName, str] = {}
 
     @staticmethod
     def _get_type_spec(tensor):
@@ -411,7 +411,7 @@ def _get_layer(self, layer_name: str) -> tf.keras.layers.Layer:
     def _add_custom_layer_subgraph(self, nncf_graph: NNCFGraph, custom_layer_name: str) -> NNCFGraph:
         # TODO (vshampor): filter meaningless ops such as Identity, resource read etc.
         custom_layer_info = self._custom_layer_infos[custom_layer_name]
-        node_name_vs_nncf_node_ids = {}  # type: Dict[NNCFNodeName, int]
+        node_name_vs_nncf_node_ids: Dict[NNCFNodeName, int] = {}
         for node_info in custom_layer_info.node_infos.values():
             weight_node_name = node_info.weight_node_name
             is_shared = False
@@ -469,11 +469,11 @@ class FunctionalConverter(BaseFunctionalSequentialConverter):
     def __init__(self, model: tf.keras.Model):
         super().__init__(model)
         self._model_config = self._model.get_config()
-        self._layer_info = {}  # type: Dict[str, Dict]
+        self._layer_info: Dict[str, Dict] = {}
         self._collect_layer_information()
         self._layer_name_to_node_names = defaultdict(set)
         self._collect_node_information()
-        self._edge_info = {}  # type: Dict[Tuple[str, str], Dict]
+        self._edge_info: Dict[Tuple[str, str], Dict] = {}
         self._collect_edge_information()
 
     def _collect_layer_information(self):
@@ -576,8 +576,8 @@ def _collect_edge_information(self):
 
     def convert(self) -> NNCFGraph:
         nncf_graph = NNCFGraph()
-        node_name_vs_nncf_node_ids = {}  # type: Dict[str, int]
-        output_node_id_vs_model_output_idx = {}  # type: Dict[int, int]
+        node_name_vs_nncf_node_ids: Dict[str, int] = {}
+        output_node_id_vs_model_output_idx: Dict[int, int] = {}
 
         # Regular nodes
         for node_name, node_info in self._node_info.items():
diff --git a/nncf/tensorflow/graph/metatypes/common.py b/nncf/tensorflow/graph/metatypes/common.py
index af35b07bb29..e745578adec 100644
--- a/nncf/tensorflow/graph/metatypes/common.py
+++ b/nncf/tensorflow/graph/metatypes/common.py
@@ -11,9 +11,9 @@
 
 from typing import List, Type
 
-from nncf.common.graph import INPUT_NOOP_METATYPES
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
 from nncf.common.graph.operator_metatypes import NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
 from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.tensorflow.graph.metatypes import keras_layers as layer_metatypes
 from nncf.tensorflow.graph.metatypes import tf_ops as op_metatypes
diff --git a/nncf/tensorflow/graph/metatypes/keras_layers.py b/nncf/tensorflow/graph/metatypes/keras_layers.py
index 23eed1d3d5f..210e78ceb93 100644
--- a/nncf/tensorflow/graph/metatypes/keras_layers.py
+++ b/nncf/tensorflow/graph/metatypes/keras_layers.py
@@ -27,8 +27,8 @@
 
 
 class TFLayerMetatype(OperatorMetatype):
-    keras_layer_names = []  # type: List[str]
-    subtypes = []  # type: List[Type[OperatorMetatype]]
+    keras_layer_names: List[str] = []
+    subtypes: List[Type[OperatorMetatype]] = []
 
     @classmethod
     def get_subtypes(cls) -> List[Type[OperatorMetatype]]:
@@ -72,8 +72,8 @@ def _determine_subtype(
 
 
 class TFLayerWithWeightsMetatype(TFLayerMetatype):
-    weight_definitions = []  # type: List[WeightDef]
-    bias_attr_name = None  # type: Optional[str]
+    weight_definitions: List[WeightDef] = []
+    bias_attr_name: Optional[str] = None
 
 
 @KERAS_LAYER_METATYPES.register()
diff --git a/nncf/tensorflow/graph/metatypes/tf_ops.py b/nncf/tensorflow/graph/metatypes/tf_ops.py
index 2f41c0e8ca8..ec38997b516 100644
--- a/nncf/tensorflow/graph/metatypes/tf_ops.py
+++ b/nncf/tensorflow/graph/metatypes/tf_ops.py
@@ -19,7 +19,7 @@
 
 
 class TFOpMetatype(OperatorMetatype):
-    op_names = []  # type: List[str]
+    op_names: List[str] = []
 
     @classmethod
     def get_all_aliases(cls) -> List[str]:
@@ -46,7 +46,7 @@ def __init__(self, port_id: int, channel_axes):
 
 
 class TFOpWithWeightsMetatype(TFOpMetatype):
-    weight_definitions = []  # type: List[OpWeightDef]
+    weight_definitions: List[OpWeightDef] = []
 
 
 @TF_OPERATION_METATYPES.register()
diff --git a/nncf/tensorflow/hardware/config.py b/nncf/tensorflow/hardware/config.py
index 907d6b75fd8..d74412c709c 100644
--- a/nncf/tensorflow/hardware/config.py
+++ b/nncf/tensorflow/hardware/config.py
@@ -11,7 +11,7 @@
 
 from typing import List, Type
 
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.hardware.config import HWConfig
 from nncf.tensorflow.graph.metatypes.common import get_operator_metatypes
 
diff --git a/nncf/tensorflow/helpers/__init__.py b/nncf/tensorflow/helpers/__init__.py
index b68e342e333..c04c78955a9 100644
--- a/nncf/tensorflow/helpers/__init__.py
+++ b/nncf/tensorflow/helpers/__init__.py
@@ -9,4 +9,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nncf.tensorflow.helpers.model_creation import create_compressed_model
+from nncf.tensorflow.helpers.model_creation import create_compressed_model as create_compressed_model
diff --git a/nncf/tensorflow/layers/wrapper.py b/nncf/tensorflow/layers/wrapper.py
index 56ab120df1b..d6e2ab9743b 100644
--- a/nncf/tensorflow/layers/wrapper.py
+++ b/nncf/tensorflow/layers/wrapper.py
@@ -50,7 +50,7 @@ def __init__(self, layer, **kwargs):
         super().__init__(layer, **kwargs)
         self._track_trackable(layer, name="layer")
 
-        self.weights_attr_ops = {}  # type: Dict[str, Dict[str, NNCFOperation]]
+        self.weights_attr_ops: Dict[str, Dict[str, NNCFOperation]] = {}
 
         self._init_layer_call_fn_args()
         self._trainable_weights = []
diff --git a/nncf/tensorflow/pruning/filter_pruning/algorithm.py b/nncf/tensorflow/pruning/filter_pruning/algorithm.py
index 2e0d33cefed..d095498bee0 100644
--- a/nncf/tensorflow/pruning/filter_pruning/algorithm.py
+++ b/nncf/tensorflow/pruning/filter_pruning/algorithm.py
@@ -500,7 +500,7 @@ def _calculate_filters_importance_in_group(self, group: Cluster[PrunedLayerInfo]
 
         cumulative_filters_importance = tf.zeros(filters_num)
         # Calculate cumulative importance for all filters in this group
-        shared_nodes = set()  # type: Set[str]
+        shared_nodes: Set[str] = set()
         for minfo in group.elements:
             layer_name = minfo.layer_name
             if layer_name in shared_nodes:
diff --git a/nncf/tensorflow/pruning/utils.py b/nncf/tensorflow/pruning/utils.py
index 2248d834022..839fef680bd 100644
--- a/nncf/tensorflow/pruning/utils.py
+++ b/nncf/tensorflow/pruning/utils.py
@@ -70,7 +70,7 @@ def broadcast_filter_mask(filter_mask, shape, dim):
     return broadcasted_filter_mask
 
 
-def collect_output_shapes(model: "NNCFNetwork", graph: NNCFGraph) -> Dict[NNCFNodeName, List[int]]:
+def collect_output_shapes(model: "NNCFNetwork", graph: NNCFGraph) -> Dict[NNCFNodeName, List[int]]:  # noqa: F821
     """
     Collects output dimension shapes for convolutions and fully connected layers
     from the connected edges in the NNCFGraph.
diff --git a/nncf/tensorflow/quantization/__init__.py b/nncf/tensorflow/quantization/__init__.py
index d659c28de8d..6cf84541e81 100644
--- a/nncf/tensorflow/quantization/__init__.py
+++ b/nncf/tensorflow/quantization/__init__.py
@@ -13,6 +13,6 @@
 """
 
 # Required for correct registry functioning
-from nncf.tensorflow.quantization.layers import FakeQuantize
-from nncf.tensorflow.quantization.quantizers import AsymmetricQuantizer
-from nncf.tensorflow.quantization.quantizers import SymmetricQuantizer
+from nncf.tensorflow.quantization.layers import FakeQuantize as FakeQuantize
+from nncf.tensorflow.quantization.quantizers import AsymmetricQuantizer as AsymmetricQuantizer
+from nncf.tensorflow.quantization.quantizers import SymmetricQuantizer as SymmetricQuantizer
diff --git a/nncf/tensorflow/quantization/algorithm.py b/nncf/tensorflow/quantization/algorithm.py
index c1a11f129e2..e977e1debc0 100644
--- a/nncf/tensorflow/quantization/algorithm.py
+++ b/nncf/tensorflow/quantization/algorithm.py
@@ -18,12 +18,12 @@
 from nncf.api.compression import CompressionScheduler
 from nncf.api.compression import CompressionStage
 from nncf.common.compression import BaseCompressionAlgorithmController
-from nncf.common.graph import INPUT_NOOP_METATYPES
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
 from nncf.common.graph import NNCFGraph
 from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
 from nncf.common.graph.layer_attributes import ConvertDtypeLayerAttributes
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
 from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.transformations.commands import TargetPoint
 from nncf.common.graph.transformations.commands import TransformationPriority
@@ -164,8 +164,8 @@ class TFQuantizationSetup:
 
     def __init__(self):
         super().__init__()
-        self._quantization_points = []  # type: List[TFQuantizationPoint]
-        self._unified_scale_groups = []  # type: List[List[QuantizationPointId]]
+        self._quantization_points: List[TFQuantizationPoint] = []
+        self._unified_scale_groups: List[List[QuantizationPointId]] = []
 
     def add_quantization_point(self, point: TFQuantizationPoint):
         """
@@ -458,8 +458,8 @@ def _get_quantizer_setup(self, model: tf.keras.Model) -> TFQuantizationSetup:
         )
         setup = TFQuantizationSetup()
 
-        quantized_layer_names_vs_qconfigs = {}  # type: Dict[str, QuantizerConfig]
-        qp_id_to_index = {}  # type: Dict[QuantizationPointId, int]
+        quantized_layer_names_vs_qconfigs: Dict[str, QuantizerConfig] = {}
+        qp_id_to_index: Dict[QuantizationPointId, int] = {}
         tf_setup_qp_index = 0
         applied_overflow_fix = False
         first_conv_nodes = get_first_nodes_of_type(nncf_graph, ["Conv2D", "Conv3D"])
@@ -578,7 +578,7 @@ def _get_quantizable_weighted_layer_nodes(self, nncf_graph: NNCFGraph) -> List[Q
             if metatype in OUTPUT_NOOP_METATYPES:
                 continue
 
-            if not metatype in QUANTIZATION_LAYER_METATYPES:
+            if metatype not in QUANTIZATION_LAYER_METATYPES:
                 continue
 
             assert issubclass(metatype, TFLayerWithWeightsMetatype) or issubclass(metatype, TFOpWithWeightsMetatype)
@@ -610,7 +610,7 @@ def _get_quantizer_propagation_solution(
         input_preprocessing_nodes = self._get_input_preprocessing_nodes(nncf_graph, model)
         input_preprocessing_node_names = [n.node_name for n in input_preprocessing_nodes]
         if custom_layer_node_names:
-            custom_layer_node_names_str = ", ".join([str(l) for l in custom_layer_node_names])
+            custom_layer_node_names_str = ", ".join([str(n) for n in custom_layer_node_names])
             nncf_logger.warning(
                 f"Following custom layers will be ignored during quantization (custom layer quantization not supported "
                 f"by NNCF yet):\n[{custom_layer_node_names_str}]"
diff --git a/nncf/tensorflow/quantization/init_range.py b/nncf/tensorflow/quantization/init_range.py
index 900f3248134..6ff881c026c 100644
--- a/nncf/tensorflow/quantization/init_range.py
+++ b/nncf/tensorflow/quantization/init_range.py
@@ -63,7 +63,7 @@ def get_init_config_for_quantization_point(self, layer: tf.keras.layers.Layer, i
         return self.get_init_config_for_scope_and_group(node_name, group)
 
     def get_init_config_for_scope_and_group(self, node_name: str, group: QuantizerGroup) -> RangeInitConfig:
-        matches = []  # type: List[RangeInitConfig]
+        matches: List[RangeInitConfig] = []
         for pl_config in self.per_layer_range_init_configs:
             if should_consider_scope(
                 node_name, ignored_scopes=pl_config.ignored_scopes, target_scopes=pl_config.target_scopes
diff --git a/nncf/tensorflow/quantization/quantize_model.py b/nncf/tensorflow/quantization/quantize_model.py
index f6f15d79d8e..4d726d88651 100644
--- a/nncf/tensorflow/quantization/quantize_model.py
+++ b/nncf/tensorflow/quantization/quantize_model.py
@@ -53,7 +53,7 @@ def batch_size(self) -> int:
             if isinstance(batch_size, tf.Tensor):
                 batch_size = batch_size.numpy()
             batch_size = int(batch_size)
-        except:  # pylint: disable=W0702
+        except:  # pylint: disable=W0702 # noqa: E722
             batch_size = 1
         return batch_size
 
diff --git a/nncf/tensorflow/sparsity/magnitude/algorithm.py b/nncf/tensorflow/sparsity/magnitude/algorithm.py
index 0f6e7f3d270..0ef45f5ec9d 100644
--- a/nncf/tensorflow/sparsity/magnitude/algorithm.py
+++ b/nncf/tensorflow/sparsity/magnitude/algorithm.py
@@ -18,7 +18,7 @@
 from nncf.api.compression import CompressionScheduler
 from nncf.api.compression import CompressionStage
 from nncf.common.accuracy_aware_training.training_loop import ADAPTIVE_COMPRESSION_CONTROLLERS
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
 from nncf.common.graph.transformations.commands import TransformationPriority
 from nncf.common.initialization.batchnorm_adaptation import BatchnormAdaptationAlgorithm
 from nncf.common.schedulers import StubCompressionScheduler
@@ -67,7 +67,7 @@ def get_transformation_layout(self, model: tf.keras.Model) -> TFTransformationLa
 
         transformations = TFTransformationLayout()
 
-        processed_shared_layer_names = set()  # type: Set[str]
+        processed_shared_layer_names: Set[str] = set()
 
         for node in nncf_graph.get_all_nodes():
             if node.is_shared():
diff --git a/nncf/tensorflow/sparsity/rb/algorithm.py b/nncf/tensorflow/sparsity/rb/algorithm.py
index 44ec4074804..e014b99b8bc 100644
--- a/nncf/tensorflow/sparsity/rb/algorithm.py
+++ b/nncf/tensorflow/sparsity/rb/algorithm.py
@@ -58,7 +58,7 @@ def get_transformation_layout(self, model: tf.keras.Model) -> TFTransformationLa
 
         transformations = TFTransformationLayout()
 
-        processed_shared_layer_names = set()  # type: Set[str]
+        processed_shared_layer_names: Set[str] = set()
 
         for node in nncf_graph.get_all_nodes():
             if node.is_shared():
diff --git a/nncf/tensorflow/tf_internals.py b/nncf/tensorflow/tf_internals.py
index 566365ce2c4..94b6ca13534 100644
--- a/nncf/tensorflow/tf_internals.py
+++ b/nncf/tensorflow/tf_internals.py
@@ -8,26 +8,26 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+
 # pylint: disable=unused-import
+# pylint: disable=import-error
+# pylint: disable=no-name-in-module
 
-from packaging import version
-from tensorflow.python.eager import context as eager_context
+from keras import backend as backend
+from keras import layers as layers
+from keras.layers import Rescaling as Rescaling
+from packaging import version as version
+from tensorflow.python.eager import context as eager_context  # noqa: F401
 
 from nncf.tensorflow import tensorflow_version
 
 if version.parse(tensorflow_version) < version.parse("2.13"):
-    from keras import backend
-    from keras import engine as keras_engine
-    from keras import layers
-    from keras.applications import imagenet_utils
-    from keras.engine.keras_tensor import KerasTensor
-    from keras.layers import Rescaling
-    from keras.utils.control_flow_util import smart_cond
+    from keras import engine as keras_engine  # noqa: F401
+    from keras.applications import imagenet_utils as imagenet_utils
+    from keras.engine.keras_tensor import KerasTensor as KerasTensor
+    from keras.utils.control_flow_util import smart_cond as smart_cond
 else:
-    from keras import backend
-    from keras import layers
-    from keras.layers import Rescaling
-    from keras.src import engine as keras_engine  # pylint: disable=no-name-in-module,import-error
-    from keras.src.applications import imagenet_utils  # pylint: disable=no-name-in-module,import-error
-    from keras.src.engine.keras_tensor import KerasTensor  # pylint: disable=no-name-in-module,import-error
-    from keras.src.utils.control_flow_util import smart_cond  # pylint: disable=no-name-in-module,import-error
+    from keras.src import engine as keras_engine  # noqa: F401
+    from keras.src.applications import imagenet_utils as imagenet_utils  # noqa: E501
+    from keras.src.engine.keras_tensor import KerasTensor as KerasTensor  # noqa: E501
+    from keras.src.utils.control_flow_util import smart_cond as smart_cond  # noqa: E501
diff --git a/nncf/torch/__init__.py b/nncf/torch/__init__.py
index c1275f4ea7f..f62e8e33fe8 100644
--- a/nncf/torch/__init__.py
+++ b/nncf/torch/__init__.py
@@ -25,7 +25,7 @@
 try:
     _torch_version = torch.__version__
     torch_version = version.parse(_torch_version).base_version
-except:
+except:  # noqa: E722
     nncf_logger.debug("Could not parse torch version")
     _torch_version = "0.0.0"
     torch_version = version.parse(_torch_version).base_version
diff --git a/nncf/torch/automl/environment/quantization_env.py b/nncf/torch/automl/environment/quantization_env.py
index 8e162d95903..59de15e524a 100644
--- a/nncf/torch/automl/environment/quantization_env.py
+++ b/nncf/torch/automl/environment/quantization_env.py
@@ -176,9 +176,9 @@ def __init__(
         self.model_bitwidth_space = sorted(list(self.model_bitwidth_space))
 
         # Create mapping of QuantizerId to the space of the corresponding quantizer's allowed qconfigs
-        self.qconfig_space_map = OrderedDict.fromkeys(
+        self.qconfig_space_map: Dict[QuantizerId, List[QuantizerConfig]] = OrderedDict.fromkeys(
             self.qctrl.all_quantizations.keys()
-        )  # type: Dict[QuantizerId, List[QuantizerConfig]]
+        )
         if self.hw_cfg_type is None:
             for qid in self.qconfig_space_map.keys():
                 conf = self.qctrl.all_quantizations[qid].get_quantizer_config()
@@ -554,7 +554,7 @@ def is_final_step():
         return self.evaluate_strategy(self.collected_strategy, skip_constraint=self.skip_constraint)
 
     def select_config_for_actions(self, actions) -> Dict[QuantizationPointId, QuantizerConfig]:
-        retval = OrderedDict()  # type: Dict[QuantizationPointId, QuantizerConfig]
+        retval: Dict[QuantizationPointId, QuantizerConfig] = OrderedDict()
         for action, qp_id_set, qconf_space in zip(actions, self.master_df["qp_id_set"], self.master_df["qconf_space"]):
             matches = []
             for qconf in qconf_space:
@@ -681,7 +681,7 @@ def _align_bw_action(self):
             intersecting_bw_space = self.adjq_groupwise_intersecting_bw_space[i]
 
             # Determine the lowest realizable hardware precision given current action of the groups
-            if not group_min_predicted_bw in intersecting_bw_space:
+            if group_min_predicted_bw not in intersecting_bw_space:
                 group_final_min_bw = min(intersecting_bw_space)
             else:
                 group_final_min_bw = group_min_predicted_bw
diff --git a/nncf/torch/binarization/algo.py b/nncf/torch/binarization/algo.py
index 6af5d4ae15e..998c4d6ecf1 100644
--- a/nncf/torch/binarization/algo.py
+++ b/nncf/torch/binarization/algo.py
@@ -39,7 +39,7 @@
 from nncf.torch.layers import NNCFConv2d
 from nncf.torch.module_operations import UpdateInputs
 from nncf.torch.nncf_network import NNCFNetwork
-from nncf.torch.quantization.algo import QuantizationControllerBase
+from nncf.torch.quantization.base_ctrl import QuantizationControllerBase
 from nncf.torch.quantization.schedulers import QUANTIZATION_SCHEDULERS
 from nncf.torch.utils import get_model_device
 
diff --git a/nncf/torch/checkpoint_loading.py b/nncf/torch/checkpoint_loading.py
index 942509bded5..7931b200094 100644
--- a/nncf/torch/checkpoint_loading.py
+++ b/nncf/torch/checkpoint_loading.py
@@ -92,7 +92,7 @@ class ProcessedKeys:
     """Contains checkpoint keys with their status of matching with model keys"""
 
     def __init__(self):
-        self._keys = {}  # type: Dict[ProcessedKeyStatus, Set[str]]
+        self._keys: Dict[ProcessedKeyStatus, Set[str]] = {}
         for key_status in ProcessedKeyStatus:
             self._keys[key_status] = set()
 
diff --git a/nncf/torch/debug.py b/nncf/torch/debug.py
index 1ffb4ba4d75..8ced0814eaf 100644
--- a/nncf/torch/debug.py
+++ b/nncf/torch/debug.py
@@ -62,8 +62,10 @@ def init_actual(self, owner_model):
 
 
 def debuggable_forward(forward_func):
+    from nncf.torch.nncf_network import NNCFNetwork
+
     @functools.wraps(forward_func)
-    def decorated(self: "NNCFNetwork", *args, **kwargs):
+    def decorated(self: NNCFNetwork, *args, **kwargs):
         if hasattr(self, "nncf") and self.nncf.debug_interface is not None:
             self.nncf.debug_interface.pre_forward_actions(module=self)
         retval = forward_func(self, *args, **kwargs)
@@ -76,12 +78,12 @@ def decorated(self: "NNCFNetwork", *args, **kwargs):
 
 class CombinedDebugInterface(DebugInterface):
     def __init__(self):
-        self._interfaces = []  # type: List[DebugInterface]
+        self._interfaces: List[DebugInterface] = []
 
     def add_interface(self, interface: "DebugInterface"):
         self._interfaces.append(interface)
 
-    def init_actual(self, owner_model: "NNCFNetwork"):
+    def init_actual(self, owner_model: "NNCFNetwork"):  # noqa: F821
         for interface in self._interfaces:
             interface.init_actual(owner_model)
 
diff --git a/nncf/torch/dynamic_graph/context.py b/nncf/torch/dynamic_graph/context.py
index a56cd0ec2f5..9d9e1a645c3 100644
--- a/nncf/torch/dynamic_graph/context.py
+++ b/nncf/torch/dynamic_graph/context.py
@@ -24,11 +24,13 @@
 from nncf.torch.dynamic_graph.graph import DynamicGraph
 from nncf.torch.dynamic_graph.graph import DynamicGraphNode
 from nncf.torch.dynamic_graph.graph import DynamicGraphNodeParameters
+from nncf.torch.dynamic_graph.graph import TensorMetaComparator
 from nncf.torch.dynamic_graph.op_input_processing import OperatorInput
 from nncf.torch.dynamic_graph.operation_address import OperationAddress
 from nncf.torch.dynamic_graph.scope import Scope
 from nncf.torch.dynamic_graph.scope import ScopeElement
 from nncf.torch.dynamic_graph.trace_tensor import TensorMeta
+from nncf.torch.dynamic_graph.trace_tensor import TracedTensor
 
 
 class ThreadLocalGlobalContext(threading.local):
@@ -91,7 +93,7 @@ def __init__(self):
 
         self._save_context = None
         self._post_hooks = {}
-        self._pre_hooks = {}  # type: Dict[PreHookId, List[Callable]]
+        self._pre_hooks: Dict[PreHookId, List[Callable]] = {}
         self._num_nested_hooks = 0
 
         self._threading = CopySafeThreadingVars()
@@ -157,7 +159,7 @@ def find_operator_node(
     def register_global_buffer(self, name: str, buffer):
         self.global_buffer_store[name] = buffer
 
-    def register_traced_tensor(self, tt: "TracedTensor"):
+    def register_traced_tensor(self, tt: TracedTensor):
         """
         Registers a weak reference to a traced tensor in the context so that in case
         the block under context retains a reference to an intermediate tensor somewhere,
@@ -318,7 +320,7 @@ def enable_node_additions(self):
     def disable_node_additions(self):
         self._may_add_nodes = False
 
-    def add_node_comparators(self, scopes_to_apply: List[str], node_input_comparator: "TensorMetaComparator" = None):
+    def add_node_comparators(self, scopes_to_apply: List[str], node_input_comparator: TensorMetaComparator = None):
         self._input_comparators_per_scope.append((node_input_comparator, scopes_to_apply))
 
     @property
@@ -421,7 +423,7 @@ def set_active_skipped_block(self, block_indexes: List[int]):
                 self.start_node_name_of_skipped_block.append(self.skipped_blocks[block_index].start_node_name)
                 self.end_node_name_of_skipped_block.append(self.skipped_blocks[block_index].end_node_name)
 
-    def set_elastic_blocks(self, blocks: List["BuildingBlock"] = None):
+    def set_elastic_blocks(self, blocks: List["BuildingBlock"] = None):  # noqa: F821
         if blocks is not None:
             if isinstance(blocks, list):
                 if len(blocks) == 0:
diff --git a/nncf/torch/dynamic_graph/graph.py b/nncf/torch/dynamic_graph/graph.py
index 80db3559dc9..bdfdf647820 100644
--- a/nncf/torch/dynamic_graph/graph.py
+++ b/nncf/torch/dynamic_graph/graph.py
@@ -16,8 +16,9 @@
 from torch import Tensor
 
 from nncf import nncf_logger
-from nncf.common.graph import Dtype
 from nncf.common.graph.layer_attributes import BaseLayerAttributes
+from nncf.common.graph.layer_attributes import Dtype
+from nncf.torch.dynamic_graph.op_input_processing import OperatorInput
 from nncf.torch.dynamic_graph.operation_address import OperationAddress
 from nncf.torch.dynamic_graph.scope import Scope
 from nncf.torch.dynamic_graph.trace_tensor import TensorMeta
@@ -272,7 +273,7 @@ class DefaultScopeNodeMatcher:
     def __init__(self, node_id_to_key_dict, nx_graph):
         self._node_id_to_key_dict = node_id_to_key_dict
         self._nx_graph = nx_graph
-        self._inputless_nodes = {}  # type: Dict[str, DynamicGraphNode]
+        self._inputless_nodes: Dict[str, DynamicGraphNode] = {}
 
     def get_node_by_id(self, node_id):
         return self._nx_graph.nodes[self._node_id_to_key_dict[node_id]]
@@ -299,7 +300,7 @@ def _find_nodes_with_matching_context_and_inputs(
                 if op_exec_context.matches_saved_inputs_from(successor_node[DynamicGraph.OP_EXEC_CONTEXT_NODE_ATTR]):
                     nx_node_candidates[successor_node_key] = successor_node
 
-        node_candidates = {}  # type: Dict[str, DynamicGraphNode]
+        node_candidates: Dict[str, DynamicGraphNode] = {}
         for nx_node_key, nx_node_dict in nx_node_candidates.items():
             node_candidates[nx_node_key] = DynamicGraphNode.build_from_nx_node(nx_node_dict)
 
@@ -392,9 +393,9 @@ def find_node(
 class IterationScopeNodeMatcher(DefaultScopeNodeMatcher):
     def __init__(self, node_id_to_key_dict, nx_graph):
         super().__init__(node_id_to_key_dict, nx_graph)
-        self._first_iteration_nodes = {}  # type: {str: {str: DynamicGraphNode}}
+        self._first_iteration_nodes: {str: {str: DynamicGraphNode}} = {}
 
-    def save_first_iteration_node(self, inputs: "OperatorInput", node: DynamicGraphNode):
+    def save_first_iteration_node(self, inputs: OperatorInput, node: DynamicGraphNode):
         """
         It finds and saves "starting" points of iteration for further matching with them on next iteration,
         instead of adding new nodes for each iteration. "Starting" points of iteration are nodes
diff --git a/nncf/torch/dynamic_graph/graph_tracer.py b/nncf/torch/dynamic_graph/graph_tracer.py
index 4516a60adee..3da1bf41f3d 100644
--- a/nncf/torch/dynamic_graph/graph_tracer.py
+++ b/nncf/torch/dynamic_graph/graph_tracer.py
@@ -14,6 +14,7 @@
 
 import torch
 
+from nncf.torch.dynamic_graph.context import TracingContext
 from nncf.torch.dynamic_graph.graph import DynamicGraph
 from nncf.torch.utils import get_model_device
 
@@ -93,12 +94,10 @@ def __init__(self, custom_forward_fn: Callable[[torch.nn.Module], Any]):
         self.custom_forward_fn = custom_forward_fn
 
     def trace_graph(
-        self, model: torch.nn.Module, context_to_use: Optional["TracingContext"] = None, as_eval: bool = False
+        self, model: torch.nn.Module, context_to_use: Optional[TracingContext] = None, as_eval: bool = False
     ) -> DynamicGraph:
         sd = deepcopy(model.state_dict())
 
-        from nncf.torch.dynamic_graph.context import TracingContext  # pylint: disable=cyclic-import
-
         if context_to_use is None:
             context_to_use = TracingContext()
 
diff --git a/nncf/torch/dynamic_graph/io_handling.py b/nncf/torch/dynamic_graph/io_handling.py
index 04448d04e10..65812d6cbec 100644
--- a/nncf/torch/dynamic_graph/io_handling.py
+++ b/nncf/torch/dynamic_graph/io_handling.py
@@ -12,7 +12,7 @@
 from collections import OrderedDict
 from inspect import Parameter
 from inspect import Signature
-from typing import Any, List
+from typing import Any, List, Set
 
 import torch
 
@@ -60,7 +60,7 @@ def replicate_same_tensors(obj: Any) -> Any:
     at runtime one and the same tensor could be wrapped by input/output wrappers twice,
     which will disrupt the traced graph structure and possibly hook calls.
     """
-    observed_tensor_object_ids = set()  # type: Set[int]
+    observed_tensor_object_ids: Set[int] = set()
 
     def replicate_fn(tensor: torch.Tensor) -> torch.Tensor:
         tensor_object_id = id(tensor)
@@ -104,7 +104,7 @@ def __init__(
         bound_params = fwd_signature.bind(*arg_iis, **kwarg_iis)
 
         self._fwd_params_to_input_infos_odict = bound_params.arguments
-        self._fwd_signature = fwd_signature  # type: Signature
+        self._fwd_signature: Signature = fwd_signature
 
     def set_device(self, device: str):
         self._device = device
diff --git a/nncf/torch/dynamic_graph/op_input_processing.py b/nncf/torch/dynamic_graph/op_input_processing.py
index 25308a2ec16..135002368e1 100644
--- a/nncf/torch/dynamic_graph/op_input_processing.py
+++ b/nncf/torch/dynamic_graph/op_input_processing.py
@@ -11,6 +11,7 @@
 from collections import OrderedDict
 from functools import partial
 from itertools import islice
+from typing import Dict
 
 from nncf.torch.nested_objects_traversal import InputIndexEntry
 from nncf.torch.nested_objects_traversal import NestedObjectIndex
@@ -24,7 +25,7 @@ class OperatorInput:
     def __init__(self, op_args, op_kwargs):
         self.op_args = op_args
         self.op_kwargs = op_kwargs
-        self._index = OrderedDict()  # type: Dict[int, InputIndexEntry]
+        self._index: Dict[int, InputIndexEntry] = OrderedDict()
 
         op_args_index_entries = NestedObjectIndex(self.op_args, previous_level_setter=partial(setattr, self, "op_args"))
         op_kwargs_index_entries = NestedObjectIndex(self.op_kwargs)
diff --git a/nncf/torch/dynamic_graph/patch_pytorch.py b/nncf/torch/dynamic_graph/patch_pytorch.py
index 899a7e75ee3..f17901a6989 100644
--- a/nncf/torch/dynamic_graph/patch_pytorch.py
+++ b/nncf/torch/dynamic_graph/patch_pytorch.py
@@ -24,6 +24,7 @@
 from nncf import nncf_logger
 from nncf.common.utils.api_marker import api
 from nncf.torch.dynamic_graph.structs import NamespaceTarget
+from nncf.torch.dynamic_graph.structs import PatchedOperatorInfo
 from nncf.torch.dynamic_graph.trace_tensor import TracedTensor
 from nncf.torch.dynamic_graph.wrappers import ignore_scope
 from nncf.torch.dynamic_graph.wrappers import wrap_module_call
@@ -52,20 +53,6 @@ def get_namespace_to_extract_functions_from(namespace_target: NamespaceTarget) -
     # pylint: enable=protected-access
 
 
-class PatchedOperatorInfo:
-    def __init__(self, name: str, operator_namespace: NamespaceTarget, skip_trace: bool = False):
-        """
-        Information about patched operator.
-        :param name: Operator name
-        :param operator_namespace: Python module, from which operator was gotten.
-        :param skip_trace: If it is set to True, the both operator and its internal calls
-         to otherwise traced functions do not appear into the model graph.
-        """
-        self.name = name
-        self.operator_namespace = operator_namespace
-        self.skip_trace = skip_trace
-
-
 class FunctionsToPatchWithoutTracing:
     TENSOR_CREATING_FUNCTIONS = [
         "arange",
@@ -246,7 +233,7 @@ def __init__(self, name: str, namespace, op):
         self.op = op
 
 
-ORIGINAL_OPERATORS = []  # type: List[OriginalOpInfo]
+ORIGINAL_OPERATORS: List[OriginalOpInfo] = []
 ORIGINAL_CALL = torch.nn.Module.__call__
 _JIT_ALREADY_WRAPPED = False
 _OPERATORS_ALREADY_WRAPPED = False
diff --git a/nncf/torch/dynamic_graph/structs.py b/nncf/torch/dynamic_graph/structs.py
index d06b02c7f53..20fcbefada2 100644
--- a/nncf/torch/dynamic_graph/structs.py
+++ b/nncf/torch/dynamic_graph/structs.py
@@ -22,3 +22,17 @@ class NamespaceTarget(Enum):
     TORCH_TENSOR = "torch.tensor"
     TORCH = "torch"
     EXTERNAL = "external_function"
+
+
+class PatchedOperatorInfo:
+    def __init__(self, name: str, operator_namespace: NamespaceTarget, skip_trace: bool = False):
+        """
+        Information about patched operator.
+        :param name: Operator name
+        :param operator_namespace: Python module, from which operator was gotten.
+        :param skip_trace: If it is set to True, the both operator and its internal calls
+         to otherwise traced functions do not appear into the model graph.
+        """
+        self.name = name
+        self.operator_namespace = operator_namespace
+        self.skip_trace = skip_trace
diff --git a/nncf/torch/dynamic_graph/trace_tensor.py b/nncf/torch/dynamic_graph/trace_tensor.py
index b1cdbbb50a1..a776185aa44 100644
--- a/nncf/torch/dynamic_graph/trace_tensor.py
+++ b/nncf/torch/dynamic_graph/trace_tensor.py
@@ -14,7 +14,8 @@
 import torch
 
 from nncf import nncf_logger
-from nncf.common.graph import Dtype
+from nncf.common.graph.layer_attributes import Dtype
+from nncf.torch.dynamic_graph.op_input_processing import OperatorInput
 
 
 class TensorMeta:
@@ -119,7 +120,7 @@ def get_dtype(x: torch.Tensor) -> Dtype:
 
 
 def trace_tensors(
-    operator_output: TensorOrTupleOrList, node: "DynamicGraphNode", ctx: "TracingContext" = None
+    operator_output: TensorOrTupleOrList, node: "DynamicGraphNode", ctx: "TracingContext" = None  # noqa: F821
 ) -> TensorOrTupleOrList:
     """
     Dynamically turn torch.Tensor instances in `operator_output` into TracedTensor instances. `operator_output` is
@@ -154,7 +155,7 @@ def trace_tensors(
     return operator_output
 
 
-def make_tensor_metas(inputs: "OperatorInput") -> List[Optional[TensorMeta]]:
+def make_tensor_metas(inputs: OperatorInput) -> List[Optional[TensorMeta]]:
     """
     Produces TensorMeta data for each torch.Tensor or TracedTensor in `inputs`.
     :param inputs: An OperatorInput representation of input arguments to an operation in the traced model.
diff --git a/nncf/torch/dynamic_graph/wrappers.py b/nncf/torch/dynamic_graph/wrappers.py
index a8eade450dd..33a1122020c 100644
--- a/nncf/torch/dynamic_graph/wrappers.py
+++ b/nncf/torch/dynamic_graph/wrappers.py
@@ -23,6 +23,7 @@
 from nncf.torch.dynamic_graph.layer_attributes_handlers import get_layer_attributes_from_args_and_kwargs
 from nncf.torch.dynamic_graph.layer_attributes_handlers import get_layer_attributes_from_module
 from nncf.torch.dynamic_graph.op_input_processing import OperatorInput
+from nncf.torch.dynamic_graph.structs import PatchedOperatorInfo
 from nncf.torch.dynamic_graph.trace_tensor import make_tensor_metas
 from nncf.torch.dynamic_graph.trace_tensor import trace_tensors
 from nncf.torch.layer_utils import _NNCFModuleMixin
@@ -47,7 +48,7 @@ def ignore_scope(cls):
     return cls
 
 
-def wrap_operator(operator, operator_info: "PatchedOperatorInfo"):
+def wrap_operator(operator, operator_info: PatchedOperatorInfo):
     """
     Wraps the input callable object (`operator`) with the functionality that allows the calls to this object
     to be tracked by the currently set global TracingContext. The wrapped functions can be then intercepted,
@@ -159,7 +160,7 @@ def wrapped(self, *args, **kwargs):
 
 
 def _execute_op(
-    op_address: "OperationAddress",
+    op_address: "OperationAddress",  # noqa: F821
     operator_info: "PatchedOperatorInfo",
     operator: Callable,
     ctx: "TracingContext",
diff --git a/nncf/torch/extensions/__init__.py b/nncf/torch/extensions/__init__.py
index 58dd0fe29d3..e4eab098dfc 100644
--- a/nncf/torch/extensions/__init__.py
+++ b/nncf/torch/extensions/__init__.py
@@ -113,7 +113,7 @@ def get(self, fn_name: str) -> Callable:
                         Or disable timeout by set:
                             {EXTENSION_LOAD_TIMEOUT_ENV_VAR}=0
                         For more information, see FAQ entry at: https://github.com/openvinotoolkit/nncf/blob/develop/docs/FAQ.md#importing-anything-from-nncftorch-hangs
-                        """
+                        """  # noqa: E501
                     )
                     raise ExtensionLoaderTimeoutException(msg) from error
 
diff --git a/nncf/torch/graph/graph_builder.py b/nncf/torch/graph/graph_builder.py
index f98c2f7b43e..993bc6a21f4 100644
--- a/nncf/torch/graph/graph_builder.py
+++ b/nncf/torch/graph/graph_builder.py
@@ -9,15 +9,17 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 from collections import defaultdict
-from typing import Any, Callable, Dict, List, Optional
+from typing import Any, Callable, Dict, List, Optional, Set
 
 import torch
 
-from nncf.common.graph import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.torch.dynamic_graph.context import TracingContext
 from nncf.torch.dynamic_graph.graph import DynamicGraph
 from nncf.torch.dynamic_graph.graph_tracer import GraphTracer
 from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
 from nncf.torch.dynamic_graph.layer_attributes_handlers import set_nodes_attributes_in_nncf_graph
+from nncf.torch.dynamic_graph.scope import Scope
 from nncf.torch.graph.graph import PTNNCFGraph
 from nncf.torch.graph.operator_metatypes import PT_OPERATOR_METATYPES
 
@@ -29,7 +31,7 @@ def __init__(self, custom_forward_fn: Callable[[torch.nn.Module], Any]):
     def build_graph(
         self,
         model: torch.nn.Module,
-        context_to_use: Optional["TracingContext"] = None,
+        context_to_use: Optional[TracingContext] = None,
         as_eval: bool = False,
         input_infos: List[ModelInputInfo] = None,
     ) -> PTNNCFGraph:
@@ -42,7 +44,7 @@ class GraphConverter:
     @staticmethod
     def convert(dynamic_graph: DynamicGraph, input_infos: List[ModelInputInfo] = None) -> PTNNCFGraph:
         # pylint:disable=too-many-branches
-        module_id_vs_known_op_addrs_map = defaultdict(set)  # type: Dict[int, Set[Scope]]
+        module_id_vs_known_op_addrs_map: Dict[int, Set[Scope]] = defaultdict(set)
         for dynamic_graph_node in dynamic_graph.get_all_nodes():
             module_id_vs_known_op_addrs_map[dynamic_graph_node.calling_module_id].add(
                 dynamic_graph_node.op_exec_context.op_address
diff --git a/nncf/torch/graph/transformations/commands.py b/nncf/torch/graph/transformations/commands.py
index dbd75c6d10f..5f873539c29 100644
--- a/nncf/torch/graph/transformations/commands.py
+++ b/nncf/torch/graph/transformations/commands.py
@@ -141,8 +141,8 @@ def __init__(
         priority: TransformationPriority = TransformationPriority.DEFAULT_PRIORITY,
     ):
         super().__init__(TransformationType.INSERT, point)
-        self.fn = fn  # type: Callable
-        self.priority = priority  # type: TransformationPriority
+        self.fn: Callable = fn
+        self.priority: TransformationPriority = priority
 
     def union(self, other: "PTTransformationCommand") -> "PTTransformationCommand":
         # TODO: keep all TransformationCommands atomic, refactor TransformationLayout instead
@@ -166,7 +166,7 @@ class PTQuantizerInsertionCommand(PTTransformationCommand):
     def __init__(
         self,
         point: PTTargetPoint,
-        quantizer: "BaseQuantizer",
+        quantizer: "BaseQuantizer",  # noqa: F821
     ):
         super().__init__(TransformationType.INSERT, point)
         self.quantizer = quantizer
diff --git a/nncf/torch/hardware/config.py b/nncf/torch/hardware/config.py
index 48e5bb2cc2b..3fe97e8b960 100644
--- a/nncf/torch/hardware/config.py
+++ b/nncf/torch/hardware/config.py
@@ -11,7 +11,7 @@
 
 from typing import List, Type
 
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.hardware.config import HWConfig
 from nncf.torch.graph.operator_metatypes import get_operator_metatypes
 
diff --git a/nncf/torch/initialization.py b/nncf/torch/initialization.py
index 5e06f395b02..7d5982c3c60 100644
--- a/nncf/torch/initialization.py
+++ b/nncf/torch/initialization.py
@@ -18,6 +18,8 @@
 from torch.nn.modules.loss import _Loss
 from torch.utils.data import DataLoader
 
+from nncf import NNCFConfig
+from nncf.api.compression import CompressionAlgorithmController
 from nncf.common.initialization.dataloader import NNCFDataLoader
 from nncf.common.logging import nncf_logger
 from nncf.common.logging.progress_bar import ProgressBar
@@ -28,6 +30,7 @@
 from nncf.torch.nested_objects_traversal import objwalk
 from nncf.torch.structures import AutoQPrecisionInitArgs
 from nncf.torch.structures import DistributedCallbacksArgs
+from nncf.torch.structures import ExecutionParameters
 from nncf.torch.structures import LeGRInitArgs
 from nncf.torch.structures import QuantizationPrecisionInitArgs
 from nncf.torch.utils import default_distributed_unwrapper
@@ -241,7 +244,7 @@ def default_criterion_fn(outputs: Any, target: Any, criterion: Any) -> torch.Ten
 
 @api(canonical_alias="nncf.torch.register_default_init_args")
 def register_default_init_args(
-    nncf_config: "NNCFConfig",
+    nncf_config: NNCFConfig,
     train_loader: torch.utils.data.DataLoader,
     criterion: _Loss = None,
     criterion_fn: Callable[[Any, Any, _Loss], torch.Tensor] = None,
@@ -250,7 +253,7 @@ def register_default_init_args(
             torch.utils.data.DataLoader,
             torch.nn.Module,
             torch.optim.Optimizer,
-            "CompressionAlgorithmController",
+            CompressionAlgorithmController,
             Optional[int],
         ],
         type(None),
@@ -260,10 +263,10 @@ def register_default_init_args(
     autoq_eval_fn: Callable[[torch.nn.Module, torch.utils.data.DataLoader], float] = None,
     model_eval_fn: Callable[[torch.nn.Module, torch.utils.data.DataLoader], float] = None,
     distributed_callbacks: Tuple[Callable, Callable] = None,
-    execution_parameters: "ExecutionParameters" = None,
+    execution_parameters: ExecutionParameters = None,
     legr_train_optimizer: torch.optim.Optimizer = None,
     device: str = None,
-) -> "NNCFConfig":
+) -> NNCFConfig:
     nncf_config.register_extra_structs(
         [
             QuantizationRangeInitArgs(data_loader=wrap_dataloader_for_init(train_loader), device=device),
diff --git a/nncf/torch/layers.py b/nncf/torch/layers.py
index f22dba2dac1..134845ad128 100644
--- a/nncf/torch/layers.py
+++ b/nncf/torch/layers.py
@@ -10,7 +10,7 @@
 # limitations under the License.
 import math
 import numbers
-from typing import Dict, Optional, Tuple
+from typing import Dict, Tuple, Union
 
 import torch
 import torch.nn.functional as F
@@ -513,8 +513,7 @@ def check_forward_input(self, input_):
                 "input_ has inconsistent input_size: got {}, expected {}".format(input_.size(1), self.input_size)
             )
 
-    def check_forward_hidden(self, input_, hx, hidden_label=""):
-        # type: (Tensor, Tensor, str) -> None
+    def check_forward_hidden(self, input_: torch.Tensor, hx: torch.Tensor, hidden_label: str = ""):
         if input_.size(0) != hx.size(0):
             raise RuntimeError(
                 "Input batch size {} doesn't match hidden{} batch size {}".format(
@@ -548,8 +547,7 @@ def __init__(self, input_linear, hidden_linear):
         self.input_linear = input_linear
         self.hidden_linear = hidden_linear
 
-    def forward(self, input_, hidden):
-        # type: (Tensor, Tuple[Tensor, Tensor]) -> (Tensor, Tensor)
+    def forward(self, input_: torch.Tensor, hidden: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]:
         hx, cx = hidden
         gates = self.input_linear(input_) + self.hidden_linear(hx)
 
@@ -611,8 +609,8 @@ def forward(self, input_, hidden, batch_sizes):
         for i in range(self.num_layers):
             all_output = []
             for j in range(self.num_directions):
-                l = i * self.num_directions + j
-                hy, output = self.inners[l](input_, hidden[l], batch_sizes)
+                k = i * self.num_directions + j
+                hy, output = self.inners[k](input_, hidden[k], batch_sizes)
                 next_hidden.append(hy)
                 all_output.append(output)
 
@@ -898,18 +896,19 @@ def all_weights(self):
         return [[getattr(self, weight) for weight in weights] for weights in self._all_weights]
 
     @staticmethod
-    def apply_permutation(tensor, permutation, dim=1):
-        # type: (Tensor, Tensor, int) -> Tensor
+    def apply_permutation(tensor: torch.Tensor, permutation: torch.Tensor, dim: int = 1) -> torch.Tensor:
         return tensor.index_select(dim, permutation)
 
-    def permute_hidden(self, hx, permutation):
-        # type: (Tuple[Tensor, Tensor], Optional[Tensor]) -> Tuple[Tensor, Tensor]
+    def permute_hidden(
+        self, hx: torch.Tensor, permutation: torch.Tensor
+    ) -> Union[torch.Tensor, Tuple[torch.Tensor, torch.Tensor]]:
         if permutation is None:
             return hx
         return self.apply_permutation(hx[0], permutation), self.apply_permutation(hx[1], permutation)
 
-    def prepare_hidden(self, hx, permutation):
-        # type: (Tuple[Tuple[Tensor], Tuple[Tensor]], Optional[Tensor]) -> Tuple[Tuple[Tensor], Tuple[Tensor]]
+    def prepare_hidden(
+        self, hx: torch.Tensor, permutation: torch.Tensor
+    ) -> Union[torch.Tensor, Tuple[Tuple[torch.Tensor, ...], Tuple[torch.Tensor, ...]]]:
         if permutation is None:
             return hx
         split_size = len(hx[0])
diff --git a/nncf/torch/nested_objects_traversal.py b/nncf/torch/nested_objects_traversal.py
index 1233d0855c6..5736fab0b04 100644
--- a/nncf/torch/nested_objects_traversal.py
+++ b/nncf/torch/nested_objects_traversal.py
@@ -65,7 +65,7 @@ def __call__(self, value):
 
 class NestedObjectIndex:
     def __init__(self, obj, path=(), memo=None, previous_level_setter=None):
-        self._flat_nested_obj_indexing = []  # type: List[InputIndexEntry]
+        self._flat_nested_obj_indexing: List[InputIndexEntry] = []
         self._nested_object_paths_generator(obj, self._flat_nested_obj_indexing, path, memo, previous_level_setter)
 
     @staticmethod
@@ -142,7 +142,7 @@ def objwalk(obj, unary_predicate: Callable[[Any], bool], apply_fn: Callable, mem
         if id(obj) not in memo:
             memo.add(id(obj))
             indices_to_apply_fn_to = set()
-            indices_vs_named_tuple_data = {}  # type: Dict[Any, Tuple[list, Type, List[str]]]
+            indices_vs_named_tuple_data: Dict[Any, Tuple[list, Type, List[str]]] = {}
             for idx, value in iterator(obj):
                 next_level_it = maybe_get_iterator(value)
                 if next_level_it is None:
diff --git a/nncf/torch/nncf_module_replacement.py b/nncf/torch/nncf_module_replacement.py
index b582eb9ca6b..281ea83255a 100644
--- a/nncf/torch/nncf_module_replacement.py
+++ b/nncf/torch/nncf_module_replacement.py
@@ -170,8 +170,8 @@ def replace_modules_by_nncf_modules(
     The dictionary will also include the extended modules that have already been present in the model.
     """
     modules_vs_scopes_dict = collect_all_scopes_for_extendable_and_extended_modules(model, predicate=predicate_fn)
-    inter_dict = {}  # type: Dict[nn.Module, Set[Scope]]
-    ret_dict = {}  # type: Dict[nn.Module, List[Scope]]
+    inter_dict: Dict[nn.Module, Set[Scope]] = {}
+    ret_dict: Dict[nn.Module, List[Scope]] = {}
     for module, scope_set in modules_vs_scopes_dict.items():
         if is_nncf_module(module):
             # The module has already been extended, track it in the return value
diff --git a/nncf/torch/nncf_network.py b/nncf/torch/nncf_network.py
index 3b70228f988..9d0d5bdcf8c 100644
--- a/nncf/torch/nncf_network.py
+++ b/nncf/torch/nncf_network.py
@@ -23,6 +23,7 @@
 from torch import nn
 
 from nncf import nncf_logger
+from nncf.api.compression import CompressionAlgorithmController
 from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
 from nncf.common.graph.definitions import MODEL_INPUT_OP_NAME
@@ -239,13 +240,11 @@ def __init__(
         else:
             self._wrap_outputs_fn = wrap_nncf_model_outputs_with_objwalk
 
-        self._nncf_replaced_modules = {}  # type: Dict[torch.nn.Module, List[Scope]]
+        self._nncf_replaced_modules: Dict[torch.nn.Module, List[Scope]] = {}
         self._scopes_without_shape_matching = scopes_without_shape_matching
         self.debug_interface = CombinedDebugInterface() if is_debug() else None
-        self._extra_module_types = []  # type: List[ExtraCompressionModuleType]
-        self._insertions_into_original_graph = (
-            {}
-        )  # type: Dict[PTTargetPoint, List[Tuple[Callable, TransformationPriority]]]
+        self._extra_module_types: List[ExtraCompressionModuleType] = []
+        self._insertions_into_original_graph: Dict[PTTargetPoint, List[Tuple[Callable, TransformationPriority]]] = {}
 
         _orig_graph_build_forward_fn = self._get_dummy_forward_fn_for_graph_building(
             with_input_tracing=True, with_output_tracing=True
@@ -271,7 +270,7 @@ def __init__(
                 model, _orig_context, as_eval=True
             )
             self._original_graph = GraphConverter.convert(self._original_dynamic_graph, input_infos=self._input_infos)
-        self._compressed_graph = None  # type: PTNNCFGraph
+        self._compressed_graph: PTNNCFGraph = None
 
         self._compressed_context = TracingContext()
 
@@ -288,7 +287,7 @@ def __init__(
             )
         self._load_listener = None
 
-        self.compression_controller = None  # type: PTCompressionAlgorithmController
+        self.compression_controller: CompressionAlgorithmController = None
 
     @property
     def _original_unbound_forward(self):
@@ -602,8 +601,8 @@ def do_dummy_forward(self, force_eval: bool = False):
     def get_insertion_point_graph(self) -> InsertionPointGraph:
         # Set up a pre- and post-hooks on almost every op in PyTorch
         nncf_graph = self.get_original_graph()
-        pre_hooks = []  # type: List[PreHookInsertionPoint]
-        post_hooks = []  # type: List[PostHookInsertionPoint]
+        pre_hooks: List[PreHookInsertionPoint] = []
+        post_hooks: List[PostHookInsertionPoint] = []
         for node in nncf_graph.get_all_nodes():
             # Pre-hook insertion point nodes
             # Will insert a pre-hook IP for each input edge. The input edge must be marked with
@@ -744,7 +743,7 @@ def get_node_to_op_address_mapping(self) -> Dict[NNCFNodeName, OperationAddress]
             retval[nncf_node.node_name] = op_address
         return retval
 
-    def set_compression_controller(self, ctrl: "PTCompressionAlgorithmController"):
+    def set_compression_controller(self, ctrl: CompressionAlgorithmController):
         self.compression_controller = ctrl
 
     def strip(self, do_copy: bool = True) -> "NNCFNetwork":
@@ -927,7 +926,7 @@ def forward(self, *args, **kwargs):
         graph tracing and calling compression-related hooks.
         """
         # pylint:disable=protected-access
-        with self.nncf._compressed_context as ctx:  # type: TracingContext
+        with self.nncf._compressed_context as ctx:
             ctx.base_module_thread_local_replica = self
             args, kwargs = replicate_same_tensors((args, kwargs))
             if not self.nncf._in_user_dummy_forward:
diff --git a/nncf/torch/pruning/filter_pruning/algo.py b/nncf/torch/pruning/filter_pruning/algo.py
index 589583d723a..b59aad5817c 100644
--- a/nncf/torch/pruning/filter_pruning/algo.py
+++ b/nncf/torch/pruning/filter_pruning/algo.py
@@ -147,10 +147,10 @@ def __init__(
             pruning_operations_metatype=PT_PRUNING_OPERATOR_METATYPES, prunable_types=prunable_types
         )
         self.pruning_quotas = {}
-        self.nodes_flops = {}  # type: Dict[NNCFNodeName, int]
-        self.nodes_params_num = {}  # type: Dict[NNCFNodeName, int]
-        self._next_nodes = {}  # type: Dict[int, List[NNCFNodeName]]
-        self._output_shapes = {}  # type: Dict[NNCFNodeName, int]
+        self.nodes_flops: Dict[NNCFNodeName, int] = {}
+        self.nodes_params_num: Dict[NNCFNodeName, int] = {}
+        self._next_nodes: Dict[int, List[NNCFNodeName]] = {}
+        self._output_shapes: Dict[NNCFNodeName, int] = {}
         _, modules_out_channels = get_prunable_layers_in_out_channels(self._graph)
         self._init_pruned_layers_params(modules_out_channels)
         self.flops_count_init()
diff --git a/nncf/torch/pruning/filter_pruning/global_ranking/__init__.py b/nncf/torch/pruning/filter_pruning/global_ranking/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/nncf/torch/pruning/filter_pruning/global_ranking/__init__.py
+++ b/nncf/torch/pruning/filter_pruning/global_ranking/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py b/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
index fec955d61db..042c3233634 100644
--- a/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
+++ b/nncf/torch/pruning/filter_pruning/global_ranking/evolutionary_optimization.py
@@ -270,7 +270,7 @@ class LeGRPruner:
     and resetting all changes in the model made by the environment.
     """
 
-    def __init__(self, filter_pruner_ctrl: "FilterPruningController", model: nn.Module):
+    def __init__(self, filter_pruner_ctrl: "FilterPruningController", model: nn.Module):  # noqa: F821
         self.filter_pruner = filter_pruner_ctrl
         self.scheduler = copy(self.filter_pruner.scheduler)
         self.model = model
diff --git a/nncf/torch/pruning/filter_pruning/global_ranking/legr.py b/nncf/torch/pruning/filter_pruning/global_ranking/legr.py
index f2fb172166a..6a8b641d131 100644
--- a/nncf/torch/pruning/filter_pruning/global_ranking/legr.py
+++ b/nncf/torch/pruning/filter_pruning/global_ranking/legr.py
@@ -31,7 +31,7 @@ class LeGR:
 
     def __init__(
         self,
-        pruning_ctrl: "FilterPruningController",
+        pruning_ctrl: "FilterPruningController",  # noqa: F821
         target_model: nn.Module,
         legr_init_args: LeGRInitArgs,
         train_steps: int = PRUNING_LEGR_TRAIN_STEPS,
diff --git a/nncf/torch/quantization/__init__.py b/nncf/torch/quantization/__init__.py
index f5db2a833ee..993ee97325a 100644
--- a/nncf/torch/quantization/__init__.py
+++ b/nncf/torch/quantization/__init__.py
@@ -13,4 +13,4 @@
 """
 
 # Required for correct QUANTIZATION_MODULES registry functioning
-from . import layers
+from . import layers as layers
diff --git a/nncf/torch/quantization/algo.py b/nncf/torch/quantization/algo.py
index 673d2918311..f0aad112574 100644
--- a/nncf/torch/quantization/algo.py
+++ b/nncf/torch/quantization/algo.py
@@ -94,6 +94,7 @@
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.quantization.adjust_padding import AdjustPaddingArgs
 from nncf.torch.quantization.adjust_padding import CalculatePaddingAdjustment
+from nncf.torch.quantization.base_ctrl import QuantizationControllerBase
 from nncf.torch.quantization.debug_interface import QuantizationDebugInterface
 from nncf.torch.quantization.default_quantization import DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT
 from nncf.torch.quantization.default_quantization import QUANTIZATION_LAYER_METATYPES
@@ -176,9 +177,9 @@ def __init__(
         self.ignored_scopes = self._quantization_config.get("ignored_scopes")
         self.target_scopes = self._quantization_config.get("target_scopes")
 
-        self.global_quantizer_constraints = {}  # type: Dict[QuantizerGroup, QuantizationConstraints]
-        self._ignored_scopes_per_group = {}  # type: Dict[QuantizerGroup, List[str]]
-        self._target_scopes_per_group = {}  # type: Dict[QuantizerGroup, List[str]]
+        self.global_quantizer_constraints: Dict[QuantizerGroup, QuantizationConstraints] = {}
+        self._ignored_scopes_per_group: Dict[QuantizerGroup, List[str]] = {}
+        self._target_scopes_per_group: Dict[QuantizerGroup, List[str]] = {}
 
         for quantizer_group in QuantizerGroup:
             self._parse_group_params(self._quantization_config, quantizer_group)
@@ -442,15 +443,15 @@ def __init__(self, config, should_init: bool = True):
         self._weight_quantizers = OrderedDict()  # Quantizers applied via UpdateWeights
         self._non_weight_quantizers = OrderedDict()  # All the other quantizers
         self._quantizers_input_shapes = OrderedDict()
-        self._processed_insertion_points = set()  # type: Set[PTTargetPoint]
-        self._groups_of_adjacent_quantizers = GroupsOfAdjacentQuantizers()  # type: GroupsOfAdjacentQuantizers
-        self._setup_to_module_id_translation_dict = {}  # type: Dict[QuantizationPointId, QuantizerId]
+        self._processed_insertion_points: Set[PTTargetPoint] = set()
+        self._groups_of_adjacent_quantizers: GroupsOfAdjacentQuantizers = GroupsOfAdjacentQuantizers()
+        self._setup_to_module_id_translation_dict: Dict[QuantizationPointId, QuantizerId] = {}
         self.eval_ops_exec_ctx = []
-        self._build_time_metric_infos = None  # type: Optional[NetworkQuantizationShareMetricBuildTimeInfo]
+        self._build_time_metric_infos: Optional[QuantizationShareBuildTimeInfo] = None
         self.hw_config = None
-        self._legacy_single_config_quantizer_setup_from_comp_state = None  # type: Optional[SingleConfigQuantizerSetup]
-        self._pt_quantizer_setup = None  # type: Optional[PTQuantizerSetup]
-        self._minmax_values_for_range_init = {}  # type: Optional[Dict[QuantizationPointId, MinMaxTensorStatistic]]
+        self._legacy_single_config_quantizer_setup_from_comp_state: Optional[SingleConfigQuantizerSetup] = None
+        self._pt_quantizer_setup: Optional[PTQuantizerSetup] = None
+        self._minmax_values_for_range_init: Optional[Dict[QuantizationPointId, MinMaxTensorStatistic]] = {}
 
         # can be False to disable setting of adjust padding operations on precision init, because it may add unnecessary
         # noise on model evaluation (e.g. in AutoQ)
@@ -474,7 +475,7 @@ def __init__(self, config, should_init: bool = True):
         if self.should_init:
             self._parse_init_params()
 
-        self._use_logarithm_scale_per_group = {}  # type: Dict[QuantizerGroup, bool]
+        self._use_logarithm_scale_per_group: Dict[QuantizerGroup, bool] = {}
 
         for quantizer_group in QuantizerGroup:
             group_name = quantizer_group.value
@@ -885,10 +886,10 @@ def _build_insertion_commands_list_for_quantizer_setup(
         minmax_values_for_range_init: Dict[QuantizationPointId, MinMaxTensorStatistic],
     ) -> Tuple[List[PTInsertionCommand], Dict[QuantizationPointId, QuantizerId]]:
         insertion_commands = []
-        qp_id_vs_quant_module_id_dict = {}  # type: Dict[QuantizationPointId, QuantizerId]
+        qp_id_vs_quant_module_id_dict: Dict[QuantizationPointId, QuantizerId] = {}
         target_model_graph = target_model.nncf.get_original_graph()
         non_unified_scales_quantization_point_ids = set(quantizer_setup.quantization_points.keys())
-        already_weight_quantized_shared_layers = {}  # type: Dict[str, QuantizerId]
+        already_weight_quantized_shared_layers: Dict[str, QuantizerId] = {}
 
         for unified_scales_group in quantizer_setup.unified_scale_groups.values():
             for us_qp_id in unified_scales_group:
@@ -1158,7 +1159,7 @@ def is_weights(ip: PTTargetPoint) -> bool:
 
             quantizer.apply_minmax_init(min_values=min_values, max_values=max_values, log_module_name=str(primary_ip))
 
-        qids = []  # type: List[QuantizerId]
+        qids: List[QuantizerId] = []
         for ip in insertion_points:
             if is_weights(ip):
                 qids.append(WeightQuantizerId(ip.target_node_name))
@@ -1264,27 +1265,6 @@ def initialize(self, model: NNCFNetwork) -> None:
                 bn_adaptation.run(model)
 
 
-class QuantizationControllerBase(PTCompressionAlgorithmController):
-    """
-    Base controller class for the quantization controllers in PT.
-    """
-
-    def enable_activation_quantization(self):
-        raise NotImplementedError
-
-    def enable_weight_quantization(self):
-        raise NotImplementedError
-
-    def disable_activation_quantization(self):
-        raise NotImplementedError
-
-    def disable_weight_quantization(self):
-        raise NotImplementedError
-
-    def init_range(self):
-        raise NotImplementedError
-
-
 @api()
 class QuantizationController(QuantizationControllerBase):
     """
@@ -1311,9 +1291,9 @@ def __init__(
         algo_config = self._get_algo_config()
         self._build_time_range_init_params = build_time_range_init_params
 
-        self.weight_quantizers = weight_quantizers  # type: Dict[WeightQuantizerId, WeightQuantizerInfo]
-        self.non_weight_quantizers = non_weight_quantizers  # type: Dict[NonWeightQuantizerId, NonWeightQuantizerInfo]
-        self.all_quantizations = OrderedDict()  # type: Dict[QuantizerId, BaseQuantizer]
+        self.weight_quantizers: Dict[WeightQuantizerId, WeightQuantizerInfo] = weight_quantizers
+        self.non_weight_quantizers: Dict[NonWeightQuantizerId, NonWeightQuantizerInfo] = non_weight_quantizers
+        self.all_quantizations: Dict[QuantizerId, BaseQuantizer] = OrderedDict()
         self.all_quantizations.update({k: v.quantizer_module_ref for k, v in self.weight_quantizers.items()})
         self.all_quantizations.update({k: v.quantizer_module_ref for k, v in self.non_weight_quantizers.items()})
         self._quantizers_input_shapes = quantizers_input_shapes
@@ -1336,7 +1316,7 @@ def __init__(
         else:
             export_mode = QuantizerExportMode.FAKE_QUANTIZE
 
-        for quantizer in self.all_quantizations.values():  # type: BaseQuantizer
+        for quantizer in self.all_quantizations.values():
             quantizer.set_export_mode(export_mode)
 
         params = algo_config.get("params", None)
@@ -1374,7 +1354,7 @@ def _get_algo_config(self) -> Dict:
     def _broadcast_initialized_params_for_each_quantizer(self):
         # NOTE: Order of quantization modules must be the same on GPUs to correctly broadcast num_bits
         sorted_quantizers = OrderedDict(sorted(self.all_quantizations.items(), key=lambda x: str(x[0])))
-        for quantizer in sorted_quantizers.values():  # type: BaseQuantizer
+        for quantizer in sorted_quantizers.values():
             quantizer.broadcast_initialized_params()
 
     def _do_runtime_range_init(self, range_init_params: PTRangeInitParams):
@@ -1532,7 +1512,7 @@ def _get_statistics_for_final_range_init(
 
     def _build_controller(self, model: NNCFNetwork) -> "ExperimentalQuantizationController":
         groups_of_adjacent_quantizers = GroupsOfAdjacentQuantizers()
-        all_quantizations = {}  # type: Dict[QuantizerId, BaseQuantizer]
+        all_quantizations: Dict[QuantizerId, BaseQuantizer] = {}
         all_quantizations.update({k: v.quantizer_module_ref for k, v in self._weight_quantizers.items()})
         all_quantizations.update({k: v.quantizer_module_ref for k, v in self._non_weight_quantizers.items()})
 
@@ -1604,7 +1584,7 @@ def __init__(
         self._initial_quantizer_setup = initial_quantizer_setup
         self._tensor_stats = tensor_stats
         self.setup_to_module_id_translation_dict = setup_to_module_id_translation_dict
-        self.module_id_to_qp_id_translation_dict = {}  # type: Dict[QuantizerId, Set[QuantizationPointId]]
+        self.module_id_to_qp_id_translation_dict: Dict[QuantizerId, Set[QuantizationPointId]] = {}
         for qp_id, qid in self.setup_to_module_id_translation_dict.items():
             if qid in self.module_id_to_qp_id_translation_dict:
                 self.module_id_to_qp_id_translation_dict[qid].add(qp_id)
diff --git a/nncf/torch/quantization/base_ctrl.py b/nncf/torch/quantization/base_ctrl.py
new file mode 100644
index 00000000000..c9f2e442ab9
--- /dev/null
+++ b/nncf/torch/quantization/base_ctrl.py
@@ -0,0 +1,32 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+from nncf.torch.compression_method_api import PTCompressionAlgorithmController
+
+
+class QuantizationControllerBase(PTCompressionAlgorithmController):
+    """
+    Base controller class for the quantization controllers in PT.
+    """
+
+    def enable_activation_quantization(self):
+        raise NotImplementedError
+
+    def enable_weight_quantization(self):
+        raise NotImplementedError
+
+    def disable_activation_quantization(self):
+        raise NotImplementedError
+
+    def disable_weight_quantization(self):
+        raise NotImplementedError
+
+    def init_range(self):
+        raise NotImplementedError
diff --git a/nncf/torch/quantization/default_quantization.py b/nncf/torch/quantization/default_quantization.py
index 79856820dc9..d108d3ba359 100644
--- a/nncf/torch/quantization/default_quantization.py
+++ b/nncf/torch/quantization/default_quantization.py
@@ -17,7 +17,7 @@
 
 # If a metatype is not in this list, then it is considered to be QuantizationTrait.NON_QUANTIZABLE.
 
-DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT = {
+DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT: Dict[QuantizationTrait, List[PTOperatorMetatype]] = {
     QuantizationTrait.INPUTS_QUANTIZABLE: [
         operator_metatypes.PTConv2dMetatype,
         operator_metatypes.PTModuleConv2dMetatype,
@@ -88,7 +88,7 @@
         operator_metatypes.PTEmbeddingBagMetatype,
         operator_metatypes.PTModuleEmbeddingBagMetatype,
     ],
-}  # type: Dict[QuantizationTrait, List[PTOperatorMetatype]]
+}
 
 
-QUANTIZATION_LAYER_METATYPES = OPERATORS_WITH_WEIGHTS_METATYPES  # type: List[PTOperatorMetatype]
+QUANTIZATION_LAYER_METATYPES: List[PTOperatorMetatype] = OPERATORS_WITH_WEIGHTS_METATYPES
diff --git a/nncf/torch/quantization/hessian_trace.py b/nncf/torch/quantization/hessian_trace.py
index 43c5c67982a..477eca9f21d 100644
--- a/nncf/torch/quantization/hessian_trace.py
+++ b/nncf/torch/quantization/hessian_trace.py
@@ -132,7 +132,7 @@ def get_average_traces(self, max_iter=500, tolerance=1e-5) -> Tensor:
         :return: Tensor with average hessian trace per parameter
         """
         avg_total_trace = 0.0
-        avg_traces_per_iter = []  # type: List[Tensor]
+        avg_traces_per_iter: List[Tensor] = []
         mean_avg_traces_per_param = None
 
         for i in range(max_iter):
diff --git a/nncf/torch/quantization/init_range.py b/nncf/torch/quantization/init_range.py
index 28a5204ce22..8357ae649da 100644
--- a/nncf/torch/quantization/init_range.py
+++ b/nncf/torch/quantization/init_range.py
@@ -69,7 +69,7 @@ def get_init_config_for_quantization_point(self, qp: QuantizationPointBase) -> R
         return self.get_init_config_for_scope_and_group(qid, group)
 
     def get_init_config_for_scope_and_group(self, qid: QuantizerId, group: QuantizerGroup) -> RangeInitConfig:
-        matches = []  # type: List[RangeInitConfig]
+        matches: List[RangeInitConfig] = []
         for pl_config in self.per_layer_range_init_configs:
             if should_consider_scope(qid, pl_config.ignored_scopes, pl_config.target_scopes):
                 if group == pl_config.target_group or pl_config.target_group is None:
@@ -113,7 +113,7 @@ def get_reduction_axes(self, per_sample_stats: bool) -> ReductionAxes:
         :return: Shape to reduce to.
         """
         ndims = len(self._input_shape)
-        reduction_axes = list(range(ndims))  # type: List[int]
+        reduction_axes: List[int] = list(range(ndims))
         if self._per_channel:
             val = (ndims + self._channel_idx) % ndims
             reduction_axes.remove(val)
@@ -282,9 +282,9 @@ def __init__(
         self.modules_to_init = modules_to_init_vs_init_configs
         self.progressbar_description = "Range parameters initialization"
 
-        self.collectors_and_modules_to_init = (
-            OrderedDict()
-        )  # type: Dict[str, Tuple[TensorStatisticCollectorBase, BaseQuantizer]]
+        self.collectors_and_modules_to_init: Dict[
+            str, Tuple[TensorStatisticCollectorBase, BaseQuantizer]
+        ] = OrderedDict()
         self.hook_handles = []
         self.batch_size = batch_size
 
diff --git a/nncf/torch/quantization/layers.py b/nncf/torch/quantization/layers.py
index 4a588ddaa8d..fafd1353918 100644
--- a/nncf/torch/quantization/layers.py
+++ b/nncf/torch/quantization/layers.py
@@ -558,12 +558,12 @@ class QuantizersSwitcher:
     """Enables/disables quantizers with saving and restoring original state"""
 
     def __init__(self, quantizers: List[BaseQuantizer]):
-        self.originally_disabled = []  # type: List[BaseQuantizer]
-        self.originally_enabled = []  # type: List[BaseQuantizer]
+        self.originally_disabled: List[BaseQuantizer] = []
+        self.originally_enabled: List[BaseQuantizer] = []
         self._quantizers = quantizers
 
     def disable_quantizers(self):
-        for module in self._quantizers:  # type: BaseQuantizer
+        for module in self._quantizers:
             if not module.is_enabled_quantization():
                 self.originally_disabled.append(module)
             if module not in self.originally_enabled:
@@ -571,7 +571,7 @@ def disable_quantizers(self):
         self.originally_enabled = []
 
     def enable_quantizers(self):
-        for module in self._quantizers:  # type: BaseQuantizer
+        for module in self._quantizers:
             if module.is_enabled_quantization():
                 self.originally_enabled.append(module)
             if module not in self.originally_disabled:
diff --git a/nncf/torch/quantization/metrics.py b/nncf/torch/quantization/metrics.py
index 3b4960a28aa..fc7d6adcc0c 100644
--- a/nncf/torch/quantization/metrics.py
+++ b/nncf/torch/quantization/metrics.py
@@ -232,9 +232,11 @@ class ShareEdgesQuantizedDataPathStatisticsCollector(StatisticsCollector):
     NODES_GRAPH_ATTR = "nodes"
     IS_MERGED_GRAPH_ATTR = "is_merged"
 
-    def __init__(self, compressed_model: NNCFNetwork, qctrl: "QuantizationController", target_device: TargetDevice):
+    def __init__(
+        self, compressed_model: NNCFNetwork, qctrl: "QuantizationController", target_device: TargetDevice  # noqa: F821
+    ):  # noqa: E501, F821
         self._compressed_model = compressed_model
-        self._qctrl = qctrl  # type: QuantizationController
+        self._qctrl = qctrl
         self.stats = QuantizationConfigurationStatistics(0, 0)
         self._target_device = target_device
 
diff --git a/nncf/torch/quantization/precision_constraints.py b/nncf/torch/quantization/precision_constraints.py
index 872c2f6adf1..ce060622cab 100644
--- a/nncf/torch/quantization/precision_constraints.py
+++ b/nncf/torch/quantization/precision_constraints.py
@@ -17,7 +17,7 @@
 
 class HardwareQuantizationConstraints:
     def __init__(self):
-        self._constraints = {}  # type: Dict[QuantizerId, List[QuantizerConfig]]
+        self._constraints: Dict[QuantizerId, List[QuantizerConfig]] = {}
 
     def add(self, quantizer_id: QuantizerId, qconfigs: List[QuantizerConfig]):
         self._constraints[quantizer_id] = qconfigs
@@ -28,7 +28,7 @@ def get(self, quantizer_id: QuantizerId) -> List[QuantizerConfig]:
         return []
 
     def get_bitwidth_vs_qconfigs_dict(self, quantizer_id: QuantizerId) -> Dict[int, List[QuantizerConfig]]:
-        bitwidths_vs_qconfigs = {}  # type: Dict[int, List[QuantizerConfig]]
+        bitwidths_vs_qconfigs: Dict[int, List[QuantizerConfig]] = {}
         for qc in self.get(quantizer_id):
             if qc.num_bits not in bitwidths_vs_qconfigs:
                 bitwidths_vs_qconfigs[qc.num_bits] = [qc]
diff --git a/nncf/torch/quantization/precision_init/adjacent_quantizers.py b/nncf/torch/quantization/precision_init/adjacent_quantizers.py
index 6a08cf35fd8..21855176d39 100644
--- a/nncf/torch/quantization/precision_init/adjacent_quantizers.py
+++ b/nncf/torch/quantization/precision_init/adjacent_quantizers.py
@@ -68,11 +68,11 @@ def parse_from_quantizer_setup(
         quantization_point_id_vs_quantizer_id: Dict[QuantizationPointId, QuantizerId],
     ):
         for group_idx, group in quantizer_setup.shared_input_operation_set_groups.items():
-            act_quant_tuples = []  # type: List[Tuple[QuantizerId, BaseQuantizer]]
-            wt_quant_tuples = []  # type: List[Tuple[QuantizerId, BaseQuantizer]]
+            act_quant_tuples: List[Tuple[QuantizerId, BaseQuantizer]] = []
+            wt_quant_tuples: List[Tuple[QuantizerId, BaseQuantizer]] = []
 
-            quantized_node_per_activation_qp_id = {}  # type: Dict[NNCFNodeName, QuantizationPointId]
-            module_scope_per_weight_qp_id = {}  # type: Dict[NNCFNodeName, QuantizationPointId]
+            quantized_node_per_activation_qp_id: Dict[NNCFNodeName, QuantizationPointId] = {}
+            module_scope_per_weight_qp_id: Dict[NNCFNodeName, QuantizationPointId] = {}
 
             for qp_id in group:
                 qp = quantizer_setup.quantization_points[qp_id]
diff --git a/nncf/torch/quantization/precision_init/autoq_init.py b/nncf/torch/quantization/precision_init/autoq_init.py
index 3b55139f05a..4a4a176e677 100644
--- a/nncf/torch/quantization/precision_init/autoq_init.py
+++ b/nncf/torch/quantization/precision_init/autoq_init.py
@@ -32,6 +32,7 @@
 from nncf.config.schemata.defaults import AUTOQ_ITER_NUMBER
 from nncf.config.schemata.defaults import AUTOQ_WARMUP_ITER_NUMBER
 from nncf.config.schemata.defaults import PRECISION_INIT_BITWIDTHS
+from nncf.torch.automl.agent.ddpg.ddpg import DDPG
 from nncf.torch.quantization.precision_constraints import HardwareQuantizationConstraints
 from nncf.torch.quantization.precision_init.base_init import BasePrecisionInitializer
 from nncf.torch.quantization.precision_init.base_init import BasePrecisionInitParams
@@ -103,7 +104,7 @@ def from_config(
 class AutoQPrecisionInitializer(BasePrecisionInitializer):
     def __init__(
         self,
-        algo: "ExperimentalQuantizationController",
+        algo: "ExperimentalQuantizationController",  # noqa: F821
         params: AutoQPrecisionInitParams,
         hw_precision_constraints: HardwareQuantizationConstraints,
     ):
@@ -119,7 +120,6 @@ def __init__(
 
     def apply_init(self) -> SingleConfigQuantizerSetup:
         from nncf.common.utils.debug import DEBUG_LOG_DIR  # pylint: disable=cyclic-import
-        from nncf.torch.automl.agent.ddpg.ddpg import DDPG  # pylint: disable=cyclic-import
         from nncf.torch.automl.environment.quantization_env import QuantizationEnv  # pylint: disable=cyclic-import
 
         if self._dump_autoq_data or is_debug():
@@ -216,7 +216,7 @@ def apply_init(self) -> SingleConfigQuantizerSetup:
         nncf_logger.info("[AutoQ] Elapsed time of AutoQ Precision Initialization (): {}".format(end_ts - start_ts))
         return final_quantizer_setup
 
-    def _search(self, agent: "DDPG", env: "QuantizationEnv") -> Tuple[pd.Series, float]:
+    def _search(self, agent: DDPG, env: "QuantizationEnv") -> Tuple[pd.Series, float]:  # noqa: F821
         # pylint: disable=too-many-branches,too-many-statements
         best_reward = -math.inf
         episode = 0
@@ -360,7 +360,7 @@ def _search(self, agent: "DDPG", env: "QuantizationEnv") -> Tuple[pd.Series, flo
 
         return best_policy, best_reward
 
-    def _dump_best_episode(self, info_tuple: Tuple, bit_stats_df: pd.DataFrame, env: "QuantizationEnv"):
+    def _dump_best_episode(self, info_tuple: Tuple, bit_stats_df: pd.DataFrame, env: "QuantizationEnv"):  # noqa: F821
         if self._dump_autoq_data:
             episode = info_tuple[0]
             self.best_policy_dict[episode] = env.master_df["action"].astype("int")
@@ -385,7 +385,7 @@ def _dump_best_episode(self, info_tuple: Tuple, bit_stats_df: pd.DataFrame, env:
             self.tb_writer.add_text("AutoQ/best_policy", best_policy_string, episode)
 
     def _dump_episode(
-        self, episodic_info_tuple: Tuple, bit_stats_df: pd.DataFrame, env: "QuantizationEnv", agent: "DDPG"
+        self, episodic_info_tuple: Tuple, bit_stats_df: pd.DataFrame, env: "QuantizationEnv", agent: DDPG  # noqa: F821
     ):
         if self._dump_autoq_data:
             episode, final_reward, _, accuracy, model_ratio, bop_ratio, _, _, _ = episodic_info_tuple
@@ -437,7 +437,7 @@ def _dump_episode(
             if episode % int((self._iter_number + 10) / 10) == 0:
                 agent.save_model(self.dump_dir)
 
-    def _add_to_tensorboard(self, tb_writer: "SummaryWriter", log_tuple: Tuple):
+    def _add_to_tensorboard(self, tb_writer: "SummaryWriter", log_tuple: Tuple):  # noqa: F821
         episode, final_reward, best_reward, accuracy, model_ratio, bop_ratio, value_loss, policy_loss, delta = log_tuple
 
         tb_writer.add_scalar("AutoQ/reward/last", final_reward, episode)
diff --git a/nncf/torch/quantization/precision_init/base_init.py b/nncf/torch/quantization/precision_init/base_init.py
index 4009ab9f4dc..652ac2d0389 100644
--- a/nncf/torch/quantization/precision_init/base_init.py
+++ b/nncf/torch/quantization/precision_init/base_init.py
@@ -37,12 +37,12 @@ def __init__(self, user_init_args: NNCFExtraConfigStruct = None):
 class BasePrecisionInitializer:
     def __init__(
         self,
-        algo: "ExperimentalQuantizationController",
+        algo: "ExperimentalQuantizationController",  # noqa: F821
         params: BasePrecisionInitParams,
         hw_precision_constraints: HardwareQuantizationConstraints = None,
     ):
         self._algo = algo
-        self._model = self._algo._model  # type: NNCFNetwork
+        self._model: NNCFNetwork = self._algo._model
         all_quantizers = algo.all_quantizations
         self._hw_precision_constraints = hw_precision_constraints
         self.original_precisions = {q_id: quantizer.num_bits for q_id, quantizer in all_quantizers.items()}
@@ -100,11 +100,11 @@ def __init__(
         constraints: HardwareQuantizationConstraints,
     ):
         self._wq_affected_module_node_name_vs_qid_dict = {k.target_node_name: k for k in weight_quantizers.keys()}
-        self._quantizer_module_scope_vs_qid_dict = {}  # type: Dict[Scope, WeightQuantizerId]
+        self._quantizer_module_scope_vs_qid_dict: Dict[Scope, WeightQuantizerId] = {}
         self._skipped_quantized_weight_node_names = []
-        self._skipped_weight_quantizers = {}  # type: Dict[WeightQuantizerId, BaseQuantizer]
-        self._weight_quantizers_in_execution_order_per_scope = OrderedDict()  # type: Dict[Scope, BaseQuantizer]
-        self._weight_quantizers_in_execution_order = OrderedDict()  # type: Dict[WeightQuantizerId, BaseQuantizer]
+        self._skipped_weight_quantizers: Dict[WeightQuantizerId, BaseQuantizer] = {}
+        self._weight_quantizers_in_execution_order_per_scope: Dict[Scope, BaseQuantizer] = OrderedDict()
+        self._weight_quantizers_in_execution_order: Dict[WeightQuantizerId, BaseQuantizer] = OrderedDict()
 
         quantization_types = [class_type.__name__ for class_type in QUANTIZATION_MODULES.registry_dict.values()]
         weight_module_dict = model
diff --git a/nncf/torch/quantization/precision_init/bitwidth_graph.py b/nncf/torch/quantization/precision_init/bitwidth_graph.py
index 3561557872e..0416a6fc533 100644
--- a/nncf/torch/quantization/precision_init/bitwidth_graph.py
+++ b/nncf/torch/quantization/precision_init/bitwidth_graph.py
@@ -10,12 +10,12 @@
 # limitations under the License.
 
 from collections import defaultdict
-from typing import Dict
+from typing import Dict, Set, Tuple
 
 import networkx as nx
 
 from nncf.common.graph import NNCFGraph
-from nncf.common.graph.graph import NNCFNode
+from nncf.common.graph import NNCFNode
 from nncf.common.logging import nncf_logger
 from nncf.common.quantization.structs import NonWeightQuantizerId
 from nncf.torch.layers import NNCFConv2d
@@ -40,7 +40,7 @@ def __init__(
         if add_flops:
             flops_per_module = model.nncf.get_flops_per_module()
 
-            flops_vs_node_group = defaultdict(set)  # type: Dict[int, Tuple[int, Set[NNCFNode]]]
+            flops_vs_node_group: Dict[int, Tuple[int, Set[NNCFNode]]] = defaultdict(set)
             for idx, module_node_name_and_flops in enumerate(flops_per_module.items()):
                 module_node_name, flops = module_node_name_and_flops
                 node_set = set(nncf_graph.get_op_nodes_in_scope(nncf_graph.get_scope_by_node_name(module_node_name)))
diff --git a/nncf/torch/quantization/precision_init/compression_ratio.py b/nncf/torch/quantization/precision_init/compression_ratio.py
index 2122cf80474..95a923f8a5d 100644
--- a/nncf/torch/quantization/precision_init/compression_ratio.py
+++ b/nncf/torch/quantization/precision_init/compression_ratio.py
@@ -32,7 +32,7 @@ def __init__(
         weight_qp_id_per_activation_qp_id: Dict[QuantizationPointId, QuantizationPointId],
     ):
         self._weight_qp_id_per_activation_qp_id = weight_qp_id_per_activation_qp_id
-        self._flops_per_weight_qp_id = {}  # type: Dict[QuantizationPointId, float]
+        self._flops_per_weight_qp_id: Dict[QuantizationPointId, float] = {}
         for qp_id, qp in quantizer_setup.quantization_points.items():
             if qp.is_weight_quantization_point():
                 target_node_name = qp.insertion_point.target_node_name
diff --git a/tools/debug/compare_activations.py b/nncf/torch/quantization/precision_init/definitions.py
similarity index 51%
rename from tools/debug/compare_activations.py
rename to nncf/torch/quantization/precision_init/definitions.py
index 82868dce213..cdcbe26b5a5 100644
--- a/tools/debug/compare_activations.py
+++ b/nncf/torch/quantization/precision_init/definitions.py
@@ -8,24 +8,9 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+from typing import List
 
-import argparse
+from nncf.common.quantization.structs import QuantizerConfig
 
-from tools.debug.common import compare_activations
-from tools.debug.common import print_args
-
-argparser = argparse.ArgumentParser()
-argparser.add_argument(
-    "-i", "--ir-dump-txt", help="IE dump file in text format (ieb from mkldnn_graph.cpp)", required=True
-)
-argparser.add_argument("-p", "--torch-dump-npy", help="PyTorch dump file in npy format", required=True)
-args = argparser.parse_args()
-print_args(args)
-
-
-def main():
-    compare_activations(args.ir_dump_txt, args.torch_dump_npy)
-
-
-if __name__ == "__main__":
-    main()
+QConfigSequenceForHAWQToEvaluate = List[QuantizerConfig]
+CoveringQConfigSequenceForQuantNoiseCalculation = List[QuantizerConfig]
diff --git a/nncf/torch/quantization/precision_init/hawq_debug.py b/nncf/torch/quantization/precision_init/hawq_debug.py
index b2165e09e5d..694ea76c501 100644
--- a/nncf/torch/quantization/precision_init/hawq_debug.py
+++ b/nncf/torch/quantization/precision_init/hawq_debug.py
@@ -25,6 +25,9 @@
 from nncf.torch.quantization.adjust_padding import add_adjust_padding_nodes
 from nncf.torch.quantization.layers import QUANTIZATION_MODULES
 from nncf.torch.quantization.precision_init.adjacent_quantizers import GroupsOfAdjacentQuantizers
+
+# pylint:disable=unused-import
+from nncf.torch.quantization.precision_init.definitions import QConfigSequenceForHAWQToEvaluate
 from nncf.torch.quantization.precision_init.perturbations import PerturbationObserver
 from nncf.torch.quantization.precision_init.perturbations import Perturbations
 from nncf.torch.quantization.precision_init.traces_order import TracesPerLayer
@@ -159,7 +162,7 @@ def dump_metric_flops(
 
     @skip_if_dependency_unavailable(dependencies=["matplotlib.pyplot"])
     def dump_density_of_quantization_noise(self):
-        noise_per_config = []  # type: List[Tensor]
+        noise_per_config: List[Tensor] = []
         for qconfig_sequence in self._weight_qconfig_sequences_in_trace_order:
             qnoise = 0
             for i in range(self._num_weights):
@@ -213,7 +216,7 @@ def dump_perturbations_ratio(self):
 
     def dump_bitwidth_graph(
         self,
-        algo_ctrl: "QuantizationController",
+        algo_ctrl: "QuantizationController",  # noqa: F821
         model: NNCFNetwork,
         groups_of_adjacent_quantizers: GroupsOfAdjacentQuantizers,
     ):
diff --git a/nncf/torch/quantization/precision_init/hawq_init.py b/nncf/torch/quantization/precision_init/hawq_init.py
index 7dcc3403ed6..c21cdd684a8 100644
--- a/nncf/torch/quantization/precision_init/hawq_init.py
+++ b/nncf/torch/quantization/precision_init/hawq_init.py
@@ -45,6 +45,8 @@
 from nncf.torch.quantization.precision_init.base_init import BasePrecisionInitializer
 from nncf.torch.quantization.precision_init.base_init import BasePrecisionInitParams
 from nncf.torch.quantization.precision_init.compression_ratio import CompressionRatioCalculator
+from nncf.torch.quantization.precision_init.definitions import CoveringQConfigSequenceForQuantNoiseCalculation
+from nncf.torch.quantization.precision_init.definitions import QConfigSequenceForHAWQToEvaluate
 from nncf.torch.quantization.precision_init.hawq_debug import HAWQDebugger
 from nncf.torch.quantization.precision_init.perturbations import PerturbationObserver
 from nncf.torch.quantization.precision_init.perturbations import Perturbations
@@ -104,10 +106,6 @@ def from_config(
         )
 
 
-QConfigSequenceForHAWQToEvaluate = List[QuantizerConfig]
-CoveringQConfigSequenceForQuantNoiseCalculation = List[QuantizerConfig]
-
-
 class TraceOrderBitwidthMatcher:
     def __init__(self, available_bitwidths: List[int], traces_order: TracesOrder):
         self._available_bitwidths = available_bitwidths
@@ -152,12 +150,12 @@ def _deduplicate(
 
     @staticmethod
     def _generate_covering_qconfig_sequences(observed_qconfs: List[Dict[QuantizerConfig, QuantizerConfig]]):
-        covering_qconfig_sequences = []  # type: List[CoveringQConfigSequenceForQuantNoiseCalculation]
+        covering_qconfig_sequences: List[CoveringQConfigSequenceForQuantNoiseCalculation] = []
         # For each index, put the largest qconf subset that only varies in bitwidth on top
         # so that the associated covering configurations would not require model regeneration
-        optimized_observed_qconfs = []  # type: List[List[QuantizerConfig]]
+        optimized_observed_qconfs: List[List[QuantizerConfig]] = []
         for qconf_oset in observed_qconfs:
-            variants = []  # type: List[List[QuantizerConfig]]
+            variants: List[List[QuantizerConfig]] = []
             for qconf in qconf_oset.keys():
                 variants.append(list(filter(qconf.is_a_bitwidth_variant, qconf_oset.keys())))
             max_bw_varying_variant = max(variants, key=len)
@@ -166,7 +164,7 @@ def _generate_covering_qconfig_sequences(observed_qconfs: List[Dict[QuantizerCon
 
         max_depth = max([len(qconfs_for_trace_idx) for qconfs_for_trace_idx in optimized_observed_qconfs])
         for i in range(max_depth):
-            covering_conf = []  # type: CoveringQConfigSequenceForQuantNoiseCalculation
+            covering_conf: CoveringQConfigSequenceForQuantNoiseCalculation = []
             for qconfs_for_trace_idx in optimized_observed_qconfs:
                 if i < len(qconfs_for_trace_idx):
                     covering_conf.append(qconfs_for_trace_idx[i])
@@ -188,10 +186,10 @@ def get_qconfig_sequences_constrained_by_trace_order(
         """
         if len(possible_qconfigs_sequence_in_trace_order) != len(self._traces_order):
             raise ValueError("The size of the qconfig space and the traces do not match!")
-        retval = []  # type: List[QConfigSequenceForHAWQToEvaluate]
+        retval: List[QConfigSequenceForHAWQToEvaluate] = []
         observed_qconfs_in_retval = [OrderedDict() for _ in range(len(self._traces_order))]
         for bitwidth_sequence in self._bitwidth_sequences:
-            current_qconfig_sequence_in_trace_order = []  # type: QConfigSequenceForHAWQToEvaluate
+            current_qconfig_sequence_in_trace_order: QConfigSequenceForHAWQToEvaluate = []
             for trace_idx, bitwidth in enumerate(bitwidth_sequence):
                 if trace_idx in indices_for_bitwidth_adjustment_only:
                     bitwidth_adjusted_default_qconfig = deepcopy(
@@ -220,7 +218,7 @@ def get_qconfig_sequences_constrained_by_trace_order(
 class HAWQPrecisionInitializer(BasePrecisionInitializer):
     def __init__(
         self,
-        algo: "ExperimentalQuantizationController",
+        algo: "ExperimentalQuantizationController",  # noqa: F821
         params: HAWQPrecisionInitParams,
         hw_precision_constraints: HardwareQuantizationConstraints,
     ):
@@ -464,7 +462,7 @@ def disable_all_gradients_except_weights_of_quantized_modules(
         for wq_id in weight_quantizers.values():
             quantized_module = wq_id.quantized_module
             for param_name, param in quantized_module.named_parameters():
-                if (quantized_module, param_name) in gradients_to_enable and not "bias" in param_name:
+                if (quantized_module, param_name) in gradients_to_enable and "bias" not in param_name:
                     param.requires_grad = True
         return HAWQPrecisionInitializer.ParamsToRestore(originally_disabled_gradients, skipped_gradients_to_enable)
 
@@ -536,8 +534,8 @@ def restore_disabled_gradients(
     def get_qconfig_sequences_constrained_by_traces_order(
         self, traces_order: TracesOrder
     ) -> Tuple[List[QConfigSequenceForHAWQToEvaluate], List[CoveringQConfigSequenceForQuantNoiseCalculation]]:
-        possible_qconfigs_sequence_in_trace_order = []  # type: List[List[QuantizerConfig]]
-        trace_order_indices_of_defaulted_qconfig_sequence = set()  # type: Set[int]
+        possible_qconfigs_sequence_in_trace_order: List[List[QuantizerConfig]] = []
+        trace_order_indices_of_defaulted_qconfig_sequence: Set[int] = set()
         quantizer_ids_in_exec_order = list(self._weight_quantizations_by_execution_order.keys())
         assert len(quantizer_ids_in_exec_order) == len(traces_order)
         for trace_idx in range(len(traces_order)):
@@ -586,14 +584,12 @@ def calc_quantization_noise(
         perturbations = Perturbations()
         qp_ids_in_trace_order = self._get_weight_qp_ids_in_trace_order(traces_order)
         ctrl = self._algo
-        observers_for_all_qconfig_sequences = []  # type: List[List[PerturbationObserver]]
+        observers_for_all_qconfig_sequences: List[List[PerturbationObserver]] = []
         for qconfig_sequence in qconfig_sequences_to_run:
             quantizer_setup_to_run = self._apply_qconfig_sequence_to_quantizer_setup(
                 qconfig_sequence, qp_ids_in_trace_order, ctrl.get_quantizer_setup_for_current_state()
             )
-            ctrl, model = ctrl.apply_new_quantizer_setup(
-                quantizer_setup_to_run
-            )  # type: Tuple[ExperimentalQuantizationController, NNCFNetwork]
+            ctrl, model = ctrl.apply_new_quantizer_setup(quantizer_setup_to_run)
 
             hook_handles = []
             observers = []
diff --git a/nncf/torch/quantization/precision_init/manual_init.py b/nncf/torch/quantization/precision_init/manual_init.py
index ddced58fcd3..98ae0b23ae6 100644
--- a/nncf/torch/quantization/precision_init/manual_init.py
+++ b/nncf/torch/quantization/precision_init/manual_init.py
@@ -30,7 +30,7 @@ def from_config(cls, manual_init_params_dict: Dict):
 class ManualPrecisionInitializer(BasePrecisionInitializer):
     def __init__(
         self,
-        algo: "ExperimentalQuantizationController",
+        algo: "ExperimentalQuantizationController",  # noqa: F821
         params: ManualPrecisionInitParams,
         hw_precision_constraints: HardwareQuantizationConstraints = None,
     ):
diff --git a/nncf/torch/quantization/precision_init/perturbations.py b/nncf/torch/quantization/precision_init/perturbations.py
index 8d7b136d1af..9daacbfcedd 100644
--- a/nncf/torch/quantization/precision_init/perturbations.py
+++ b/nncf/torch/quantization/precision_init/perturbations.py
@@ -47,7 +47,7 @@ def get_input_norm(self):
 
 class Perturbations:
     def __init__(self):
-        self._perturbations = {}  # type: Dict[int, Dict[QuantizerConfig, Tensor]]
+        self._perturbations: Dict[int, Dict[QuantizerConfig, Tensor]] = {}
 
     def add(self, layer_id: int, qconfig: QuantizerConfig, perturbation: Tensor):
         if layer_id in self._perturbations:
diff --git a/nncf/torch/quantization/schedulers.py b/nncf/torch/quantization/schedulers.py
index 80f515948b3..4f726a28f82 100644
--- a/nncf/torch/quantization/schedulers.py
+++ b/nncf/torch/quantization/schedulers.py
@@ -23,7 +23,7 @@
 
 @QUANTIZATION_SCHEDULERS.register("staged")
 class StagedQuantizationScheduler(BaseCompressionScheduler):
-    def __init__(self, quantization_ctrl: "QuantizationController", params=None):
+    def __init__(self, quantization_ctrl: "QuantizationController", params=None):  # noqa: F821
         super().__init__()
         if params is None:
             params = {}
diff --git a/nncf/torch/quantization/weights_compression.py b/nncf/torch/quantization/weights_compression.py
index 2cf8947fd89..9fcdc0e61d8 100644
--- a/nncf/torch/quantization/weights_compression.py
+++ b/nncf/torch/quantization/weights_compression.py
@@ -54,7 +54,7 @@ def _insert_pre_compression_operations(
     if compression_hist is None:
         compression_hist = {}
     for _, layer in module.named_children():
-        if not type(layer) in allowed_types:
+        if type(layer) not in allowed_types:
             _insert_pre_compression_operations(layer, allowed_types, level_high, compression_hist)
             continue
 
diff --git a/nncf/torch/structures.py b/nncf/torch/structures.py
index 2cb63c1b4ce..567a2c27f17 100644
--- a/nncf/torch/structures.py
+++ b/nncf/torch/structures.py
@@ -18,6 +18,8 @@
 from torch.nn.modules.loss import _Loss
 from torch.utils.data import DataLoader
 
+from nncf import NNCFConfig
+from nncf.api.compression import CompressionAlgorithmController
 from nncf.common.utils.api_marker import api
 from nncf.config.structures import NNCFExtraConfigStruct
 
@@ -82,7 +84,7 @@ def __init__(
         self,
         data_loader: DataLoader,
         eval_fn: Callable[[torch.nn.Module, torch.utils.data.DataLoader], float],
-        nncf_config: "NNCFConfig",
+        nncf_config: NNCFConfig,
     ):
         self.data_loader = data_loader
         self.eval_fn = eval_fn
@@ -115,7 +117,7 @@ def __init__(
                 torch.utils.data.DataLoader,
                 torch.nn.Module,
                 torch.optim.Optimizer,
-                "CompressionAlgorithmController",
+                CompressionAlgorithmController,
                 Optional[int],
             ],
             type(None),
@@ -123,7 +125,7 @@ def __init__(
         val_loader: torch.utils.data.DataLoader,
         val_fn: Callable[[torch.nn.Module, torch.utils.data.DataLoader], Tuple[float, float]],
         train_optimizer: Optional[torch.optim.Optimizer],
-        nncf_config: "NNCFConfig",
+        nncf_config: NNCFConfig,
     ):
         self.train_loader = train_loader
         self.train_steps_fn = train_fn
diff --git a/nncf/torch/tensor_statistics/reduction.py b/nncf/torch/tensor_statistics/reduction.py
deleted file mode 100644
index 4911bc2fdf2..00000000000
--- a/nncf/torch/tensor_statistics/reduction.py
+++ /dev/null
@@ -1,65 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-from typing import List, Tuple
-
-import numpy as np
-import torch
-
-
-def max_reduce_like(input_: torch.Tensor, ref_tensor_shape: List[int]) -> torch.Tensor:
-    numel = np.prod(ref_tensor_shape)
-    if numel == 1:
-        retval = input_.max()
-        for _ in ref_tensor_shape:
-            retval.unsqueeze_(-1)
-        return retval
-    tmp_max = input_
-    for dim_idx, dim in enumerate(ref_tensor_shape):
-        if dim == 1:
-            tmp_max, _ = torch.max(tmp_max, dim_idx, keepdim=True)
-    return tmp_max
-
-
-def min_reduce_like(input_: torch.Tensor, ref_tensor_shape: List[int]):
-    numel = np.prod(ref_tensor_shape)
-    if numel == 1:
-        retval = input_.min()
-        for _ in ref_tensor_shape:
-            retval.unsqueeze_(-1)
-        return retval
-    tmp_min = input_
-    for dim_idx, dim in enumerate(ref_tensor_shape):
-        if dim == 1:
-            tmp_min, _ = torch.min(tmp_min, dim_idx, keepdim=True)
-    return tmp_min
-
-
-def get_channel_count_and_dim_idx(scale_shape: List[int]) -> Tuple[int, int]:
-    channel_dim_idx = 0
-    channel_count = 1
-    for dim_idx, dim in enumerate(scale_shape):
-        if dim != 1:
-            channel_dim_idx = dim_idx
-            channel_count = dim
-    return channel_count, channel_dim_idx
-
-
-def expand_like(input_: torch.Tensor, scale_shape: List[int]) -> torch.Tensor:
-    retval = input_
-    count, idx = get_channel_count_and_dim_idx(scale_shape)
-    assert input_.numel() == count
-    assert len(input_.size()) == 1
-    for _ in range(0, idx):
-        retval = retval.unsqueeze(0)
-    for _ in range(idx + 1, len(scale_shape)):
-        retval = retval.unsqueeze(-1)
-    return retval
diff --git a/nncf/torch/tensor_statistics/statistics.py b/nncf/torch/tensor_statistics/statistics.py
index ba51df16ce9..187f125d813 100644
--- a/nncf/torch/tensor_statistics/statistics.py
+++ b/nncf/torch/tensor_statistics/statistics.py
@@ -9,8 +9,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Optional, Tuple
-
 import torch
 
 from nncf.common.tensor_statistics.statistics import MeanTensorStatistic
@@ -20,10 +18,6 @@
 from nncf.common.tensor_statistics.statistics import TensorStatistic
 
 
-def _reshape_all(targets: Tuple[torch.Tensor, ...], target_shape: Tuple[int, ...]):
-    return map(lambda stat: torch.reshape(stat, target_shape), targets)
-
-
 class PTMinMaxTensorStatistic(MinMaxTensorStatistic):
     @staticmethod
     def tensor_eq(tensor1: torch.Tensor, tensor2: torch.Tensor, rtol=1e-6) -> bool:
diff --git a/nncf/torch/utils.py b/nncf/torch/utils.py
index 5ac8f142594..646e939282e 100644
--- a/nncf/torch/utils.py
+++ b/nncf/torch/utils.py
@@ -24,8 +24,11 @@
 from nncf.common.graph import NNCFNodeName
 from nncf.common.logging import nncf_logger
 from nncf.common.scopes import matches_any
+from nncf.torch.dynamic_graph.scope import Scope
+from nncf.torch.dynamic_graph.scope import ScopeElement
 from nncf.torch.dynamic_graph.trace_tensor import TracedTensor
 from nncf.torch.layer_utils import _NNCFModuleMixin
+from nncf.torch.structures import ExecutionParameters
 
 
 def get_node_name(module, module_name, prefix):
@@ -47,14 +50,12 @@ def get_all_modules(model, prefix=None):
 
 def get_all_modules_by_type(
     model, module_types=None, current_scope=None, ignored_scopes=None, target_scopes=None, memo=None
-) -> Dict["Scope", Module]:
+) -> Dict[Scope, Module]:
     if memo is None:
         memo = set()
     if isinstance(module_types, str):
         module_types = [module_types]
     found = OrderedDict()
-    from nncf.torch.dynamic_graph.scope import Scope  # pylint: disable=cyclic-import
-    from nncf.torch.dynamic_graph.scope import ScopeElement  # pylint: disable=cyclic-import
 
     if current_scope is None:
         current_scope = Scope()
@@ -87,7 +88,7 @@ def get_all_modules_by_type(
 
 
 def get_state_dict_names_with_modules(
-    model: "NNCFNetwork", str_types: List[str] = None, prefix=""
+    model: torch.nn.Module, str_types: List[str] = None, prefix=""
 ) -> Dict[str, torch.nn.Module]:
     found = OrderedDict()
     for name, module in model.named_children():
@@ -214,8 +215,8 @@ def is_traced_tensor(obj):
 
 class _ModuleState:
     def __init__(self, base_module: Module = None):
-        self._training_state = {}  # type: Dict[str, bool]
-        self._requires_grad_state = {}  # type: Dict[str, bool]
+        self._training_state: Dict[str, bool] = {}
+        self._requires_grad_state: Dict[str, bool] = {}
         if base_module is not None:
             for module_name, module in base_module.named_modules():
                 self.training_state[module_name] = module.training
@@ -286,7 +287,7 @@ def add_domain(name_operator: str) -> str:
     return DOMAIN_CUSTOM_OPS_NAME + "::" + name_operator
 
 
-def default_distributed_wrapper(model: nn.Module, execution_parameters: "ExecutionParameters"):
+def default_distributed_wrapper(model: nn.Module, execution_parameters: ExecutionParameters):
     """
     Wrapping model for distributed training with DataParallel or DistributedDataParallel depending on execution mode
     chosen by user.
@@ -334,7 +335,7 @@ def rename_legacy_names_in_state_dict(
 ):
     for name in legacy_names:
         tensor = state_dict_to_load.pop(name)
-        new_key = name.replace(legacy_name, new_name) if not new_name in name else name
+        new_key = name.replace(legacy_name, new_name) if new_name not in name else name
         state_dict_to_load[new_key] = tensor
 
     if legacy_names:
@@ -397,7 +398,7 @@ def maybe_convert_legacy_names_in_compress_state(compression_state: Dict[str, An
         for point in qips.values():
             name = point["qip"]["target_node_name"]
             for old_name, new_name in LEGACY_VS_NEW_BN_MAP.items():
-                if old_name in name and not new_name in name:
+                if old_name in name and new_name not in name:
                     detected_legacy_names[old_name] = True
                     point["qip"]["target_node_name"] = name.replace(old_name, new_name)
                     break
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 00000000000..fafd792e862
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,31 @@
+line-length = 120
+ignore-init-module-imports = true
+ignore = ["E731"]
+select = [
+    "E", # pycodestyle rules
+    "F", # pyflakes rules
+    "CPY001"  # copyright check
+]
+exclude = ["nncf/tensorflow/__init__.py"]
+
+[per-file-ignores]
+"nncf/experimental/torch/nas/bootstrapNAS/__init__.py" = ["F401"]
+"nncf/torch/__init__.py" = ["F401"]
+"tests/**/*.py" = ["F403"]
+"tests/**/__init__.py" = ["F401"]
+"examples/**/*.py" = ["F403"]
+
+
+[flake8-copyright]
+notice-rgx = """\
+# Copyright \\(c\\) (\\d{4}|\\d{4}-\\d{4}) Intel Corporation
+# Licensed under the Apache License, Version 2.0 \\(the "License"\\);
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
diff --git a/setup.py b/setup.py
index 4807a483c15..5790546f50c 100644
--- a/setup.py
+++ b/setup.py
@@ -107,7 +107,7 @@ def find_version(*file_paths):
     "networkx>=2.6, <=2.8.2",  # see ticket 94048 or https://github.com/networkx/networkx/issues/5962
     "ninja>=1.10.0.post2, <1.11",
     "numpy>=1.19.1, <1.25",
-    "openvino-telemetry>=2023.1.1",
+    "openvino-telemetry>=2023.2.0",
     "packaging>=20.0",
     "pandas>=1.1.5,<2.1",
     "psutil",
diff --git a/tests/common/conftest.py b/tests/common/conftest.py
index b9217f8077e..656c5a25b69 100644
--- a/tests/common/conftest.py
+++ b/tests/common/conftest.py
@@ -9,4 +9,5 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from tests.shared.logging import nncf_caplog  # pylint:disable=unused-import
+# pylint:disable=unused-import
+from tests.shared.logging import nncf_caplog  # noqa: F401
diff --git a/tests/common/graph/__init__.py b/tests/common/graph/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/common/graph/__init__.py
+++ b/tests/common/graph/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/common/pruning/__init__.py b/tests/common/pruning/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/common/pruning/__init__.py
+++ b/tests/common/pruning/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/common/pruning/test_symbolic_mask_processor.py b/tests/common/pruning/test_symbolic_mask_processor.py
index 379c5b38799..352a74f5a86 100644
--- a/tests/common/pruning/test_symbolic_mask_processor.py
+++ b/tests/common/pruning/test_symbolic_mask_processor.py
@@ -37,7 +37,7 @@ def test_repeat():
     mask = SymbolicMask(10, mask_producers)
     repeated_tensor = SymbolicMaskProcessor.repeat(mask, repeats)
     for idx, repeated_producer in enumerate(repeated_tensor.mask_producers):
-        assert not mask_producers[idx] is repeated_producer
+        assert mask_producers[idx] is not repeated_producer
         assert mask_producers[idx].id == repeated_producer.id
         assert mask_producers[idx].sparse_multiplier * repeats == repeated_producer.sparse_multiplier
 
diff --git a/tests/common/quantization/metatypes.py b/tests/common/quantization/metatypes.py
index 0e9a5bcfe43..8b8255c59a7 100644
--- a/tests/common/quantization/metatypes.py
+++ b/tests/common/quantization/metatypes.py
@@ -11,8 +11,8 @@
 
 from typing import List
 
-from nncf.common.graph import OperatorMetatype
 from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.operator_metatypes import OperatorMetatypeRegistry
 from nncf.common.quantization.quantizer_propagation.structs import QuantizationTrait
 
diff --git a/tests/common/quantization/mock_graphs.py b/tests/common/quantization/mock_graphs.py
index 7879066a35f..1234cd33287 100644
--- a/tests/common/quantization/mock_graphs.py
+++ b/tests/common/quantization/mock_graphs.py
@@ -15,12 +15,12 @@
 
 import networkx as nx
 
-from nncf.common.graph import BaseLayerAttributes
-from nncf.common.graph import Dtype
 from nncf.common.graph import NNCFGraph
+from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
-from nncf.common.graph.graph import NNCFNode
+from nncf.common.graph.layer_attributes import BaseLayerAttributes
 from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes
+from nncf.common.graph.layer_attributes import Dtype
 from nncf.common.graph.operator_metatypes import UnknownMetatype
 from nncf.common.insertion_point_graph import InsertionPointGraph
 from nncf.common.insertion_point_graph import PostHookInsertionPoint
@@ -84,7 +84,7 @@ def get_nncf_graph_from_mock_nx_graph(nx_graph: nx.DiGraph, nncf_graph_cls=NNCFG
     # pylint:disable=too-many-branches
     mock_graph = nncf_graph_cls()
     key_vs_id = {}
-    edge_vs_output_idx_and_creator_id = {}  # type: Dict[Tuple[str, str], Tuple[int, int]]
+    edge_vs_output_idx_and_creator_id: Dict[Tuple[str, str], Tuple[int, int]] = {}
     from networkx.algorithms.dag import lexicographical_topological_sort
 
     for idx, curr_node_key in enumerate(lexicographical_topological_sort(nx_graph)):
diff --git a/tests/common/quantization/test_filter_constant_nodes.py b/tests/common/quantization/test_filter_constant_nodes.py
index 1cccfcffd08..e92d271b859 100644
--- a/tests/common/quantization/test_filter_constant_nodes.py
+++ b/tests/common/quantization/test_filter_constant_nodes.py
@@ -14,7 +14,6 @@
 
 import pytest
 
-from nncf.common.graph.graph import NNCFNode
 from nncf.common.graph.operator_metatypes import InputNoopMetatype
 from nncf.common.graph.operator_metatypes import OutputNoopMetatype
 from nncf.common.insertion_point_graph import ConstantNodesFilter
diff --git a/tests/common/quantization/test_quantizer_propagation_graph.py b/tests/common/quantization/test_quantizer_propagation_graph.py
index 83ff4321572..45fe13a42a2 100644
--- a/tests/common/quantization/test_quantizer_propagation_graph.py
+++ b/tests/common/quantization/test_quantizer_propagation_graph.py
@@ -18,10 +18,10 @@
 import networkx as nx
 import pytest
 
-from nncf.common.graph import Dtype
 from nncf.common.graph import NNCFGraph
+from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
-from nncf.common.graph.graph import NNCFNode
+from nncf.common.graph.layer_attributes import Dtype
 from nncf.common.insertion_point_graph import InsertionPointGraph
 from nncf.common.insertion_point_graph import PostHookInsertionPoint
 from nncf.common.insertion_point_graph import PreHookInsertionPoint
@@ -758,7 +758,7 @@ def test_merge_quantizer_into_path(self, model_graph_qpsg, merge_quantizer_into_
             target_node = quantizers_test_struct.target_node_for_quantizer
             is_merged = quantizers_test_struct.is_merged
             prop_path = quantizers_test_struct.prop_path
-            node_key_vs_trait_dict = {}  # type: Dict[str, QuantizationTrait]
+            node_key_vs_trait_dict: Dict[str, QuantizationTrait] = {}
             for node_key in quant_prop_graph.nodes:
                 node_key_vs_trait_dict[node_key] = QuantizationTrait.QUANTIZATION_AGNOSTIC
             primary_prop_quant = None
@@ -1310,7 +1310,7 @@ def create_graph_for_output_quant_as_weights() -> NNCFGraph:
     return get_nncf_graph_from_mock_nx_graph(mock_graph)
 
 
-MODEL_GRAPH = create_graph_for_output_quant_as_weights()  # type: NNCFGraph
+MODEL_GRAPH: NNCFGraph = create_graph_for_output_quant_as_weights()
 
 
 class TestOutputQuantAsWeightsSetup:
diff --git a/tests/common/quantization/test_quantizer_propagation_solver.py b/tests/common/quantization/test_quantizer_propagation_solver.py
index dc065a2e7e2..19937966b17 100644
--- a/tests/common/quantization/test_quantizer_propagation_solver.py
+++ b/tests/common/quantization/test_quantizer_propagation_solver.py
@@ -18,11 +18,11 @@
 import networkx as nx
 import pytest
 
-from nncf.common.graph import Dtype
 from nncf.common.graph import NNCFGraph
+from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
 from nncf.common.graph.definitions import MODEL_INPUT_OP_NAME
-from nncf.common.graph.graph import NNCFNode
+from nncf.common.graph.layer_attributes import Dtype
 from nncf.common.graph.operator_metatypes import OutputNoopMetatype
 from nncf.common.graph.operator_metatypes import UnknownMetatype
 from nncf.common.graph.transformations.commands import TargetType
@@ -182,7 +182,7 @@ def __init__(
         self.expected_count_finished_quant = expected_count_finished_quant
         self.expected_count_active_quant = expected_count_active_quant
         self.ignored_scopes = ignored_scopes
-        self.retval_qps = {}  # type: Dict[QuantizationPointId, MultiConfigQuantizationPoint]
+        self.retval_qps: Dict[QuantizationPointId, MultiConfigQuantizationPoint] = {}
         for id_, qp_data in retval_qp_data.items():
             if qp_data.target_type is TargetType.OPERATION_WITH_WEIGHTS:
                 qip = WeightQuantizationInsertionPoint(qp_data.node_name)
@@ -1528,8 +1528,8 @@ def test_propagation_step(self, propagation_step_test_struct: PropagationStepTes
             assert quant_prop in active_propagating_quantizers_queue
 
         for pq in untouched_quantizers:
-            assert not pq in quant_prop_solver.get_active_propagating_quantizers_queue()
-            assert not pq in quant_prop_solver.get_finished_propagating_quantizers()
+            assert pq not in quant_prop_solver.get_active_propagating_quantizers_queue()
+            assert pq not in quant_prop_solver.get_finished_propagating_quantizers()
 
         # The quantizers that were added during preparation were not registered
         # as active for the solvers; but the ones that may have appeared due to an upward
diff --git a/tests/common/test_progress_bar.py b/tests/common/test_progress_bar.py
index 3b8f6605aa7..9e6c376fc60 100644
--- a/tests/common/test_progress_bar.py
+++ b/tests/common/test_progress_bar.py
@@ -13,9 +13,6 @@
 import pytest
 
 from nncf.common.logging.progress_bar import ProgressBar
-from tests.shared.logging import nncf_caplog  # pylint:disable=unused-import
-
-# pylint:disable=redefined-outer-name
 
 TEST_RANGE = range(3)
 
diff --git a/tests/common/test_statistics_aggregator.py b/tests/common/test_statistics_aggregator.py
index 6c5fc043904..980ea2328d7 100644
--- a/tests/common/test_statistics_aggregator.py
+++ b/tests/common/test_statistics_aggregator.py
@@ -38,6 +38,16 @@
 from nncf.quantization.range_estimator import StatisticsType
 
 
+class BiasCorrectionAlgos(Enum):
+    BIAS_CORRECTION = "bias_correction"
+    FAST_BIAS_CORRECTION = "fast_bias_correction"
+
+
+class BCStatsCollectors(Enum):
+    MEAN = "mean"
+    RAW = "raw"
+
+
 # pylint: disable=too-many-public-methods
 class TemplateTestStatisticsAggregator:
     @abstractmethod
@@ -442,18 +452,10 @@ def filter_func(point):
                 assert stat.min_values.shape == ref_shape
                 assert stat.max_values.shape == ref_shape
 
-    class BiasCorrectionAlgos(Enum):
-        BIAS_CORRECTION = "bias_correction"
-        FAST_BIAS_CORRECTION = "fast_bias_correction"
-
-    class BCStatsCollectors(Enum):
-        MEAN = "mean"
-        RAW = "raw"
-
     @dataclass
     class BCTestParameters:
-        algo: "BiasCorrectionAlgos"
-        collector_type: "BCStatsCollectors"
+        algo: BiasCorrectionAlgos
+        collector_type: BCStatsCollectors
         target_type: TargetType
         ref_values: Any = None
         axis: int = 1
@@ -576,15 +578,15 @@ def test_statistics_aggregator_bias_correction(
         self, dataset_samples, test_params: BCTestParameters, inplace_statistics, is_stat_in_shape_of_scale
     ):
         name_to_algo_backend_map = {
-            self.BiasCorrectionAlgos.BIAS_CORRECTION: self.get_bias_correction_algo_backend_cls,
-            self.BiasCorrectionAlgos.FAST_BIAS_CORRECTION: self.get_fast_bias_correction_algo_backend_cls,
+            BiasCorrectionAlgos.BIAS_CORRECTION: self.get_bias_correction_algo_backend_cls,
+            BiasCorrectionAlgos.FAST_BIAS_CORRECTION: self.get_fast_bias_correction_algo_backend_cls,
         }
         algo_backend = name_to_algo_backend_map[test_params.algo]()
-        if test_params.collector_type == self.BCStatsCollectors.MEAN:
+        if test_params.collector_type == BCStatsCollectors.MEAN:
             tensor_collector = algo_backend.mean_statistic_collector(
                 test_params.axis, inplace_statistics, len(dataset_samples)
             )
-        elif test_params.collector_type == self.BCStatsCollectors.RAW:
+        elif test_params.collector_type == BCStatsCollectors.RAW:
             tensor_collector = algo_backend.raw_statistic_collector(inplace_statistics, len(dataset_samples))
         else:
             raise RuntimeError()
@@ -615,9 +617,9 @@ def filter_func(point):
 
         for tensor_collector in tensor_collectors:
             stat = tensor_collector.get_statistics()
-            if test_params.collector_type == self.BCStatsCollectors.MEAN:
+            if test_params.collector_type == BCStatsCollectors.MEAN:
                 ret_val = [stat.mean_values, stat.shape]
-            elif test_params.collector_type == self.BCStatsCollectors.RAW:
+            elif test_params.collector_type == BCStatsCollectors.RAW:
                 ret_val = stat.values
                 test_params.ref_values = dataset_samples
                 if not is_stat_in_shape_of_scale:
diff --git a/tests/cross_fw/install/install_checks_tf.py b/tests/cross_fw/install/install_checks_tf.py
index 239f612bdc3..11dea551a3c 100644
--- a/tests/cross_fw/install/install_checks_tf.py
+++ b/tests/cross_fw/install/install_checks_tf.py
@@ -13,7 +13,7 @@
 
 # Do not remove - these imports are for testing purposes.
 # pylint:disable=unused-import
-import nncf
+import nncf  # noqa: F401
 from nncf.common.compression import BaseCompressionAlgorithmController
 from nncf.tensorflow.helpers.model_creation import create_compressed_model
 from tests.tensorflow.quantization.utils import get_basic_quantization_config
diff --git a/tests/cross_fw/install/install_checks_torch.py b/tests/cross_fw/install/install_checks_torch.py
index d22dd5e2302..c15983c08d8 100644
--- a/tests/cross_fw/install/install_checks_torch.py
+++ b/tests/cross_fw/install/install_checks_torch.py
@@ -21,8 +21,8 @@
 # Do not remove - these imports are for testing purposes.
 # pylint:disable=unused-import
 # pylint:disable=wrong-import-position
-import nncf
-from nncf.torch import create_compressed_model
+import nncf  # noqa: F401, E402
+from nncf.torch import create_compressed_model  # noqa: F401, E402
 
 input_low_tensor = torch.zeros([1])
 input_tensor = torch.ones([1, 1, 1, 1])
diff --git a/tests/onnx/__init__.py b/tests/onnx/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/onnx/__init__.py
+++ b/tests/onnx/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/onnx/benchmarking/__init__.py b/tests/onnx/benchmarking/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/onnx/benchmarking/__init__.py
+++ b/tests/onnx/benchmarking/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/onnx/data/reference_graphs/quantization/MaskRCNN-12.dot b/tests/onnx/data/reference_graphs/quantization/MaskRCNN-12.dot
index 0775c236c76..e2a0350705f 100644
--- a/tests/onnx/data/reference_graphs/quantization/MaskRCNN-12.dot
+++ b/tests/onnx/data/reference_graphs/quantization/MaskRCNN-12.dot
@@ -481,10 +481,10 @@ strict digraph  {
 "479 QuantizeLinear_389_1" [id=479, type=QuantizeLinear];
 "480 DequantizeLinear_389_1" [id=480, type=DequantizeLinear];
 "481 390" [id=481, type=Conv];
-"482 QuantizeLinear_391_2" [id=482, type=QuantizeLinear];
-"483 DequantizeLinear_391_2" [id=483, type=DequantizeLinear];
-"484 QuantizeLinear_391_1" [id=484, type=QuantizeLinear];
-"485 DequantizeLinear_391_1" [id=485, type=DequantizeLinear];
+"482 QuantizeLinear_391_1" [id=482, type=QuantizeLinear];
+"483 DequantizeLinear_391_1" [id=483, type=DequantizeLinear];
+"484 QuantizeLinear_391_2" [id=484, type=QuantizeLinear];
+"485 DequantizeLinear_391_2" [id=485, type=DequantizeLinear];
 "486 487" [id=486, type=MaxPool];
 "487 QuantizeLinear_489_1" [id=487, type=QuantizeLinear];
 "488 DequantizeLinear_489_1" [id=488, type=DequantizeLinear];
@@ -1749,14 +1749,14 @@ strict digraph  {
 "1747 1172" [id=1747, type=Gather];
 "1748 2479" [id=1748, type=Concat];
 "1749 2490" [id=1749, type=Gather];
-"1750 QuantizeLinear_2527_4" [id=1750, type=QuantizeLinear];
-"1751 DequantizeLinear_2527_4" [id=1751, type=DequantizeLinear];
-"1752 QuantizeLinear_2527_3" [id=1752, type=QuantizeLinear];
-"1753 DequantizeLinear_2527_3" [id=1753, type=DequantizeLinear];
-"1754 QuantizeLinear_2527_2" [id=1754, type=QuantizeLinear];
-"1755 DequantizeLinear_2527_2" [id=1755, type=DequantizeLinear];
-"1756 QuantizeLinear_2527_1" [id=1756, type=QuantizeLinear];
-"1757 DequantizeLinear_2527_1" [id=1757, type=DequantizeLinear];
+"1750 QuantizeLinear_2527_1" [id=1750, type=QuantizeLinear];
+"1751 DequantizeLinear_2527_1" [id=1751, type=DequantizeLinear];
+"1752 QuantizeLinear_2527_2" [id=1752, type=QuantizeLinear];
+"1753 DequantizeLinear_2527_2" [id=1753, type=DequantizeLinear];
+"1754 QuantizeLinear_2527_3" [id=1754, type=QuantizeLinear];
+"1755 DequantizeLinear_2527_3" [id=1755, type=DequantizeLinear];
+"1756 QuantizeLinear_2527_4" [id=1756, type=QuantizeLinear];
+"1757 DequantizeLinear_2527_4" [id=1757, type=DequantizeLinear];
 "1758 2532" [id=1758, type=Slice];
 "1759 2534" [id=1759, type=Gather];
 "1760 2525" [id=1760, type=Slice];
@@ -3692,14 +3692,14 @@ strict digraph  {
 "3690 3030" [id=3690, type=Gather];
 "3691 6518" [id=3691, type=Concat];
 "3692 6530" [id=3692, type=Gather];
-"3693 QuantizeLinear_6568_4" [id=3693, type=QuantizeLinear];
-"3694 DequantizeLinear_6568_4" [id=3694, type=DequantizeLinear];
-"3695 QuantizeLinear_6568_3" [id=3695, type=QuantizeLinear];
-"3696 DequantizeLinear_6568_3" [id=3696, type=DequantizeLinear];
-"3697 QuantizeLinear_6568_2" [id=3697, type=QuantizeLinear];
-"3698 DequantizeLinear_6568_2" [id=3698, type=DequantizeLinear];
-"3699 QuantizeLinear_6568_1" [id=3699, type=QuantizeLinear];
-"3700 DequantizeLinear_6568_1" [id=3700, type=DequantizeLinear];
+"3693 QuantizeLinear_6568_1" [id=3693, type=QuantizeLinear];
+"3694 DequantizeLinear_6568_1" [id=3694, type=DequantizeLinear];
+"3695 QuantizeLinear_6568_2" [id=3695, type=QuantizeLinear];
+"3696 DequantizeLinear_6568_2" [id=3696, type=DequantizeLinear];
+"3697 QuantizeLinear_6568_3" [id=3697, type=QuantizeLinear];
+"3698 DequantizeLinear_6568_3" [id=3698, type=DequantizeLinear];
+"3699 QuantizeLinear_6568_4" [id=3699, type=QuantizeLinear];
+"3700 DequantizeLinear_6568_4" [id=3700, type=DequantizeLinear];
 "3701 6576" [id=3701, type=Slice];
 "3702 6578" [id=3702, type=Gather];
 "3703 6569" [id=3703, type=Slice];
@@ -4788,16 +4788,16 @@ strict digraph  {
 "478 DequantizeLinear_388_1" -> "481 390"  [label="[1, 256, -1, -1]", style=solid];
 "479 QuantizeLinear_389_1" -> "480 DequantizeLinear_389_1"  [label="[256, 256, 3, 3]", style=dashed];
 "480 DequantizeLinear_389_1" -> "481 390"  [label="[256, 256, 3, 3]", style=solid];
-"481 390" -> "482 QuantizeLinear_391_2"  [label="[1, 256, -1, -1]", style=solid];
-"481 390" -> "484 QuantizeLinear_391_1"  [label="[1, 256, -1, -1]", style=solid];
+"481 390" -> "482 QuantizeLinear_391_1"  [label="[1, 256, -1, -1]", style=solid];
+"481 390" -> "484 QuantizeLinear_391_2"  [label="[1, 256, -1, -1]", style=solid];
 "481 390" -> "784 536"  [label="[1, 256, -1, -1]", style=solid];
 "481 390" -> "787 533"  [label="[1, 256, -1, -1]", style=solid];
 "481 390" -> "1929 2620"  [label="[1, 256, -1, -1]", style=solid];
 "481 390" -> "3872 6664"  [label="[1, 256, -1, -1]", style=solid];
-"482 QuantizeLinear_391_2" -> "483 DequantizeLinear_391_2"  [label="[1, 256, -1, -1]", style=dashed];
-"483 DequantizeLinear_391_2" -> "722 506"  [label="[1, 256, -1, -1]", style=solid];
-"484 QuantizeLinear_391_1" -> "485 DequantizeLinear_391_1"  [label="[1, 256, -1, -1]", style=dashed];
-"485 DequantizeLinear_391_1" -> "486 487"  [label="[1, 256, -1, -1]", style=solid];
+"482 QuantizeLinear_391_1" -> "483 DequantizeLinear_391_1"  [label="[1, 256, -1, -1]", style=dashed];
+"483 DequantizeLinear_391_1" -> "486 487"  [label="[1, 256, -1, -1]", style=solid];
+"484 QuantizeLinear_391_2" -> "485 DequantizeLinear_391_2"  [label="[1, 256, -1, -1]", style=dashed];
+"485 DequantizeLinear_391_2" -> "722 506"  [label="[1, 256, -1, -1]", style=solid];
 "486 487" -> "489 510"  [label="[1, 256, -1, -1]", style=solid];
 "486 487" -> "555 542"  [label="[1, 256, -1, -1]", style=solid];
 "486 487" -> "558 539"  [label="[1, 256, -1, -1]", style=solid];
@@ -6341,21 +6341,21 @@ strict digraph  {
 "1746 1171" -> "1747 1172"  [label="[-1]", style=dashed];
 "1747 1172" -> "1748 2479"  [label="[-1, 4]", style=solid];
 "1748 2479" -> "1749 2490"  [label="[-1, 4]", style=solid];
-"1749 2490" -> "1750 QuantizeLinear_2527_4"  [label="[]", style=solid];
-"1749 2490" -> "1752 QuantizeLinear_2527_3"  [label="[]", style=solid];
-"1749 2490" -> "1754 QuantizeLinear_2527_2"  [label="[]", style=solid];
-"1749 2490" -> "1756 QuantizeLinear_2527_1"  [label="[]", style=solid];
+"1749 2490" -> "1750 QuantizeLinear_2527_1"  [label="[]", style=solid];
+"1749 2490" -> "1752 QuantizeLinear_2527_2"  [label="[]", style=solid];
+"1749 2490" -> "1754 QuantizeLinear_2527_3"  [label="[]", style=solid];
+"1749 2490" -> "1756 QuantizeLinear_2527_4"  [label="[]", style=solid];
 "1749 2490" -> "1803 2495"  [label="[]", style=solid];
 "1749 2490" -> "1807 2503"  [label="[]", style=solid];
 "1749 2490" -> "2009 2775"  [label="[]", style=solid];
-"1750 QuantizeLinear_2527_4" -> "1751 DequantizeLinear_2527_4"  [label="[]", style=dashed];
-"1751 DequantizeLinear_2527_4" -> "1768 2508"  [label="[]", style=solid];
-"1752 QuantizeLinear_2527_3" -> "1753 DequantizeLinear_2527_3"  [label="[]", style=dashed];
-"1753 DequantizeLinear_2527_3" -> "1766 2515"  [label="[]", style=solid];
-"1754 QuantizeLinear_2527_2" -> "1755 DequantizeLinear_2527_2"  [label="[]", style=dashed];
-"1755 DequantizeLinear_2527_2" -> "1760 2525"  [label="[]", style=solid];
-"1756 QuantizeLinear_2527_1" -> "1757 DequantizeLinear_2527_1"  [label="[]", style=dashed];
-"1757 DequantizeLinear_2527_1" -> "1758 2532"  [label="[]", style=solid];
+"1750 QuantizeLinear_2527_1" -> "1751 DequantizeLinear_2527_1"  [label="[]", style=dashed];
+"1751 DequantizeLinear_2527_1" -> "1758 2532"  [label="[]", style=solid];
+"1752 QuantizeLinear_2527_2" -> "1753 DequantizeLinear_2527_2"  [label="[]", style=dashed];
+"1753 DequantizeLinear_2527_2" -> "1760 2525"  [label="[]", style=solid];
+"1754 QuantizeLinear_2527_3" -> "1755 DequantizeLinear_2527_3"  [label="[]", style=dashed];
+"1755 DequantizeLinear_2527_3" -> "1766 2515"  [label="[]", style=solid];
+"1756 QuantizeLinear_2527_4" -> "1757 DequantizeLinear_2527_4"  [label="[]", style=dashed];
+"1757 DequantizeLinear_2527_4" -> "1768 2508"  [label="[]", style=solid];
 "1758 2532" -> "1759 2534"  [label="[]", style=solid];
 "1759 2534" -> "1762 2535"  [label="[]", style=solid];
 "1760 2525" -> "1761 2527"  [label="[]", style=solid];
@@ -8988,21 +8988,21 @@ strict digraph  {
 "3690 3030" -> "3691 6518"  [label="[]", style=solid];
 "3690 3030" -> "4259 3037"  [label="[]", style=solid];
 "3691 6518" -> "3692 6530"  [label="[]", style=solid];
-"3692 6530" -> "3693 QuantizeLinear_6568_4"  [label="[-1, 4]", style=solid];
-"3692 6530" -> "3695 QuantizeLinear_6568_3"  [label="[-1, 4]", style=solid];
-"3692 6530" -> "3697 QuantizeLinear_6568_2"  [label="[-1, 4]", style=solid];
-"3692 6530" -> "3699 QuantizeLinear_6568_1"  [label="[-1, 4]", style=solid];
+"3692 6530" -> "3693 QuantizeLinear_6568_1"  [label="[-1, 4]", style=solid];
+"3692 6530" -> "3695 QuantizeLinear_6568_2"  [label="[-1, 4]", style=solid];
+"3692 6530" -> "3697 QuantizeLinear_6568_3"  [label="[-1, 4]", style=solid];
+"3692 6530" -> "3699 QuantizeLinear_6568_4"  [label="[-1, 4]", style=solid];
 "3692 6530" -> "3746 6539"  [label="[-1, 4]", style=solid];
 "3692 6530" -> "3750 6547"  [label="[-1, 4]", style=solid];
 "3692 6530" -> "4281 nncf_model_output_0"  [label="[-1, 4]", style=solid];
-"3693 QuantizeLinear_6568_4" -> "3694 DequantizeLinear_6568_4"  [label="[-1, 4]", style=dashed];
-"3694 DequantizeLinear_6568_4" -> "3711 6552"  [label="[-1, 4]", style=solid];
-"3695 QuantizeLinear_6568_3" -> "3696 DequantizeLinear_6568_3"  [label="[-1, 4]", style=dashed];
-"3696 DequantizeLinear_6568_3" -> "3709 6559"  [label="[-1, 4]", style=solid];
-"3697 QuantizeLinear_6568_2" -> "3698 DequantizeLinear_6568_2"  [label="[-1, 4]", style=dashed];
-"3698 DequantizeLinear_6568_2" -> "3703 6569"  [label="[-1, 4]", style=solid];
-"3699 QuantizeLinear_6568_1" -> "3700 DequantizeLinear_6568_1"  [label="[-1, 4]", style=dashed];
-"3700 DequantizeLinear_6568_1" -> "3701 6576"  [label="[-1, 4]", style=solid];
+"3693 QuantizeLinear_6568_1" -> "3694 DequantizeLinear_6568_1"  [label="[-1, 4]", style=dashed];
+"3694 DequantizeLinear_6568_1" -> "3701 6576"  [label="[-1, 4]", style=solid];
+"3695 QuantizeLinear_6568_2" -> "3696 DequantizeLinear_6568_2"  [label="[-1, 4]", style=dashed];
+"3696 DequantizeLinear_6568_2" -> "3703 6569"  [label="[-1, 4]", style=solid];
+"3697 QuantizeLinear_6568_3" -> "3698 DequantizeLinear_6568_3"  [label="[-1, 4]", style=dashed];
+"3698 DequantizeLinear_6568_3" -> "3709 6559"  [label="[-1, 4]", style=solid];
+"3699 QuantizeLinear_6568_4" -> "3700 DequantizeLinear_6568_4"  [label="[-1, 4]", style=dashed];
+"3700 DequantizeLinear_6568_4" -> "3711 6552"  [label="[-1, 4]", style=solid];
 "3701 6576" -> "3702 6578"  [label="[-1, 4]", style=solid];
 "3702 6578" -> "3705 6579"  [label="[-1]", style=solid];
 "3703 6569" -> "3704 6571"  [label="[-1, 4]", style=solid];
diff --git a/tests/onnx/data/reference_graphs/quantization/bertsquad-12.dot b/tests/onnx/data/reference_graphs/quantization/bertsquad-12.dot
index 246765a6663..5e2502ba0c4 100644
--- a/tests/onnx/data/reference_graphs/quantization/bertsquad-12.dot
+++ b/tests/onnx/data/reference_graphs/quantization/bertsquad-12.dot
@@ -405,14 +405,14 @@ strict digraph  {
 "403 bert/encoder/Reshape_13/shape_Concat__301" [id=403, type=Concat];
 "404 bert/encoder/Reshape_13__471" [id=404, type=Cast];
 "405 bert/encoder/Reshape_1" [id=405, type=Reshape];
-"406 QuantizeLinear_bert/encoder/Reshape_1^0_3" [id=406, label="406 QuantizeLinear_bert/encoder/Reshape_1:0_3", type=QuantizeLinear];
-"407 DequantizeLinear_bert/encoder/Reshape_1^0_3" [id=407, label="407 DequantizeLinear_bert/encoder/Reshape_1:0_3", type=DequantizeLinear];
-"408 QuantizeLinear_bert/encoder/Reshape_1^0_2" [id=408, label="408 QuantizeLinear_bert/encoder/Reshape_1:0_2", type=QuantizeLinear];
-"409 DequantizeLinear_bert/encoder/Reshape_1^0_2" [id=409, label="409 DequantizeLinear_bert/encoder/Reshape_1:0_2", type=DequantizeLinear];
-"410 QuantizeLinear_bert/encoder/Reshape_1^0_1" [id=410, label="410 QuantizeLinear_bert/encoder/Reshape_1:0_1", type=QuantizeLinear];
-"411 DequantizeLinear_bert/encoder/Reshape_1^0_1" [id=411, label="411 DequantizeLinear_bert/encoder/Reshape_1:0_1", type=DequantizeLinear];
-"412 QuantizeLinear_bert/encoder/layer_0/attention/self/value/kernel^0_1" [id=412, label="412 QuantizeLinear_bert/encoder/layer_0/attention/self/value/kernel:0_1", type=QuantizeLinear];
-"413 DequantizeLinear_bert/encoder/layer_0/attention/self/value/kernel^0_1" [id=413, label="413 DequantizeLinear_bert/encoder/layer_0/attention/self/value/kernel:0_1", type=DequantizeLinear];
+"406 QuantizeLinear_bert/encoder/Reshape_1^0_1" [id=406, label="406 QuantizeLinear_bert/encoder/Reshape_1:0_1", type=QuantizeLinear];
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+"409 DequantizeLinear_bert/encoder/layer_0/attention/self/value/kernel^0_1" [id=409, label="409 DequantizeLinear_bert/encoder/layer_0/attention/self/value/kernel:0_1", type=DequantizeLinear];
+"410 QuantizeLinear_bert/encoder/Reshape_1^0_2" [id=410, label="410 QuantizeLinear_bert/encoder/Reshape_1:0_2", type=QuantizeLinear];
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+"412 QuantizeLinear_bert/encoder/Reshape_1^0_3" [id=412, label="412 QuantizeLinear_bert/encoder/Reshape_1:0_3", type=QuantizeLinear];
+"413 DequantizeLinear_bert/encoder/Reshape_1^0_3" [id=413, label="413 DequantizeLinear_bert/encoder/Reshape_1:0_3", type=DequantizeLinear];
 "414 bert/encoder/layer_0/attention/self/value/MatMul" [id=414, type=MatMul];
 "415 bert/encoder/layer_0/attention/self/value/BiasAdd" [id=415, type=Add];
 "416 bert/encoder/layer_0/attention/self/Reshape_2" [id=416, type=Reshape];
@@ -495,14 +495,14 @@ strict digraph  {
 "493 bert/encoder/layer_0/output/LayerNorm/batchnorm/sub" [id=493, type=Sub];
 "494 bert/encoder/layer_0/output/LayerNorm/batchnorm/mul_1" [id=494, type=Mul];
 "495 bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1" [id=495, type=Add];
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-"498 QuantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_2" [id=498, label="498 QuantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_2", type=QuantizeLinear];
-"499 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_2" [id=499, label="499 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_2", type=DequantizeLinear];
-"500 QuantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_1" [id=500, label="500 QuantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_1", type=QuantizeLinear];
-"501 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_1" [id=501, label="501 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_1", type=DequantizeLinear];
-"502 QuantizeLinear_bert/encoder/layer_1/attention/self/value/kernel^0_1" [id=502, label="502 QuantizeLinear_bert/encoder/layer_1/attention/self/value/kernel:0_1", type=QuantizeLinear];
-"503 DequantizeLinear_bert/encoder/layer_1/attention/self/value/kernel^0_1" [id=503, label="503 DequantizeLinear_bert/encoder/layer_1/attention/self/value/kernel:0_1", type=DequantizeLinear];
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+"499 DequantizeLinear_bert/encoder/layer_1/attention/self/value/kernel^0_1" [id=499, label="499 DequantizeLinear_bert/encoder/layer_1/attention/self/value/kernel:0_1", type=DequantizeLinear];
+"500 QuantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_2" [id=500, label="500 QuantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_2", type=QuantizeLinear];
+"501 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_2" [id=501, label="501 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_2", type=DequantizeLinear];
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+"503 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1^0_3" [id=503, label="503 DequantizeLinear_bert/encoder/layer_0/output/LayerNorm/batchnorm/add_1:0_3", type=DequantizeLinear];
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 "506 bert/encoder/layer_1/attention/self/Reshape_2" [id=506, type=Reshape];
@@ -585,14 +585,14 @@ strict digraph  {
 "583 bert/encoder/layer_1/output/LayerNorm/batchnorm/sub" [id=583, type=Sub];
 "584 bert/encoder/layer_1/output/LayerNorm/batchnorm/mul_1" [id=584, type=Mul];
 "585 bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1" [id=585, type=Add];
-"586 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_3" [id=586, label="586 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_3", type=QuantizeLinear];
-"587 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_3" [id=587, label="587 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_3", type=DequantizeLinear];
-"588 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_2" [id=588, label="588 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_2", type=QuantizeLinear];
-"589 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_2" [id=589, label="589 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_2", type=DequantizeLinear];
-"590 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_1" [id=590, label="590 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_1", type=QuantizeLinear];
-"591 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_1" [id=591, label="591 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_1", type=DequantizeLinear];
-"592 QuantizeLinear_bert/encoder/layer_2/attention/self/value/kernel^0_1" [id=592, label="592 QuantizeLinear_bert/encoder/layer_2/attention/self/value/kernel:0_1", type=QuantizeLinear];
-"593 DequantizeLinear_bert/encoder/layer_2/attention/self/value/kernel^0_1" [id=593, label="593 DequantizeLinear_bert/encoder/layer_2/attention/self/value/kernel:0_1", type=DequantizeLinear];
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+"587 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_1" [id=587, label="587 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_1", type=DequantizeLinear];
+"588 QuantizeLinear_bert/encoder/layer_2/attention/self/value/kernel^0_1" [id=588, label="588 QuantizeLinear_bert/encoder/layer_2/attention/self/value/kernel:0_1", type=QuantizeLinear];
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+"590 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_2" [id=590, label="590 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_2", type=QuantizeLinear];
+"591 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_2" [id=591, label="591 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_2", type=DequantizeLinear];
+"592 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_3" [id=592, label="592 QuantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_3", type=QuantizeLinear];
+"593 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1^0_3" [id=593, label="593 DequantizeLinear_bert/encoder/layer_1/output/LayerNorm/batchnorm/add_1:0_3", type=DequantizeLinear];
 "594 bert/encoder/layer_2/attention/self/value/MatMul" [id=594, type=MatMul];
 "595 bert/encoder/layer_2/attention/self/value/BiasAdd" [id=595, type=Add];
 "596 bert/encoder/layer_2/attention/self/Reshape_2" [id=596, type=Reshape];
@@ -675,14 +675,14 @@ strict digraph  {
 "673 bert/encoder/layer_2/output/LayerNorm/batchnorm/sub" [id=673, type=Sub];
 "674 bert/encoder/layer_2/output/LayerNorm/batchnorm/mul_1" [id=674, type=Mul];
 "675 bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1" [id=675, type=Add];
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-"677 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_3" [id=677, label="677 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1:0_3", type=DequantizeLinear];
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-"679 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_2" [id=679, label="679 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1:0_2", type=DequantizeLinear];
-"680 QuantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_1" [id=680, label="680 QuantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1:0_1", type=QuantizeLinear];
-"681 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_1" [id=681, label="681 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1:0_1", type=DequantizeLinear];
-"682 QuantizeLinear_bert/encoder/layer_3/attention/self/value/kernel^0_1" [id=682, label="682 QuantizeLinear_bert/encoder/layer_3/attention/self/value/kernel:0_1", type=QuantizeLinear];
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@@ -765,14 +765,14 @@ strict digraph  {
 "763 bert/encoder/layer_3/output/LayerNorm/batchnorm/sub" [id=763, type=Sub];
 "764 bert/encoder/layer_3/output/LayerNorm/batchnorm/mul_1" [id=764, type=Mul];
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 "776 bert/encoder/layer_4/attention/self/Reshape_2" [id=776, type=Reshape];
@@ -855,14 +855,14 @@ strict digraph  {
 "853 bert/encoder/layer_4/output/LayerNorm/batchnorm/sub" [id=853, type=Sub];
 "854 bert/encoder/layer_4/output/LayerNorm/batchnorm/mul_1" [id=854, type=Mul];
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-"857 DequantizeLinear_bert/encoder/layer_4/output/LayerNorm/batchnorm/add_1^0_3" [id=857, label="857 DequantizeLinear_bert/encoder/layer_4/output/LayerNorm/batchnorm/add_1:0_3", type=DequantizeLinear];
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@@ -945,14 +945,14 @@ strict digraph  {
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@@ -1035,14 +1035,14 @@ strict digraph  {
 "1033 bert/encoder/layer_6/output/LayerNorm/batchnorm/sub" [id=1033, type=Sub];
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 "1046 bert/encoder/layer_7/attention/self/Reshape_2" [id=1046, type=Reshape];
@@ -1125,14 +1125,14 @@ strict digraph  {
 "1123 bert/encoder/layer_7/output/LayerNorm/batchnorm/sub" [id=1123, type=Sub];
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 "1136 bert/encoder/layer_8/attention/self/Reshape_2" [id=1136, type=Reshape];
@@ -1215,14 +1215,14 @@ strict digraph  {
 "1213 bert/encoder/layer_8/output/LayerNorm/batchnorm/sub" [id=1213, type=Sub];
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@@ -1305,14 +1305,14 @@ strict digraph  {
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 "1316 bert/encoder/layer_10/attention/self/Reshape_2" [id=1316, type=Reshape];
@@ -1395,14 +1395,14 @@ strict digraph  {
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 "1406 bert/encoder/layer_11/attention/self/Reshape_2" [id=1406, type=Reshape];
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@@ -2095,18 +2095,18 @@ strict digraph  {
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-"683 DequantizeLinear_bert/encoder/layer_3/attention/self/value/kernel^0_1" -> "684 bert/encoder/layer_3/attention/self/value/MatMul"  [label="[768, 768]", style=solid];
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+"680 QuantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_2" -> "681 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
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+"682 QuantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_3" -> "683 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
+"683 DequantizeLinear_bert/encoder/layer_2/output/LayerNorm/batchnorm/add_1^0_3" -> "698 bert/encoder/layer_3/attention/self/key/MatMul"  [label="[]", style=solid];
 "684 bert/encoder/layer_3/attention/self/value/MatMul" -> "685 bert/encoder/layer_3/attention/self/value/BiasAdd"  [label="[]", style=solid];
 "685 bert/encoder/layer_3/attention/self/value/BiasAdd" -> "686 bert/encoder/layer_3/attention/self/Reshape_2"  [label="[]", style=solid];
 "686 bert/encoder/layer_3/attention/self/Reshape_2" -> "687 bert/encoder/layer_3/attention/self/transpose_2"  [label="[]", style=solid];
@@ -2407,18 +2407,18 @@ strict digraph  {
 "762 bert/encoder/layer_3/output/LayerNorm/batchnorm/mul_2" -> "763 bert/encoder/layer_3/output/LayerNorm/batchnorm/sub"  [label="[]", style=solid];
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 "764 bert/encoder/layer_3/output/LayerNorm/batchnorm/mul_1" -> "765 bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1"  [label="[]", style=solid];
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-"765 bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1" -> "768 QuantizeLinear_bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=solid];
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 "765 bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1" -> "808 bert/encoder/layer_4/attention/output/add"  [label="[]", style=solid];
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-"771 DequantizeLinear_bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1^0_1" -> "774 bert/encoder/layer_4/attention/self/value/MatMul"  [label="[]", style=solid];
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+"768 QuantizeLinear_bert/encoder/layer_4/attention/self/value/kernel^0_1" -> "769 DequantizeLinear_bert/encoder/layer_4/attention/self/value/kernel^0_1"  [label="[768, 768]", style=dashed];
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+"771 DequantizeLinear_bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1^0_2" -> "780 bert/encoder/layer_4/attention/self/query/MatMul"  [label="[]", style=solid];
+"772 QuantizeLinear_bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1^0_3" -> "773 DequantizeLinear_bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
+"773 DequantizeLinear_bert/encoder/layer_3/output/LayerNorm/batchnorm/add_1^0_3" -> "788 bert/encoder/layer_4/attention/self/key/MatMul"  [label="[]", style=solid];
 "774 bert/encoder/layer_4/attention/self/value/MatMul" -> "775 bert/encoder/layer_4/attention/self/value/BiasAdd"  [label="[]", style=solid];
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 "776 bert/encoder/layer_4/attention/self/Reshape_2" -> "777 bert/encoder/layer_4/attention/self/transpose_2"  [label="[]", style=solid];
@@ -2511,18 +2511,18 @@ strict digraph  {
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 "855 bert/encoder/layer_4/output/LayerNorm/batchnorm/add_1" -> "898 bert/encoder/layer_5/attention/output/add"  [label="[]", style=solid];
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+"862 QuantizeLinear_bert/encoder/layer_4/output/LayerNorm/batchnorm/add_1^0_3" -> "863 DequantizeLinear_bert/encoder/layer_4/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
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@@ -2615,18 +2615,18 @@ strict digraph  {
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+"1036 QuantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_1" -> "1037 DequantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=dashed];
+"1037 DequantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_1" -> "1044 bert/encoder/layer_7/attention/self/value/MatMul"  [label="[]", style=solid];
+"1038 QuantizeLinear_bert/encoder/layer_7/attention/self/value/kernel^0_1" -> "1039 DequantizeLinear_bert/encoder/layer_7/attention/self/value/kernel^0_1"  [label="[768, 768]", style=dashed];
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+"1040 QuantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_2" -> "1041 DequantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
+"1041 DequantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_2" -> "1050 bert/encoder/layer_7/attention/self/query/MatMul"  [label="[]", style=solid];
+"1042 QuantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_3" -> "1043 DequantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
+"1043 DequantizeLinear_bert/encoder/layer_6/output/LayerNorm/batchnorm/add_1^0_3" -> "1058 bert/encoder/layer_7/attention/self/key/MatMul"  [label="[]", style=solid];
 "1044 bert/encoder/layer_7/attention/self/value/MatMul" -> "1045 bert/encoder/layer_7/attention/self/value/BiasAdd"  [label="[]", style=solid];
 "1045 bert/encoder/layer_7/attention/self/value/BiasAdd" -> "1046 bert/encoder/layer_7/attention/self/Reshape_2"  [label="[]", style=solid];
 "1046 bert/encoder/layer_7/attention/self/Reshape_2" -> "1047 bert/encoder/layer_7/attention/self/transpose_2"  [label="[]", style=solid];
@@ -2823,18 +2823,18 @@ strict digraph  {
 "1122 bert/encoder/layer_7/output/LayerNorm/batchnorm/mul_2" -> "1123 bert/encoder/layer_7/output/LayerNorm/batchnorm/sub"  [label="[]", style=solid];
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 "1124 bert/encoder/layer_7/output/LayerNorm/batchnorm/mul_1" -> "1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1"  [label="[]", style=solid];
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-"1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1" -> "1128 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=solid];
-"1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1" -> "1130 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=solid];
+"1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1" -> "1126 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=solid];
+"1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1" -> "1130 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=solid];
+"1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1" -> "1132 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=solid];
 "1125 bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1" -> "1168 bert/encoder/layer_8/attention/output/add"  [label="[]", style=solid];
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-"1128 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2" -> "1129 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
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-"1130 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_1" -> "1131 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=dashed];
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-"1132 QuantizeLinear_bert/encoder/layer_8/attention/self/value/kernel^0_1" -> "1133 DequantizeLinear_bert/encoder/layer_8/attention/self/value/kernel^0_1"  [label="[768, 768]", style=dashed];
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+"1126 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_1" -> "1127 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=dashed];
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+"1128 QuantizeLinear_bert/encoder/layer_8/attention/self/value/kernel^0_1" -> "1129 DequantizeLinear_bert/encoder/layer_8/attention/self/value/kernel^0_1"  [label="[768, 768]", style=dashed];
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+"1130 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2" -> "1131 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
+"1131 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_2" -> "1140 bert/encoder/layer_8/attention/self/query/MatMul"  [label="[]", style=solid];
+"1132 QuantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_3" -> "1133 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
+"1133 DequantizeLinear_bert/encoder/layer_7/output/LayerNorm/batchnorm/add_1^0_3" -> "1148 bert/encoder/layer_8/attention/self/key/MatMul"  [label="[]", style=solid];
 "1134 bert/encoder/layer_8/attention/self/value/MatMul" -> "1135 bert/encoder/layer_8/attention/self/value/BiasAdd"  [label="[]", style=solid];
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 "1136 bert/encoder/layer_8/attention/self/Reshape_2" -> "1137 bert/encoder/layer_8/attention/self/transpose_2"  [label="[]", style=solid];
@@ -2927,18 +2927,18 @@ strict digraph  {
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+"1215 bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1" -> "1216 QuantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=solid];
+"1215 bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1" -> "1220 QuantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=solid];
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 "1215 bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1" -> "1258 bert/encoder/layer_9/attention/output/add"  [label="[]", style=solid];
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-"1218 QuantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_2" -> "1219 DequantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
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+"1216 QuantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_1" -> "1217 DequantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=dashed];
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+"1220 QuantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_2" -> "1221 DequantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
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+"1222 QuantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_3" -> "1223 DequantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
+"1223 DequantizeLinear_bert/encoder/layer_8/output/LayerNorm/batchnorm/add_1^0_3" -> "1238 bert/encoder/layer_9/attention/self/key/MatMul"  [label="[]", style=solid];
 "1224 bert/encoder/layer_9/attention/self/value/MatMul" -> "1225 bert/encoder/layer_9/attention/self/value/BiasAdd"  [label="[]", style=solid];
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@@ -3031,18 +3031,18 @@ strict digraph  {
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@@ -3135,18 +3135,18 @@ strict digraph  {
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-"1402 QuantizeLinear_bert/encoder/layer_11/attention/self/value/kernel^0_1" -> "1403 DequantizeLinear_bert/encoder/layer_11/attention/self/value/kernel^0_1"  [label="[768, 768]", style=dashed];
-"1403 DequantizeLinear_bert/encoder/layer_11/attention/self/value/kernel^0_1" -> "1404 bert/encoder/layer_11/attention/self/value/MatMul"  [label="[768, 768]", style=solid];
+"1396 QuantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_1" -> "1397 DequantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_1"  [label="[]", style=dashed];
+"1397 DequantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_1" -> "1404 bert/encoder/layer_11/attention/self/value/MatMul"  [label="[]", style=solid];
+"1398 QuantizeLinear_bert/encoder/layer_11/attention/self/value/kernel^0_1" -> "1399 DequantizeLinear_bert/encoder/layer_11/attention/self/value/kernel^0_1"  [label="[768, 768]", style=dashed];
+"1399 DequantizeLinear_bert/encoder/layer_11/attention/self/value/kernel^0_1" -> "1404 bert/encoder/layer_11/attention/self/value/MatMul"  [label="[768, 768]", style=solid];
+"1400 QuantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_2" -> "1401 DequantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_2"  [label="[]", style=dashed];
+"1401 DequantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_2" -> "1410 bert/encoder/layer_11/attention/self/query/MatMul"  [label="[]", style=solid];
+"1402 QuantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_3" -> "1403 DequantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_3"  [label="[]", style=dashed];
+"1403 DequantizeLinear_bert/encoder/layer_10/output/LayerNorm/batchnorm/add_1^0_3" -> "1418 bert/encoder/layer_11/attention/self/key/MatMul"  [label="[]", style=solid];
 "1404 bert/encoder/layer_11/attention/self/value/MatMul" -> "1405 bert/encoder/layer_11/attention/self/value/BiasAdd"  [label="[]", style=solid];
 "1405 bert/encoder/layer_11/attention/self/value/BiasAdd" -> "1406 bert/encoder/layer_11/attention/self/Reshape_2"  [label="[]", style=solid];
 "1406 bert/encoder/layer_11/attention/self/Reshape_2" -> "1407 bert/encoder/layer_11/attention/self/transpose_2"  [label="[]", style=solid];
diff --git a/tests/onnx/data/reference_graphs/quantization/retinanet-9.dot b/tests/onnx/data/reference_graphs/quantization/retinanet-9.dot
index 7aa64281d32..9d2f66780d5 100644
--- a/tests/onnx/data/reference_graphs/quantization/retinanet-9.dot
+++ b/tests/onnx/data/reference_graphs/quantization/retinanet-9.dot
@@ -855,10 +855,10 @@ strict digraph  {
 "853 QuantizeLinear_backbones.ResNet101FPN.pyramid6.weight_1" [id=853, type=QuantizeLinear];
 "854 DequantizeLinear_backbones.ResNet101FPN.pyramid6.weight_1" [id=854, type=DequantizeLinear];
 "855 Conv_349" [id=855, type=Conv];
-"856 QuantizeLinear_1028_2" [id=856, type=QuantizeLinear];
-"857 DequantizeLinear_1028_2" [id=857, type=DequantizeLinear];
-"858 QuantizeLinear_1028_1" [id=858, type=QuantizeLinear];
-"859 DequantizeLinear_1028_1" [id=859, type=DequantizeLinear];
+"856 QuantizeLinear_1028_1" [id=856, type=QuantizeLinear];
+"857 DequantizeLinear_1028_1" [id=857, type=DequantizeLinear];
+"858 QuantizeLinear_1028_2" [id=858, type=QuantizeLinear];
+"859 DequantizeLinear_1028_2" [id=859, type=DequantizeLinear];
 "860 Relu_350" [id=860, type=Relu];
 "861 QuantizeLinear_1029_1" [id=861, type=QuantizeLinear];
 "862 DequantizeLinear_1029_1" [id=862, type=DequantizeLinear];
@@ -1983,13 +1983,13 @@ strict digraph  {
 "852 Add_348" -> "866 QuantizeLinear_1027_1"  [label="[1, 256, 60, 80]", style=solid];
 "853 QuantizeLinear_backbones.ResNet101FPN.pyramid6.weight_1" -> "854 DequantizeLinear_backbones.ResNet101FPN.pyramid6.weight_1"  [label="[256, 2048, 3, 3]", style=dashed];
 "854 DequantizeLinear_backbones.ResNet101FPN.pyramid6.weight_1" -> "855 Conv_349"  [label="[256, 2048, 3, 3]", style=solid];
-"855 Conv_349" -> "856 QuantizeLinear_1028_2"  [label="[1, 256, 8, 10]", style=solid];
-"855 Conv_349" -> "858 QuantizeLinear_1028_1"  [label="[1, 256, 8, 10]", style=solid];
+"855 Conv_349" -> "856 QuantizeLinear_1028_1"  [label="[1, 256, 8, 10]", style=solid];
+"855 Conv_349" -> "858 QuantizeLinear_1028_2"  [label="[1, 256, 8, 10]", style=solid];
 "855 Conv_349" -> "860 Relu_350"  [label="[1, 256, 8, 10]", style=solid];
-"856 QuantizeLinear_1028_2" -> "857 DequantizeLinear_1028_2"  [label="[1, 256, 8, 10]", style=dashed];
-"857 DequantizeLinear_1028_2" -> "1041 Conv_427"  [label="[1, 256, 8, 10]", style=solid];
-"858 QuantizeLinear_1028_1" -> "859 DequantizeLinear_1028_1"  [label="[1, 256, 8, 10]", style=dashed];
-"859 DequantizeLinear_1028_1" -> "944 Conv_382"  [label="[1, 256, 8, 10]", style=solid];
+"856 QuantizeLinear_1028_1" -> "857 DequantizeLinear_1028_1"  [label="[1, 256, 8, 10]", style=dashed];
+"857 DequantizeLinear_1028_1" -> "944 Conv_382"  [label="[1, 256, 8, 10]", style=solid];
+"858 QuantizeLinear_1028_2" -> "859 DequantizeLinear_1028_2"  [label="[1, 256, 8, 10]", style=dashed];
+"859 DequantizeLinear_1028_2" -> "1041 Conv_427"  [label="[1, 256, 8, 10]", style=solid];
 "860 Relu_350" -> "861 QuantizeLinear_1029_1"  [label="[1, 256, 8, 10]", style=solid];
 "861 QuantizeLinear_1029_1" -> "862 DequantizeLinear_1029_1"  [label="[1, 256, 8, 10]", style=dashed];
 "862 DequantizeLinear_1029_1" -> "865 Conv_351"  [label="[1, 256, 8, 10]", style=solid];
diff --git a/tests/onnx/quantization/common.py b/tests/onnx/quantization/common.py
index 1d3464882fe..a5b9c8f47e3 100644
--- a/tests/onnx/quantization/common.py
+++ b/tests/onnx/quantization/common.py
@@ -16,8 +16,11 @@
 import onnx
 
 from nncf import Dataset
+from nncf.experimental.tensor import Tensor
 from nncf.onnx.graph.nncf_graph_builder import GraphConverter
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_edge_dtype
+from nncf.onnx.graph.onnx_helper import get_edge_info_mapping
+from nncf.onnx.graph.onnx_helper import get_edge_shape
 from nncf.onnx.statistics.statistics import ONNXMinMaxTensorStatistic
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
@@ -32,10 +35,18 @@
 
 
 def mock_collect_statistics(mocker):
-    get_statistics_value = ONNXMinMaxTensorStatistic(min_values=-1, max_values=1)
+    get_statistics_value = ONNXMinMaxTensorStatistic(
+        min_values=np.array(-1, dtype=np.float32), max_values=np.array(1, dtype=np.float32)
+    )
     _ = mocker.patch(
         "nncf.quantization.fake_quantize.calculate_quantizer_parameters",
-        return_value=FakeQuantizeParameters(np.array(0), np.array(0), np.array(0), np.array(0), 256),
+        return_value=FakeQuantizeParameters(
+            Tensor(np.array(0, dtype=np.float32)),
+            Tensor(np.array(0, dtype=np.float32)),
+            Tensor(np.array(0, dtype=np.float32)),
+            Tensor(np.array(0, dtype=np.float32)),
+            256,
+        ),
     )
     _ = mocker.patch(
         "nncf.common.tensor_statistics.aggregator.StatisticsAggregator.collect_statistics", return_value=None
@@ -53,15 +64,15 @@ def _get_input_keys(original_model: onnx.ModelProto) -> str:
 
 def get_random_dataset_for_test(model: onnx.ModelProto, has_batch_dim: bool, length: Optional[int] = 10):
     keys = _get_input_keys(model)
-    onnx_graph = ONNXGraph(model)
+    edge_info_mapping = get_edge_info_mapping(model)
 
     def transform_fn(i):
         output = {}
         for key in keys:
-            edge = onnx_graph.get_edge(key)
-            input_dtype = ONNXGraph.get_edge_dtype(edge)
+            edge = edge_info_mapping[key]
+            input_dtype = get_edge_dtype(edge)
             input_np_dtype = onnx.helper.tensor_dtype_to_np_dtype(input_dtype)
-            shape = ONNXGraph.get_edge_shape(edge)
+            shape = get_edge_shape(edge)
             rng = get_random_generator()
             tensor = rng.uniform(-1, 1, shape).astype(input_np_dtype)
             if has_batch_dim:
diff --git a/tests/onnx/quantization/test_qdq_params_calculation.py b/tests/onnx/quantization/test_qdq_params_calculation.py
index bf16eb152b2..1b3367ab6fa 100644
--- a/tests/onnx/quantization/test_qdq_params_calculation.py
+++ b/tests/onnx/quantization/test_qdq_params_calculation.py
@@ -15,7 +15,7 @@
 import pytest
 
 from nncf.common.quantization.structs import QuantizationPreset
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_tensor_value
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
 from nncf.quantization.advanced_parameters import OverflowFix
 from tests.onnx.conftest import ONNX_TEST_ROOT
@@ -36,11 +36,10 @@
 
 def get_q_nodes_params(model: onnx.ModelProto) -> Dict[str, np.ndarray]:
     output = {}
-    onnx_graph = ONNXGraph(model)
-    for node in onnx_graph.get_all_nodes():
+    for node in model.graph.node:
         if node.op_type == "QuantizeLinear":
-            scale = onnx_graph.get_tensor_value(node.input[1])
-            zero_point = onnx_graph.get_tensor_value(node.input[2])
+            scale = get_tensor_value(model, node.input[1])
+            zero_point = get_tensor_value(model, node.input[2])
             output[node.name] = {"scale": scale, "zero_point": zero_point}
     return output
 
diff --git a/tests/onnx/test_model_transformer.py b/tests/onnx/test_model_transformer.py
index 4cf5cb4e332..da039ee2d1a 100644
--- a/tests/onnx/test_model_transformer.py
+++ b/tests/onnx/test_model_transformer.py
@@ -20,7 +20,8 @@
 from nncf.common.graph.transformations.layout import TransformationLayout
 from nncf.onnx.graph.model_transformer import ONNXModelTransformer
 from nncf.onnx.graph.nncf_graph_builder import GraphConverter
-from nncf.onnx.graph.onnx_graph import ONNXGraph
+from nncf.onnx.graph.onnx_helper import get_tensor
+from nncf.onnx.graph.onnx_helper import get_tensor_value
 from nncf.onnx.graph.transformations.commands import ONNXBiasCorrectionCommand
 from nncf.onnx.graph.transformations.commands import ONNXOutputInsertionCommand
 from nncf.onnx.graph.transformations.commands import ONNXQDQNodeRemovingCommand
@@ -60,7 +61,7 @@ def test_quantizer_insertion(target_layers, should_raise, quantizer_number):
     if should_raise:
         try:
             _ = model_transformer.transform(transformation_layout)
-        except RuntimeError:
+        except KeyError:
             return
     transformed_model = model_transformer.transform(transformation_layout)
     onnx.checker.check_model(transformed_model)
@@ -124,17 +125,15 @@ def test_inserted_quantizer_parameters(test_parameters):
     transformed_model = model_transformer.transform(transformation_layout)
     onnx.checker.check_model(transformed_model)
 
-    onnx_graph = ONNXGraph(transformed_model)
-
     # pylint:disable=no-member
     for node in transformed_model.graph.node:
         op_type = node.op_type
         if op_type == "QuantizeLinear":
             for attr in node.attribute:
                 assert test_parameters.onnx_attributes[attr.name] == onnx.helper.get_attribute_value(attr)
-            assert np.allclose(onnx_graph.get_tensor_value(node.input[1]), np.array(test_parameters.scale))
-            assert np.allclose(onnx_graph.get_tensor_value(node.input[2]), np.array(test_parameters.zero_point))
-            assert onnx_graph.get_tensor_value(node.input[2]).dtype == test_parameters.onnx_dtype
+            assert np.allclose(get_tensor_value(transformed_model, node.input[1]), np.array(test_parameters.scale))
+            assert np.allclose(get_tensor_value(transformed_model, node.input[2]), np.array(test_parameters.zero_point))
+            assert get_tensor_value(transformed_model, node.input[2]).dtype == test_parameters.onnx_dtype
 
 
 TARGET_LAYERS = [["ReLU1"], ["Conv1", "BN1"], ["Conv1", "BN1", "ReLU1"]]
@@ -160,8 +159,7 @@ def test_output_insertion(target_layers, target_layer_outputs):
 
     transformed_model = model_transformer.transform(transformation_layout)
 
-    onnx_graph = ONNXGraph(transformed_model)
-    assert Counter([out.name for out in onnx_graph.get_model_outputs()]) == Counter(target_layer_outputs)
+    assert Counter([out.name for out in transformed_model.graph.output]) == Counter(target_layer_outputs)
 
 
 CONV_LAYERS = [["Conv1", "Conv2"]]
@@ -182,11 +180,11 @@ def test_bias_correction(layers, values, refs):
     model_transformer = ONNXModelTransformer(model)
 
     transformed_model = model_transformer.transform(transformation_layout)
-    onnx_graph = ONNXGraph(transformed_model)
+    node_dict = {node.name: node for node in transformed_model.graph.node}
 
     for conv_layer, bias_reference in zip(layers, refs):
-        bias_tensor_name = onnx_graph.get_node_by_name(conv_layer).input[2]
-        bias_tensor = onnx_graph.get_tensor(bias_tensor_name)
+        bias_tensor_name = node_dict[conv_layer].input[2]
+        bias_tensor = get_tensor(transformed_model, bias_tensor_name)
         bias_value = onnx.numpy_helper.to_array(bias_tensor)
         assert np.all(bias_value == bias_reference)
 
diff --git a/tests/onnx/weightless_model.py b/tests/onnx/weightless_model.py
index 046568df8eb..6f34347ba38 100644
--- a/tests/onnx/weightless_model.py
+++ b/tests/onnx/weightless_model.py
@@ -19,8 +19,6 @@
 from onnx import TensorProto  # pylint:disable=no-name-in-module
 from onnx.external_data_helper import uses_external_data
 
-from nncf.onnx.graph.onnx_graph import ONNXGraph
-
 # pylint: disable=no-member
 
 
@@ -32,8 +30,7 @@ def load_model_topology_with_zeros_weights(model_path: Union[str, Path]) -> onnx
     :return: Onnx model with filled the all external tensors by random values.
     """
     model = onnx.load_model(model_path, load_external_data=False)
-    onnx_graph = ONNXGraph(model)
-    for tensor in onnx_graph.onnx_model.graph.initializer:
+    for tensor in model.graph.initializer:
         if uses_external_data(tensor):
             np_dtype = onnx.helper.tensor_dtype_to_np_dtype(tensor.data_type)
             np_tensor = np.zeros(list(tensor.dims)).astype(np_dtype)
diff --git a/tests/openvino/conftest.py b/tests/openvino/conftest.py
index 78a61be7a52..738ba7efc44 100644
--- a/tests/openvino/conftest.py
+++ b/tests/openvino/conftest.py
@@ -16,7 +16,7 @@
 
 from tests.shared.case_collection import COMMON_SCOPE_MARKS_VS_OPTIONS
 from tests.shared.case_collection import skip_marked_cases_if_options_not_specified
-from tests.shared.install_fixtures import tmp_venv_with_nncf
+from tests.shared.install_fixtures import tmp_venv_with_nncf  # noqa: F401
 from tests.shared.paths import TEST_ROOT
 
 
diff --git a/tests/openvino/native/common.py b/tests/openvino/native/common.py
index 46b238ebc57..709ebf6c324 100644
--- a/tests/openvino/native/common.py
+++ b/tests/openvino/native/common.py
@@ -13,6 +13,7 @@
 
 import numpy as np
 import openvino.runtime as ov
+from packaging import version
 
 from nncf import Dataset
 from nncf.openvino.graph.nncf_graph_builder import GraphConverter
@@ -64,3 +65,15 @@ def default(self, o):
 def dump_to_json(local_path, data):
     with open(local_path, "w", encoding="utf8") as file:
         json.dump(deepcopy(data), file, indent=4, cls=NumpyEncoder)
+
+
+def get_openvino_version() -> str:
+    ov_version = ov.__version__
+    pos = ov_version.find("-")
+    if pos != -1:
+        ov_version = ov_version[:pos]
+
+    ov_version = version.parse(ov_version).base_version
+    version_major, version_minor = ov_version.split(".")[:2]
+
+    return f"{version_major}.{version_minor}"
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/ConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/ConvModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/DynamicModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DynamicModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/DynamicModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DynamicModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/IntegerModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/IntegerModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/IntegerModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/IntegerModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/LSTMModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/LSTMModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/LinearModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LinearModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/LinearModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LinearModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/MatMul2DModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatMul2DModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/MatMul2DModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatMul2DModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/SeBlockModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SeBlockModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/SeBlockModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SeBlockModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/ShapeOfModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ShapeOfModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/ShapeOfModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ShapeOfModel.dot
diff --git a/tests/openvino/native/data/reference_graphs/original_nncf_graph/SharedConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SharedConvModel.dot
similarity index 100%
rename from tests/openvino/native/data/reference_graphs/original_nncf_graph/SharedConvModel.dot
rename to tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SharedConvModel.dot
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diff --git a/tests/openvino/native/data/reference_scales/resnet-18-pytorch_mixed.json b/tests/openvino/native/data/2023.1/reference_scales/resnet-18-pytorch_mixed.json
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diff --git a/tests/openvino/native/data/reference_scales/yolo-v4-tiny-tf_mixed.json b/tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_mixed.json
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot
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+../../../2023.1/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot
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diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot
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@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot
new file mode 120000
index 00000000000..616c5905eb0
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot
new file mode 120000
index 00000000000..8d5aea5575a
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot
new file mode 120000
index 00000000000..a10a9c052f0
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot
new file mode 120000
index 00000000000..0047688dd6f
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot
new file mode 100644
index 00000000000..64e4b4fe423
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot
@@ -0,0 +1,334 @@
+strict digraph  {
+"0 image_input" [id=0, type=Parameter];
+"1 Divide_2378" [id=1, type=Transpose];
+"2 Multiply_3747" [id=2, type=Convolution];
+"3 Transpose_1172" [id=3, type=Add];
+"4 Transpose_1178" [id=4, type=PRelu];
+"5 Multiply_3761" [id=5, type=Convolution];
+"6 Transpose_1229" [id=6, type=Add];
+"7 Transpose_1235" [id=7, type=PRelu];
+"8 Multiply_3775" [id=8, type=Convolution];
+"9 Transpose_1259" [id=9, type=Add];
+"10 Transpose_1265" [id=10, type=PRelu];
+"11 Transpose_1368" [id=11, type=Concat];
+"12 group_route_3/split" [id=12, type=Split];
+"13 MaxPool_307" [id=13, type=MaxPool];
+"14 Multiply_3789" [id=14, type=Convolution];
+"15 Multiply_3831" [id=15, type=Convolution];
+"16 Transpose_1294" [id=16, type=Add];
+"17 Transpose_1392" [id=17, type=Add];
+"18 Transpose_1300" [id=18, type=PRelu];
+"19 Transpose_1398" [id=19, type=PRelu];
+"20 Multiply_3803" [id=20, type=Convolution];
+"21 Transpose_1334" [id=21, type=Concat];
+"22 Transpose_1501" [id=22, type=Concat];
+"23 group_route_11/split" [id=23, type=Split];
+"24 Transpose_1324" [id=24, type=Add];
+"25 Multiply_3817" [id=25, type=Convolution];
+"26 MaxPool_433" [id=26, type=MaxPool];
+"27 Multiply_3845" [id=27, type=Convolution];
+"28 Transpose_1330" [id=28, type=PRelu];
+"29 Transpose_1358" [id=29, type=Add];
+"30 Multiply_3887" [id=30, type=Convolution];
+"31 Transpose_1427" [id=31, type=Add];
+"32 Transpose_1364" [id=32, type=PRelu];
+"33 Transpose_1525" [id=33, type=Add];
+"34 Transpose_1433" [id=34, type=PRelu];
+"35 Transpose_1531" [id=35, type=PRelu];
+"36 Multiply_3859" [id=36, type=Convolution];
+"37 Transpose_1467" [id=37, type=Concat];
+"38 Transpose_1634" [id=38, type=Concat];
+"39 group_route_19/split" [id=39, type=Split];
+"40 Transpose_1457" [id=40, type=Add];
+"41 Multiply_3873" [id=41, type=Convolution];
+"42 MaxPool_579" [id=42, type=MaxPool];
+"43 Multiply_3901" [id=43, type=Convolution];
+"44 Transpose_1463" [id=44, type=PRelu];
+"45 Transpose_1491" [id=45, type=Add];
+"46 Multiply_3943" [id=46, type=Convolution];
+"47 Transpose_1560" [id=47, type=Add];
+"48 Transpose_1497" [id=48, type=PRelu];
+"49 Transpose_1658" [id=49, type=Add];
+"50 Transpose_1566" [id=50, type=PRelu];
+"51 Transpose_1664" [id=51, type=PRelu];
+"52 Multiply_3915" [id=52, type=Convolution];
+"53 Transpose_1600" [id=53, type=Concat];
+"54 Multiply_3957" [id=54, type=Convolution];
+"55 Transpose_1590" [id=55, type=Add];
+"56 Multiply_3929" [id=56, type=Convolution];
+"57 Transpose_1688" [id=57, type=Add];
+"58 Transpose_1596" [id=58, type=PRelu];
+"59 Transpose_1624" [id=59, type=Add];
+"60 Transpose_1694" [id=60, type=PRelu];
+"61 Transpose_1630" [id=61, type=PRelu];
+"62 Multiply_3971" [id=62, type=Convolution];
+"63 Multiply_3999" [id=63, type=Convolution];
+"64 Transpose_1730" [id=64, type=Concat];
+"65 Transpose_1718" [id=65, type=Add];
+"66 Transpose_1790" [id=66, type=Add];
+"67 Multiply_3985" [id=67, type=Convolution];
+"68 Transpose_1724" [id=68, type=PRelu];
+"69 Transpose_1796" [id=69, type=PRelu];
+"70 Transpose_1754" [id=70, type=Add];
+"71 Gather_1726" [id=71, type=ShapeOf];
+"72 leaky_re_lu_17/LeakyRelu" [id=72, type=Transpose];
+"73 Convolution_749" [id=73, type=Convolution];
+"74 Transpose_1760" [id=74, type=PRelu];
+"75 up_sampling2d/Shape" [id=75, type=Gather];
+"76 up_sampling2d/resize/ResizeNearestNeighbor" [id=76, type=Interpolate];
+"77 Transpose_1802" [id=77, type=Add];
+"78 Convolution_706" [id=78, type=Convolution];
+"79 up_sampling2d/strided_slice" [id=79, type=StridedSlice];
+"80 Transpose_1728" [id=80, type=Transpose];
+"81 conv2d_17/BiasAdd" [id=81, type=Transpose];
+"82 Transpose_1766" [id=82, type=Add];
+"83 up_sampling2d/mul" [id=83, type=Multiply];
+"84 conv2d_17/BiasAdd^0" [id=84, label="84 conv2d_17/BiasAdd:0", type=Result];
+"85 conv2d_20/BiasAdd" [id=85, type=Transpose];
+"86 conv2d_20/BiasAdd^0" [id=86, label="86 conv2d_20/BiasAdd:0", type=Result];
+"87 Constant_1765" [id=87, type=Constant];
+"88 Transpose_1764" [id=88, type=Constant];
+"89 Transpose_705" [id=89, type=Constant];
+"90 Transpose_1758" [id=90, type=Constant];
+"91 Constant_3993" [id=91, type=Constant];
+"92 Multiply_4118" [id=92, type=Constant];
+"93 Transpose_1628" [id=93, type=Constant];
+"94 Constant_3937" [id=94, type=Constant];
+"95 Multiply_4094" [id=95, type=Constant];
+"96 Transpose_1564" [id=96, type=Constant];
+"97 Constant_3909" [id=97, type=Constant];
+"98 Multiply_4082" [id=98, type=Constant];
+"99 Constant_1532" [id=99, type=Constant];
+"100 Transpose_1529" [id=100, type=Constant];
+"101 Constant_3895" [id=101, type=Constant];
+"102 Multiply_4076" [id=102, type=Constant];
+"103 Transpose_1495" [id=103, type=Constant];
+"104 Constant_3881" [id=104, type=Constant];
+"105 Multiply_4070" [id=105, type=Constant];
+"106 Transpose_1431" [id=106, type=Constant];
+"107 Constant_3853" [id=107, type=Constant];
+"108 Multiply_4058" [id=108, type=Constant];
+"109 Constant_1399" [id=109, type=Constant];
+"110 Transpose_1396" [id=110, type=Constant];
+"111 Constant_3839" [id=111, type=Constant];
+"112 Multiply_4052" [id=112, type=Constant];
+"113 Transpose_1362" [id=113, type=Constant];
+"114 Constant_3825" [id=114, type=Constant];
+"115 Multiply_4046" [id=115, type=Constant];
+"116 Transpose_1298" [id=116, type=Constant];
+"117 Constant_3797" [id=117, type=Constant];
+"118 Multiply_4034" [id=118, type=Constant];
+"119 Constant_1266" [id=119, type=Constant];
+"120 Transpose_1263" [id=120, type=Constant];
+"121 Constant_3783" [id=121, type=Constant];
+"122 Multiply_4028" [id=122, type=Constant];
+"123 Transpose_1233" [id=123, type=Constant];
+"124 Constant_3769" [id=124, type=Constant];
+"125 Multiply_4022" [id=125, type=Constant];
+"126 Transpose_1176" [id=126, type=Constant];
+"127 Constant_3755" [id=127, type=Constant];
+"128 Gather_4293" [id=128, type=Constant];
+"129 Constant_2333" [id=129, type=Constant];
+"130 Transpose_1328" [id=130, type=Constant];
+"131 Constant_3811" [id=131, type=Constant];
+"132 Multiply_4040" [id=132, type=Constant];
+"133 Transpose_1461" [id=133, type=Constant];
+"134 Constant_3867" [id=134, type=Constant];
+"135 Multiply_4064" [id=135, type=Constant];
+"136 Transpose_1594" [id=136, type=Constant];
+"137 Constant_3923" [id=137, type=Constant];
+"138 Multiply_4088" [id=138, type=Constant];
+"139 Constant_1727" [id=139, type=Constant];
+"140 Constant_669" [id=140, type=Constant];
+"141 up_sampling2d/Const" [id=141, type=Constant];
+"142 up_sampling2d/strided_slice/stack_2" [id=142, type=Constant];
+"143 up_sampling2d/strided_slice/stack_1" [id=143, type=Constant];
+"144 up_sampling2d/strided_slice/stack" [id=144, type=Constant];
+"145 Constant_1725" [id=145, type=Constant];
+"146 Constant_1723" [id=146, type=Constant];
+"147 Transpose_1722" [id=147, type=Constant];
+"148 Constant_3979" [id=148, type=Constant];
+"149 Multiply_4112" [id=149, type=Constant];
+"150 Transpose_1692" [id=150, type=Constant];
+"151 Constant_3965" [id=151, type=Constant];
+"152 Multiply_4106" [id=152, type=Constant];
+"153 Transpose_1662" [id=153, type=Constant];
+"154 Constant_3951" [id=154, type=Constant];
+"155 Multiply_4100" [id=155, type=Constant];
+"156 Constant_1801" [id=156, type=Constant];
+"157 Transpose_1800" [id=157, type=Constant];
+"158 Transpose_748" [id=158, type=Constant];
+"159 Transpose_1794" [id=159, type=Constant];
+"160 Constant_4007" [id=160, type=Constant];
+"161 Multiply_4124" [id=161, type=Constant];
+"0 image_input" -> "1 Divide_2378"  [label="[1, 416, 416, 3]", style=solid];
+"1 Divide_2378" -> "2 Multiply_3747"  [label="[1, 3, 416, 416]", style=solid];
+"2 Multiply_3747" -> "3 Transpose_1172"  [label="[1, 32, 208, 208]", style=solid];
+"3 Transpose_1172" -> "4 Transpose_1178"  [label="[1, 32, 208, 208]", style=solid];
+"4 Transpose_1178" -> "5 Multiply_3761"  [label="[1, 32, 208, 208]", style=solid];
+"5 Multiply_3761" -> "6 Transpose_1229"  [label="[1, 64, 104, 104]", style=solid];
+"6 Transpose_1229" -> "7 Transpose_1235"  [label="[1, 64, 104, 104]", style=solid];
+"7 Transpose_1235" -> "8 Multiply_3775"  [label="[1, 64, 104, 104]", style=solid];
+"8 Multiply_3775" -> "9 Transpose_1259"  [label="[1, 64, 104, 104]", style=solid];
+"9 Transpose_1259" -> "10 Transpose_1265"  [label="[1, 64, 104, 104]", style=solid];
+"10 Transpose_1265" -> "11 Transpose_1368"  [label="[1, 64, 104, 104]", style=solid];
+"10 Transpose_1265" -> "12 group_route_3/split"  [label="[1, 64, 104, 104]", style=solid];
+"11 Transpose_1368" -> "13 MaxPool_307"  [label="[1, 128, 104, 104]", style=solid];
+"12 group_route_3/split" -> "14 Multiply_3789"  [label="[1, 32, 104, 104]", style=solid];
+"13 MaxPool_307" -> "15 Multiply_3831"  [label="[1, 128, 52, 52]", style=solid];
+"14 Multiply_3789" -> "16 Transpose_1294"  [label="[1, 32, 104, 104]", style=solid];
+"15 Multiply_3831" -> "17 Transpose_1392"  [label="[1, 128, 52, 52]", style=solid];
+"16 Transpose_1294" -> "18 Transpose_1300"  [label="[1, 32, 104, 104]", style=solid];
+"17 Transpose_1392" -> "19 Transpose_1398"  [label="[1, 128, 52, 52]", style=solid];
+"18 Transpose_1300" -> "20 Multiply_3803"  [label="[1, 32, 104, 104]", style=solid];
+"18 Transpose_1300" -> "21 Transpose_1334"  [label="[1, 32, 104, 104]", style=solid];
+"19 Transpose_1398" -> "22 Transpose_1501"  [label="[1, 128, 52, 52]", style=solid];
+"19 Transpose_1398" -> "23 group_route_11/split"  [label="[1, 128, 52, 52]", style=solid];
+"20 Multiply_3803" -> "24 Transpose_1324"  [label="[1, 32, 104, 104]", style=solid];
+"21 Transpose_1334" -> "25 Multiply_3817"  [label="[1, 64, 104, 104]", style=solid];
+"22 Transpose_1501" -> "26 MaxPool_433"  [label="[1, 256, 52, 52]", style=solid];
+"23 group_route_11/split" -> "27 Multiply_3845"  [label="[1, 64, 52, 52]", style=solid];
+"24 Transpose_1324" -> "28 Transpose_1330"  [label="[1, 32, 104, 104]", style=solid];
+"25 Multiply_3817" -> "29 Transpose_1358"  [label="[1, 64, 104, 104]", style=solid];
+"26 MaxPool_433" -> "30 Multiply_3887"  [label="[1, 256, 26, 26]", style=solid];
+"27 Multiply_3845" -> "31 Transpose_1427"  [label="[1, 64, 52, 52]", style=solid];
+"28 Transpose_1330" -> "21 Transpose_1334"  [label="[1, 32, 104, 104]", style=solid];
+"29 Transpose_1358" -> "32 Transpose_1364"  [label="[1, 64, 104, 104]", style=solid];
+"30 Multiply_3887" -> "33 Transpose_1525"  [label="[1, 256, 26, 26]", style=solid];
+"31 Transpose_1427" -> "34 Transpose_1433"  [label="[1, 64, 52, 52]", style=solid];
+"32 Transpose_1364" -> "11 Transpose_1368"  [label="[1, 64, 104, 104]", style=solid];
+"33 Transpose_1525" -> "35 Transpose_1531"  [label="[1, 256, 26, 26]", style=solid];
+"34 Transpose_1433" -> "36 Multiply_3859"  [label="[1, 64, 52, 52]", style=solid];
+"34 Transpose_1433" -> "37 Transpose_1467"  [label="[1, 64, 52, 52]", style=solid];
+"35 Transpose_1531" -> "38 Transpose_1634"  [label="[1, 256, 26, 26]", style=solid];
+"35 Transpose_1531" -> "39 group_route_19/split"  [label="[1, 256, 26, 26]", style=solid];
+"36 Multiply_3859" -> "40 Transpose_1457"  [label="[1, 64, 52, 52]", style=solid];
+"37 Transpose_1467" -> "41 Multiply_3873"  [label="[1, 128, 52, 52]", style=solid];
+"38 Transpose_1634" -> "42 MaxPool_579"  [label="[1, 512, 26, 26]", style=solid];
+"39 group_route_19/split" -> "43 Multiply_3901"  [label="[1, 128, 26, 26]", style=solid];
+"40 Transpose_1457" -> "44 Transpose_1463"  [label="[1, 64, 52, 52]", style=solid];
+"41 Multiply_3873" -> "45 Transpose_1491"  [label="[1, 128, 52, 52]", style=solid];
+"42 MaxPool_579" -> "46 Multiply_3943"  [label="[1, 512, 13, 13]", style=solid];
+"43 Multiply_3901" -> "47 Transpose_1560"  [label="[1, 128, 26, 26]", style=solid];
+"44 Transpose_1463" -> "37 Transpose_1467"  [label="[1, 64, 52, 52]", style=solid];
+"45 Transpose_1491" -> "48 Transpose_1497"  [label="[1, 128, 52, 52]", style=solid];
+"46 Multiply_3943" -> "49 Transpose_1658"  [label="[1, 512, 13, 13]", style=solid];
+"47 Transpose_1560" -> "50 Transpose_1566"  [label="[1, 128, 26, 26]", style=solid];
+"48 Transpose_1497" -> "22 Transpose_1501"  [label="[1, 128, 52, 52]", style=solid];
+"49 Transpose_1658" -> "51 Transpose_1664"  [label="[1, 512, 13, 13]", style=solid];
+"50 Transpose_1566" -> "52 Multiply_3915"  [label="[1, 128, 26, 26]", style=solid];
+"50 Transpose_1566" -> "53 Transpose_1600"  [label="[1, 128, 26, 26]", style=solid];
+"51 Transpose_1664" -> "54 Multiply_3957"  [label="[1, 512, 13, 13]", style=solid];
+"52 Multiply_3915" -> "55 Transpose_1590"  [label="[1, 128, 26, 26]", style=solid];
+"53 Transpose_1600" -> "56 Multiply_3929"  [label="[1, 256, 26, 26]", style=solid];
+"54 Multiply_3957" -> "57 Transpose_1688"  [label="[1, 256, 13, 13]", style=solid];
+"55 Transpose_1590" -> "58 Transpose_1596"  [label="[1, 128, 26, 26]", style=solid];
+"56 Multiply_3929" -> "59 Transpose_1624"  [label="[1, 256, 26, 26]", style=solid];
+"57 Transpose_1688" -> "60 Transpose_1694"  [label="[1, 256, 13, 13]", style=solid];
+"58 Transpose_1596" -> "53 Transpose_1600"  [label="[1, 128, 26, 26]", style=solid];
+"59 Transpose_1624" -> "61 Transpose_1630"  [label="[1, 256, 26, 26]", style=solid];
+"60 Transpose_1694" -> "62 Multiply_3971"  [label="[1, 256, 13, 13]", style=solid];
+"60 Transpose_1694" -> "63 Multiply_3999"  [label="[1, 256, 13, 13]", style=solid];
+"61 Transpose_1630" -> "38 Transpose_1634"  [label="[1, 256, 26, 26]", style=solid];
+"61 Transpose_1630" -> "64 Transpose_1730"  [label="[1, 256, 26, 26]", style=solid];
+"62 Multiply_3971" -> "65 Transpose_1718"  [label="[1, 128, 13, 13]", style=solid];
+"63 Multiply_3999" -> "66 Transpose_1790"  [label="[1, 512, 13, 13]", style=solid];
+"64 Transpose_1730" -> "67 Multiply_3985"  [label="[1, 384, 26, 26]", style=solid];
+"65 Transpose_1718" -> "68 Transpose_1724"  [label="[1, 128, 13, 13]", style=solid];
+"66 Transpose_1790" -> "69 Transpose_1796"  [label="[1, 512, 13, 13]", style=solid];
+"67 Multiply_3985" -> "70 Transpose_1754"  [label="[1, 256, 26, 26]", style=solid];
+"68 Transpose_1724" -> "71 Gather_1726"  [label="[1, 128, 13, 13]", style=solid];
+"68 Transpose_1724" -> "72 leaky_re_lu_17/LeakyRelu"  [label="[1, 128, 13, 13]", style=solid];
+"69 Transpose_1796" -> "73 Convolution_749"  [label="[1, 512, 13, 13]", style=solid];
+"70 Transpose_1754" -> "74 Transpose_1760"  [label="[1, 256, 26, 26]", style=solid];
+"71 Gather_1726" -> "75 up_sampling2d/Shape"  [label="[4]", style=dashed];
+"72 leaky_re_lu_17/LeakyRelu" -> "76 up_sampling2d/resize/ResizeNearestNeighbor"  [label="[1, 13, 13, 128]", style=solid];
+"73 Convolution_749" -> "77 Transpose_1802"  [label="[1, 255, 13, 13]", style=solid];
+"74 Transpose_1760" -> "78 Convolution_706"  [label="[1, 256, 26, 26]", style=solid];
+"75 up_sampling2d/Shape" -> "79 up_sampling2d/strided_slice"  [label="[4]", style=dashed];
+"76 up_sampling2d/resize/ResizeNearestNeighbor" -> "80 Transpose_1728"  [label="[1, 26, 26, 128]", style=solid];
+"77 Transpose_1802" -> "81 conv2d_17/BiasAdd"  [label="[1, 255, 13, 13]", style=solid];
+"78 Convolution_706" -> "82 Transpose_1766"  [label="[1, 255, 26, 26]", style=solid];
+"79 up_sampling2d/strided_slice" -> "83 up_sampling2d/mul"  [label="[2]", style=dashed];
+"80 Transpose_1728" -> "64 Transpose_1730"  [label="[1, 128, 26, 26]", style=solid];
+"81 conv2d_17/BiasAdd" -> "84 conv2d_17/BiasAdd^0"  [label="[1, 13, 13, 255]", style=solid];
+"82 Transpose_1766" -> "85 conv2d_20/BiasAdd"  [label="[1, 255, 26, 26]", style=solid];
+"83 up_sampling2d/mul" -> "76 up_sampling2d/resize/ResizeNearestNeighbor"  [label="[2]", style=dashed];
+"85 conv2d_20/BiasAdd" -> "86 conv2d_20/BiasAdd^0"  [label="[1, 26, 26, 255]", style=solid];
+"87 Constant_1765" -> "85 conv2d_20/BiasAdd"  [label="[4]", style=dashed];
+"88 Transpose_1764" -> "82 Transpose_1766"  [label="[1, 255, 1, 1]", style=solid];
+"89 Transpose_705" -> "78 Convolution_706"  [label="[255, 256, 1, 1]", style=solid];
+"90 Transpose_1758" -> "74 Transpose_1760"  [label="[1, 1, 1, 1]", style=solid];
+"91 Constant_3993" -> "70 Transpose_1754"  [label="[1, 256, 1, 1]", style=solid];
+"92 Multiply_4118" -> "67 Multiply_3985"  [label="[256, 384, 3, 3]", style=solid];
+"93 Transpose_1628" -> "61 Transpose_1630"  [label="[1, 1, 1, 1]", style=solid];
+"94 Constant_3937" -> "59 Transpose_1624"  [label="[1, 256, 1, 1]", style=solid];
+"95 Multiply_4094" -> "56 Multiply_3929"  [label="[256, 256, 1, 1]", style=solid];
+"96 Transpose_1564" -> "50 Transpose_1566"  [label="[1, 1, 1, 1]", style=solid];
+"97 Constant_3909" -> "47 Transpose_1560"  [label="[1, 128, 1, 1]", style=solid];
+"98 Multiply_4082" -> "43 Multiply_3901"  [label="[128, 128, 3, 3]", style=solid];
+"99 Constant_1532" -> "39 group_route_19/split"  [label="[]", style=dashed];
+"100 Transpose_1529" -> "35 Transpose_1531"  [label="[1, 1, 1, 1]", style=solid];
+"101 Constant_3895" -> "33 Transpose_1525"  [label="[1, 256, 1, 1]", style=solid];
+"102 Multiply_4076" -> "30 Multiply_3887"  [label="[256, 256, 3, 3]", style=solid];
+"103 Transpose_1495" -> "48 Transpose_1497"  [label="[1, 1, 1, 1]", style=solid];
+"104 Constant_3881" -> "45 Transpose_1491"  [label="[1, 128, 1, 1]", style=solid];
+"105 Multiply_4070" -> "41 Multiply_3873"  [label="[128, 128, 1, 1]", style=solid];
+"106 Transpose_1431" -> "34 Transpose_1433"  [label="[1, 1, 1, 1]", style=solid];
+"107 Constant_3853" -> "31 Transpose_1427"  [label="[1, 64, 1, 1]", style=solid];
+"108 Multiply_4058" -> "27 Multiply_3845"  [label="[64, 64, 3, 3]", style=solid];
+"109 Constant_1399" -> "23 group_route_11/split"  [label="[]", style=dashed];
+"110 Transpose_1396" -> "19 Transpose_1398"  [label="[1, 1, 1, 1]", style=solid];
+"111 Constant_3839" -> "17 Transpose_1392"  [label="[1, 128, 1, 1]", style=solid];
+"112 Multiply_4052" -> "15 Multiply_3831"  [label="[128, 128, 3, 3]", style=solid];
+"113 Transpose_1362" -> "32 Transpose_1364"  [label="[1, 1, 1, 1]", style=solid];
+"114 Constant_3825" -> "29 Transpose_1358"  [label="[1, 64, 1, 1]", style=solid];
+"115 Multiply_4046" -> "25 Multiply_3817"  [label="[64, 64, 1, 1]", style=solid];
+"116 Transpose_1298" -> "18 Transpose_1300"  [label="[1, 1, 1, 1]", style=solid];
+"117 Constant_3797" -> "16 Transpose_1294"  [label="[1, 32, 1, 1]", style=solid];
+"118 Multiply_4034" -> "14 Multiply_3789"  [label="[32, 32, 3, 3]", style=solid];
+"119 Constant_1266" -> "12 group_route_3/split"  [label="[]", style=dashed];
+"120 Transpose_1263" -> "10 Transpose_1265"  [label="[1, 1, 1, 1]", style=solid];
+"121 Constant_3783" -> "9 Transpose_1259"  [label="[1, 64, 1, 1]", style=solid];
+"122 Multiply_4028" -> "8 Multiply_3775"  [label="[64, 64, 3, 3]", style=solid];
+"123 Transpose_1233" -> "7 Transpose_1235"  [label="[1, 1, 1, 1]", style=solid];
+"124 Constant_3769" -> "6 Transpose_1229"  [label="[1, 64, 1, 1]", style=solid];
+"125 Multiply_4022" -> "5 Multiply_3761"  [label="[64, 32, 3, 3]", style=solid];
+"126 Transpose_1176" -> "4 Transpose_1178"  [label="[1, 1, 1, 1]", style=solid];
+"127 Constant_3755" -> "3 Transpose_1172"  [label="[1, 32, 1, 1]", style=solid];
+"128 Gather_4293" -> "2 Multiply_3747"  [label="[32, 3, 3, 3]", style=solid];
+"129 Constant_2333" -> "1 Divide_2378"  [label="[4]", style=dashed];
+"130 Transpose_1328" -> "28 Transpose_1330"  [label="[1, 1, 1, 1]", style=solid];
+"131 Constant_3811" -> "24 Transpose_1324"  [label="[1, 32, 1, 1]", style=solid];
+"132 Multiply_4040" -> "20 Multiply_3803"  [label="[32, 32, 3, 3]", style=solid];
+"133 Transpose_1461" -> "44 Transpose_1463"  [label="[1, 1, 1, 1]", style=solid];
+"134 Constant_3867" -> "40 Transpose_1457"  [label="[1, 64, 1, 1]", style=solid];
+"135 Multiply_4064" -> "36 Multiply_3859"  [label="[64, 64, 3, 3]", style=solid];
+"136 Transpose_1594" -> "58 Transpose_1596"  [label="[1, 1, 1, 1]", style=solid];
+"137 Constant_3923" -> "55 Transpose_1590"  [label="[1, 128, 1, 1]", style=solid];
+"138 Multiply_4088" -> "52 Multiply_3915"  [label="[128, 128, 3, 3]", style=solid];
+"139 Constant_1727" -> "80 Transpose_1728"  [label="[4]", style=dashed];
+"140 Constant_669" -> "76 up_sampling2d/resize/ResizeNearestNeighbor"  [label="[2]", style=dashed];
+"141 up_sampling2d/Const" -> "83 up_sampling2d/mul"  [label="[2]", style=dashed];
+"142 up_sampling2d/strided_slice/stack_2" -> "79 up_sampling2d/strided_slice"  [label="[1]", style=dashed];
+"143 up_sampling2d/strided_slice/stack_1" -> "79 up_sampling2d/strided_slice"  [label="[1]", style=dashed];
+"144 up_sampling2d/strided_slice/stack" -> "79 up_sampling2d/strided_slice"  [label="[1]", style=dashed];
+"145 Constant_1725" -> "75 up_sampling2d/Shape"  [label="[]", style=dashed];
+"146 Constant_1723" -> "72 leaky_re_lu_17/LeakyRelu"  [label="[4]", style=dashed];
+"146 Constant_1723" -> "75 up_sampling2d/Shape"  [label="[4]", style=dashed];
+"147 Transpose_1722" -> "68 Transpose_1724"  [label="[1, 1, 1, 1]", style=solid];
+"148 Constant_3979" -> "65 Transpose_1718"  [label="[1, 128, 1, 1]", style=solid];
+"149 Multiply_4112" -> "62 Multiply_3971"  [label="[128, 256, 1, 1]", style=solid];
+"150 Transpose_1692" -> "60 Transpose_1694"  [label="[1, 1, 1, 1]", style=solid];
+"151 Constant_3965" -> "57 Transpose_1688"  [label="[1, 256, 1, 1]", style=solid];
+"152 Multiply_4106" -> "54 Multiply_3957"  [label="[256, 512, 1, 1]", style=solid];
+"153 Transpose_1662" -> "51 Transpose_1664"  [label="[1, 1, 1, 1]", style=solid];
+"154 Constant_3951" -> "49 Transpose_1658"  [label="[1, 512, 1, 1]", style=solid];
+"155 Multiply_4100" -> "46 Multiply_3943"  [label="[512, 512, 3, 3]", style=solid];
+"156 Constant_1801" -> "81 conv2d_17/BiasAdd"  [label="[4]", style=dashed];
+"157 Transpose_1800" -> "77 Transpose_1802"  [label="[1, 255, 1, 1]", style=solid];
+"158 Transpose_748" -> "73 Convolution_749"  [label="[255, 512, 1, 1]", style=solid];
+"159 Transpose_1794" -> "69 Transpose_1796"  [label="[1, 1, 1, 1]", style=solid];
+"160 Constant_4007" -> "66 Transpose_1790"  [label="[1, 512, 1, 1]", style=solid];
+"161 Multiply_4124" -> "63 Multiply_3999"  [label="[512, 256, 3, 3]", style=solid];
+}
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ComparisonBinaryModel.dot
new file mode 120000
index 00000000000..46de4f3a01b
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ComparisonBinaryModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/ComparisonBinaryModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot
new file mode 120000
index 00000000000..61b0b019759
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/ConvModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvNotBiasModel.dot
new file mode 120000
index 00000000000..be1ead77939
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvNotBiasModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/ConvNotBiasModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot
new file mode 120000
index 00000000000..925cd74344e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/DepthwiseConv3DModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot
new file mode 120000
index 00000000000..a2f28a4ca4d
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/DepthwiseConv4DModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot
new file mode 120000
index 00000000000..53ecd8222a4
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/DepthwiseConv5DModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot
new file mode 120000
index 00000000000..c7e309face6
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/DepthwiseConvModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot
new file mode 120000
index 00000000000..912944ed752
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/DynamicModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot
new file mode 120000
index 00000000000..3c96834ce5d
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot
new file mode 120000
index 00000000000..01711f4a26c
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot
new file mode 120000
index 00000000000..bf9f263e91f
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/GroupNormalizationModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot
new file mode 120000
index 00000000000..9c7f8751cc3
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/IfModel_else.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot
new file mode 120000
index 00000000000..039a21a9f27
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/IfModel_main.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot
new file mode 120000
index 00000000000..d975f652815
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/IfModel_then.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot
new file mode 120000
index 00000000000..baca43a4f1e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/IntegerModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot
new file mode 120000
index 00000000000..10126fd058c
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/LSTMModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot
new file mode 120000
index 00000000000..6cdc8a9ffaa
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/LSTMSequenceModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot
new file mode 120000
index 00000000000..bb4e769e70e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/LinearModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot
new file mode 120000
index 00000000000..8a4c93568cb
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/MatMul2DModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot
new file mode 120000
index 00000000000..5af75360301
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot
new file mode 120000
index 00000000000..0843c2335c0
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/ScaleShiftReluModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot
new file mode 120000
index 00000000000..8dbbc00598d
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/SeBlockModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot
new file mode 120000
index 00000000000..2519aba5a06
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/ShapeOfModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot
new file mode 120000
index 00000000000..e9e2a4e9d92
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/SharedConvModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot
new file mode 120000
index 00000000000..53096448b08
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/UnifiedEmbeddingModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot
new file mode 120000
index 00000000000..d21f9c32761
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/WeightsModel.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot
new file mode 120000
index 00000000000..4d27a957555
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot
new file mode 120000
index 00000000000..f0885dae083
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot
new file mode 120000
index 00000000000..a347e66bdaf
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/resnet-18-pytorch_performance.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot
new file mode 120000
index 00000000000..7d1a392f16e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot
new file mode 120000
index 00000000000..65e8723ba3b
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot
new file mode 120000
index 00000000000..40c2318499c
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot
@@ -0,0 +1 @@
+../../../2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot
new file mode 100644
index 00000000000..073e63c11e0
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot
@@ -0,0 +1,754 @@
+strict digraph  {
+"0 image_input" [id=0, type=Parameter];
+"1 image_input/fq_output_0" [id=1, type=FakeQuantize];
+"2 Divide_2378" [id=2, type=Transpose];
+"3 Multiply_3747" [id=3, type=Convolution];
+"4 Transpose_1172" [id=4, type=Add];
+"5 Transpose_1178" [id=5, type=PRelu];
+"6 Transpose_1178/fq_output_0" [id=6, type=FakeQuantize];
+"7 Multiply_3761" [id=7, type=Convolution];
+"8 Transpose_1229" [id=8, type=Add];
+"9 Transpose_1235" [id=9, type=PRelu];
+"10 Transpose_1235/fq_output_0" [id=10, type=FakeQuantize];
+"11 Multiply_3775" [id=11, type=Convolution];
+"12 Transpose_1259" [id=12, type=Add];
+"13 Transpose_1265" [id=13, type=PRelu];
+"14 Transpose_1265/fq_output_0" [id=14, type=FakeQuantize];
+"15 Transpose_1368" [id=15, type=Concat];
+"16 group_route_3/split" [id=16, type=Split];
+"17 MaxPool_307" [id=17, type=MaxPool];
+"18 Multiply_3789" [id=18, type=Convolution];
+"19 Multiply_3831" [id=19, type=Convolution];
+"20 Transpose_1294" [id=20, type=Add];
+"21 Transpose_1392" [id=21, type=Add];
+"22 Transpose_1300" [id=22, type=PRelu];
+"23 Transpose_1398" [id=23, type=PRelu];
+"24 Transpose_1300/fq_output_0" [id=24, type=FakeQuantize];
+"25 Transpose_1398/fq_output_0" [id=25, type=FakeQuantize];
+"26 Multiply_3803" [id=26, type=Convolution];
+"27 Transpose_1334" [id=27, type=Concat];
+"28 Transpose_1501" [id=28, type=Concat];
+"29 group_route_11/split" [id=29, type=Split];
+"30 Transpose_1324" [id=30, type=Add];
+"31 Multiply_3817" [id=31, type=Convolution];
+"32 MaxPool_433" [id=32, type=MaxPool];
+"33 Multiply_3845" [id=33, type=Convolution];
+"34 Transpose_1330" [id=34, type=PRelu];
+"35 Transpose_1358" [id=35, type=Add];
+"36 Multiply_3887" [id=36, type=Convolution];
+"37 Transpose_1427" [id=37, type=Add];
+"38 Transpose_1330/fq_output_0" [id=38, type=FakeQuantize];
+"39 Transpose_1364" [id=39, type=PRelu];
+"40 Transpose_1525" [id=40, type=Add];
+"41 Transpose_1433" [id=41, type=PRelu];
+"42 Transpose_1364/fq_output_0" [id=42, type=FakeQuantize];
+"43 Transpose_1531" [id=43, type=PRelu];
+"44 Transpose_1433/fq_output_0" [id=44, type=FakeQuantize];
+"45 Transpose_1531/fq_output_0" [id=45, type=FakeQuantize];
+"46 Multiply_3859" [id=46, type=Convolution];
+"47 Transpose_1467" [id=47, type=Concat];
+"48 Transpose_1634" [id=48, type=Concat];
+"49 group_route_19/split" [id=49, type=Split];
+"50 Transpose_1457" [id=50, type=Add];
+"51 Multiply_3873" [id=51, type=Convolution];
+"52 MaxPool_579" [id=52, type=MaxPool];
+"53 Multiply_3901" [id=53, type=Convolution];
+"54 Transpose_1463" [id=54, type=PRelu];
+"55 Transpose_1491" [id=55, type=Add];
+"56 Multiply_3943" [id=56, type=Convolution];
+"57 Transpose_1560" [id=57, type=Add];
+"58 Transpose_1463/fq_output_0" [id=58, type=FakeQuantize];
+"59 Transpose_1497" [id=59, type=PRelu];
+"60 Transpose_1658" [id=60, type=Add];
+"61 Transpose_1566" [id=61, type=PRelu];
+"62 Transpose_1497/fq_output_0" [id=62, type=FakeQuantize];
+"63 Transpose_1664" [id=63, type=PRelu];
+"64 Transpose_1566/fq_output_0" [id=64, type=FakeQuantize];
+"65 Transpose_1664/fq_output_0" [id=65, type=FakeQuantize];
+"66 Multiply_3915" [id=66, type=Convolution];
+"67 Transpose_1600" [id=67, type=Concat];
+"68 Multiply_3957" [id=68, type=Convolution];
+"69 Transpose_1590" [id=69, type=Add];
+"70 Multiply_3929" [id=70, type=Convolution];
+"71 Transpose_1688" [id=71, type=Add];
+"72 Transpose_1596" [id=72, type=PRelu];
+"73 Transpose_1624" [id=73, type=Add];
+"74 Transpose_1694" [id=74, type=PRelu];
+"75 Transpose_1596/fq_output_0" [id=75, type=FakeQuantize];
+"76 Transpose_1630" [id=76, type=PRelu];
+"77 Transpose_1694/fq_output_0" [id=77, type=FakeQuantize];
+"78 Transpose_1630/fq_output_0" [id=78, type=FakeQuantize];
+"79 Multiply_3971" [id=79, type=Convolution];
+"80 Multiply_3999" [id=80, type=Convolution];
+"81 Transpose_1730" [id=81, type=Concat];
+"82 Transpose_1718" [id=82, type=Add];
+"83 Transpose_1790" [id=83, type=Add];
+"84 Multiply_3985" [id=84, type=Convolution];
+"85 Transpose_1724" [id=85, type=PRelu];
+"86 Transpose_1796" [id=86, type=PRelu];
+"87 Transpose_1754" [id=87, type=Add];
+"88 Transpose_1724/fq_output_0" [id=88, type=FakeQuantize];
+"89 Transpose_1796/fq_output_0" [id=89, type=FakeQuantize];
+"90 Transpose_1760" [id=90, type=PRelu];
+"91 Gather_1726" [id=91, type=ShapeOf];
+"92 leaky_re_lu_17/LeakyRelu" [id=92, type=Transpose];
+"93 Convolution_749" [id=93, type=Convolution];
+"94 Transpose_1760/fq_output_0" [id=94, type=FakeQuantize];
+"95 up_sampling2d/Shape" [id=95, type=Gather];
+"96 up_sampling2d/resize/ResizeNearestNeighbor" [id=96, type=Interpolate];
+"97 Transpose_1802" [id=97, type=Add];
+"98 Convolution_706" [id=98, type=Convolution];
+"99 up_sampling2d/strided_slice" [id=99, type=StridedSlice];
+"100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [id=100, type=FakeQuantize];
+"101 conv2d_17/BiasAdd" [id=101, type=Transpose];
+"102 Transpose_1766" [id=102, type=Add];
+"103 up_sampling2d/mul" [id=103, type=Multiply];
+"104 Transpose_1728" [id=104, type=Transpose];
+"105 conv2d_17/BiasAdd^0" [id=105, label="105 conv2d_17/BiasAdd:0", type=Result];
+"106 conv2d_20/BiasAdd" [id=106, type=Transpose];
+"107 conv2d_20/BiasAdd^0" [id=107, label="107 conv2d_20/BiasAdd:0", type=Result];
+"108 Constant_1765" [id=108, type=Constant];
+"109 Transpose_1764" [id=109, type=Constant];
+"110 Convolution_706/fq_weights_1" [id=110, type=FakeQuantize];
+"111 Constant_5545" [id=111, type=Constant];
+"112 Constant_5544" [id=112, type=Constant];
+"113 Constant_5543" [id=113, type=Constant];
+"114 Constant_5542" [id=114, type=Constant];
+"115 Transpose_705" [id=115, type=Constant];
+"116 Constant_5540" [id=116, type=Constant];
+"117 Constant_5539" [id=117, type=Constant];
+"118 Constant_5538" [id=118, type=Constant];
+"119 Constant_5537" [id=119, type=Constant];
+"120 Transpose_1758" [id=120, type=Constant];
+"121 Constant_3993" [id=121, type=Constant];
+"122 Multiply_3985/fq_weights_1" [id=122, type=FakeQuantize];
+"123 Constant_5535" [id=123, type=Constant];
+"124 Constant_5534" [id=124, type=Constant];
+"125 Constant_5533" [id=125, type=Constant];
+"126 Constant_5532" [id=126, type=Constant];
+"127 Multiply_4118" [id=127, type=Constant];
+"128 Constant_5405" [id=128, type=Constant];
+"129 Constant_5404" [id=129, type=Constant];
+"130 Constant_5403" [id=130, type=Constant];
+"131 Constant_5402" [id=131, type=Constant];
+"132 Transpose_1628" [id=132, type=Constant];
+"133 Constant_3937" [id=133, type=Constant];
+"134 Multiply_3929/fq_weights_1" [id=134, type=FakeQuantize];
+"135 Constant_5500" [id=135, type=Constant];
+"136 Constant_5499" [id=136, type=Constant];
+"137 Constant_5498" [id=137, type=Constant];
+"138 Constant_5497" [id=138, type=Constant];
+"139 Multiply_4094" [id=139, type=Constant];
+"140 Constant_5375" [id=140, type=Constant];
+"141 Constant_5374" [id=141, type=Constant];
+"142 Constant_5373" [id=142, type=Constant];
+"143 Constant_5372" [id=143, type=Constant];
+"144 Transpose_1564" [id=144, type=Constant];
+"145 Constant_3909" [id=145, type=Constant];
+"146 Multiply_3901/fq_weights_1" [id=146, type=FakeQuantize];
+"147 Constant_5490" [id=147, type=Constant];
+"148 Constant_5489" [id=148, type=Constant];
+"149 Constant_5488" [id=149, type=Constant];
+"150 Constant_5487" [id=150, type=Constant];
+"151 Multiply_4082" [id=151, type=Constant];
+"152 Constant_1532" [id=152, type=Constant];
+"153 Constant_5410" [id=153, type=Constant];
+"154 Constant_5409" [id=154, type=Constant];
+"155 Constant_5408" [id=155, type=Constant];
+"156 Constant_5407" [id=156, type=Constant];
+"157 Transpose_1529" [id=157, type=Constant];
+"158 Constant_3895" [id=158, type=Constant];
+"159 Multiply_3887/fq_weights_1" [id=159, type=FakeQuantize];
+"160 Constant_5485" [id=160, type=Constant];
+"161 Constant_5484" [id=161, type=Constant];
+"162 Constant_5483" [id=162, type=Constant];
+"163 Constant_5482" [id=163, type=Constant];
+"164 Multiply_4076" [id=164, type=Constant];
+"165 Constant_5400" [id=165, type=Constant];
+"166 Constant_5399" [id=166, type=Constant];
+"167 Constant_5398" [id=167, type=Constant];
+"168 Constant_5397" [id=168, type=Constant];
+"169 Transpose_1495" [id=169, type=Constant];
+"170 Constant_3881" [id=170, type=Constant];
+"171 Multiply_3873/fq_weights_1" [id=171, type=FakeQuantize];
+"172 Constant_5480" [id=172, type=Constant];
+"173 Constant_5479" [id=173, type=Constant];
+"174 Constant_5478" [id=174, type=Constant];
+"175 Constant_5477" [id=175, type=Constant];
+"176 Multiply_4070" [id=176, type=Constant];
+"177 Constant_5370" [id=177, type=Constant];
+"178 Constant_5369" [id=178, type=Constant];
+"179 Constant_5368" [id=179, type=Constant];
+"180 Constant_5367" [id=180, type=Constant];
+"181 Transpose_1431" [id=181, type=Constant];
+"182 Constant_3853" [id=182, type=Constant];
+"183 Multiply_3845/fq_weights_1" [id=183, type=FakeQuantize];
+"184 Constant_5470" [id=184, type=Constant];
+"185 Constant_5469" [id=185, type=Constant];
+"186 Constant_5468" [id=186, type=Constant];
+"187 Constant_5467" [id=187, type=Constant];
+"188 Multiply_4058" [id=188, type=Constant];
+"189 Constant_1399" [id=189, type=Constant];
+"190 Constant_5395" [id=190, type=Constant];
+"191 Constant_5394" [id=191, type=Constant];
+"192 Constant_5393" [id=192, type=Constant];
+"193 Constant_5392" [id=193, type=Constant];
+"194 Transpose_1396" [id=194, type=Constant];
+"195 Constant_3839" [id=195, type=Constant];
+"196 Multiply_3831/fq_weights_1" [id=196, type=FakeQuantize];
+"197 Constant_5465" [id=197, type=Constant];
+"198 Constant_5464" [id=198, type=Constant];
+"199 Constant_5463" [id=199, type=Constant];
+"200 Constant_5462" [id=200, type=Constant];
+"201 Multiply_4052" [id=201, type=Constant];
+"202 Constant_5390" [id=202, type=Constant];
+"203 Constant_5389" [id=203, type=Constant];
+"204 Constant_5388" [id=204, type=Constant];
+"205 Constant_5387" [id=205, type=Constant];
+"206 Transpose_1362" [id=206, type=Constant];
+"207 Constant_3825" [id=207, type=Constant];
+"208 Multiply_3817/fq_weights_1" [id=208, type=FakeQuantize];
+"209 Constant_5460" [id=209, type=Constant];
+"210 Constant_5459" [id=210, type=Constant];
+"211 Constant_5458" [id=211, type=Constant];
+"212 Constant_5457" [id=212, type=Constant];
+"213 Multiply_4046" [id=213, type=Constant];
+"214 Constant_5355" [id=214, type=Constant];
+"215 Constant_5354" [id=215, type=Constant];
+"216 Constant_5353" [id=216, type=Constant];
+"217 Constant_5352" [id=217, type=Constant];
+"218 Transpose_1298" [id=218, type=Constant];
+"219 Constant_3797" [id=219, type=Constant];
+"220 Multiply_3789/fq_weights_1" [id=220, type=FakeQuantize];
+"221 Constant_5450" [id=221, type=Constant];
+"222 Constant_5449" [id=222, type=Constant];
+"223 Constant_5448" [id=223, type=Constant];
+"224 Constant_5447" [id=224, type=Constant];
+"225 Multiply_4034" [id=225, type=Constant];
+"226 Constant_1266" [id=226, type=Constant];
+"227 Constant_5385" [id=227, type=Constant];
+"228 Constant_5384" [id=228, type=Constant];
+"229 Constant_5383" [id=229, type=Constant];
+"230 Constant_5382" [id=230, type=Constant];
+"231 Transpose_1263" [id=231, type=Constant];
+"232 Constant_3783" [id=232, type=Constant];
+"233 Multiply_3775/fq_weights_1" [id=233, type=FakeQuantize];
+"234 Constant_5445" [id=234, type=Constant];
+"235 Constant_5444" [id=235, type=Constant];
+"236 Constant_5443" [id=236, type=Constant];
+"237 Constant_5442" [id=237, type=Constant];
+"238 Multiply_4028" [id=238, type=Constant];
+"239 Constant_5440" [id=239, type=Constant];
+"240 Constant_5439" [id=240, type=Constant];
+"241 Constant_5438" [id=241, type=Constant];
+"242 Constant_5437" [id=242, type=Constant];
+"243 Transpose_1233" [id=243, type=Constant];
+"244 Constant_3769" [id=244, type=Constant];
+"245 Multiply_3761/fq_weights_1" [id=245, type=FakeQuantize];
+"246 Constant_5435" [id=246, type=Constant];
+"247 Constant_5434" [id=247, type=Constant];
+"248 Constant_5433" [id=248, type=Constant];
+"249 Constant_5432" [id=249, type=Constant];
+"250 Multiply_4022" [id=250, type=Constant];
+"251 Constant_5430" [id=251, type=Constant];
+"252 Constant_5429" [id=252, type=Constant];
+"253 Constant_5428" [id=253, type=Constant];
+"254 Constant_5427" [id=254, type=Constant];
+"255 Transpose_1176" [id=255, type=Constant];
+"256 Constant_3755" [id=256, type=Constant];
+"257 Multiply_3747/fq_weights_1" [id=257, type=FakeQuantize];
+"258 Constant_5425" [id=258, type=Constant];
+"259 Constant_5424" [id=259, type=Constant];
+"260 Constant_5423" [id=260, type=Constant];
+"261 Constant_5422" [id=261, type=Constant];
+"262 Gather_4293" [id=262, type=Constant];
+"263 Constant_2333" [id=263, type=Constant];
+"264 Constant_5420" [id=264, type=Constant];
+"265 Constant_5419" [id=265, type=Constant];
+"266 Constant_5418" [id=266, type=Constant];
+"267 Constant_5417" [id=267, type=Constant];
+"268 Constant_5360" [id=268, type=Constant];
+"269 Constant_5359" [id=269, type=Constant];
+"270 Constant_5358" [id=270, type=Constant];
+"271 Constant_5357" [id=271, type=Constant];
+"272 Transpose_1328" [id=272, type=Constant];
+"273 Constant_3811" [id=273, type=Constant];
+"274 Multiply_3803/fq_weights_1" [id=274, type=FakeQuantize];
+"275 Constant_5455" [id=275, type=Constant];
+"276 Constant_5454" [id=276, type=Constant];
+"277 Constant_5453" [id=277, type=Constant];
+"278 Constant_5452" [id=278, type=Constant];
+"279 Multiply_4040" [id=279, type=Constant];
+"280 Constant_5365" [id=280, type=Constant];
+"281 Constant_5364" [id=281, type=Constant];
+"282 Constant_5363" [id=282, type=Constant];
+"283 Constant_5362" [id=283, type=Constant];
+"284 Transpose_1461" [id=284, type=Constant];
+"285 Constant_3867" [id=285, type=Constant];
+"286 Multiply_3859/fq_weights_1" [id=286, type=FakeQuantize];
+"287 Constant_5475" [id=287, type=Constant];
+"288 Constant_5474" [id=288, type=Constant];
+"289 Constant_5473" [id=289, type=Constant];
+"290 Constant_5472" [id=290, type=Constant];
+"291 Multiply_4064" [id=291, type=Constant];
+"292 Constant_5380" [id=292, type=Constant];
+"293 Constant_5379" [id=293, type=Constant];
+"294 Constant_5378" [id=294, type=Constant];
+"295 Constant_5377" [id=295, type=Constant];
+"296 Transpose_1594" [id=296, type=Constant];
+"297 Constant_3923" [id=297, type=Constant];
+"298 Multiply_3915/fq_weights_1" [id=298, type=FakeQuantize];
+"299 Constant_5495" [id=299, type=Constant];
+"300 Constant_5494" [id=300, type=Constant];
+"301 Constant_5493" [id=301, type=Constant];
+"302 Constant_5492" [id=302, type=Constant];
+"303 Multiply_4088" [id=303, type=Constant];
+"304 Constant_1727" [id=304, type=Constant];
+"305 Constant_5415" [id=305, type=Constant];
+"306 Constant_5414" [id=306, type=Constant];
+"307 Constant_5413" [id=307, type=Constant];
+"308 Constant_5412" [id=308, type=Constant];
+"309 Constant_669" [id=309, type=Constant];
+"310 up_sampling2d/Const" [id=310, type=Constant];
+"311 up_sampling2d/strided_slice/stack_2" [id=311, type=Constant];
+"312 up_sampling2d/strided_slice/stack_1" [id=312, type=Constant];
+"313 up_sampling2d/strided_slice/stack" [id=313, type=Constant];
+"314 Constant_1725" [id=314, type=Constant];
+"315 Constant_1723" [id=315, type=Constant];
+"316 Constant_5530" [id=316, type=Constant];
+"317 Constant_5529" [id=317, type=Constant];
+"318 Constant_5528" [id=318, type=Constant];
+"319 Constant_5527" [id=319, type=Constant];
+"320 Transpose_1722" [id=320, type=Constant];
+"321 Constant_3979" [id=321, type=Constant];
+"322 Multiply_3971/fq_weights_1" [id=322, type=FakeQuantize];
+"323 Constant_5525" [id=323, type=Constant];
+"324 Constant_5524" [id=324, type=Constant];
+"325 Constant_5523" [id=325, type=Constant];
+"326 Constant_5522" [id=326, type=Constant];
+"327 Multiply_4112" [id=327, type=Constant];
+"328 Constant_5520" [id=328, type=Constant];
+"329 Constant_5519" [id=329, type=Constant];
+"330 Constant_5518" [id=330, type=Constant];
+"331 Constant_5517" [id=331, type=Constant];
+"332 Transpose_1692" [id=332, type=Constant];
+"333 Constant_3965" [id=333, type=Constant];
+"334 Multiply_3957/fq_weights_1" [id=334, type=FakeQuantize];
+"335 Constant_5515" [id=335, type=Constant];
+"336 Constant_5514" [id=336, type=Constant];
+"337 Constant_5513" [id=337, type=Constant];
+"338 Constant_5512" [id=338, type=Constant];
+"339 Multiply_4106" [id=339, type=Constant];
+"340 Constant_5510" [id=340, type=Constant];
+"341 Constant_5509" [id=341, type=Constant];
+"342 Constant_5508" [id=342, type=Constant];
+"343 Constant_5507" [id=343, type=Constant];
+"344 Transpose_1662" [id=344, type=Constant];
+"345 Constant_3951" [id=345, type=Constant];
+"346 Multiply_3943/fq_weights_1" [id=346, type=FakeQuantize];
+"347 Constant_5505" [id=347, type=Constant];
+"348 Constant_5504" [id=348, type=Constant];
+"349 Constant_5503" [id=349, type=Constant];
+"350 Constant_5502" [id=350, type=Constant];
+"351 Multiply_4100" [id=351, type=Constant];
+"352 Constant_1801" [id=352, type=Constant];
+"353 Transpose_1800" [id=353, type=Constant];
+"354 Convolution_749/fq_weights_1" [id=354, type=FakeQuantize];
+"355 Constant_5560" [id=355, type=Constant];
+"356 Constant_5559" [id=356, type=Constant];
+"357 Constant_5558" [id=357, type=Constant];
+"358 Constant_5557" [id=358, type=Constant];
+"359 Transpose_748" [id=359, type=Constant];
+"360 Constant_5555" [id=360, type=Constant];
+"361 Constant_5554" [id=361, type=Constant];
+"362 Constant_5553" [id=362, type=Constant];
+"363 Constant_5552" [id=363, type=Constant];
+"364 Transpose_1794" [id=364, type=Constant];
+"365 Constant_4007" [id=365, type=Constant];
+"366 Multiply_3999/fq_weights_1" [id=366, type=FakeQuantize];
+"367 Constant_5550" [id=367, type=Constant];
+"368 Constant_5549" [id=368, type=Constant];
+"369 Constant_5548" [id=369, type=Constant];
+"370 Constant_5547" [id=370, type=Constant];
+"371 Multiply_4124" [id=371, type=Constant];
+"0 image_input" -> "1 image_input/fq_output_0"  [label="[1, 416, 416, 3]", style=solid];
+"1 image_input/fq_output_0" -> "2 Divide_2378"  [label="[1, 416, 416, 3]", style=solid];
+"2 Divide_2378" -> "3 Multiply_3747"  [label="[1, 3, 416, 416]", style=solid];
+"3 Multiply_3747" -> "4 Transpose_1172"  [label="[1, 32, 208, 208]", style=solid];
+"4 Transpose_1172" -> "5 Transpose_1178"  [label="[1, 32, 208, 208]", style=solid];
+"5 Transpose_1178" -> "6 Transpose_1178/fq_output_0"  [label="[1, 32, 208, 208]", style=solid];
+"6 Transpose_1178/fq_output_0" -> "7 Multiply_3761"  [label="[1, 32, 208, 208]", style=solid];
+"7 Multiply_3761" -> "8 Transpose_1229"  [label="[1, 64, 104, 104]", style=solid];
+"8 Transpose_1229" -> "9 Transpose_1235"  [label="[1, 64, 104, 104]", style=solid];
+"9 Transpose_1235" -> "10 Transpose_1235/fq_output_0"  [label="[1, 64, 104, 104]", style=solid];
+"10 Transpose_1235/fq_output_0" -> "11 Multiply_3775"  [label="[1, 64, 104, 104]", style=solid];
+"11 Multiply_3775" -> "12 Transpose_1259"  [label="[1, 64, 104, 104]", style=solid];
+"12 Transpose_1259" -> "13 Transpose_1265"  [label="[1, 64, 104, 104]", style=solid];
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+"84 Multiply_3985" -> "87 Transpose_1754"  [label="[1, 256, 26, 26]", style=solid];
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+"91 Gather_1726" -> "95 up_sampling2d/Shape"  [label="[4]", style=dashed];
+"92 leaky_re_lu_17/LeakyRelu" -> "96 up_sampling2d/resize/ResizeNearestNeighbor"  [label="[1, 13, 13, 128]", style=solid];
+"93 Convolution_749" -> "97 Transpose_1802"  [label="[1, 255, 13, 13]", style=solid];
+"94 Transpose_1760/fq_output_0" -> "98 Convolution_706"  [label="[1, 256, 26, 26]", style=solid];
+"95 up_sampling2d/Shape" -> "99 up_sampling2d/strided_slice"  [label="[4]", style=dashed];
+"96 up_sampling2d/resize/ResizeNearestNeighbor" -> "100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0"  [label="[1, 26, 26, 128]", style=solid];
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+"98 Convolution_706" -> "102 Transpose_1766"  [label="[1, 255, 26, 26]", style=solid];
+"99 up_sampling2d/strided_slice" -> "103 up_sampling2d/mul"  [label="[2]", style=dashed];
+"100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" -> "104 Transpose_1728"  [label="[1, 26, 26, 128]", style=solid];
+"101 conv2d_17/BiasAdd" -> "105 conv2d_17/BiasAdd^0"  [label="[1, 13, 13, 255]", style=solid];
+"102 Transpose_1766" -> "106 conv2d_20/BiasAdd"  [label="[1, 255, 26, 26]", style=solid];
+"103 up_sampling2d/mul" -> "96 up_sampling2d/resize/ResizeNearestNeighbor"  [label="[2]", style=dashed];
+"104 Transpose_1728" -> "81 Transpose_1730"  [label="[1, 128, 26, 26]", style=solid];
+"106 conv2d_20/BiasAdd" -> "107 conv2d_20/BiasAdd^0"  [label="[1, 26, 26, 255]", style=solid];
+"108 Constant_1765" -> "106 conv2d_20/BiasAdd"  [label="[4]", style=dashed];
+"109 Transpose_1764" -> "102 Transpose_1766"  [label="[1, 255, 1, 1]", style=solid];
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+"112 Constant_5544" -> "110 Convolution_706/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"113 Constant_5543" -> "110 Convolution_706/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"114 Constant_5542" -> "110 Convolution_706/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"115 Transpose_705" -> "110 Convolution_706/fq_weights_1"  [label="[255, 256, 1, 1]", style=solid];
+"116 Constant_5540" -> "94 Transpose_1760/fq_output_0"  [label="[]", style=solid];
+"117 Constant_5539" -> "94 Transpose_1760/fq_output_0"  [label="[]", style=solid];
+"118 Constant_5538" -> "94 Transpose_1760/fq_output_0"  [label="[]", style=solid];
+"119 Constant_5537" -> "94 Transpose_1760/fq_output_0"  [label="[]", style=solid];
+"120 Transpose_1758" -> "90 Transpose_1760"  [label="[1, 1, 1, 1]", style=solid];
+"121 Constant_3993" -> "87 Transpose_1754"  [label="[1, 256, 1, 1]", style=solid];
+"122 Multiply_3985/fq_weights_1" -> "84 Multiply_3985"  [label="[256, 384, 3, 3]", style=solid];
+"123 Constant_5535" -> "122 Multiply_3985/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"124 Constant_5534" -> "122 Multiply_3985/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"125 Constant_5533" -> "122 Multiply_3985/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"126 Constant_5532" -> "122 Multiply_3985/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"127 Multiply_4118" -> "122 Multiply_3985/fq_weights_1"  [label="[256, 384, 3, 3]", style=solid];
+"128 Constant_5405" -> "78 Transpose_1630/fq_output_0"  [label="[]", style=solid];
+"129 Constant_5404" -> "78 Transpose_1630/fq_output_0"  [label="[]", style=solid];
+"130 Constant_5403" -> "78 Transpose_1630/fq_output_0"  [label="[]", style=solid];
+"131 Constant_5402" -> "78 Transpose_1630/fq_output_0"  [label="[]", style=solid];
+"132 Transpose_1628" -> "76 Transpose_1630"  [label="[1, 1, 1, 1]", style=solid];
+"133 Constant_3937" -> "73 Transpose_1624"  [label="[1, 256, 1, 1]", style=solid];
+"134 Multiply_3929/fq_weights_1" -> "70 Multiply_3929"  [label="[256, 256, 1, 1]", style=solid];
+"135 Constant_5500" -> "134 Multiply_3929/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"136 Constant_5499" -> "134 Multiply_3929/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"137 Constant_5498" -> "134 Multiply_3929/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"138 Constant_5497" -> "134 Multiply_3929/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"139 Multiply_4094" -> "134 Multiply_3929/fq_weights_1"  [label="[256, 256, 1, 1]", style=solid];
+"140 Constant_5375" -> "64 Transpose_1566/fq_output_0"  [label="[]", style=solid];
+"141 Constant_5374" -> "64 Transpose_1566/fq_output_0"  [label="[]", style=solid];
+"142 Constant_5373" -> "64 Transpose_1566/fq_output_0"  [label="[]", style=solid];
+"143 Constant_5372" -> "64 Transpose_1566/fq_output_0"  [label="[]", style=solid];
+"144 Transpose_1564" -> "61 Transpose_1566"  [label="[1, 1, 1, 1]", style=solid];
+"145 Constant_3909" -> "57 Transpose_1560"  [label="[1, 128, 1, 1]", style=solid];
+"146 Multiply_3901/fq_weights_1" -> "53 Multiply_3901"  [label="[128, 128, 3, 3]", style=solid];
+"147 Constant_5490" -> "146 Multiply_3901/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"148 Constant_5489" -> "146 Multiply_3901/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"149 Constant_5488" -> "146 Multiply_3901/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"150 Constant_5487" -> "146 Multiply_3901/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"151 Multiply_4082" -> "146 Multiply_3901/fq_weights_1"  [label="[128, 128, 3, 3]", style=solid];
+"152 Constant_1532" -> "49 group_route_19/split"  [label="[]", style=dashed];
+"153 Constant_5410" -> "45 Transpose_1531/fq_output_0"  [label="[]", style=solid];
+"154 Constant_5409" -> "45 Transpose_1531/fq_output_0"  [label="[]", style=solid];
+"155 Constant_5408" -> "45 Transpose_1531/fq_output_0"  [label="[]", style=solid];
+"156 Constant_5407" -> "45 Transpose_1531/fq_output_0"  [label="[]", style=solid];
+"157 Transpose_1529" -> "43 Transpose_1531"  [label="[1, 1, 1, 1]", style=solid];
+"158 Constant_3895" -> "40 Transpose_1525"  [label="[1, 256, 1, 1]", style=solid];
+"159 Multiply_3887/fq_weights_1" -> "36 Multiply_3887"  [label="[256, 256, 3, 3]", style=solid];
+"160 Constant_5485" -> "159 Multiply_3887/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"161 Constant_5484" -> "159 Multiply_3887/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"162 Constant_5483" -> "159 Multiply_3887/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"163 Constant_5482" -> "159 Multiply_3887/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"164 Multiply_4076" -> "159 Multiply_3887/fq_weights_1"  [label="[256, 256, 3, 3]", style=solid];
+"165 Constant_5400" -> "62 Transpose_1497/fq_output_0"  [label="[]", style=solid];
+"166 Constant_5399" -> "62 Transpose_1497/fq_output_0"  [label="[]", style=solid];
+"167 Constant_5398" -> "62 Transpose_1497/fq_output_0"  [label="[]", style=solid];
+"168 Constant_5397" -> "62 Transpose_1497/fq_output_0"  [label="[]", style=solid];
+"169 Transpose_1495" -> "59 Transpose_1497"  [label="[1, 1, 1, 1]", style=solid];
+"170 Constant_3881" -> "55 Transpose_1491"  [label="[1, 128, 1, 1]", style=solid];
+"171 Multiply_3873/fq_weights_1" -> "51 Multiply_3873"  [label="[128, 128, 1, 1]", style=solid];
+"172 Constant_5480" -> "171 Multiply_3873/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"173 Constant_5479" -> "171 Multiply_3873/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"174 Constant_5478" -> "171 Multiply_3873/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"175 Constant_5477" -> "171 Multiply_3873/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"176 Multiply_4070" -> "171 Multiply_3873/fq_weights_1"  [label="[128, 128, 1, 1]", style=solid];
+"177 Constant_5370" -> "44 Transpose_1433/fq_output_0"  [label="[]", style=solid];
+"178 Constant_5369" -> "44 Transpose_1433/fq_output_0"  [label="[]", style=solid];
+"179 Constant_5368" -> "44 Transpose_1433/fq_output_0"  [label="[]", style=solid];
+"180 Constant_5367" -> "44 Transpose_1433/fq_output_0"  [label="[]", style=solid];
+"181 Transpose_1431" -> "41 Transpose_1433"  [label="[1, 1, 1, 1]", style=solid];
+"182 Constant_3853" -> "37 Transpose_1427"  [label="[1, 64, 1, 1]", style=solid];
+"183 Multiply_3845/fq_weights_1" -> "33 Multiply_3845"  [label="[64, 64, 3, 3]", style=solid];
+"184 Constant_5470" -> "183 Multiply_3845/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"185 Constant_5469" -> "183 Multiply_3845/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"186 Constant_5468" -> "183 Multiply_3845/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"187 Constant_5467" -> "183 Multiply_3845/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"188 Multiply_4058" -> "183 Multiply_3845/fq_weights_1"  [label="[64, 64, 3, 3]", style=solid];
+"189 Constant_1399" -> "29 group_route_11/split"  [label="[]", style=dashed];
+"190 Constant_5395" -> "25 Transpose_1398/fq_output_0"  [label="[]", style=solid];
+"191 Constant_5394" -> "25 Transpose_1398/fq_output_0"  [label="[]", style=solid];
+"192 Constant_5393" -> "25 Transpose_1398/fq_output_0"  [label="[]", style=solid];
+"193 Constant_5392" -> "25 Transpose_1398/fq_output_0"  [label="[]", style=solid];
+"194 Transpose_1396" -> "23 Transpose_1398"  [label="[1, 1, 1, 1]", style=solid];
+"195 Constant_3839" -> "21 Transpose_1392"  [label="[1, 128, 1, 1]", style=solid];
+"196 Multiply_3831/fq_weights_1" -> "19 Multiply_3831"  [label="[128, 128, 3, 3]", style=solid];
+"197 Constant_5465" -> "196 Multiply_3831/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"198 Constant_5464" -> "196 Multiply_3831/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"199 Constant_5463" -> "196 Multiply_3831/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"200 Constant_5462" -> "196 Multiply_3831/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"201 Multiply_4052" -> "196 Multiply_3831/fq_weights_1"  [label="[128, 128, 3, 3]", style=solid];
+"202 Constant_5390" -> "42 Transpose_1364/fq_output_0"  [label="[]", style=solid];
+"203 Constant_5389" -> "42 Transpose_1364/fq_output_0"  [label="[]", style=solid];
+"204 Constant_5388" -> "42 Transpose_1364/fq_output_0"  [label="[]", style=solid];
+"205 Constant_5387" -> "42 Transpose_1364/fq_output_0"  [label="[]", style=solid];
+"206 Transpose_1362" -> "39 Transpose_1364"  [label="[1, 1, 1, 1]", style=solid];
+"207 Constant_3825" -> "35 Transpose_1358"  [label="[1, 64, 1, 1]", style=solid];
+"208 Multiply_3817/fq_weights_1" -> "31 Multiply_3817"  [label="[64, 64, 1, 1]", style=solid];
+"209 Constant_5460" -> "208 Multiply_3817/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"210 Constant_5459" -> "208 Multiply_3817/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"211 Constant_5458" -> "208 Multiply_3817/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"212 Constant_5457" -> "208 Multiply_3817/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"213 Multiply_4046" -> "208 Multiply_3817/fq_weights_1"  [label="[64, 64, 1, 1]", style=solid];
+"214 Constant_5355" -> "24 Transpose_1300/fq_output_0"  [label="[]", style=solid];
+"215 Constant_5354" -> "24 Transpose_1300/fq_output_0"  [label="[]", style=solid];
+"216 Constant_5353" -> "24 Transpose_1300/fq_output_0"  [label="[]", style=solid];
+"217 Constant_5352" -> "24 Transpose_1300/fq_output_0"  [label="[]", style=solid];
+"218 Transpose_1298" -> "22 Transpose_1300"  [label="[1, 1, 1, 1]", style=solid];
+"219 Constant_3797" -> "20 Transpose_1294"  [label="[1, 32, 1, 1]", style=solid];
+"220 Multiply_3789/fq_weights_1" -> "18 Multiply_3789"  [label="[32, 32, 3, 3]", style=solid];
+"221 Constant_5450" -> "220 Multiply_3789/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"222 Constant_5449" -> "220 Multiply_3789/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"223 Constant_5448" -> "220 Multiply_3789/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"224 Constant_5447" -> "220 Multiply_3789/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"225 Multiply_4034" -> "220 Multiply_3789/fq_weights_1"  [label="[32, 32, 3, 3]", style=solid];
+"226 Constant_1266" -> "16 group_route_3/split"  [label="[]", style=dashed];
+"227 Constant_5385" -> "14 Transpose_1265/fq_output_0"  [label="[]", style=solid];
+"228 Constant_5384" -> "14 Transpose_1265/fq_output_0"  [label="[]", style=solid];
+"229 Constant_5383" -> "14 Transpose_1265/fq_output_0"  [label="[]", style=solid];
+"230 Constant_5382" -> "14 Transpose_1265/fq_output_0"  [label="[]", style=solid];
+"231 Transpose_1263" -> "13 Transpose_1265"  [label="[1, 1, 1, 1]", style=solid];
+"232 Constant_3783" -> "12 Transpose_1259"  [label="[1, 64, 1, 1]", style=solid];
+"233 Multiply_3775/fq_weights_1" -> "11 Multiply_3775"  [label="[64, 64, 3, 3]", style=solid];
+"234 Constant_5445" -> "233 Multiply_3775/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"235 Constant_5444" -> "233 Multiply_3775/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"236 Constant_5443" -> "233 Multiply_3775/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"237 Constant_5442" -> "233 Multiply_3775/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"238 Multiply_4028" -> "233 Multiply_3775/fq_weights_1"  [label="[64, 64, 3, 3]", style=solid];
+"239 Constant_5440" -> "10 Transpose_1235/fq_output_0"  [label="[]", style=solid];
+"240 Constant_5439" -> "10 Transpose_1235/fq_output_0"  [label="[]", style=solid];
+"241 Constant_5438" -> "10 Transpose_1235/fq_output_0"  [label="[]", style=solid];
+"242 Constant_5437" -> "10 Transpose_1235/fq_output_0"  [label="[]", style=solid];
+"243 Transpose_1233" -> "9 Transpose_1235"  [label="[1, 1, 1, 1]", style=solid];
+"244 Constant_3769" -> "8 Transpose_1229"  [label="[1, 64, 1, 1]", style=solid];
+"245 Multiply_3761/fq_weights_1" -> "7 Multiply_3761"  [label="[64, 32, 3, 3]", style=solid];
+"246 Constant_5435" -> "245 Multiply_3761/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"247 Constant_5434" -> "245 Multiply_3761/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"248 Constant_5433" -> "245 Multiply_3761/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"249 Constant_5432" -> "245 Multiply_3761/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"250 Multiply_4022" -> "245 Multiply_3761/fq_weights_1"  [label="[64, 32, 3, 3]", style=solid];
+"251 Constant_5430" -> "6 Transpose_1178/fq_output_0"  [label="[]", style=solid];
+"252 Constant_5429" -> "6 Transpose_1178/fq_output_0"  [label="[]", style=solid];
+"253 Constant_5428" -> "6 Transpose_1178/fq_output_0"  [label="[]", style=solid];
+"254 Constant_5427" -> "6 Transpose_1178/fq_output_0"  [label="[]", style=solid];
+"255 Transpose_1176" -> "5 Transpose_1178"  [label="[1, 1, 1, 1]", style=solid];
+"256 Constant_3755" -> "4 Transpose_1172"  [label="[1, 32, 1, 1]", style=solid];
+"257 Multiply_3747/fq_weights_1" -> "3 Multiply_3747"  [label="[32, 3, 3, 3]", style=solid];
+"258 Constant_5425" -> "257 Multiply_3747/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"259 Constant_5424" -> "257 Multiply_3747/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"260 Constant_5423" -> "257 Multiply_3747/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"261 Constant_5422" -> "257 Multiply_3747/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"262 Gather_4293" -> "257 Multiply_3747/fq_weights_1"  [label="[32, 3, 3, 3]", style=solid];
+"263 Constant_2333" -> "2 Divide_2378"  [label="[4]", style=dashed];
+"264 Constant_5420" -> "1 image_input/fq_output_0"  [label="[]", style=solid];
+"265 Constant_5419" -> "1 image_input/fq_output_0"  [label="[]", style=solid];
+"266 Constant_5418" -> "1 image_input/fq_output_0"  [label="[]", style=solid];
+"267 Constant_5417" -> "1 image_input/fq_output_0"  [label="[]", style=solid];
+"268 Constant_5360" -> "38 Transpose_1330/fq_output_0"  [label="[]", style=solid];
+"269 Constant_5359" -> "38 Transpose_1330/fq_output_0"  [label="[]", style=solid];
+"270 Constant_5358" -> "38 Transpose_1330/fq_output_0"  [label="[]", style=solid];
+"271 Constant_5357" -> "38 Transpose_1330/fq_output_0"  [label="[]", style=solid];
+"272 Transpose_1328" -> "34 Transpose_1330"  [label="[1, 1, 1, 1]", style=solid];
+"273 Constant_3811" -> "30 Transpose_1324"  [label="[1, 32, 1, 1]", style=solid];
+"274 Multiply_3803/fq_weights_1" -> "26 Multiply_3803"  [label="[32, 32, 3, 3]", style=solid];
+"275 Constant_5455" -> "274 Multiply_3803/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"276 Constant_5454" -> "274 Multiply_3803/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"277 Constant_5453" -> "274 Multiply_3803/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"278 Constant_5452" -> "274 Multiply_3803/fq_weights_1"  [label="[32, 1, 1, 1]", style=solid];
+"279 Multiply_4040" -> "274 Multiply_3803/fq_weights_1"  [label="[32, 32, 3, 3]", style=solid];
+"280 Constant_5365" -> "58 Transpose_1463/fq_output_0"  [label="[]", style=solid];
+"281 Constant_5364" -> "58 Transpose_1463/fq_output_0"  [label="[]", style=solid];
+"282 Constant_5363" -> "58 Transpose_1463/fq_output_0"  [label="[]", style=solid];
+"283 Constant_5362" -> "58 Transpose_1463/fq_output_0"  [label="[]", style=solid];
+"284 Transpose_1461" -> "54 Transpose_1463"  [label="[1, 1, 1, 1]", style=solid];
+"285 Constant_3867" -> "50 Transpose_1457"  [label="[1, 64, 1, 1]", style=solid];
+"286 Multiply_3859/fq_weights_1" -> "46 Multiply_3859"  [label="[64, 64, 3, 3]", style=solid];
+"287 Constant_5475" -> "286 Multiply_3859/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"288 Constant_5474" -> "286 Multiply_3859/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"289 Constant_5473" -> "286 Multiply_3859/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"290 Constant_5472" -> "286 Multiply_3859/fq_weights_1"  [label="[64, 1, 1, 1]", style=solid];
+"291 Multiply_4064" -> "286 Multiply_3859/fq_weights_1"  [label="[64, 64, 3, 3]", style=solid];
+"292 Constant_5380" -> "75 Transpose_1596/fq_output_0"  [label="[]", style=solid];
+"293 Constant_5379" -> "75 Transpose_1596/fq_output_0"  [label="[]", style=solid];
+"294 Constant_5378" -> "75 Transpose_1596/fq_output_0"  [label="[]", style=solid];
+"295 Constant_5377" -> "75 Transpose_1596/fq_output_0"  [label="[]", style=solid];
+"296 Transpose_1594" -> "72 Transpose_1596"  [label="[1, 1, 1, 1]", style=solid];
+"297 Constant_3923" -> "69 Transpose_1590"  [label="[1, 128, 1, 1]", style=solid];
+"298 Multiply_3915/fq_weights_1" -> "66 Multiply_3915"  [label="[128, 128, 3, 3]", style=solid];
+"299 Constant_5495" -> "298 Multiply_3915/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"300 Constant_5494" -> "298 Multiply_3915/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"301 Constant_5493" -> "298 Multiply_3915/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"302 Constant_5492" -> "298 Multiply_3915/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"303 Multiply_4088" -> "298 Multiply_3915/fq_weights_1"  [label="[128, 128, 3, 3]", style=solid];
+"304 Constant_1727" -> "104 Transpose_1728"  [label="[4]", style=dashed];
+"305 Constant_5415" -> "100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0"  [label="[]", style=solid];
+"306 Constant_5414" -> "100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0"  [label="[]", style=solid];
+"307 Constant_5413" -> "100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0"  [label="[]", style=solid];
+"308 Constant_5412" -> "100 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0"  [label="[]", style=solid];
+"309 Constant_669" -> "96 up_sampling2d/resize/ResizeNearestNeighbor"  [label="[2]", style=dashed];
+"310 up_sampling2d/Const" -> "103 up_sampling2d/mul"  [label="[2]", style=dashed];
+"311 up_sampling2d/strided_slice/stack_2" -> "99 up_sampling2d/strided_slice"  [label="[1]", style=dashed];
+"312 up_sampling2d/strided_slice/stack_1" -> "99 up_sampling2d/strided_slice"  [label="[1]", style=dashed];
+"313 up_sampling2d/strided_slice/stack" -> "99 up_sampling2d/strided_slice"  [label="[1]", style=dashed];
+"314 Constant_1725" -> "95 up_sampling2d/Shape"  [label="[]", style=dashed];
+"315 Constant_1723" -> "92 leaky_re_lu_17/LeakyRelu"  [label="[4]", style=dashed];
+"315 Constant_1723" -> "95 up_sampling2d/Shape"  [label="[4]", style=dashed];
+"316 Constant_5530" -> "88 Transpose_1724/fq_output_0"  [label="[]", style=solid];
+"317 Constant_5529" -> "88 Transpose_1724/fq_output_0"  [label="[]", style=solid];
+"318 Constant_5528" -> "88 Transpose_1724/fq_output_0"  [label="[]", style=solid];
+"319 Constant_5527" -> "88 Transpose_1724/fq_output_0"  [label="[]", style=solid];
+"320 Transpose_1722" -> "85 Transpose_1724"  [label="[1, 1, 1, 1]", style=solid];
+"321 Constant_3979" -> "82 Transpose_1718"  [label="[1, 128, 1, 1]", style=solid];
+"322 Multiply_3971/fq_weights_1" -> "79 Multiply_3971"  [label="[128, 256, 1, 1]", style=solid];
+"323 Constant_5525" -> "322 Multiply_3971/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"324 Constant_5524" -> "322 Multiply_3971/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"325 Constant_5523" -> "322 Multiply_3971/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"326 Constant_5522" -> "322 Multiply_3971/fq_weights_1"  [label="[128, 1, 1, 1]", style=solid];
+"327 Multiply_4112" -> "322 Multiply_3971/fq_weights_1"  [label="[128, 256, 1, 1]", style=solid];
+"328 Constant_5520" -> "77 Transpose_1694/fq_output_0"  [label="[]", style=solid];
+"329 Constant_5519" -> "77 Transpose_1694/fq_output_0"  [label="[]", style=solid];
+"330 Constant_5518" -> "77 Transpose_1694/fq_output_0"  [label="[]", style=solid];
+"331 Constant_5517" -> "77 Transpose_1694/fq_output_0"  [label="[]", style=solid];
+"332 Transpose_1692" -> "74 Transpose_1694"  [label="[1, 1, 1, 1]", style=solid];
+"333 Constant_3965" -> "71 Transpose_1688"  [label="[1, 256, 1, 1]", style=solid];
+"334 Multiply_3957/fq_weights_1" -> "68 Multiply_3957"  [label="[256, 512, 1, 1]", style=solid];
+"335 Constant_5515" -> "334 Multiply_3957/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"336 Constant_5514" -> "334 Multiply_3957/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"337 Constant_5513" -> "334 Multiply_3957/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"338 Constant_5512" -> "334 Multiply_3957/fq_weights_1"  [label="[256, 1, 1, 1]", style=solid];
+"339 Multiply_4106" -> "334 Multiply_3957/fq_weights_1"  [label="[256, 512, 1, 1]", style=solid];
+"340 Constant_5510" -> "65 Transpose_1664/fq_output_0"  [label="[]", style=solid];
+"341 Constant_5509" -> "65 Transpose_1664/fq_output_0"  [label="[]", style=solid];
+"342 Constant_5508" -> "65 Transpose_1664/fq_output_0"  [label="[]", style=solid];
+"343 Constant_5507" -> "65 Transpose_1664/fq_output_0"  [label="[]", style=solid];
+"344 Transpose_1662" -> "63 Transpose_1664"  [label="[1, 1, 1, 1]", style=solid];
+"345 Constant_3951" -> "60 Transpose_1658"  [label="[1, 512, 1, 1]", style=solid];
+"346 Multiply_3943/fq_weights_1" -> "56 Multiply_3943"  [label="[512, 512, 3, 3]", style=solid];
+"347 Constant_5505" -> "346 Multiply_3943/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"348 Constant_5504" -> "346 Multiply_3943/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"349 Constant_5503" -> "346 Multiply_3943/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"350 Constant_5502" -> "346 Multiply_3943/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"351 Multiply_4100" -> "346 Multiply_3943/fq_weights_1"  [label="[512, 512, 3, 3]", style=solid];
+"352 Constant_1801" -> "101 conv2d_17/BiasAdd"  [label="[4]", style=dashed];
+"353 Transpose_1800" -> "97 Transpose_1802"  [label="[1, 255, 1, 1]", style=solid];
+"354 Convolution_749/fq_weights_1" -> "93 Convolution_749"  [label="[255, 512, 1, 1]", style=solid];
+"355 Constant_5560" -> "354 Convolution_749/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"356 Constant_5559" -> "354 Convolution_749/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"357 Constant_5558" -> "354 Convolution_749/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"358 Constant_5557" -> "354 Convolution_749/fq_weights_1"  [label="[255, 1, 1, 1]", style=solid];
+"359 Transpose_748" -> "354 Convolution_749/fq_weights_1"  [label="[255, 512, 1, 1]", style=solid];
+"360 Constant_5555" -> "89 Transpose_1796/fq_output_0"  [label="[]", style=solid];
+"361 Constant_5554" -> "89 Transpose_1796/fq_output_0"  [label="[]", style=solid];
+"362 Constant_5553" -> "89 Transpose_1796/fq_output_0"  [label="[]", style=solid];
+"363 Constant_5552" -> "89 Transpose_1796/fq_output_0"  [label="[]", style=solid];
+"364 Transpose_1794" -> "86 Transpose_1796"  [label="[1, 1, 1, 1]", style=solid];
+"365 Constant_4007" -> "83 Transpose_1790"  [label="[1, 512, 1, 1]", style=solid];
+"366 Multiply_3999/fq_weights_1" -> "80 Multiply_3999"  [label="[512, 256, 3, 3]", style=solid];
+"367 Constant_5550" -> "366 Multiply_3999/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"368 Constant_5549" -> "366 Multiply_3999/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"369 Constant_5548" -> "366 Multiply_3999/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"370 Constant_5547" -> "366 Multiply_3999/fq_weights_1"  [label="[512, 1, 1, 1]", style=solid];
+"371 Multiply_4124" -> "366 Multiply_3999/fq_weights_1"  [label="[512, 256, 3, 3]", style=solid];
+}
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json
new file mode 120000
index 00000000000..a955b340aa9
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ComparisonBinaryModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json
new file mode 120000
index 00000000000..97b5be03de3
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ComparisonBinaryModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json
new file mode 120000
index 00000000000..74d5d9d7984
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ConvModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_performance.json
new file mode 120000
index 00000000000..ea4f322c0cf
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ConvModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json
new file mode 120000
index 00000000000..b39c9911bf5
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ConvNotBiasModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_performance.json
new file mode 120000
index 00000000000..1d4464e7950
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ConvNotBiasModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/DepthwiseConvModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/DepthwiseConvModel_mixed.json
new file mode 120000
index 00000000000..9e3286c856e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/DepthwiseConvModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/DepthwiseConvModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/DepthwiseConvModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/DepthwiseConvModel_performance.json
new file mode 120000
index 00000000000..c0c4b37214b
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/DepthwiseConvModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/DepthwiseConvModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/DynamicModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/DynamicModel_mixed.json
new file mode 120000
index 00000000000..8fac115c5eb
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/DynamicModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/DynamicModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/DynamicModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/DynamicModel_performance.json
new file mode 120000
index 00000000000..d63cee3b0f9
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/DynamicModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/DynamicModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/GroupNormalizationModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/GroupNormalizationModel_mixed.json
new file mode 120000
index 00000000000..2b03e597488
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/GroupNormalizationModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/GroupNormalizationModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/GroupNormalizationModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/GroupNormalizationModel_performance.json
new file mode 120000
index 00000000000..13071df1272
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/GroupNormalizationModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/GroupNormalizationModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_compressed_weights.json b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_compressed_weights.json
new file mode 120000
index 00000000000..a01109496e9
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_compressed_weights.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/IntegerModel_compressed_weights.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_compressed_weights_nf4.json b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_compressed_weights_nf4.json
new file mode 120000
index 00000000000..07cc378b8aa
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_compressed_weights_nf4.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/IntegerModel_compressed_weights_nf4.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_mixed.json
new file mode 120000
index 00000000000..44cf05c3f1c
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/IntegerModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_performance.json
new file mode 120000
index 00000000000..4e488119c1d
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/IntegerModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/IntegerModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/LSTMModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/LSTMModel_mixed.json
new file mode 120000
index 00000000000..857a7419cf5
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/LSTMModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/LSTMModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/LSTMModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/LSTMModel_performance.json
new file mode 120000
index 00000000000..31fdb65f457
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/LSTMModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/LSTMModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/LSTMSequenceModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/LSTMSequenceModel_mixed.json
new file mode 120000
index 00000000000..77b7882bf2d
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/LSTMSequenceModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/LSTMSequenceModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/LSTMSequenceModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/LSTMSequenceModel_performance.json
new file mode 120000
index 00000000000..d1f4096ea99
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/LSTMSequenceModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/LSTMSequenceModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/LinearModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/LinearModel_mixed.json
new file mode 120000
index 00000000000..5b853b78982
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/LinearModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/LinearModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/LinearModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/LinearModel_performance.json
new file mode 120000
index 00000000000..ecdd693648a
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/LinearModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/LinearModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/MatMul2DModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/MatMul2DModel_mixed.json
new file mode 120000
index 00000000000..ec9708bb9df
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/MatMul2DModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/MatMul2DModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/MatMul2DModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/MatMul2DModel_performance.json
new file mode 120000
index 00000000000..e0b20eaf1df
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/MatMul2DModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/MatMul2DModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ScaleShiftReluModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ScaleShiftReluModel_mixed.json
new file mode 120000
index 00000000000..2de91d576ac
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ScaleShiftReluModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ScaleShiftReluModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ScaleShiftReluModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ScaleShiftReluModel_performance.json
new file mode 120000
index 00000000000..cf1ef81f04a
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ScaleShiftReluModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ScaleShiftReluModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/SeBlockModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/SeBlockModel_mixed.json
new file mode 120000
index 00000000000..371cc670eab
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/SeBlockModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/SeBlockModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/SeBlockModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/SeBlockModel_performance.json
new file mode 120000
index 00000000000..0acc26e9075
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/SeBlockModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/SeBlockModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ShapeOfModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ShapeOfModel_mixed.json
new file mode 120000
index 00000000000..f9a3378f1e5
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ShapeOfModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ShapeOfModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/ShapeOfModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ShapeOfModel_performance.json
new file mode 120000
index 00000000000..8ba23ce3cd9
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/ShapeOfModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/ShapeOfModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/SharedConvModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/SharedConvModel_mixed.json
new file mode 120000
index 00000000000..292ca4cfcb4
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/SharedConvModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/SharedConvModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/SharedConvModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/SharedConvModel_performance.json
new file mode 120000
index 00000000000..79c2aa81efe
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/SharedConvModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/SharedConvModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/UnifiedEmbeddingModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/UnifiedEmbeddingModel_mixed.json
new file mode 120000
index 00000000000..4e6d348723c
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/UnifiedEmbeddingModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/UnifiedEmbeddingModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/UnifiedEmbeddingModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/UnifiedEmbeddingModel_performance.json
new file mode 120000
index 00000000000..d1ea7291476
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/UnifiedEmbeddingModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/UnifiedEmbeddingModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_mixed.json
new file mode 120000
index 00000000000..ef86343207e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/WeightsModel_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_disable.json b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_disable.json
new file mode 120000
index 00000000000..e257f9b6763
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_disable.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/WeightsModel_overflow_fix_disable.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_enable.json b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_enable.json
new file mode 120000
index 00000000000..6727a3128a3
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_enable.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/WeightsModel_overflow_fix_enable.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_first_layer_only.json b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_first_layer_only.json
new file mode 120000
index 00000000000..a3f6fb96c9d
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_overflow_fix_first_layer_only.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/WeightsModel_overflow_fix_first_layer_only.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_performance.json
new file mode 120000
index 00000000000..ff527772be1
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/WeightsModel_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/WeightsModel_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json
new file mode 120000
index 00000000000..aa1d5cafdba
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/mobilenet-v2-pytorch_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json
new file mode 120000
index 00000000000..e44b65e01c2
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/mobilenet-v2-pytorch_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json
new file mode 120000
index 00000000000..93801366a45
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/resnet-18-pytorch_mixed.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json
new file mode 120000
index 00000000000..bd87f64bffd
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json
@@ -0,0 +1 @@
+../../2023.1/reference_scales/resnet-18-pytorch_performance.json
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_mixed.json
new file mode 100644
index 00000000000..f452fd9ab28
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_mixed.json
@@ -0,0 +1,101530 @@
+{
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+}
\ No newline at end of file
diff --git a/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_performance.json b/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_performance.json
new file mode 100644
index 00000000000..89c067cdfb6
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_performance.json
@@ -0,0 +1,101530 @@
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+                        0.2500016987323761
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.5786615014076233
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.6119013428688049
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.38488635420799255
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.33085596561431885
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2507270276546478
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.1816696971654892
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.1800355762243271
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.40656164288520813
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2021367996931076
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.44479307532310486
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.29712578654289246
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3996196985244751
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.1492534875869751
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.4635941684246063
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2717963755130768
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.34748226404190063
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.44358864426612854
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2847086191177368
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.376965194940567
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.32586565613746643
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.17104625701904297
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.32218137383461
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.211472287774086
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.09723836928606033
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3418874144554138
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3916943669319153
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2619587481021881
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.22557030618190765
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.5218086242675781
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2804584503173828
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.6260684132575989
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.35217636823654175
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.4156399667263031
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.31204962730407715
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2755093276500702
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.40159279108047485
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.10546095669269562
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3404009938240051
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.5661762952804565
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2990707457065582
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.40878310799598694
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.28897884488105774
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.25208282470703125
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.22222471237182617
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3201964795589447
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.41777145862579346
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.23575524985790253
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.31201350688934326
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.31776583194732666
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.38587480783462524
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.372934490442276
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2839685082435608
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.470355361700058
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.26239827275276184
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.18727193772792816
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3786683976650238
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.17102296650409698
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.4149217903614044
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3316099941730499
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3777531087398529
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.32903388142585754
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.8038020133972168
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.32605788111686707
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.35834142565727234
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.8206318616867065
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.36079129576683044
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3316608667373657
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3379085958003998
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3698585629463196
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.7902351021766663
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.641930878162384
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.45056918263435364
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.40289223194122314
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.45285239815711975
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.5244473814964294
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.27365386486053467
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.5285622477531433
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3318517804145813
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2601200342178345
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.34788778424263
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.294899582862854
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.34571847319602966
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.41694262623786926
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3004600405693054
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.2787359654903412
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.4523940682411194
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.41471022367477417
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.33701208233833313
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.315030038356781
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.30671921372413635
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3585756719112396
+                    ]
+                ]
+            ],
+            [
+                [
+                    [
+                        0.3524070680141449
+                    ]
+                ]
+            ]
+        ]
+    }
+}
\ No newline at end of file
diff --git a/tests/openvino/native/quantization/test_fq_params_calculation.py b/tests/openvino/native/quantization/test_fq_params_calculation.py
index c28b415ad59..180eb7190c9 100644
--- a/tests/openvino/native/quantization/test_fq_params_calculation.py
+++ b/tests/openvino/native/quantization/test_fq_params_calculation.py
@@ -22,6 +22,7 @@
 from nncf.quantization.algorithms.min_max.algorithm import MinMaxQuantization
 from tests.openvino.conftest import OPENVINO_NATIVE_TEST_ROOT
 from tests.openvino.native.common import get_dataset_for_test
+from tests.openvino.native.common import get_openvino_version
 from tests.openvino.native.models import SYNTHETIC_MODELS
 from tests.openvino.native.models import ConvModel
 from tests.openvino.native.models import FPModel
@@ -33,7 +34,8 @@
 from tests.shared.helpers import compare_stats
 from tests.shared.helpers import load_json
 
-REFERENCE_SCALES_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / "reference_scales"
+OV_VERSION = get_openvino_version()
+REFERENCE_SCALES_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / OV_VERSION / "reference_scales"
 
 
 def get_fq_nodes_stats_algo(model):
diff --git a/tests/openvino/native/quantization/test_graphs.py b/tests/openvino/native/quantization/test_graphs.py
index e7913870285..9073a4bb581 100644
--- a/tests/openvino/native/quantization/test_graphs.py
+++ b/tests/openvino/native/quantization/test_graphs.py
@@ -28,6 +28,7 @@
 from tests.openvino.native.common import compare_nncf_graphs
 from tests.openvino.native.common import dump_model
 from tests.openvino.native.common import get_dataset_for_test
+from tests.openvino.native.common import get_openvino_version
 from tests.openvino.native.models import SYNTHETIC_MODELS
 from tests.openvino.native.models import DepthwiseConv3DModel
 from tests.openvino.native.models import DepthwiseConv4DModel
@@ -39,7 +40,8 @@
 from tests.openvino.omz_helpers import convert_model
 from tests.openvino.omz_helpers import download_model
 
-QUANTIZED_REF_GRAPHS_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / "reference_graphs" / "quantized"
+OV_VERSION = get_openvino_version()
+QUANTIZED_REF_GRAPHS_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / OV_VERSION / "reference_graphs" / "quantized"
 
 
 @pytest.mark.parametrize("model_creator_func", SYNTHETIC_MODELS.values())
diff --git a/tests/openvino/native/quantization/test_weights_compression.py b/tests/openvino/native/quantization/test_weights_compression.py
index 52d1d32229a..766561efe11 100644
--- a/tests/openvino/native/quantization/test_weights_compression.py
+++ b/tests/openvino/native/quantization/test_weights_compression.py
@@ -19,10 +19,10 @@
 
 from nncf import CompressWeightsMode
 from nncf.openvino.graph.node_utils import get_const_value
-from nncf.openvino.quantization.weights_compression import _calculate_scale_per_group
-from nncf.openvino.quantization.weights_compression import _get_int8_err
-from nncf.openvino.quantization.weights_compression import _get_nf4_error
 from nncf.quantization import compress_weights
+from nncf.quantization.algorithms.weight_compression.openvino_backend import _calculate_scale_per_group
+from nncf.quantization.algorithms.weight_compression.openvino_backend import _get_int8_err
+from nncf.quantization.algorithms.weight_compression.openvino_backend import _get_nf4_error
 from tests.openvino.native.models import IntegerModel
 from tests.openvino.native.models import SequentialMatmulModel
 from tests.openvino.native.models import WeightsModel
@@ -345,10 +345,10 @@ def test_raise_error_with_incorrect_group_size():
 
 
 def test_raise_error_with_int8_and_non_default_ratio(mocker):
-    with pytest.raises(RuntimeError):
+    with pytest.raises(AttributeError):
         compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, ratio=0.5)
 
 
 def test_raise_error_with_int8_and_non_default_group_size(mocker):
-    with pytest.raises(RuntimeError):
+    with pytest.raises(AttributeError):
         compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, group_size=64)
diff --git a/tests/openvino/native/test_bias_correction.py b/tests/openvino/native/test_bias_correction.py
index 6b42f11d4e2..e539b26faf7 100644
--- a/tests/openvino/native/test_bias_correction.py
+++ b/tests/openvino/native/test_bias_correction.py
@@ -24,8 +24,11 @@
 from nncf.quantization.algorithms.bias_correction.openvino_backend import OVBiasCorrectionAlgoBackend
 from tests.openvino.conftest import OPENVINO_NATIVE_TEST_ROOT
 from tests.openvino.native.common import compare_nncf_graphs
+from tests.openvino.native.common import get_openvino_version
 from tests.post_training.test_templates.test_bias_correction import TemplateTestBCAlgorithm
 
+OV_VERSION = get_openvino_version()
+
 
 class TestOVBCAlgorithm(TemplateTestBCAlgorithm):
     @staticmethod
@@ -67,7 +70,15 @@ def remove_fq_from_inputs(model: ov.Model) -> ov.Model:
 
     @staticmethod
     def get_ref_path(suffix: str) -> str:
-        return OPENVINO_NATIVE_TEST_ROOT / "data" / "reference_graphs" / "quantized" / "subgraphs" / f"{suffix}.dot"
+        return (
+            OPENVINO_NATIVE_TEST_ROOT
+            / "data"
+            / OV_VERSION
+            / "reference_graphs"
+            / "quantized"
+            / "subgraphs"
+            / f"{suffix}.dot"
+        )
 
     @staticmethod
     def compare_nncf_graphs(model: ov.Model, ref_path: str) -> None:
diff --git a/tests/openvino/native/test_model_transformer.py b/tests/openvino/native/test_model_transformer.py
index 608e98a5e26..febcb0a3036 100644
--- a/tests/openvino/native/test_model_transformer.py
+++ b/tests/openvino/native/test_model_transformer.py
@@ -39,6 +39,7 @@
 from nncf.quantization.fake_quantize import FakeQuantizeParameters
 from tests.openvino.conftest import OPENVINO_NATIVE_TEST_ROOT
 from tests.openvino.native.common import compare_nncf_graphs
+from tests.openvino.native.common import get_openvino_version
 from tests.openvino.native.models import ConvModel
 from tests.openvino.native.models import ConvNotBiasModel
 from tests.openvino.native.models import FPModel
@@ -48,7 +49,8 @@
 from tests.openvino.native.models import WeightsModel
 from tests.openvino.native.models import ZeroRankEltwiseModel
 
-REFERENCE_GRAPHS_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / "reference_graphs" / "original_nncf_graph"
+OV_VERSION = get_openvino_version()
+REFERENCE_GRAPHS_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / OV_VERSION / "reference_graphs" / "original_nncf_graph"
 
 TARGET_INSERT_LAYERS = [["Add"], ["MatMul"], ["Add", "MatMul"]]
 TARGET_PRE_LAYER_FQS = [["Add/fq_input_0"], ["MatMul/fq_input_0"], ["Add/fq_input_0", "MatMul/fq_input_0"]]
diff --git a/tests/openvino/native/test_nncf_graph_builder.py b/tests/openvino/native/test_nncf_graph_builder.py
index 03ea07e9cc6..8b21431aa67 100644
--- a/tests/openvino/native/test_nncf_graph_builder.py
+++ b/tests/openvino/native/test_nncf_graph_builder.py
@@ -17,12 +17,14 @@
 from nncf.openvino.graph.nncf_graph_builder import GraphConverter
 from tests.openvino.conftest import OPENVINO_NATIVE_TEST_ROOT
 from tests.openvino.native.common import compare_nncf_graphs
+from tests.openvino.native.common import get_openvino_version
 from tests.openvino.native.models import SYNTHETIC_MODELS
 from tests.openvino.native.models import ParallelEdgesModel
 from tests.openvino.omz_helpers import convert_model
 from tests.openvino.omz_helpers import download_model
 
-REFERENCE_GRAPHS_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / "reference_graphs" / "original_nncf_graph"
+OV_VERSION = get_openvino_version()
+REFERENCE_GRAPHS_DIR = OPENVINO_NATIVE_TEST_ROOT / "data" / OV_VERSION / "reference_graphs" / "original_nncf_graph"
 
 
 @pytest.mark.parametrize("model_cls_to_test", SYNTHETIC_MODELS.values())
diff --git a/tests/openvino/tools/calibrate.py b/tests/openvino/tools/calibrate.py
index 6ca576b0052..59e793ac1e3 100644
--- a/tests/openvino/tools/calibrate.py
+++ b/tests/openvino/tools/calibrate.py
@@ -125,15 +125,34 @@ class ACValidationFunction:
         "ndcg": "sigmoid_recom_loss",
     }
 
-    def __init__(self, model_evaluator: ModelEvaluator, metric_name: str, requests_number: Optional[int] = None):
+    SPECIAL_METRICS = [
+        "cmc",
+        "reid_map",
+        "pairwise_accuracy_subsets",
+        "pairwise_accuracy",
+        "normalized_embedding_accuracy",
+        "face_recognition_tafa_pair_metric",
+        "localization_recall",
+        "coco_orig_keypoints_precision",
+        "coco_orig_segm_precision",
+        "coco_orig_keypoints_precision",
+        "spearman_correlation_coef",
+        "pearson_correlation_coef",
+    ]
+
+    def __init__(
+        self, model_evaluator: ModelEvaluator, metric_name: str, metric_type: str, requests_number: Optional[int] = None
+    ):
         """
         :param model_evaluator: Model Evaluator.
         :param metric_name: Name of a metric.
+        :param metric_type: Type of a metric.
         :param requests_number: A number of infer requests. If it is `None`,
             the count will be selected automatically.
         """
         self._model_evaluator = model_evaluator
         self._metric_name = metric_name
+        self._metric_type = metric_type
         self._persample_metric_name = self.METRIC_TO_PERSAMPLE_METRIC.get(self._metric_name, self._metric_name)
         registered_metrics = model_evaluator.get_metrics_attributes()
         if self._persample_metric_name not in registered_metrics:
@@ -141,6 +160,8 @@ def __init__(self, model_evaluator: ModelEvaluator, metric_name: str, requests_n
         self._requests_number = requests_number
         self._values_for_each_item = []
 
+        self._collect_outputs = self._metric_type in self.SPECIAL_METRICS
+
     def __call__(self, compiled_model: ov.CompiledModel, indices: Optional[Iterable[int]] = None) -> float:
         """
         Calculates metrics for the provided model.
@@ -203,6 +224,11 @@ def _output_callback(self, raw_predictions, **kwargs):
             return
 
         for sample_id, results in metrics_result.items():
+            if self._collect_outputs:
+                output = list(raw_predictions.values())[0]
+                self._values_for_each_item.append({"sample_id": sample_id, "metric_value": output})
+                continue
+
             for metric_result in results:
                 if metric_result.metric_name != self._persample_metric_name:
                     continue
@@ -940,10 +966,11 @@ def quantize_model_with_accuracy_control(
         )
         model_evaluator.load_network([{"model": ov_model}])
 
+    metric_type = accuracy_checker_config["models"][0]["datasets"][0]["metrics"][0]["type"]
     metric_name = accuracy_checker_config["models"][0]["datasets"][0]["metrics"][0].get("name", None)
     if metric_name is None:
-        metric_name = accuracy_checker_config["models"][0]["datasets"][0]["metrics"][0]["type"]
-    validation_fn = ACValidationFunction(model_evaluator, metric_name)
+        metric_name = metric_type
+    validation_fn = ACValidationFunction(model_evaluator, metric_name, metric_type)
 
     name_to_quantization_impl_map = {
         "pot": pot_quantize_with_native_accuracy_control,
diff --git a/tests/post_training/pipelines/base.py b/tests/post_training/pipelines/base.py
index 9984a4df18a..0306fc9594e 100644
--- a/tests/post_training/pipelines/base.py
+++ b/tests/post_training/pipelines/base.py
@@ -279,6 +279,19 @@ def run(self) -> None:
         self.save_quantized_model()
         self.get_num_fq()
         self.validate()
+        self.cleanup_torchscript_cache()
+
+    @staticmethod
+    def cleanup_torchscript_cache():
+        """
+        Helper for removing cached model representation.
+
+        After run torch.jit.trace in convert_model, PyTorch does not clear the trace cache automatically.
+        """
+        # pylint: disable=protected-access
+        torch._C._jit_clear_class_registry()
+        torch.jit._recursive.concrete_type_store = torch.jit._recursive.ConcreteTypeStore()
+        torch.jit._state._clear_class_state()
 
     def get_run_info(self) -> RunInfo:
         return self.run_info
diff --git a/tests/post_training/test_templates/models.py b/tests/post_training/test_templates/models.py
index 546a4104318..86d258066b4 100644
--- a/tests/post_training/test_templates/models.py
+++ b/tests/post_training/test_templates/models.py
@@ -144,7 +144,7 @@ def __init__(
         #           Conv_2
         #             |
         #           Output_1
-        if use_one_layer_attrs and not conv_layer_attrs is None and conv_2_layer_attrs is None:
+        if use_one_layer_attrs and conv_layer_attrs is not None and conv_2_layer_attrs is None:
             conv_2_layer_attrs = conv_layer_attrs
         nodes = [
             NodeWithType("Input_1", InputNoopMetatype),
diff --git a/tests/post_training/test_templates/test_calculate_quantizer_parameters.py b/tests/post_training/test_templates/test_calculate_quantizer_parameters.py
index bffe249d064..ebcc5df7e75 100644
--- a/tests/post_training/test_templates/test_calculate_quantizer_parameters.py
+++ b/tests/post_training/test_templates/test_calculate_quantizer_parameters.py
@@ -19,6 +19,7 @@
 from nncf.common.quantization.structs import QuantizationMode
 from nncf.common.quantization.structs import QuantizerConfig
 from nncf.common.quantization.structs import QuantizerGroup
+from nncf.experimental.tensor import functions as fns
 from nncf.quantization.fake_quantize import FakeQuantizeParameters
 from nncf.quantization.fake_quantize import calculate_quantizer_parameters
 from tests.post_training.conftest import FQ_CALCULATED_PARAMETERS_PATH
@@ -32,10 +33,10 @@ def compare_fq_parameters(ref_params, params):
     assert ref_params.input_high.shape == params.input_high.shape
     assert ref_params.output_low.shape == params.output_low.shape
     assert ref_params.output_high.shape == params.output_high.shape
-    assert np.allclose(ref_params.input_low, params.input_low)
-    assert np.allclose(ref_params.input_high, params.input_high)
-    assert np.allclose(ref_params.output_low, params.output_low)
-    assert np.allclose(ref_params.output_high, params.output_high)
+    assert fns.allclose(ref_params.input_low, params.input_low)
+    assert fns.allclose(ref_params.input_high, params.input_high)
+    assert fns.allclose(ref_params.output_low, params.output_low)
+    assert fns.allclose(ref_params.output_high, params.output_high)
 
 
 def get_test_reference_key(q_group, q_config, narrow_range, hf_range):
diff --git a/tests/post_training/test_templates/test_channel_alignment.py b/tests/post_training/test_templates/test_channel_alignment.py
index 21f6cfdeaaf..0ad51ff76c7 100644
--- a/tests/post_training/test_templates/test_channel_alignment.py
+++ b/tests/post_training/test_templates/test_channel_alignment.py
@@ -240,9 +240,9 @@ def check_updated_values(updated_conv_in, updated_conv_out, updated_bias_in):
     def test_get_node_pairs(self, first_conv_attrs, second_conv_attrs, ref_match):
         algorithm = ChannelAlignment()
         algorithm._backend_entity = self.get_backend_cls()
-        if not first_conv_attrs is None:
+        if first_conv_attrs is not None:
             first_conv_attrs = self.convert_conv_layer_attrs(first_conv_attrs)
-        if not second_conv_attrs is None:
+        if second_conv_attrs is not None:
             second_conv_attrs = self.convert_conv_layer_attrs(second_conv_attrs)
         nncf_graph = NNCFGraphCA(
             self.get_conv_metatype(),
diff --git a/tests/post_training/test_templates/test_fast_bias_correction.py b/tests/post_training/test_templates/test_fast_bias_correction.py
index b972ce851cd..c4ea71d6551 100644
--- a/tests/post_training/test_templates/test_fast_bias_correction.py
+++ b/tests/post_training/test_templates/test_fast_bias_correction.py
@@ -67,7 +67,7 @@ def test_reshape_bias_shift(self, bias_value: list, bias_shift: list, channel_ax
         algo = FastBiasCorrection(subset_size=1, inplace_statistics=False)
         # pylint: disable=protected-access
         algo._backend_entity = self.get_backend()
-        new_bias_shift = algo.reshape_bias_shift(bias_shift, bias_value, channel_axis)
+        new_bias_shift = algo._reshape_bias_shift(bias_shift, bias_value, channel_axis)
         assert list(new_bias_shift.shape) == ref_shape
 
     @staticmethod
diff --git a/tests/shared/__init__.py b/tests/shared/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/shared/__init__.py
+++ b/tests/shared/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/shared/nx_graph.py b/tests/shared/nx_graph.py
index 518627f7a10..1387a90207a 100644
--- a/tests/shared/nx_graph.py
+++ b/tests/shared/nx_graph.py
@@ -98,7 +98,7 @@ def graph_key(line: str) -> LineOrder:
 def _build_node_id_vs_attrs_dict(
     nx_graph: nx.DiGraph, id_from_attr: bool = False
 ) -> Dict[Union[int, str], Dict[str, str]]:
-    retval = {}  # type: Dict[Union[int, str], Dict[str, str]]
+    retval: Dict[Union[int, str], Dict[str, str]] = {}
     for node_name, node_attrs in nx_graph.nodes.items():
         # When read a dot graph dumped by pydot the extra '\n' symbol appears as a graph node.
         # https://github.com/networkx/networkx/issues/5686
diff --git a/tests/shared/test_templates/template_test_nncf_tensor.py b/tests/shared/test_templates/template_test_nncf_tensor.py
index 9fff5e9de1c..461deb14fce 100644
--- a/tests/shared/test_templates/template_test_nncf_tensor.py
+++ b/tests/shared/test_templates/template_test_nncf_tensor.py
@@ -17,10 +17,11 @@
 
 import pytest
 
+from nncf.experimental.common.tensor_statistics import statistical_functions as s_fns
 from nncf.experimental.tensor import Tensor
 from nncf.experimental.tensor import TensorDataType
 from nncf.experimental.tensor import TensorDeviceType
-from nncf.experimental.tensor import functions
+from nncf.experimental.tensor import functions as fns
 
 TModel = TypeVar("TModel")
 TTensor = TypeVar("TTensor")
@@ -68,6 +69,7 @@ def test_operators_tensor(self, op_name):
         assert res.dtype == res_nncf.data.dtype
         assert all(res == res_nncf.data)
         assert isinstance(res_nncf, Tensor)
+        assert res_nncf.device == nncf_tensor_a.device
 
     @pytest.mark.parametrize("op_name", OPERATOR_MAP.keys())
     def test_operators_int(self, op_name):
@@ -83,6 +85,7 @@ def test_operators_int(self, op_name):
         assert res.dtype == res_nncf.data.dtype
         assert all(res == res_nncf.data)
         assert isinstance(res_nncf, Tensor)
+        assert res_nncf.device == nncf_tensor_a.device
 
     @pytest.mark.parametrize("op_name", ("add", "sub", "mul", "truediv", "floordiv"))
     def test_operators_int_rev(self, op_name):
@@ -98,6 +101,7 @@ def test_operators_int_rev(self, op_name):
         assert res.dtype == res_nncf.data.dtype
         assert all(res == res_nncf.data)
         assert isinstance(res_nncf, Tensor)
+        assert res_nncf.device == nncf_tensor_a.device
 
     @pytest.mark.parametrize("op_name", COMPARISON_OPERATOR_MAP.keys())
     def test_comparison_tensor(self, op_name):
@@ -150,6 +154,7 @@ def test_comparison_int_rev(self, op_name):
             ([[[[1], [2]], [[1], [2]]]], None, [[1, 2], [1, 2]]),
             ([[[[1], [2]], [[1], [2]]]], 0, [[[1], [2]], [[1], [2]]]),
             ([[[[1], [2]], [[1], [2]]]], -1, [[[1, 2], [1, 2]]]),
+            ([[[[1], [2]], [[1], [2]]]], (0, 3), [[1, 2], [1, 2]]),
         ),
     )
     def test_squeeze(self, val, axis, ref):
@@ -157,11 +162,23 @@ def test_squeeze(self, val, axis, ref):
         nncf_tensor = Tensor(tensor)
         ref_tensor = self.to_tensor(ref)
         res = nncf_tensor.squeeze(axis=axis)
-        if isinstance(ref, list):
-            assert functions.all(res == ref_tensor)
-        else:
-            assert res == ref_tensor
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, ref_tensor)
+        assert res.device == nncf_tensor.device
+
+    @pytest.mark.parametrize(
+        "val, axis, exception_type, exception_match",
+        (
+            ([[[[1], [2]], [[1], [2]]]], (0, 1), ValueError, "not equal to one"),
+            ([[[[1], [2]], [[1], [2]]]], 42, IndexError, "out of"),
+            ([[[[1], [2]], [[1], [2]]]], (0, 42), IndexError, "out of"),
+        ),
+    )
+    def test_squeeze_axis_error(self, val, axis, exception_type, exception_match):
+        tensor = self.to_tensor(val)
+        nncf_tensor = Tensor(tensor)
+        with pytest.raises(exception_type, match=exception_match):
+            nncf_tensor.squeeze(axis=axis)
 
     @pytest.mark.parametrize(
         "val, axis, ref",
@@ -177,12 +194,10 @@ def test_fn_squeeze(self, val, axis, ref):
         tensor = self.to_tensor(val)
         nncf_tensor = Tensor(tensor)
         ref_tensor = self.to_tensor(ref)
-        res = functions.squeeze(nncf_tensor, axis=axis)
-        if isinstance(ref, list):
-            assert functions.all(res == ref_tensor)
-        else:
-            assert res == ref_tensor
+        res = fns.squeeze(nncf_tensor, axis=axis)
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, ref_tensor)
+        assert res.device == nncf_tensor.device
 
     @pytest.mark.parametrize(
         "val,ref",
@@ -197,31 +212,9 @@ def test_flatten(self, val, ref):
         nncf_tensor = Tensor(tensor)
         ref_tensor = self.to_tensor(ref)
         res = nncf_tensor.flatten()
-        if isinstance(ref, list):
-            assert all(res.data == ref_tensor)
-        else:
-            assert res.data == ref_tensor
-        assert isinstance(res, Tensor)
-
-    @pytest.mark.parametrize(
-        "val, axis, ref",
-        (
-            (1, None, 1),
-            ([1], None, 1),
-            ([[[[1], [2]], [[3], [4]]]], None, 4),
-            ([[1, 2], [3, 4]], 1, [2, 4]),
-        ),
-    )
-    def test_max(self, val, axis, ref):
-        tensor = self.to_tensor(val)
-        nncf_tensor = Tensor(tensor)
-        ref_tensor = self.to_tensor(ref)
-        res = nncf_tensor.max(axis=axis)
-        if isinstance(ref, list):
-            assert all(res.data == ref_tensor)
-        else:
-            assert res.data == ref_tensor
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, ref_tensor)
+        assert res.device == nncf_tensor.device
 
     @pytest.mark.parametrize(
         "val, axis, ref",
@@ -236,12 +229,10 @@ def test_fn_max(self, val, axis, ref):
         tensor = self.to_tensor(val)
         nncf_tensor = Tensor(tensor)
         ref_tensor = self.to_tensor(ref)
-        res = functions.max(nncf_tensor, axis=axis)
-        if isinstance(ref, list):
-            assert all(res.data == ref_tensor)
-        else:
-            assert res.data == ref_tensor
+        res = fns.max(nncf_tensor, axis=axis)
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, ref_tensor)
+        assert res.device == nncf_tensor.device
 
     @pytest.mark.parametrize(
         "val, axis, ref",
@@ -256,30 +247,9 @@ def test_min(self, val, axis, ref):
         nncf_tensor = Tensor(self.to_tensor(val))
         ref_tensor = self.to_tensor(ref)
         res = nncf_tensor.min(axis=axis)
-        if isinstance(ref, list):
-            assert all(res.data == ref_tensor)
-        else:
-            assert res.data == ref_tensor
-        assert isinstance(res, Tensor)
-
-    @pytest.mark.parametrize(
-        "val, axis, ref",
-        (
-            (1, None, 1),
-            ([1], None, 1),
-            ([[[[1], [2]], [[3], [4]]]], None, 1),
-            ([[1, 2], [3, 4]], 1, [1, 3]),
-        ),
-    )
-    def test_fn_min(self, val, axis, ref):
-        nncf_tensor = Tensor(self.to_tensor(val))
-        ref_tensor = self.to_tensor(ref)
-        res = functions.min(nncf_tensor, axis=axis)
-        if isinstance(ref, list):
-            assert all(res.data == ref_tensor)
-        else:
-            assert res.data == ref_tensor
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, ref_tensor)
+        assert res.device == nncf_tensor.device
 
     @pytest.mark.parametrize(
         "val, ref",
@@ -292,11 +262,9 @@ def test_abs(self, val, ref):
         nncf_tensor = Tensor(self.to_tensor(val))
         nncf_ref_tensor = Tensor(self.to_tensor(ref))
         res = nncf_tensor.abs()
-        if isinstance(ref, list):
-            assert all(res == nncf_ref_tensor)
-        else:
-            assert res == nncf_ref_tensor
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, nncf_ref_tensor)
+        assert res.device == nncf_tensor.device
 
     @pytest.mark.parametrize(
         "val, ref",
@@ -308,12 +276,10 @@ def test_abs(self, val, ref):
     def test_fn_abs(self, val, ref):
         nncf_tensor = Tensor(self.to_tensor(val))
         nncf_ref_tensor = Tensor(self.to_tensor(ref))
-        res = functions.abs(nncf_tensor)
-        if isinstance(ref, list):
-            assert all(res == nncf_ref_tensor)
-        else:
-            assert res == nncf_ref_tensor
+        res = fns.abs(nncf_tensor)
         assert isinstance(res, Tensor)
+        assert fns.allclose(res, nncf_ref_tensor)
+        assert res.device == nncf_tensor.device
 
     def test_getitem(self):
         arr = [0, 1, 2]
@@ -321,6 +287,7 @@ def test_getitem(self):
         res = nncf_tensor[1]
         assert res == 1
         assert isinstance(res, Tensor)
+        assert res.device == nncf_tensor.device
 
     def test_iter(self):
         arr = [0, 1, 2]
@@ -341,67 +308,72 @@ def test_iter(self):
         ),
     )
     def test_fn_count_nonzero(self, axis, ref):
-        tensor = self.to_tensor([[1, 2], [1, 0]])
+        tensor = self.to_tensor([[1.0, 2.0], [1.0, 0.0]])
         nncf_tensor = Tensor(tensor)
         ref_tensor = self.to_tensor(ref)
-        res = functions.count_nonzero(nncf_tensor, axis=axis)
-        if axis is None:
-            assert res.data == ref_tensor
-        else:
-            assert all(res.data == self.to_tensor(ref))
+        res = fns.count_nonzero(nncf_tensor, axis=axis)
+
         assert isinstance(res, Tensor)
+        assert fns.allclose(res.data, ref_tensor)
+        assert res.device == nncf_tensor.device
 
     def test_fn_zeros_like(self):
         tensor = self.to_tensor([1, 2])
         nncf_tensor = Tensor(tensor)
 
-        res = functions.zeros_like(nncf_tensor)
+        res = fns.zeros_like(nncf_tensor)
         assert all(res == Tensor(tensor * 0))
         assert isinstance(res, Tensor)
+        assert res.device == nncf_tensor.device
 
     def test_fn_maximum(self):
         tensor_a = Tensor(self.to_tensor([1, 2]))
         tensor_b = Tensor(self.to_tensor([2, 1]))
         tensor_ref = self.to_tensor([2, 2])
 
-        res = functions.maximum(tensor_a, tensor_b)
+        res = fns.maximum(tensor_a, tensor_b)
         assert all(res.data == tensor_ref)
         assert isinstance(res, Tensor)
+        assert res.device == tensor_a.device
 
     def test_fn_maximum_list(self):
         tensor_a = Tensor(self.to_tensor([1, 2]))
         tensor_b = [2, 1]
         tensor_ref = self.to_tensor([2, 2])
 
-        res = functions.maximum(tensor_a, tensor_b)
+        res = fns.maximum(tensor_a, tensor_b)
         assert all(res.data == tensor_ref)
         assert isinstance(res, Tensor)
+        assert res.device == tensor_a.device
 
     def test_fn_minimum(self):
         tensor_a = Tensor(self.to_tensor([1, 2]))
         tensor_b = Tensor(self.to_tensor([2, 1]))
         tensor_ref = self.to_tensor([1, 1])
 
-        res = functions.minimum(tensor_a, tensor_b)
+        res = fns.minimum(tensor_a, tensor_b)
         assert all(res.data == tensor_ref)
         assert isinstance(res, Tensor)
+        assert res.device == tensor_a.device
 
     def test_fn_minimum_list(self):
         tensor_a = Tensor(self.to_tensor([1, 2]))
         tensor_b = [2, 1]
         tensor_ref = self.to_tensor([1, 1])
 
-        res = functions.minimum(tensor_a, tensor_b)
+        res = fns.minimum(tensor_a, tensor_b)
         assert all(res.data == tensor_ref)
         assert isinstance(res, Tensor)
+        assert res.device == tensor_a.device
 
     def test_fn_ones_like(self):
         tensor_a = Tensor(self.to_tensor([1, 2]))
         tensor_ref = self.to_tensor([1, 1])
 
-        res = functions.ones_like(tensor_a)
+        res = fns.ones_like(tensor_a)
         assert all(res.data == tensor_ref)
         assert isinstance(res, Tensor)
+        assert res.device == tensor_a.device
 
     @pytest.mark.parametrize(
         "val, axis, ref",
@@ -414,12 +386,10 @@ def test_fn_ones_like(self):
     )
     def test_fn_all(self, val, axis, ref):
         tensor = Tensor(self.to_tensor(val))
-        res = functions.all(tensor, axis=axis)
-        if isinstance(ref, list):
-            assert all(res.data == self.to_tensor(ref))
-        else:
-            assert res.data == self.to_tensor(ref)
+        res = fns.all(tensor, axis=axis)
         assert isinstance(res, Tensor)
+        assert fns.allclose(res.data, self.to_tensor(ref))
+        assert res.device == tensor.device
 
     @pytest.mark.parametrize(
         "val, axis, ref",
@@ -432,19 +402,19 @@ def test_fn_all(self, val, axis, ref):
     )
     def test_fn_any(self, val, axis, ref):
         tensor = Tensor(self.to_tensor(val))
-        res = functions.any(tensor, axis=axis)
-        if isinstance(ref, list):
-            assert all(res.data == self.to_tensor(ref))
-        else:
-            assert res == ref
+        res = fns.any(tensor, axis=axis)
+
         assert isinstance(res, Tensor)
+        assert fns.allclose(res.data, self.to_tensor(ref))
+        assert res.device == tensor.device
 
     def test_fn_where(self):
         tensor = Tensor(self.to_tensor([1, -1]))
         tensor_ref = self.to_tensor([1, 0])
-        res = functions.where(tensor > 0, 1, 0)
+        res = fns.where(tensor > 0, 1, 0)
         assert all(res.data == tensor_ref)
         assert isinstance(res, Tensor)
+        assert res.device == tensor.device
 
     @pytest.mark.parametrize(
         "val, ref",
@@ -456,9 +426,9 @@ def test_fn_where(self):
     )
     def test_fn_isempty(self, val, ref):
         tensor = Tensor(self.to_tensor(val))
-        res = functions.isempty(tensor)
+        res = fns.isempty(tensor)
         assert res == ref
-        assert isinstance(res, Tensor)
+        assert isinstance(res, bool)
 
     @pytest.mark.parametrize(
         "val, ref",
@@ -472,7 +442,7 @@ def test_isempty(self, val, ref):
         tensor = Tensor(self.to_tensor(val))
         res = tensor.isempty()
         assert res == ref
-        assert isinstance(res, Tensor)
+        assert isinstance(res, bool)
 
     @pytest.mark.parametrize(
         "x1, x2, rtol, atol, ref",
@@ -482,19 +452,19 @@ def test_isempty(self, val, ref):
             ([0.1], [0.10001], 0.1, None, True),
             ([0.1], [0.10001], None, 0.1, True),
             ([0.1], [0.20001], None, 0.1, False),
+            ([0.1], 0.1, None, None, True),
         ),
     )
     def test_fn_allclose(self, x1, x2, rtol, atol, ref):
         tensor1 = Tensor(self.to_tensor(x1))
         tensor2 = Tensor(self.to_tensor(x2))
         if rtol is not None:
-            res = functions.allclose(tensor1, tensor2, rtol=rtol)
+            res = fns.allclose(tensor1, tensor2, rtol=rtol)
         elif atol is not None:
-            res = functions.allclose(tensor1, tensor2, atol=atol)
+            res = fns.allclose(tensor1, tensor2, atol=atol)
         else:
-            res = functions.allclose(tensor1, tensor2)
+            res = fns.allclose(tensor1, tensor2)
         assert res == ref
-        assert isinstance(res, Tensor)
 
     @pytest.mark.parametrize(
         "x1, x2, rtol, atol, ref",
@@ -503,17 +473,18 @@ def test_fn_allclose(self, x1, x2, rtol, atol, ref):
             ([0.1], [0.10001], None, None, [False]),
             ([0.1], [0.10001], 0.1, None, [True]),
             ([0.1], [0.10001], None, 0.1, [True]),
+            ([0.1], 0.1, None, None, [True]),
         ),
     )
     def test_fn_isclose(self, x1, x2, rtol, atol, ref):
         tensor1 = Tensor(self.to_tensor(x1))
         tensor2 = Tensor(self.to_tensor(x2))
         if rtol is not None:
-            res = functions.isclose(tensor1, tensor2, rtol=rtol)
+            res = fns.isclose(tensor1, tensor2, rtol=rtol)
         elif atol is not None:
-            res = functions.isclose(tensor1, tensor2, atol=atol)
+            res = fns.isclose(tensor1, tensor2, atol=atol)
         else:
-            res = functions.isclose(tensor1, tensor2)
+            res = fns.isclose(tensor1, tensor2)
         assert all(res == self.to_tensor(ref))
         assert isinstance(res, Tensor)
 
@@ -526,23 +497,202 @@ def test_astype(self):
         res = tensor.astype(TensorDataType.int8)
         assert isinstance(res, Tensor)
         assert res.dtype == TensorDataType.int8
+        assert res.device == tensor.device
 
     def test_fn_astype(self):
         tensor = Tensor(self.to_tensor([1]))
-        res = functions.astype(tensor, TensorDataType.int8)
+        res = fns.astype(tensor, TensorDataType.int8)
         assert isinstance(res, Tensor)
         assert res.dtype == TensorDataType.int8
 
     def test_reshape(self):
         tensor = Tensor(self.to_tensor([1, 1]))
-        assert tensor.shape == [2]
-        assert tensor.reshape([1, 2]).shape == [1, 2]
+        res = tensor.reshape((1, 2))
+        assert tensor.shape == (2,)
+        assert res.shape == (1, 2)
+        assert res.device == tensor.device
 
     def test_fn_reshape(self):
         tensor = Tensor(self.to_tensor([1, 1]))
-        assert tensor.shape == [2]
-        assert functions.reshape(tensor, [1, 2]).shape == [1, 2]
+        res = fns.reshape(tensor, (1, 2))
+        assert tensor.shape == (2,)
+        assert res.shape == (1, 2)
+        assert res.device == tensor.device
 
     def test_not_implemented(self):
         with pytest.raises(NotImplementedError, match="is not implemented for"):
-            functions.device({}, [1, 2])
+            fns.device({}, [1, 2])
+
+    @pytest.mark.parametrize(
+        "x, axis, ref",
+        (
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                0,
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+            ),
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                1,
+                [[0.8, 0.1], [0.2, 0.7], [0.2, 0.1]],
+            ),
+        ),
+    )
+    def test_fn_unstack(self, x, axis, ref):
+        tensor = Tensor(self.to_tensor(x))
+        ref = [self.to_tensor(r) for r in ref]
+
+        res = fns.unstack(tensor, axis=axis)
+
+        assert isinstance(res, list)
+        for i, _ in enumerate(ref):
+            assert all(res[i] == ref[i])
+            assert res[i].device == tensor.device
+
+    @pytest.mark.parametrize(
+        "x, axis, ref",
+        (
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                0,
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+            ),
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                1,
+                [[0.8, 0.1], [0.2, 0.7], [0.2, 0.1]],
+            ),
+        ),
+    )
+    def test_fn_stack(self, x, axis, ref):
+        list_tensor = [Tensor(self.to_tensor(i)) for i in x]
+        ref = self.to_tensor(ref)
+
+        res = fns.stack(list_tensor, axis=axis)
+
+        assert isinstance(res, Tensor)
+        assert fns.all(res.data == ref)
+        assert res.device == list_tensor[0].device
+
+    def test_fn_moveaxis(self):
+        tensor = [[0, 0, 0], [0, 0, 0]]
+        tensor = Tensor(self.to_tensor(tensor))
+
+        res = fns.moveaxis(tensor, 0, -1)
+
+        assert res.shape == (3, 2)
+
+    @pytest.mark.parametrize(
+        "x, axis, keepdims, ref",
+        (
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                0,
+                False,
+                [0.45, 0.45, 0.15],
+            ),
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                0,
+                True,
+                [[0.45, 0.45, 0.15]],
+            ),
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                (0, 1),
+                True,
+                [[0.35]],
+            ),
+            (
+                [[0.8, 0.2, 0.2], [0.1, 0.7, 0.1]],
+                None,
+                False,
+                0.35,
+            ),
+        ),
+    )
+    def test_fn_mean(self, x, axis, keepdims, ref):
+        tensor = Tensor(self.to_tensor(x))
+        ref_tensor = self.to_tensor(ref)
+
+        res = fns.mean(tensor, axis, keepdims)
+
+        assert isinstance(res, Tensor)
+        assert fns.allclose(res.data, ref_tensor)
+        assert res.device == tensor.device
+
+    @pytest.mark.parametrize(
+        "val, decimals, ref",
+        (
+            (1.1, 0, 1.0),
+            ([1.1, 0.9], 0, [1.0, 1.0]),
+            ([1.11, 0.91], 1, [1.1, 0.9]),
+        ),
+    )
+    def test_fn_round(self, val, decimals, ref):
+        tensor = Tensor(self.to_tensor(val))
+        ref_tensor = self.to_tensor(ref)
+
+        res = fns.round(tensor, decimals)
+
+        assert isinstance(res, Tensor)
+        assert fns.allclose(res.data, ref_tensor)
+        assert res.device == tensor.device
+
+    @pytest.mark.parametrize(
+        "val, axis, ref",
+        (
+            (
+                [[9.0, 9.0], [7.0, 1.0]],
+                0,
+                [8.0, 5.0],
+            ),
+            (
+                [[[9.0, 9.0], [0.0, 3.0]], [[5.0, 1.0], [7.0, 1.0]]],
+                0,
+                [5.25, 3.5],
+            ),
+            (
+                [[[9.0, 9.0], [0.0, 3.0]], [[5.0, 1.0], [7.0, 1.0]]],
+                2,
+                [5.25, 3.5],
+            ),
+            (
+                [
+                    [[[9.0, 6.0], [8.0, 5.0]], [[3.0, 9.0], [4.0, 6.0]]],
+                    [[[3.0, 9.0], [9.0, 2.0]], [[2.0, 4.0], [2.0, 5.0]]],
+                ],
+                0,
+                [6.25, 4.5],
+            ),
+            (
+                [
+                    [[[9.0, 6.0], [8.0, 5.0]], [[3.0, 9.0], [4.0, 6.0]]],
+                    [[[3.0, 9.0], [9.0, 2.0]], [[2.0, 4.0], [2.0, 5.0]]],
+                ],
+                1,
+                [6.375, 4.375],
+            ),
+            (
+                [
+                    [[[9.0, 6.0], [8.0, 5.0]], [[3.0, 9.0], [4.0, 6.0]]],
+                    [[[3.0, 9.0], [9.0, 2.0]], [[2.0, 4.0], [2.0, 5.0]]],
+                ],
+                -1,
+                [5.0, 5.75],
+            ),
+        ),
+    )
+    def test_fn_mean_per_channel(self, val, axis, ref):
+        tensor = Tensor(self.to_tensor(val))
+        ref_tensor = self.to_tensor(ref)
+        res = s_fns.mean_per_channel(tensor, axis)
+        assert isinstance(res, Tensor)
+        assert fns.allclose(res, ref_tensor), f"{res.data}"
+        assert res.device == tensor.device
+
+    @pytest.mark.parametrize("axis", (3, 4, -4, -5))
+    def test_fn_mean_per_channel_incorrect_axis(self, axis):
+        tensor = Tensor(self.to_tensor([[[9.0, 9.0], [0.0, 3.0]], [[5.0, 1.0], [7.0, 1.0]]]))
+        with pytest.raises(ValueError, match="is out of bounds for array of dimension"):
+            s_fns.mean_per_channel(tensor, axis)
diff --git a/tests/tensorflow/quantization/test_algorithm_quantization.py b/tests/tensorflow/quantization/test_algorithm_quantization.py
index eb7757aacb0..ee50ca40b63 100644
--- a/tests/tensorflow/quantization/test_algorithm_quantization.py
+++ b/tests/tensorflow/quantization/test_algorithm_quantization.py
@@ -612,7 +612,7 @@ def __init__(self, input_type: InputType, data_format: DataFormat):
 }
 
 
-def get_test_layers_desk():
+def get_test_layers_desc():
     models = ["Conv1D", "Conv2D", "Conv3D", "DepthwiseConv2D", "Conv1DTranspose", "Conv2DTranspose", "Conv3DTranspose"]
     result = []
     for model_name in models:
@@ -626,7 +626,7 @@ def get_test_layers_desk():
 
 
 @pytest.mark.parametrize(
-    "layer_name,input_type,data_type", get_test_layers_desk(), ids=[" ".join(l) for l in get_test_layers_desk()]
+    "layer_name,input_type,data_type", get_test_layers_desc(), ids=[" ".join(dsc) for dsc in get_test_layers_desc()]
 )
 def test_quantize_pre_post_processing(layer_name, input_type, data_type):
     layer_desk = LAYERS_MAP[layer_name](input_type, data_type)
diff --git a/tests/tensorflow/tensor_statistics/__init__.py b/tests/tensorflow/tensor_statistics/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/tensorflow/tensor_statistics/__init__.py
+++ b/tests/tensorflow/tensor_statistics/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/tensorflow/test_model_converter.py b/tests/tensorflow/test_model_converter.py
index 0874807bf93..04b67569492 100644
--- a/tests/tensorflow/test_model_converter.py
+++ b/tests/tensorflow/test_model_converter.py
@@ -17,10 +17,10 @@
 from tensorflow.keras import layers
 from tensorflow.keras import models
 
-from nncf.common.graph import INPUT_NOOP_METATYPES
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
 from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes
 from nncf.common.graph.layer_attributes import PermuteLayerAttributes
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
 from nncf.tensorflow.graph.converter import BaseFunctionalSequentialConverter
 from nncf.tensorflow.graph.converter import convert_keras_model_to_nncf_graph
 from nncf.tensorflow.graph.metatypes.common import DIMENSION_PERMUTATION_METATYPES
diff --git a/tests/torch/conftest.py b/tests/torch/conftest.py
index 0b5a1615a11..651dcd3eeb8 100644
--- a/tests/torch/conftest.py
+++ b/tests/torch/conftest.py
@@ -15,13 +15,13 @@
 
 try:
     import torch
-except:  # pylint: disable=bare-except
+except:  # pylint: disable=bare-except  # noqa: E722
     torch = None
 from nncf.common.quantization.structs import QuantizationMode
 from tests.shared.case_collection import COMMON_SCOPE_MARKS_VS_OPTIONS
 from tests.shared.case_collection import skip_marked_cases_if_options_not_specified
-from tests.shared.install_fixtures import tmp_venv_with_nncf  # pylint:disable=unused-import
-from tests.shared.logging import nncf_caplog  # pylint:disable=unused-import
+from tests.shared.install_fixtures import tmp_venv_with_nncf  # pylint:disable=unused-import  # noqa: F401
+from tests.shared.logging import nncf_caplog  # pylint:disable=unused-import  # noqa: F401
 
 pytest.register_assert_rewrite("tests.torch.helpers")
 
diff --git a/tests/torch/modules/seq2seq/__init__.py b/tests/torch/modules/seq2seq/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/modules/seq2seq/__init__.py
+++ b/tests/torch/modules/seq2seq/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/modules/test_rnn.py b/tests/torch/modules/test_rnn.py
index a3e6e2016db..56adecdec8f 100644
--- a/tests/torch/modules/test_rnn.py
+++ b/tests/torch/modules/test_rnn.py
@@ -56,19 +56,18 @@ def replace_fn(module_):
             bias=module_.bias,
         )
 
-        def get_param_names(bias):
-            # type: (bool) -> List[str]
+        def get_param_names(bias: bool) -> List[str]:
             suffixes = ["ih", "hh"]
             names = ["weight_" + suffix for suffix in suffixes]
             if bias:
                 names += ["bias_" + suffix for suffix in suffixes]
             return names
 
-        for l in range(custom_lstm.num_layers):
+        for layer_idx in range(custom_lstm.num_layers):
             for d in range(custom_lstm.num_directions):
                 for name in get_param_names(custom_lstm.bias):
                     suffix = "_reverse" if d == 1 else ""
-                    param_name = name + "_l{}{}".format(l, suffix)
+                    param_name = name + "_l{}{}".format(layer_idx, suffix)
                     param = getattr(module_, param_name)
                     getattr(custom_lstm, param_name).data.copy_(param.data)
         custom_lstm.to(device)
@@ -86,8 +85,7 @@ def get_param_names(bias):
     return model
 
 
-def clone_test_data(data_list):
-    # type: (LSTMTestData) -> List[torch.Tensor]
+def clone_test_data(data_list) -> List[torch.Tensor]:
     results = []
     x = data_list[0]
     result = x if isinstance(x, PackedSequence) else x.clone()
@@ -117,18 +115,17 @@ def clone_test_data(data_list):
 class TestLSTMCell:
     @staticmethod
     def generate_lstm_data(
-        p,
-        num_layers=1,
-        num_directions=1,
-        variable_length=False,
-        sorted_=True,
-        batch_first=True,
-        use_cuda=False,
-        bias=True,
-        empty_initial=False,
-        is_backward=False,
-    ):
-        # type: (LSTMTestSizes, int, int, bool, bool, bool, bool, bool, bool, bool) -> LSTMTestData
+        p: LSTMTestSizes,
+        num_layers: int = 1,
+        num_directions: int = 1,
+        variable_length: bool = False,
+        sorted_: bool = True,
+        batch_first: bool = True,
+        use_cuda: bool = False,
+        bias: bool = True,
+        empty_initial: bool = False,
+        is_backward: bool = False,
+    ) -> LSTMTestData:
         num_chunks = 4
         seq_list = []
         if variable_length:
@@ -174,8 +171,7 @@ def wrap_tensor(tensor):
         return result
 
     @staticmethod
-    def set_weights(cell, data):
-        # type: (nn.LSTMCell, LSTMTestData) -> None
+    def set_weights(cell: nn.LSTMCell, data: LSTMTestData):
         for name in TestLSTM.get_param_names(bias=True):
             param = getattr(data, name)
             if param:
@@ -389,13 +385,11 @@ def test_backward_lstm(
             torch.testing.assert_close(test, ref, rtol=1e-1, atol=1e-1)
 
     @classmethod
-    def flatten_nested_lists(cls, nested_list):
-        # type: (List) -> List[torch.Tensor]
+    def flatten_nested_lists(cls, nested_list: List) -> List[torch.Tensor]:
         return [tensor for tensor_tuple in nested_list for tensor in tensor_tuple]
 
     @classmethod
-    def get_test_lstm_hidden(cls, data):
-        # type: (LSTMTestData) -> List[Tuple[torch.Tensor, ...]]
+    def get_test_lstm_hidden(cls, data: LSTMTestData) -> List[Tuple[torch.Tensor, ...]]:
         result = []
         hidden_names = ["h0", "c0"]
         for name in hidden_names:
@@ -408,28 +402,27 @@ def get_test_lstm_hidden(cls, data):
         return result
 
     @classmethod
-    def get_ref_lstm_hidden(cls, data):
-        # type: (LSTMTestData) -> Tuple[torch.Tensor, torch.Tensor]
+    def get_ref_lstm_hidden(cls, data: LSTMTestData) -> Tuple[torch.Tensor, torch.Tensor]:
         hidden = cls.get_test_lstm_hidden(data)
         hidden_states = [torch.unsqueeze(tensor, dim=0) for tensor in hidden[0]]
         cell_states = [torch.unsqueeze(tensor, dim=0) for tensor in hidden[1]]
         return (torch.cat(hidden_states, dim=0), torch.cat(cell_states, dim=0))
 
     @classmethod
-    def set_ref_lstm_weights(cls, data, nn_lstm, num_layers, num_directions, bias):
-        # type: (LSTMTestData, nn.LSTM, int, int, bool) -> None
-        for l in range(num_layers):
+    def set_ref_lstm_weights(
+        cls, data: LSTMTestData, nn_lstm: nn.LSTM, num_layers: int, num_directions: int, bias: bool
+    ):
+        for layer_idx in range(num_layers):
             for d in range(num_directions):
-                i = l * num_directions + d
+                i = layer_idx * num_directions + d
                 for name in cls.get_param_names(bias):
                     suffix = "_reverse" if d == 1 else ""
                     param = getattr(data, name)
-                    param_name = name + "_l{}{}".format(l, suffix)
+                    param_name = name + "_l{}{}".format(layer_idx, suffix)
                     getattr(nn_lstm, param_name).data.copy_(param[i].data)
 
     @classmethod
-    def get_param_names(cls, bias):
-        # type: (bool) -> List[str]
+    def get_param_names(cls, bias: bool) -> List[str]:
         suffixes = ["ih", "hh"]
         names = ["weight_" + suffix for suffix in suffixes]
         if bias:
diff --git a/tests/torch/nas/test_ps_controller.py b/tests/torch/nas/test_ps_controller.py
index c2f6cf0756f..a1b0ce0275d 100644
--- a/tests/torch/nas/test_ps_controller.py
+++ b/tests/torch/nas/test_ps_controller.py
@@ -26,7 +26,7 @@
 from tests.torch.nas.helpers import move_model_to_cuda_if_available
 from tests.torch.nas.models.synthetic import ThreeConvModel
 from tests.torch.nas.models.synthetic import ThreeConvModelMode
-from tests.torch.nas.test_scheduler import fixture_schedule_params  # pylint: disable=unused-import
+from tests.torch.nas.test_scheduler import fixture_schedule_params  # pylint: disable=unused-import  # noqa: F401
 
 
 class PSControllerTestDesc(NamedTuple):
diff --git a/tests/torch/nas/test_search.py b/tests/torch/nas/test_search.py
index d35b6d71c52..0dc1ee1c374 100644
--- a/tests/torch/nas/test_search.py
+++ b/tests/torch/nas/test_search.py
@@ -24,7 +24,7 @@
 from tests.torch.nas.creators import create_bnas_model_and_ctrl_by_test_desc
 from tests.torch.nas.creators import create_bootstrap_training_model_and_ctrl
 from tests.torch.nas.models.synthetic import ThreeConvModel
-from tests.torch.nas.test_all_elasticity import fixture_nas_model_name  # pylint: disable=unused-import
+from tests.torch.nas.test_all_elasticity import fixture_nas_model_name  # pylint: disable=unused-import  # noqa: F401
 
 
 class SearchTestDesc(NamedTuple):
diff --git a/tests/torch/pruning/__init__.py b/tests/torch/pruning/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/pruning/__init__.py
+++ b/tests/torch/pruning/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/pruning/filter_pruning/__init__.py b/tests/torch/pruning/filter_pruning/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/pruning/filter_pruning/__init__.py
+++ b/tests/torch/pruning/filter_pruning/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/ptq/test_calculation_quantizer_params.py b/tests/torch/ptq/test_calculation_quantizer_params.py
index 3c0cf83a64e..cea666d0065 100644
--- a/tests/torch/ptq/test_calculation_quantizer_params.py
+++ b/tests/torch/ptq/test_calculation_quantizer_params.py
@@ -25,6 +25,8 @@
 from nncf.common.quantization.structs import QuantizationPreset
 from nncf.common.quantization.structs import QuantizerConfig
 from nncf.common.quantization.structs import QuantizerGroup
+from nncf.experimental.tensor import Tensor
+from nncf.experimental.tensor import functions as fn
 from nncf.quantization.algorithms.min_max.algorithm import MinMaxQuantization
 from nncf.quantization.algorithms.min_max.torch_backend import PTMinMaxAlgoBackend
 from nncf.quantization.fake_quantize import FakeQuantizeParameters
@@ -54,10 +56,10 @@ class CaseSymParams:
 SYM_CASES = (
     CaseSymParams(
         fq_params=FakeQuantizeParameters(
-            np.array(-0.49920455, dtype=np.float32),
-            np.array(0.49530452, dtype=np.float32),
-            np.array(-0.49920455, dtype=np.float32),
-            np.array(0.49530452, dtype=np.float32),
+            Tensor(torch.tensor(-0.49920455, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(-0.49920455, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49530452, dtype=torch.float32)),
             256,
         ),
         per_channel=False,
@@ -66,10 +68,10 @@ class CaseSymParams:
     ),
     CaseSymParams(
         fq_params=FakeQuantizeParameters(
-            np.array(-0.49530452, dtype=np.float32),
-            np.array(0.49530452, dtype=np.float32),
-            np.array(-0.49530452, dtype=np.float32),
-            np.array(0.49530452, dtype=np.float32),
+            Tensor(torch.tensor(-0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(-0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49530452, dtype=torch.float32)),
             255,
         ),
         per_channel=False,
@@ -78,33 +80,33 @@ class CaseSymParams:
     ),
     CaseSymParams(
         fq_params=FakeQuantizeParameters(
-            np.array([-0.4835594, -0.49530452, -0.49221927], dtype=np.float32).reshape(1, 3, 1, 1),
-            np.array([0.4797816, 0.49920455, 0.48837382], dtype=np.float32).reshape(1, 3, 1, 1),
-            np.array([-0.4835594, -0.49530452, -0.49221927], dtype=np.float32).reshape(1, 3, 1, 1),
-            np.array([0.4797816, 0.49920455, 0.48837382], dtype=np.float32).reshape(1, 3, 1, 1),
+            Tensor(torch.tensor([-0.4835594, -0.49530452, -0.49221927], dtype=torch.float32).reshape(1, 3, 1, 1)),
+            Tensor(torch.tensor([0.4797816, 0.49920455, 0.48837382], dtype=torch.float32).reshape(1, 3, 1, 1)),
+            Tensor(torch.tensor([-0.4835594, -0.49530452, -0.49221927], dtype=torch.float32).reshape(1, 3, 1, 1)),
+            Tensor(torch.tensor([0.4797816, 0.49920455, 0.48837382], dtype=torch.float32).reshape(1, 3, 1, 1)),
             256,
         ),
         per_channel=True,
         quant_group=QuantizerGroup.ACTIVATIONS,
-        ref_scale=np.array([0.4797816, 0.49920455, 0.48837382]).reshape(1, 3, 1, 1),
+        ref_scale=torch.tensor([0.4797816, 0.49920455, 0.48837382]).reshape(1, 3, 1, 1),
     ),
     CaseSymParams(
         fq_params=FakeQuantizeParameters(
-            np.array([-0.48837382, -0.49530452], dtype=np.float32).reshape(2, 1, 1, 1),
-            np.array([0.48837382, 0.49530452], dtype=np.float32).reshape(2, 1, 1, 1),
-            np.array([-0.48837382, -0.49530452], dtype=np.float32).reshape(2, 1, 1, 1),
-            np.array([0.48837382, 0.49530452], dtype=np.float32).reshape(2, 1, 1, 1),
+            Tensor(torch.tensor([-0.48837382, -0.49530452], dtype=torch.float32).reshape(2, 1, 1, 1)),
+            Tensor(torch.tensor([0.48837382, 0.49530452], dtype=torch.float32).reshape(2, 1, 1, 1)),
+            Tensor(torch.tensor([-0.48837382, -0.49530452], dtype=torch.float32).reshape(2, 1, 1, 1)),
+            Tensor(torch.tensor([0.48837382, 0.49530452], dtype=torch.float32).reshape(2, 1, 1, 1)),
             255,
         ),
         per_channel=True,
         quant_group=QuantizerGroup.WEIGHTS,
-        ref_scale=np.array([0.48837382, 0.49530452]).reshape(2, 1, 1, 1),
+        ref_scale=torch.tensor([0.48837382, 0.49530452]).reshape(2, 1, 1, 1),
     ),
 )
 
 
 @pytest.mark.parametrize("case_to_test", SYM_CASES)
-def test_quantizer_params_sym(case_to_test):
+def test_quantizer_params_sym(case_to_test: CaseSymParams):
     per_ch = case_to_test.per_channel
     fq_params = case_to_test.fq_params
     quant_group = case_to_test.quant_group
@@ -140,10 +142,10 @@ class CaseAsymParams:
 ASYM_CASES = (
     CaseAsymParams(
         fq_params=FakeQuantizeParameters(
-            np.array(-0.49530452, dtype=np.float32),
-            np.array(0.49143496, dtype=np.float32),
-            np.array(-0.49530452, dtype=np.float32),
-            np.array(0.49143496, dtype=np.float32),
+            Tensor(torch.tensor(-0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49143496, dtype=torch.float32)),
+            Tensor(torch.tensor(-0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49143496, dtype=torch.float32)),
             256,
         ),
         per_channel=False,
@@ -153,10 +155,10 @@ class CaseAsymParams:
     ),
     CaseAsymParams(
         fq_params=FakeQuantizeParameters(
-            np.array(-0.49530452, dtype=np.float32),
-            np.array(0.49143496, dtype=np.float32),
-            np.array(-0.49530452, dtype=np.float32),
-            np.array(0.49143496, dtype=np.float32),
+            Tensor(torch.tensor(-0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49143496, dtype=torch.float32)),
+            Tensor(torch.tensor(-0.49530452, dtype=torch.float32)),
+            Tensor(torch.tensor(0.49143496, dtype=torch.float32)),
             256,
         ),
         per_channel=False,
@@ -166,35 +168,35 @@ class CaseAsymParams:
     ),
     CaseAsymParams(
         fq_params=FakeQuantizeParameters(
-            np.array([-0.48051512, -0.49776307, -0.44099426], dtype=np.float32).reshape(1, 3, 1, 1),
-            np.array([0.4767611, 0.47861832, 0.48837382], dtype=np.float32).reshape(1, 3, 1, 1),
-            np.array([-0.48051512, -0.49776307, -0.44099426], dtype=np.float32).reshape(1, 3, 1, 1),
-            np.array([0.4767611, 0.47861832, 0.48837382], dtype=np.float32).reshape(1, 3, 1, 1),
+            Tensor(torch.tensor([-0.48051512, -0.49776307, -0.44099426], dtype=torch.float32).reshape(1, 3, 1, 1)),
+            Tensor(torch.tensor([0.4767611, 0.47861832, 0.48837382], dtype=torch.float32).reshape(1, 3, 1, 1)),
+            Tensor(torch.tensor([-0.48051512, -0.49776307, -0.44099426], dtype=torch.float32).reshape(1, 3, 1, 1)),
+            Tensor(torch.tensor([0.4767611, 0.47861832, 0.48837382], dtype=torch.float32).reshape(1, 3, 1, 1)),
             256,
         ),
         per_channel=True,
         quant_group=QuantizerGroup.ACTIVATIONS,
-        ref_inp_low=np.array([-0.48051512, -0.49776307, -0.44099426]).reshape(1, 3, 1, 1),
-        ref_inp_range=np.array([0.9572762, 0.9763814, 0.9293681]).reshape(1, 3, 1, 1),
+        ref_inp_low=torch.tensor([-0.48051512, -0.49776307, -0.44099426]).reshape(1, 3, 1, 1),
+        ref_inp_range=torch.tensor([0.9572762, 0.9763814, 0.9293681]).reshape(1, 3, 1, 1),
     ),
     CaseAsymParams(
         fq_params=FakeQuantizeParameters(
-            np.array([-0.4845584, -0.49583155], dtype=np.float32).reshape(2, 1, 1, 1),
-            np.array([0.48837382, 0.4767611], dtype=np.float32).reshape(2, 1, 1, 1),
-            np.array([-0.4845584, -0.49583155], dtype=np.float32).reshape(2, 1, 1, 1),
-            np.array([0.48837382, 0.4767611], dtype=np.float32).reshape(2, 1, 1, 1),
+            Tensor(torch.tensor([-0.4845584, -0.49583155], dtype=torch.float32).reshape(2, 1, 1, 1)),
+            Tensor(torch.tensor([0.48837382, 0.4767611], dtype=torch.float32).reshape(2, 1, 1, 1)),
+            Tensor(torch.tensor([-0.4845584, -0.49583155], dtype=torch.float32).reshape(2, 1, 1, 1)),
+            Tensor(torch.tensor([0.48837382, 0.4767611], dtype=torch.float32).reshape(2, 1, 1, 1)),
             256,
         ),
         per_channel=True,
         quant_group=QuantizerGroup.WEIGHTS,
-        ref_inp_low=np.array([-0.4845584, -0.49583155]).reshape(2, 1, 1, 1),
-        ref_inp_range=np.array([0.97293222, 0.97259265]).reshape(2, 1, 1, 1),
+        ref_inp_low=torch.tensor([-0.4845584, -0.49583155]).reshape(2, 1, 1, 1),
+        ref_inp_range=torch.tensor([0.97293222, 0.97259265]).reshape(2, 1, 1, 1),
     ),
 )
 
 
 @pytest.mark.parametrize("case_to_test", ASYM_CASES)
-def test_quantizer_params_asym(case_to_test):
+def test_quantizer_params_asym(case_to_test: CaseSymParams):
     per_ch = case_to_test.per_channel
     fq_params = case_to_test.fq_params
     quant_group = case_to_test.quant_group
@@ -212,8 +214,8 @@ def test_quantizer_params_asym(case_to_test):
     )
     quantizer = PTMinMaxAlgoBackend._create_quantizer(qconfig, scale_shape, fq_params, target_type)
     assert quantizer.levels == fq_params.levels
-    assert np.allclose(quantizer.input_low.detach().numpy(), case_to_test.ref_inp_low)
-    assert np.allclose(quantizer.input_range.detach().numpy(), case_to_test.ref_inp_range)
+    assert fn.allclose(quantizer.input_low.data, case_to_test.ref_inp_low)
+    assert fn.allclose(quantizer.input_range.data, case_to_test.ref_inp_range)
 
 
 class LinearTestModel(nn.Module):
@@ -270,10 +272,7 @@ def calculate_statistics(data, mode, qgroup, half_range=False):
     else:
         max_values = np.amax(data, axes)
 
-    statistics = PTMinMaxTensorStatistic(
-        min_values=torch.from_numpy(np.array(min_values)),
-        max_values=torch.from_numpy(np.array(max_values)),
-    )
+    statistics = PTMinMaxTensorStatistic(min_values=torch.tensor(min_values), max_values=torch.tensor(max_values))
     signedness_to_force = True if qgroup == QuantizerGroup.WEIGHTS else None
     qconfig = QuantizerConfig(num_bits=8, mode=mode, per_channel=per_ch, signedness_to_force=signedness_to_force)
     narrow_range = get_quantizer_narrow_range(qconfig, qgroup)
@@ -346,8 +345,8 @@ def test_quantizer_parameters_export(tmp_path: Path):
 
     for name, param in fq_params.items():
         assert name in torch_ptq_params
-        assert np.allclose(param["input_low"], torch_ptq_params[name]["input_low"])
-        assert np.allclose(param["input_high"], torch_ptq_params[name]["input_high"])
+        assert fn.allclose(param["input_low"], torch_ptq_params[name]["input_low"])
+        assert fn.allclose(param["input_high"], torch_ptq_params[name]["input_high"])
 
 
 class TestFQParams(TemplateTestFQParams):
diff --git a/tests/torch/ptq/test_fast_bias_correction.py b/tests/torch/ptq/test_fast_bias_correction.py
index b713aeb802c..7f5639aaeba 100644
--- a/tests/torch/ptq/test_fast_bias_correction.py
+++ b/tests/torch/ptq/test_fast_bias_correction.py
@@ -59,3 +59,30 @@ def check_bias(model: NNCFNetwork, ref_bias: list):
             assert torch.all(torch.isclose(bias_value, ref_bias, atol=0.02)), f"{bias_value} != {ref_bias}"
             return
         raise ValueError("Not found node with bias")
+
+
+class TestTorchCudaFBCAlgorithm(TestTorchFBCAlgorithm):
+    @staticmethod
+    def list_to_backend_type(data: List) -> torch.Tensor:
+        return torch.Tensor(data).cuda()
+
+    @staticmethod
+    def backend_specific_model(model: bool, tmp_dir: str):
+        return get_nncf_network(model.cuda(), model.INPUT_SIZE)
+
+    @staticmethod
+    def fn_to_type(tensor):
+        return torch.Tensor(tensor).cuda()
+
+    @staticmethod
+    def check_bias(model: NNCFNetwork, ref_bias: list):
+        ref_bias = torch.Tensor(ref_bias)
+        nncf_graph = NNCFGraphFactory.create(model)
+        for node in nncf_graph.get_all_nodes():
+            if not is_node_with_fused_bias(node, nncf_graph):
+                continue
+            bias_value = get_fused_bias_value(node, model).cpu()
+            # TODO(AlexanderDokuchaev): return atol=0.0001 after fix 109189
+            assert torch.all(torch.isclose(bias_value, ref_bias, atol=0.02)), f"{bias_value} != {ref_bias}"
+            return
+        raise ValueError("Not found node with bias")
diff --git a/tests/torch/ptq/test_quantizer_config.py b/tests/torch/ptq/test_quantizer_config.py
index 98e7de76ca2..951f79149d7 100644
--- a/tests/torch/ptq/test_quantizer_config.py
+++ b/tests/torch/ptq/test_quantizer_config.py
@@ -9,8 +9,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Tuple
-
 import pytest
 
 from nncf.common.graph.transformations.commands import TargetType
diff --git a/tests/torch/ptq/test_weights_compression.py b/tests/torch/ptq/test_weights_compression.py
index d831aea7bb1..a42404ab43c 100644
--- a/tests/torch/ptq/test_weights_compression.py
+++ b/tests/torch/ptq/test_weights_compression.py
@@ -75,15 +75,16 @@ def test_compress_shared_weights():
 
 
 def test_raise_error_with_int8_and_non_default_ratio(mocker):
-    with pytest.raises(RuntimeError):
+    with pytest.raises(AttributeError):
         compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, ratio=0.5)
 
 
 def test_raise_error_with_int8_and_non_default_group_size(mocker):
-    with pytest.raises(RuntimeError):
+    with pytest.raises(AttributeError):
         compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, group_size=64)
 
 
 def test_raise_error_with_nf4(mocker):
-    with pytest.raises(RuntimeError):
-        compress_weights(mocker.Mock(), mode=CompressWeightsMode.NF4)
+    with pytest.raises(AttributeError):
+        dummy_torch_model = torch.nn.Module()
+        compress_weights(dummy_torch_model, mode=CompressWeightsMode.NF4)
diff --git a/tests/torch/pytorch_patch_isolated.py b/tests/torch/pytorch_patch_isolated.py
index 049ddf653f1..c4648573883 100644
--- a/tests/torch/pytorch_patch_isolated.py
+++ b/tests/torch/pytorch_patch_isolated.py
@@ -38,7 +38,7 @@ def test_jit_if_tracing_script_source_equals():
     # Get original torch.jit._script_if_tracing source
     torch_source = remove_comments_from_source(inspect.getsource(torch.jit._script_if_tracing))
 
-    import nncf.torch  # pylint: disable=unused-import
+    import nncf.torch  # pylint: disable=unused-import  # noqa: F401
 
     # Get torch.jit._script_if_tracing source after patching was performed
     nncf_source = remove_comments_from_source(inspect.getsource(torch.jit._script_if_tracing))
@@ -69,7 +69,7 @@ def test_jit_script_exception_preserves_patching_isolated():
 
     try:
         torch.jit.script(compressed_model)  # supposed to fail since torch.jit.script does not support NNCF models
-    except:  # pylint:disable=bare-except
+    except:  # pylint:disable=bare-except  # noqa: E722
         pass
 
     # torch.nn.Module.__call__ is one of the fundamental patched functions, if the code object points to NNCF code,
diff --git a/tests/torch/quantization/__init__.py b/tests/torch/quantization/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/quantization/__init__.py
+++ b/tests/torch/quantization/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/quantization/test_algo_quantization.py b/tests/torch/quantization/test_algo_quantization.py
index 7b7e395cad6..41abb2ef68e 100644
--- a/tests/torch/quantization/test_algo_quantization.py
+++ b/tests/torch/quantization/test_algo_quantization.py
@@ -193,7 +193,7 @@ def test_can_load_quant_algo__with_defaults():
     assert len(model_conv) == len(quant_model_conv)
 
     for module_scope, _ in model_conv.items():
-        quant_scope = deepcopy(module_scope)  # type: Scope
+        quant_scope: Scope = deepcopy(module_scope)
         quant_scope.pop()
         quant_scope.push(ScopeElement("NNCFConv2d", "conv"))
         assert quant_scope in quant_model_conv.keys()
diff --git a/tests/torch/quantization/test_range_init.py b/tests/torch/quantization/test_range_init.py
index 6ef968a8bf9..5dec4eb8d06 100644
--- a/tests/torch/quantization/test_range_init.py
+++ b/tests/torch/quantization/test_range_init.py
@@ -966,7 +966,7 @@ def __init__(self, per_channel: bool, is_weights: bool, input_shape: List[int],
 
 
 def quantizer_range_init_scale_shape_idfn(fixture_value):
-    test_struct = fixture_value[0]  # type: QRISSTS
+    test_struct: QRISSTS = fixture_value[0]
     postfix = ""
     if test_struct.is_weights:
         postfix += "-W"
@@ -1002,7 +1002,7 @@ def test_quantize_range_init_sets_correct_scale_shapes(quantizer_range_init_test
             logarithm_scale=False,
         )
         q_cls = QUANTIZATION_MODULES.get(quantization_mode)
-        quantizer = q_cls(qconfig)  # type: BaseQuantizer
+        quantizer: BaseQuantizer = q_cls(qconfig)
         range_init_config = RangeInitConfig(init_type=initializer_type, num_init_samples=1)
 
         if test_struct.is_weights:
diff --git a/tests/torch/quantization/test_scheduler.py b/tests/torch/quantization/test_scheduler.py
index e514ae1c1e9..9ebcdc7d9a9 100644
--- a/tests/torch/quantization/test_scheduler.py
+++ b/tests/torch/quantization/test_scheduler.py
@@ -17,7 +17,7 @@
 from nncf.torch import register_default_init_args
 from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
 from nncf.torch.initialization import wrap_dataloader_for_init
-from nncf.torch.quantization.algo import QuantizationControllerBase
+from nncf.torch.quantization.base_ctrl import QuantizationControllerBase
 from nncf.torch.quantization.schedulers import StagedQuantizationScheduler
 from tests.torch.helpers import OnesDatasetMock
 from tests.torch.helpers import create_compressed_model_and_algo_for_test
diff --git a/tests/torch/quantization/test_solver_quantization_traits.py b/tests/torch/quantization/test_solver_quantization_traits.py
index 120a4107e4c..b9656d16b4a 100644
--- a/tests/torch/quantization/test_solver_quantization_traits.py
+++ b/tests/torch/quantization/test_solver_quantization_traits.py
@@ -8,9 +8,11 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+from typing import Dict, List, Type
 
-from nncf.common.graph import INPUT_NOOP_METATYPES
-from nncf.common.graph import OUTPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import INPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OUTPUT_NOOP_METATYPES
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.quantization.quantizer_propagation.graph import QuantizerPropagationStateGraph as QPSG
 from nncf.common.quantization.quantizer_propagation.solver import QuantizerPropagationSolver
 from nncf.common.quantization.quantizer_propagation.structs import QuantizationTrait
@@ -25,7 +27,7 @@
 def test_set_quantization_traits_for_quant_prop_graph_nodes():
     # Test all patchable metatypes. If a patchable metatype is not registered
     # in quantization trait-to-metatype dict, the test will fail.
-    tested_op_metatypes = get_operator_metatypes()  # type: List[Type[OperatorMetatype]]
+    tested_op_metatypes: List[Type[OperatorMetatype]] = get_operator_metatypes()
     tested_op_names = set()
     for op_meta in tested_op_metatypes:
         if op_meta not in INPUT_NOOP_METATYPES and op_meta not in OUTPUT_NOOP_METATYPES:
@@ -59,7 +61,7 @@ def test_set_quantization_traits_for_quant_prop_graph_nodes():
 
 
 def test_quantization_traits_are_unambiguous_for_op_names():
-    op_name_to_trait_dict = {}  # type: Dict[str, QuantizationTrait]
+    op_name_to_trait_dict: Dict[str, QuantizationTrait] = {}
     for trait, arches in DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT.items():
         for op_meta in arches:
             aliases = op_meta.get_all_aliases()
diff --git a/tests/torch/quantization/test_unified_scales.py b/tests/torch/quantization/test_unified_scales.py
index 78f9ede3656..49544db5b34 100644
--- a/tests/torch/quantization/test_unified_scales.py
+++ b/tests/torch/quantization/test_unified_scales.py
@@ -561,7 +561,7 @@ def immediately_dominates_embedding(node: onnx.NodeProto, graph: onnx.GraphProto
 
     @staticmethod
     def group_nodes_by_output_target(nodes: List[onnx.NodeProto], graph: onnx.GraphProto) -> List[List[onnx.NodeProto]]:
-        output_nodes = {}  # type: Dict[str, List[onnx.NodeProto]]
+        output_nodes: Dict[str, List[onnx.NodeProto]] = {}
         for node in nodes:
             succs = get_successors(node, graph)
             assert len(succs) == 1
diff --git a/tests/torch/sample_test_validator.py b/tests/torch/sample_test_validator.py
index 78cb2a7442d..9969b9258ca 100644
--- a/tests/torch/sample_test_validator.py
+++ b/tests/torch/sample_test_validator.py
@@ -218,7 +218,7 @@ def batch_size(self, batch_size: int):
 
     def sample_type(self, sample_type: SampleType):
         self.sample_type_ = sample_type
-        sample_handler_cls = SAMPLE_HANDLERS.get(self.sample_type_)  # type: Type[BaseSampleHandler]
+        sample_handler_cls: Type[BaseSampleHandler] = SAMPLE_HANDLERS.get(self.sample_type_)
         self.sample_handler = sample_handler_cls()
         return self
 
diff --git a/tests/torch/sparsity/__init__.py b/tests/torch/sparsity/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/sparsity/__init__.py
+++ b/tests/torch/sparsity/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/sparsity/const/__init__.py b/tests/torch/sparsity/const/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/sparsity/const/__init__.py
+++ b/tests/torch/sparsity/const/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/sparsity/magnitude/test_algo.py b/tests/torch/sparsity/magnitude/test_algo.py
index fd7ffc04844..63701aef36c 100644
--- a/tests/torch/sparsity/magnitude/test_algo.py
+++ b/tests/torch/sparsity/magnitude/test_algo.py
@@ -10,6 +10,7 @@
 # limitations under the License.
 
 from copy import deepcopy
+from typing import List
 
 import pytest
 import torch
@@ -17,6 +18,7 @@
 
 from nncf.api.compression import CompressionStage
 from nncf.torch.module_operations import UpdateWeight
+from nncf.torch.sparsity.base_algo import SparseModuleInfo
 from nncf.torch.sparsity.layers import BinaryMask
 from nncf.torch.sparsity.magnitude.algo import MagnitudeSparsityController
 from nncf.torch.sparsity.magnitude.functions import normed_magnitude
@@ -138,8 +140,8 @@ def test_magnitude_algo_binary_masks_are_applied():
     config = get_empty_config()
     config["compression"] = {"algorithm": "magnitude_sparsity"}
     compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test(model, config)
-    minfo_list = compression_ctrl.sparsified_module_info  # type: List[SparseModuleInfo]
-    minfo = minfo_list[0]  # type: SparseModuleInfo
+    minfo_list: List[SparseModuleInfo] = compression_ctrl.sparsified_module_info
+    minfo: SparseModuleInfo = minfo_list[0]
 
     minfo.operand.binary_mask = torch.ones_like(minfo.module.weight)  # 1x1x2x2
     input_ = torch.ones(size=(1, 1, 5, 5))
diff --git a/tests/torch/sparsity/movement/test_scheduler.py b/tests/torch/sparsity/movement/test_scheduler.py
index 8a02462b5ee..81cfb334b79 100644
--- a/tests/torch/sparsity/movement/test_scheduler.py
+++ b/tests/torch/sparsity/movement/test_scheduler.py
@@ -25,7 +25,6 @@
 from nncf.experimental.torch.sparsity.movement.scheduler import MovementSchedulerParams
 from nncf.experimental.torch.sparsity.movement.scheduler import MovementSchedulerStage
 from nncf.torch.model_creation import create_compressed_model
-from tests.shared.logging import nncf_caplog  # pylint:disable=unused-import
 from tests.torch.sparsity.movement.helpers import BaseMockRunRecipe
 from tests.torch.sparsity.movement.helpers import BertRunRecipe
 from tests.torch.sparsity.movement.helpers import LinearRunRecipe
diff --git a/tests/torch/sparsity/movement/test_structured_mask.py b/tests/torch/sparsity/movement/test_structured_mask.py
index 00e41e7354e..0349762472e 100644
--- a/tests/torch/sparsity/movement/test_structured_mask.py
+++ b/tests/torch/sparsity/movement/test_structured_mask.py
@@ -30,7 +30,6 @@
 from nncf.experimental.torch.sparsity.movement.structured_mask_handler import StructuredMaskContextStatistics
 from nncf.experimental.torch.sparsity.movement.structured_mask_handler import StructuredMaskHandler
 from nncf.torch import create_compressed_model
-from tests.shared.logging import nncf_caplog  # pylint:disable=unused-import
 from tests.torch.sparsity.movement.helpers import BaseMockRunRecipe
 from tests.torch.sparsity.movement.helpers import BertRunRecipe
 from tests.torch.sparsity.movement.helpers import DictInTransformerBlockOrder
diff --git a/tests/torch/sparsity/rb/__init__.py b/tests/torch/sparsity/rb/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/sparsity/rb/__init__.py
+++ b/tests/torch/sparsity/rb/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/tensor_statistics/__init__.py b/tests/torch/tensor_statistics/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tests/torch/tensor_statistics/__init__.py
+++ b/tests/torch/tensor_statistics/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tests/torch/test_compressed_graph.py b/tests/torch/test_compressed_graph.py
index d2a1c725af5..07dfdbfa458 100644
--- a/tests/torch/test_compressed_graph.py
+++ b/tests/torch/test_compressed_graph.py
@@ -836,8 +836,8 @@ def _case_dir(type_hw_config):
 
 def prepare_potential_quantizer_graph(graph: PTNNCFGraph, quantizer_setup: SingleConfigQuantizerSetup) -> nx.DiGraph:
     quantizers_weights_attr = {}
-    pre_hooked_quantizers_activations_attr = {}  # type: Dict[NNCFNodeName, Tuple[int, str]]
-    post_hooked_quantizers_activations_attr = {}  # type: Dict[NNCFNodeName, str]
+    pre_hooked_quantizers_activations_attr: Dict[NNCFNodeName, Tuple[int, str]] = {}
+    post_hooked_quantizers_activations_attr: Dict[NNCFNodeName, str] = {}
 
     # pylint:disable=protected-access
     for qp in quantizer_setup.quantization_points.values():
diff --git a/tests/torch/test_get_modules_by_type.py b/tests/torch/test_get_modules_by_type.py
index cb787ff2139..71ec01e75c4 100644
--- a/tests/torch/test_get_modules_by_type.py
+++ b/tests/torch/test_get_modules_by_type.py
@@ -90,14 +90,14 @@ def test_get_all_modules_by_type__for_multiple_type():
 
 def test_get_all_modules_by_type__for_not_exact_type():
     model = ModelForNameTest()
-    l = get_all_modules_by_type(model, "Avg")
-    assert not l
+    layer = get_all_modules_by_type(model, "Avg")
+    assert not layer
 
 
 def test_get_all_modules_by_type__for_subtype():
     model = ModelForNameTest()
-    l = get_all_modules_by_type(model, "AvgPool2d_dummy")
-    assert not l
+    layer = get_all_modules_by_type(model, "AvgPool2d_dummy")
+    assert not layer
 
 
 IGNORED_SCOPES = [
diff --git a/tests/torch/test_graph_analysis.py b/tests/torch/test_graph_analysis.py
index ddc322192c3..0bc381e3812 100644
--- a/tests/torch/test_graph_analysis.py
+++ b/tests/torch/test_graph_analysis.py
@@ -12,10 +12,10 @@
 
 import networkx as nx
 
-from nncf.common.graph import Dtype
 from nncf.common.graph import NNCFGraphEdge
 from nncf.common.graph import NNCFGraphPatternIO
 from nncf.common.graph import NNCFNodeName
+from nncf.common.graph.layer_attributes import Dtype
 from tests.common.quantization.mock_graphs import get_mock_nncf_node_attrs
 from tests.common.quantization.mock_graphs import get_nncf_graph_from_mock_nx_graph
 from tests.common.quantization.mock_graphs import mark_input_ports_lexicographically_based_on_input_node_key
diff --git a/tests/torch/test_graph_building.py b/tests/torch/test_graph_building.py
index 52152772a7b..859fa6a7157 100644
--- a/tests/torch/test_graph_building.py
+++ b/tests/torch/test_graph_building.py
@@ -17,11 +17,11 @@
 import torch.nn.functional as F
 from torch import nn
 
-from nncf.common.graph import Dtype
+from nncf.common.graph import NNCFGraphEdge
 from nncf.common.graph.definitions import MODEL_INPUT_OP_NAME
 from nncf.common.graph.definitions import MODEL_OUTPUT_OP_NAME
 from nncf.common.graph.definitions import NNCFGraphNodeType
-from nncf.common.graph.graph import NNCFGraphEdge
+from nncf.common.graph.layer_attributes import Dtype
 from nncf.common.graph.layer_attributes import GetItemLayerAttributes
 from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes
 from nncf.common.graph.layer_attributes import MultipleOutputLayerAttributes
@@ -571,7 +571,7 @@ def test_input_info_specification_from_config(mocker, input_info_test_struct):
     mock_model = MockModel(stub_fn)
     config = get_basic_quantization_config("symmetric")
     input_info_config_entry = input_info_test_struct[0]
-    target_argument_info = input_info_test_struct[1]  # type: List[ModelInputInfo]
+    target_argument_info: List[ModelInputInfo] = input_info_test_struct[1]
     config["input_info"] = input_info_config_entry
     register_bn_adaptation_init_args(config)
 
diff --git a/tests/torch/test_layer_attributes.py b/tests/torch/test_layer_attributes.py
index 65c841cc890..e0c89127cb8 100644
--- a/tests/torch/test_layer_attributes.py
+++ b/tests/torch/test_layer_attributes.py
@@ -14,12 +14,12 @@
 from torch import Size
 from torch import nn
 
-from nncf.common.graph import BaseLayerAttributes
-from nncf.common.graph import OperatorMetatype
+from nncf.common.graph.layer_attributes import BaseLayerAttributes
 from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes
 from nncf.common.graph.layer_attributes import GenericWeightedLayerAttributes
 from nncf.common.graph.layer_attributes import GroupNormLayerAttributes
 from nncf.common.graph.layer_attributes import LinearLayerAttributes
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
 from nncf.torch.graph.operator_metatypes import PTBatchNormMetatype
 from nncf.torch.graph.operator_metatypes import PTConv1dMetatype
diff --git a/tests/torch/test_model_transformer.py b/tests/torch/test_model_transformer.py
index 22fe633440a..4ba712ec18d 100644
--- a/tests/torch/test_model_transformer.py
+++ b/tests/torch/test_model_transformer.py
@@ -89,9 +89,7 @@ def forward(self, input_):
 class TestInsertionCommands:
     @pytest.fixture()
     def setup(self):
-        self.compressed_model = NNCFNetwork(
-            InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])]
-        )  # type: NNCFNetwork
+        self.compressed_model = NNCFNetwork(InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])])
 
     conv1_node_name = "InsertionPointTestModel/NNCFConv2d[conv1]/conv2d_0"
     point_for_conv1_weights = PTTargetPoint(
@@ -422,7 +420,7 @@ def forward(self, input_):
         nncf_network = NNCFNetwork(model, [ModelInputInfo([1, 3, 300, 300])])
         nncf_graph = nncf_network.nncf.get_original_graph()
 
-        for nncf_node in nncf_graph.get_all_nodes():  # type: NNCFNode
+        for nncf_node in nncf_graph.get_all_nodes():
             assert nncf_node.node_name in ref_scope_vs_metatype_dict
             ref_metatype = ref_scope_vs_metatype_dict[nncf_node.node_name]
             assert nncf_node.metatype == ref_metatype
@@ -436,7 +434,7 @@ def test_get_ip_graph_with_merged_operations(self, mock_graph_factory, dot_file_
         pattern = PatternsManager.get_full_hw_pattern_graph(backend=BackendType.TORCH, device=TargetDevice.ANY)
         merged_ip_graph = ip_graph.get_ip_graph_with_merged_hw_optimized_operations(pattern)
 
-        data_dir = TEST_ROOT / "torch/data/reference_graphs/pattern_merging"  # type: Path
+        data_dir: Path = TEST_ROOT / "torch/data/reference_graphs/pattern_merging"
 
         path_to_dot_file = data_dir / "{}.dot".format(dot_file_name)
 
diff --git a/tests/torch/test_nncf_network.py b/tests/torch/test_nncf_network.py
index d75741aa635..f7a6bb7b064 100644
--- a/tests/torch/test_nncf_network.py
+++ b/tests/torch/test_nncf_network.py
@@ -77,7 +77,7 @@ def forward(self, inputs):
             ModelInputInfo(input_shape_1),
         ],
         scopes_without_shape_matching=["MatMulModel"],
-    )  # type: NNCFNetwork
+    )
 
     context = qnet_no_shape.nncf.get_tracing_context()
     context.enable_trace_dynamic_graph()
@@ -97,7 +97,7 @@ def forward(self, inputs):
         input_infos=[
             ModelInputInfo(input_shape_1),
         ],
-    )  # type: NNCFNetwork
+    )
     context = qnet.nncf.get_tracing_context()
     context.enable_trace_dynamic_graph()
     _ = qnet(torch.zeros(*input_shape_1))
@@ -110,7 +110,7 @@ def forward(self, inputs):
 
 def test_check_correct_modules_replacement():
     model = TwoConvTestModel()
-    nncf_model = NNCFNetwork(TwoConvTestModel(), input_infos=[ModelInputInfo([1, 1, 4, 4])])  # type: NNCFNetwork
+    nncf_model: NNCFNetwork = NNCFNetwork(TwoConvTestModel(), input_infos=[ModelInputInfo([1, 1, 4, 4])])
 
     _, detected_nncf_modules = check_correct_nncf_modules_replacement(model, nncf_model)
     replaced_modules_reported_by_nncf_network = {
@@ -178,7 +178,7 @@ def forward(self, x):
 
 def test_custom_module_registering():
     model = TwoConvTestModelWithUserModule()
-    nncf_model = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 4, 4])])  # type: NNCFNetwork
+    nncf_model: NNCFNetwork = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 4, 4])])
 
     from nncf.torch.layers import UNWRAPPED_USER_MODULES
 
@@ -222,7 +222,7 @@ def test_custom_module_registering():
 
 def test_get_weighted_original_graph_nodes():
     model = TwoConvTestModelWithUserModule()
-    nncf_model = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 4, 4])])  # type: NNCFNetwork
+    nncf_model: NNCFNetwork = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 4, 4])])
     weighted_nodes = nncf_model.nncf.get_weighted_original_graph_nodes()
     ref_node_names = [
         "TwoConvTestModelWithUserModule/Sequential[features]/Sequential[0]/NNCFConv2d[0]/conv2d_0",
@@ -239,7 +239,7 @@ def test_get_weighted_original_graph_nodes():
 # pylint: disable=protected-access
 def test_get_op_nodes_in_scope():
     model = TwoConvTestModel()
-    nncf_model = NNCFNetwork(deepcopy(model), input_infos=[ModelInputInfo([1, 1, 4, 4])])  # type: NNCFNetwork
+    nncf_model: NNCFNetwork = NNCFNetwork(deepcopy(model), input_infos=[ModelInputInfo([1, 1, 4, 4])])
     nncf_graph = nncf_model.nncf.get_original_graph()
 
     # Valid scopes should be successfully found
diff --git a/tools/__init__.py b/tools/__init__.py
index e69de29bb2d..9b29b47534a 100644
--- a/tools/__init__.py
+++ b/tools/__init__.py
@@ -0,0 +1,10 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/tools/benchmark_quantize_layers.py b/tools/benchmark_quantize_layers.py
index ec4f4e8a443..7d58785daa0 100644
--- a/tools/benchmark_quantize_layers.py
+++ b/tools/benchmark_quantize_layers.py
@@ -195,7 +195,7 @@ def get_module(params_struct: ParamStruct) -> BaseQuantizer:
     file_name = "benchmark_quantize_layers_result.csv" if len(sys.argv) == 1 else sys.argv[1]
     print(f"Benchmark results will be saved to file {file_name}")
 
-    benchmark_data = []  # type: List[Dict[str, Any]]
+    benchmark_data: List[Dict[str, Any]] = []
     device_ids = range(torch.cuda.device_count())
     ngpus_per_node = len(device_ids)
     world_size = ngpus_per_node
@@ -208,7 +208,7 @@ def get_module(params_struct: ParamStruct) -> BaseQuantizer:
 
         input_size = param_struct.batch.input_size
         if param_struct.exec_type == ExecutionType.DISTRIBUTED_DATA_PARALLEL:
-            output = []  # type: List[Dict[str, float]]
+            output: List[Dict[str, float]] = []
             try:
                 mp.spawn(
                     run_worker,
@@ -216,7 +216,7 @@ def get_module(params_struct: ParamStruct) -> BaseQuantizer:
                     args=(world_size, module, input_size, num_runs, param_struct.dtype, output),
                 )
                 run_data = output[0]
-            except:  # pylint:disable=bare-except
+            except:  # pylint:disable=bare-except  # noqa: E722
                 run_data = {"time": -1}
         else:
             run_data = call_fn(module, input_size, param_struct.device, num_runs, dtype=param_struct.dtype)
diff --git a/tools/clip_dot.py b/tools/clip_dot.py
index 23b5af45d2d..e14164a9a20 100644
--- a/tools/clip_dot.py
+++ b/tools/clip_dot.py
@@ -1,3 +1,14 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 # pylint:skip-file
 import sys
 from argparse import ArgumentParser
@@ -37,7 +48,6 @@ def main(argv):
         from_key, to_key, _ = edge
         id_portion = from_key.split()[0]
         has_id = id_portion.isdigit()
-        end_key = from_key
         if has_id:
             curr_id = int(id_portion)
             if curr_id >= int(args.finish_id):
diff --git a/tools/collect_pylint_input_files_for_backend.py b/tools/collect_pylint_input_files_for_backend.py
index 94d10c99d7b..ca54b3a16ed 100755
--- a/tools/collect_pylint_input_files_for_backend.py
+++ b/tools/collect_pylint_input_files_for_backend.py
@@ -1,3 +1,14 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 import os
 import subprocess
 import sys
diff --git a/tools/debug/__init__.py b/tools/debug/__init__.py
deleted file mode 100644
index e69de29bb2d..00000000000
diff --git a/tools/debug/common.py b/tools/debug/common.py
deleted file mode 100644
index 070a9480b61..00000000000
--- a/tools/debug/common.py
+++ /dev/null
@@ -1,182 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-import os
-from functools import partial
-
-import numpy as np
-import torch
-from torch import nn
-
-from examples.torch.common.model_loader import load_model
-from nncf.torch.checkpoint_loading import load_state
-from nncf.torch.layers import NNCFConv1d
-from nncf.torch.layers import NNCFConv2d
-from nncf.torch.layers import NNCFLinear
-from nncf.torch.model_creation import create_compressed_model
-
-
-def dump_in_out_hook(module, inputs, output):
-    dump_out_hook(module, inputs, output)
-    dump_path = get_dump_path(module)
-    if dump_path:
-        key = 0
-        output_dir = os.path.abspath(os.path.join(dump_path, os.pardir))
-        file_name = os.path.basename(dump_path)
-        for input_ in inputs:
-            key += 1
-            input_data = input_.data.cpu().numpy().flatten()
-            dump_name = ".".join([file_name, "in", str(key)])
-            npy_path, _ = save_dump(dump_name, output_dir, input_data)
-            add_full_dump_path(module, npy_path)
-
-
-def dump_out_hook(module, inputs, output):
-    dump_path = get_dump_path(module)
-    if dump_path:
-        output_data = output.data.cpu().numpy().flatten()
-        output_dir = os.path.abspath(os.path.join(dump_path, os.pardir))
-        file_name = os.path.basename(dump_path)
-        dump_name = ".".join([file_name, "out"])
-        npy_path, _ = save_dump(dump_name, output_dir, output_data, force=False)
-        add_full_dump_path(module, npy_path)
-
-
-def get_dump_path(module):
-    if hasattr(module, "dump_path"):
-        return module.dump_path
-    return None
-
-
-def set_dump_path(layer, path):
-    layer.dump_path = path
-
-
-def add_full_dump_path(layer, full_path):
-    if not hasattr(layer, "dump_full_paths"):
-        layer.dump_full_paths = []
-    layer.dump_full_paths.append(full_path)
-
-
-def get_full_dump_paths(layer):
-    if hasattr(layer, "dump_full_paths"):
-        return layer.dump_full_paths
-    return None
-
-
-def is_weightable(layer):
-    return isinstance(layer, (nn.Conv1d, nn.Conv2d, nn.Linear)) and not isinstance(
-        layer, (NNCFConv1d, NNCFConv2d, NNCFLinear)
-    )
-
-
-def has_sparse_quant_weights(layer, name):
-    from nncf.torch.quantization.layers import SymmetricQuantizer
-    from nncf.torch.sparsity.rb.layers import RBSparsifyingWeight
-
-    return (isinstance(layer, RBSparsifyingWeight) and ("sparsified_weight" in name)) or (
-        isinstance(layer, SymmetricQuantizer) and ("quantized_weight" in name)
-    )
-
-
-def save_dump_(path, ext, saver, data, force=False):
-    full_path = ".".join([path, ext])
-    if not os.path.exists(full_path) or force:
-        print("Saving dump to {}".format(full_path))
-        saver(full_path, data)
-    else:
-        print("Dump already exists " + full_path)
-    return full_path
-
-
-def save_dump(dump_name, output_dir, data, force=False):
-    path = os.path.join(output_dir, dump_name)
-    npy_path = save_dump_(path, "npy", np.save, data, force)
-    txt_path = save_dump_(path, "txt", partial(np.savetxt, fmt="%s"), data, force)
-    return npy_path, txt_path
-
-
-def register_print_hooks(path, model, data_to_compare, num_layers=-1, dump_activations=False, prefix="", idx=0):
-    for name, children in model.named_children():
-        name_full = "{}{}".format(prefix, name)
-        idx = register_print_hooks(
-            path, children, data_to_compare, num_layers, dump_activations, prefix=name_full + ".", idx=idx
-        )
-
-        within_range = (num_layers == -1) or idx < num_layers
-        has_weights = has_sparse_quant_weights(children, name_full) or is_weightable(children)
-        within_type = has_weights if not dump_activations else dump_activations
-        if within_range and within_type:
-            # always there for activations if dump_activation is enabled
-            # always there for weights if dump_activation is disabled
-            name_full = name_full.replace("/", "_")
-            dump_path = os.path.join(path, ".".join([str(idx), name_full]))
-            idx += 1
-            if is_weightable(children):
-                output_dir = os.path.abspath(os.path.join(dump_path, os.pardir))
-                file_name = os.path.basename(dump_path)
-
-                def dump_attr(attr):
-                    if hasattr(children, attr):
-                        dump_name = ".".join([file_name, attr])
-                        data = children.weight.data.numpy()
-                        save_dump(dump_name, output_dir, data, force=False)
-                        data_to_compare[dump_name] = data
-
-                dump_attr("weight")
-                dump_attr("bias")
-            else:
-                set_dump_path(children, dump_path)
-                hook = dump_in_out_hook if dump_activations else dump_out_hook
-                children.register_forward_hook(hook)
-    return idx
-
-
-def load_torch_model(config, cuda=False):
-    weights = config.get("weights")
-    model = load_model(
-        config.get("model"),
-        pretrained=config.get("pretrained", True) if weights is None else False,
-        num_classes=config.get("num_classes", 1000),
-        model_params=config.get("model_params", {}),
-    )
-    compression_ctrl, model = create_compressed_model(model, config)
-    if weights:
-        sd = torch.load(weights, map_location="cpu")
-        load_state(model, sd)
-    if cuda:
-        model = model.cuda()
-        model = torch.nn.DataParallel(model)
-    print(compression_ctrl.statistics().to_str())
-    return model
-
-
-def compare_activations(ir_dump_txt, torch_dump_npy):
-    with open(ir_dump_txt, "r", encoding="utf8") as fin:
-        first_line = fin.readline()
-        if "shape:" in first_line:
-            data = fin.read().splitlines(True)
-            with open(ir_dump_txt, "w", encoding="utf8") as fout:
-                fout.writelines(data)
-    ie = np.loadtxt(ir_dump_txt, dtype=np.float32)
-    pt = np.load(torch_dump_npy)
-    print("Size, [ MIN, MAX ]")
-    print_info = lambda np_array: print(
-        "{} [{:.3f}, {:.3f}]".format(np_array.size, np_array.min().item(), np_array.max().item())
-    )
-    print_info(ie)
-    print_info(pt)
-    print("Maximum of absolute difference: {:.7f}".format(abs(ie - pt).max()))
-
-
-def print_args(args):
-    for arg in sorted(vars(args)):
-        print("{: <27s}: {}".format(arg, getattr(args, arg)))
diff --git a/tools/debug/compare_accuracy.py b/tools/debug/compare_accuracy.py
deleted file mode 100644
index 017748b1a9c..00000000000
--- a/tools/debug/compare_accuracy.py
+++ /dev/null
@@ -1,166 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-import argparse
-import os
-from functools import partial
-
-from openvino.inference_engine import IENetwork
-from openvino.inference_engine import IEPlugin
-from openvino.inference_engine import get_version
-
-from nncf.config import NNCFConfig
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
-from tools.ir_utils import get_ir_paths
-
-
-def getExecNet(plugin, net):
-    return plugin.load(network=net)
-
-
-argparser = argparse.ArgumentParser()
-argparser.add_argument("-m", "--model", help="input IR name", required=True)
-argparser.add_argument("--bin", help="Input *.bin file name")
-argparser.add_argument("-o", "--output-dir", help="Output directory to dump weights", required=True)
-argparser.add_argument("-c", "--config", type=str, help="Model's config", required=True)
-argparser.add_argument("--cuda", help="inference PyTorch model on CUDA", action="store_true")
-argparser.add_argument("--data", metavar="DIR", help="path to dataset", required=True)
-argparser.add_argument(
-    "--cpu-plugin-dir",
-    metavar="DIR",
-    help="path to the directory with CPU Plugin and CPU Extension libraries",
-    required=True,
-)
-argparser.add_argument("-n", "--num-layers", type=int, default=-1, help="Dump activations for given number of layers")
-argparser.add_argument("--dump", action="store_true", help="Enables dump of activations")
-
-args = argparser.parse_args()
-
-
-def validate_torch_model(output_dir, config, num_layers, dump, val_loader=None, cuda=False):
-    from tools.debug.common import load_torch_model
-    from tools.debug.common import register_print_hooks
-
-    if not os.path.exists(output_dir):
-        os.makedirs(output_dir)
-
-    model = load_torch_model(config, cuda)
-
-    model_e = model.eval()
-    if dump:
-        register_print_hooks(output_dir, model_e, num_layers=num_layers, data_to_compare=None, dump_activations=True)
-
-    validate_general(val_loader, model_e, infer_pytorch_model, cuda)
-
-
-def main():
-    model_bin, model_xml = get_ir_paths(args.model, args.bin)
-
-    config = NNCFConfig.from_json(args.config)
-
-    input_infos_list = create_input_infos(config)
-    image_size = input_infos_list[0].shape[-1]
-
-    size = int(image_size / 0.875)
-
-    print("IE version: {}".format(get_version()))
-
-    # NOTE: importing torch after loading IE to plugin to avoid issue with built-in MKLDNN of PyTorch
-    plugin = IEPlugin(device="CPU", plugin_dirs=args.cpu_plugin_dir)
-    plugin.add_cpu_extension(os.path.join(args.cpu_plugin_dir, "libcpu_extension.so"))
-    net = IENetwork(model=model_xml, weights=model_bin)
-    exec_net = getExecNet(plugin, net)
-    from torch.utils.data import DataLoader
-    from torchvision import datasets
-    from torchvision import transforms
-
-    val_loader = DataLoader(
-        datasets.ImageFolder(
-            args.data,
-            transforms.Compose(
-                [
-                    transforms.Resize(size),
-                    transforms.CenterCrop(image_size),
-                    transforms.ToTensor(),
-                    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
-                ]
-            ),
-        ),
-        batch_size=1,
-        shuffle=False,
-        num_workers=4,
-        pin_memory=True,
-    )
-    if not os.path.exists(args.output_dir):
-        os.makedirs(args.output_dir)
-    config["log_dir"] = args.output_dir
-
-    infer_fn = partial(infer_ie_model, net=net)
-    validate_general(val_loader, exec_net, infer_fn)
-
-    validate_torch_model(
-        os.path.join(args.output_dir, "PTH"),
-        config=config,
-        num_layers=args.num_layers,
-        dump=args.dump,
-        val_loader=val_loader,
-        cuda=args.cuda,
-    )
-
-
-def infer_ie_model(exec_net, inputs, net):
-    input_cpu = inputs.numpy()
-    input_name = next(iter(net.inputs))
-    output_name = next(iter(net.outputs))
-    res = exec_net.infer(inputs={input_name: input_cpu})
-    output = res[output_name]
-    import torch
-
-    torch_output = torch.from_numpy(output)
-    return torch_output
-
-
-def infer_pytorch_model(model, inputs):
-    return model(inputs)
-
-
-def validate_general(val_loader, model, infer_model_fn, cuda=False):
-    from examples.torch.classification.main import AverageMeter
-    from examples.torch.classification.main import accuracy
-
-    top1 = AverageMeter()
-    top5 = AverageMeter()
-
-    for i, (input_, target) in enumerate(val_loader):
-        # compute output
-        output = infer_model_fn(model, input_)
-
-        if cuda:
-            target = target.cuda(None, non_blocking=True)
-        # measure accuracy and record loss
-        acc1, acc5 = accuracy(output, target, topk=(1, 5))
-
-        top1.update(acc1, input_.size(0))
-        top5.update(acc5, input_.size(0))
-
-        if i % 10 == 0:
-            print(
-                "IE Test : [{0}/{1}]\t"
-                "Acc@1 {top1.val:.3f} ({top1.avg:.3f})\t"
-                "Acc@5 {top5.val:.3f} ({top5.avg:.3f})".format(i, len(val_loader), top1=top1, top5=top5)
-            )
-
-    print(" * Acc@1 {top1.avg:.3f} Acc@5 {top5.avg:.3f}".format(top1=top1, top5=top5))
-    return top1.avg, top5.avg
-
-
-if __name__ == "__main__":
-    main()
diff --git a/tools/debug/compare_dump.py b/tools/debug/compare_dump.py
deleted file mode 100644
index 7476a7fd4c6..00000000000
--- a/tools/debug/compare_dump.py
+++ /dev/null
@@ -1,122 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-import argparse
-import os
-from os.path import isdir
-from os.path import isfile
-from os.path import join
-
-import torch
-
-from tools.debug.common import print_args
-
-argparser = argparse.ArgumentParser()
-argparser.add_argument(
-    "-r",
-    "--ref-dir",
-    help="Path to ref folder. Treated whether ref experiment, or dir to compare GPU dumps",
-    required=True,
-)
-argparser.add_argument(
-    "-c", "--cmp-dirs", help="List of path to dirs with experiments for comparison with ref folder 0,1,2...", nargs="+"
-)
-argparser.add_argument(
-    "--range",
-    type=int,
-    help="Right border of range, starting from ref dir number",
-)
-argparser.add_argument("--eps", help="Torelance for maximum of absolute difference", default=None, type=float)
-
-args = argparser.parse_args()
-print_args(args)
-
-
-def basename(x):
-    return os.path.basename(x)
-
-
-def get_dirs(root_path):
-    return [join(root_path, f) for f in sorted(os.listdir(root_path), key=basename) if isdir(join(root_path, f))]
-
-
-def get_files(root_path):
-    return [f for f in sorted(os.listdir(root_path), key=basename) if isfile(join(root_path, f))]
-
-
-def get_dir_pairs(dump_dir):
-    dirs = get_dirs(dump_dir)
-    return [(dirs[0], cmp_dir) for cmp_dir in dirs[1:]]
-
-
-def compare_dump_in_dir_pairs(pairs, eps=None):
-    global_max_diff = 0
-    global_count_diff = 0
-    for ref_dir, cmp_dir in pairs:
-        max_diff = compare_dump_in_file_pairs(ref_dir, cmp_dir, eps)
-        if max_diff != 0:
-            global_count_diff += 1
-        if max_diff > global_max_diff:
-            global_max_diff = max_diff
-    print("\n\nGlobal MAX abs diff: {}\n{}/{} is different".format(global_max_diff, global_count_diff, len(pairs)))
-
-
-def compare_dump_in_file_pairs(ref_dir, cmp_dir, eps):
-    ref_files = get_files(ref_dir)
-    cmp_files = get_files(cmp_dir)
-    max_diff = 0
-    count_diff = 0
-    print("\n\nCompare {} vs {}".format(ref_dir, cmp_dir))
-    for rf in ref_files:
-        rt = torch.load(os.path.join(ref_dir, rf))
-        if rf in cmp_files:
-            ct = torch.load(os.path.join(cmp_dir, rf))
-            rn = os.path.basename(rf)
-            diff = abs(rt - ct).max()
-            if diff != 0:
-                count_diff += 1
-            if diff > max_diff:
-                max_diff = diff
-            if eps is not None:
-                if diff >= eps:
-                    if "scale" in rf:
-                        print("____{} vs {}_____, diff={} for {}".format(rt.item(), ct.item(), diff, rn))
-                    else:
-                        print("diff={} for {}".format(diff, rn))
-
-        else:
-            print("not matched file {}".format(rf))
-    print("Max abs diff: {}\n{}/{} is different".format(max_diff, count_diff, len(ref_files)))
-    return max_diff
-
-
-def main():
-    ref_dir = args.ref_dir
-    cmp_dirs = args.cmp_dirs
-    range_ = args.range
-    dir_pairs = []
-    if cmp_dirs:
-        for cmp_dir in cmp_dirs:
-            dir_pairs += list(zip(get_dirs(cmp_dir), get_dirs(ref_dir)))
-    elif range_:
-        lb = int(os.path.basename(ref_dir))
-        parent_dir = os.path.abspath(os.path.join(ref_dir, os.pardir))
-        for i in range(lb + 1, range_ + 1):
-            cmp_dir = os.path.join(parent_dir, str(i))
-            dir_pairs += list(zip(get_dirs(cmp_dir), get_dirs(ref_dir)))
-    else:
-        dir_pairs = get_dir_pairs(ref_dir)
-
-    compare_dump_in_dir_pairs(dir_pairs, args.eps)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/tools/debug/compare_weights.py b/tools/debug/compare_weights.py
deleted file mode 100644
index de2c89dc240..00000000000
--- a/tools/debug/compare_weights.py
+++ /dev/null
@@ -1,125 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-import argparse
-import json
-import os
-from collections import OrderedDict
-
-import defusedxml.cElementTree as ET
-import numpy as np
-from torch import randn
-
-from tools.debug.common import get_full_dump_paths
-from tools.debug.common import load_torch_model
-from tools.debug.common import print_args
-from tools.debug.common import register_print_hooks
-from tools.debug.common import save_dump
-from tools.ir_utils import find_all_parameters
-from tools.ir_utils import get_ir_paths
-
-argparser = argparse.ArgumentParser()
-argparser.add_argument("-m", "--model", help="input IR name", required=True)
-argparser.add_argument("--bin", help="Input *.bin file name")
-argparser.add_argument("-o", "--output-dir", help="Output directory to dump weights", required=True)
-argparser.add_argument("-c", "--config", type=str, default="config.json", help="Model's config", required=True)
-argparser.add_argument("-n", "--num-layers", type=int, default=-1, help="Compare weights for given number of layers")
-argparser.add_argument("--ignore", help="comma separated list of ignored layers", default="")
-args = argparser.parse_args()
-print_args(args)
-
-
-def main():
-    model_bin, model_xml = get_ir_paths(args.model, args.bin)
-
-    if not os.path.exists(args.output_dir):
-        os.makedirs(args.output_dir)
-
-    ir_weights = collect_IR_weights(os.path.join(args.output_dir, "IR"), model_xml, model_bin, args.num_layers)
-
-    with open(args.config, encoding="utf8") as f:
-        config = json.load(f)
-    torch_weights = collect_torch_weights(os.path.join(args.output_dir, "PTH"), config, args.num_layers)
-
-    assert len(ir_weights) == len(torch_weights), "{} vs {}".format(len(ir_weights), len(torch_weights))
-    print("Maximum of absolute difference - IR vs Torch")
-    max_max = []
-    for (k1, v1), (k2, v2) in zip(ir_weights.items(), torch_weights.items()):
-        max_diff = abs(v1 - v2).max()
-        max_max.append(max_diff)
-        print("{0:.5} - max diff [{1:}]  vs  [{2:}]".format(max_diff, k1, k2))
-    print("Global maximum:  {0:.5}".format(np.max(max_max)))
-
-
-def collect_IR_weights(output_dir, model_xml, model_bin, num_layers):
-    data_to_compare = OrderedDict()
-    print("IR loaded from {}".format(model_bin))
-    with open(model_bin, "rb") as f:
-        buffer = f.read()
-
-    ignored = args.ignore.split(",") + get_ignored_layers(model_xml, args.num_layers)
-
-    all_parameters = find_all_parameters(buffer, model_xml)
-
-    if not os.path.exists(output_dir):
-        os.makedirs(output_dir)
-    idx = 0
-
-    for name, param in all_parameters.items():
-        if name.split(".")[0] in ignored or "bias" in name:
-            continue
-        if (num_layers > 0 and idx < num_layers) or (num_layers == -1):
-            name = name.replace(os.path.sep, "_")
-            dump_name = ".".join([str(idx), name])
-            output_data = param.data.flatten()
-            save_dump(dump_name, output_dir, output_data)
-            data_to_compare[dump_name] = output_data
-            idx += 1
-    return data_to_compare
-
-
-def collect_torch_weights(output_dir, config, num_layers):
-    if not os.path.exists(output_dir):
-        os.makedirs(output_dir)
-
-    model = load_torch_model(config)
-    model_e = model.eval()
-
-    data_to_compare = OrderedDict()
-
-    register_print_hooks(
-        output_dir, model_e, num_layers=num_layers, data_to_compare=data_to_compare, dump_activations=False
-    )
-    input_ = randn(config["input_sample_size"])
-    model_e(input_)
-
-    for _, module in enumerate(model_e.modules()):
-        paths = get_full_dump_paths(module)
-        if paths is not None:
-            for dump_path in paths:
-                if os.path.isfile(dump_path):
-                    data_to_compare[os.path.splitext(os.path.basename(dump_path))[0]] = np.load(dump_path)
-    return data_to_compare
-
-
-def get_ignored_layers(model_xml, num_layers=1):
-    ir_tree = ET.parse(model_xml)
-    ignored_layers = []
-    all_supported = [l for l in ir_tree.iter("layer") if l.get("type") == ("Convolution", "FullyConnected")]
-    if num_layers > 0:
-        ignored_layers += [layer.get("name") for layer in all_supported[num_layers:]]
-    all_bns = [l for l in ir_tree.iter("layer") if l.get("type") == "ScaleShift"]
-    ignored_layers += [bn.get("name") for bn in all_bns]
-    return ignored_layers
-
-
-if __name__ == "__main__":
-    main()
diff --git a/tools/debug/debug_sample.py b/tools/debug/debug_sample.py
deleted file mode 100644
index f2485cf0747..00000000000
--- a/tools/debug/debug_sample.py
+++ /dev/null
@@ -1,74 +0,0 @@
-# Copyright (c) 2023 Intel Corporation
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#      http://www.apache.org/licenses/LICENSE-2.0
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-import os
-import re
-from pathlib import Path
-
-import torch
-
-
-def create_experiment_dir(dump_dir):
-    os.makedirs(dump_dir, exist_ok=True)
-    next_id = 0
-    if not re.match(r"\d+", Path(dump_dir).parts[-1]):
-        ids = [int(f) for f in os.listdir(dump_dir) if f.isnumeric()]
-        if ids:
-            next_id = max(ids) + 1
-    dump_path = os.path.join(dump_dir, str(next_id))
-    os.makedirs(dump_path)
-    return dump_path
-
-
-def register_dump_hooks(model, dump_dir, num_item_to_dump=10):
-    os.makedirs(dump_dir, exist_ok=True)
-    next_id = 0
-    if not re.match(r"\d+/\d+", Path(dump_dir).parts[-1]):
-        ids = [int(f) for f in os.listdir(dump_dir) if f.isnumeric()]
-        if ids:
-            next_id = max(ids) + 1
-    print(next_id)
-    dump_path = os.path.join(dump_dir, str(next_id))
-    os.makedirs(dump_path)
-    handles = []
-    name_idx = 0
-    for name, module in model.named_modules():
-        if name:
-            module.full_dump_path = os.path.join(
-                dump_path, str("{:04d}".format(name_idx)) + "_" + name.replace("/", "_")
-            )
-            name_idx += 1
-
-            def hook(module, inputs, output):
-                idx = 0
-                for input_ in inputs:
-                    path = module.full_dump_path + "_input_{}".format(str(idx))
-                    # print('saving input to {}'.format(path))
-                    data = torch.flatten(input_)[:num_item_to_dump].cpu()
-                    torch.save(data, path)
-                    idx += 1
-                path = module.full_dump_path + "_output"
-                # print('saving output to {}'.format(path))
-                data = torch.flatten(output)[:num_item_to_dump].cpu()
-                torch.save(data, path)
-                if hasattr(module, "weight"):
-                    data = torch.flatten(module.weight)[:num_item_to_dump].cpu()
-                    path = module.full_dump_path + "_weight"
-                    print("saving weight to {}".format(path))
-                    torch.save(data, path)
-                if hasattr(module, "scale"):
-                    data = module.scale.cpu()
-                    path = module.full_dump_path + "_scale"
-                    print("saving scales to {}".format(path))
-                    torch.save(data, path)
-
-            handles.append(module.register_forward_hook(hook))
-    return handles
diff --git a/tools/extract_ov_subgraph.py b/tools/extract_ov_subgraph.py
new file mode 100644
index 00000000000..d169308156a
--- /dev/null
+++ b/tools/extract_ov_subgraph.py
@@ -0,0 +1,306 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import argparse
+import os
+import shutil
+import xml.etree.ElementTree as ET
+from copy import copy
+from copy import deepcopy
+from pathlib import Path
+from pprint import pprint
+from typing import Any, Dict
+
+import defusedxml.ElementTree as dET
+import networkx as nx
+
+
+def xml_to_dict(element: ET.Element):
+    result = {}
+    if element.attrib:
+        result["attributes"] = element.attrib
+    for child in element:
+        child_dict = xml_to_dict(child)
+        if child.tag in result:
+            if isinstance(result[child.tag], list):
+                result[child.tag].append(child_dict)
+            else:
+                result[child.tag] = [result[child.tag], child_dict]
+        else:
+            result[child.tag] = child_dict
+    if element.text:
+        result["text"] = element.text
+    if element.tail:
+        result["tail"] = element.tail
+    return result
+
+
+def dict_to_xml(data: Any, parent: ET.Element):
+    if isinstance(data, dict):
+        for tag_name, value in data.items():
+            if tag_name == "attributes":
+                parent.attrib.update(value)
+            elif tag_name == "text":
+                parent.text = value
+            elif tag_name == "tail":
+                parent.tail = value
+            elif isinstance(value, list):
+                for item in value:
+                    elem = ET.SubElement(parent, tag_name)
+                    dict_to_xml(item, elem)
+            else:
+                elem = ET.SubElement(parent, tag_name)
+                dict_to_xml(value, elem)
+    else:
+        parent.text = str(data)
+
+
+def get_edges(xml_dict: Dict):
+    def add_edge(edges: Dict, from_layer: int, from_port: int, to_layer: int, to_port: int):
+        if from_layer not in edges:
+            edges[from_layer] = {}
+        if from_port not in edges[from_layer]:
+            edges[from_layer][from_port] = {}
+        assert (to_layer, to_port) not in edges[from_layer][from_port]
+        edges[from_layer][from_port][(to_layer, to_port)] = {}
+
+    edges = {}
+    for edge in xml_dict["edges"]["edge"]:
+        edge = edge["attributes"]
+
+        from_layer = int(edge["from-layer"])
+        from_port = int(edge["from-port"])
+        to_layer = int(edge["to-layer"])
+        to_port = int(edge["to-port"])
+
+        add_edge(edges, from_layer, from_port, to_layer, to_port)
+        add_edge(edges, to_layer, to_port, from_layer, from_port)
+
+    return edges
+
+
+def get_nodes(xml_dict: Dict, edges: Dict):
+    all_node_names = set()
+    nodes = {}
+    for node in xml_dict["layers"]["layer"]:
+        try:
+            attributes = node["attributes"]
+            data = node["data"]["attributes"] if "data" in node else None
+            inp = node["input"] if "input" in node else None
+            out = node["output"] if "output" in node else None
+
+            node_id = int(attributes["id"])
+            node_name = attributes["name"]
+            node_type = attributes["type"]
+
+            assert node_name not in all_node_names
+            all_node_names.add(node_name)
+
+            assert node_id not in nodes
+            nodes[node_id] = {
+                "name": node_name,
+                "type": node_type,
+            }
+
+            node_dtype = data["element_type"] if data is not None and "element_type" in data else None
+            node_shape = data["shape"] if data is not None and "shape" in data else None
+            if node_dtype is not None:
+                nodes[node_id]["dtype"] = node_dtype
+            if node_shape is not None:
+                nodes[node_id]["shape"] = node_shape
+
+            input_ports = [] if inp is None else inp["port"]
+            output_ports = [] if out is None else out["port"]
+            if isinstance(input_ports, dict):
+                input_ports = [input_ports]
+            if isinstance(output_ports, dict):
+                output_ports = [output_ports]
+
+            for port, is_input in zip(
+                input_ports + output_ports, [True] * len(input_ports) + [False] * len(output_ports)
+            ):
+                from_port = int(port["attributes"]["id"])
+                precision = port["attributes"]["precision"]
+                if "dim" in port["attributes"]:
+                    dim = port["attributes"]["dim"]
+                elif "dim" in port:
+                    dim = port["dim"]
+                else:
+                    dim = []
+                if isinstance(dim, dict):
+                    dim = [dim]
+                shape = tuple(int(it["text"]) for it in dim)
+
+                # Update properties of the edges leading from this port
+                if from_port not in edges[node_id]:
+                    # Some edge descriptions may be missing in execution graph
+                    continue
+                else:
+                    edge = edges[node_id][from_port]
+                for (to_node_id, to_port), edge_properties_dict in edge.items():
+                    for name, value in zip(("precision", "shape", "is_input"), (precision, shape, is_input)):
+                        assert name not in edge_properties_dict
+                        edge_properties_dict[name] = value
+        except Exception as e:
+            pprint(node)
+            raise e
+
+    return nodes
+
+
+def create_nx_graph(xml_dict: Dict):
+    def get_node_label(nodes: Dict, node_id: int):
+        return nodes[node_id]["name"]
+
+    def get_edge_label(edges: Dict, nodes: Dict, from_node: int, from_port: int, to_node: int, to_port: int):
+        edge_properties = edges[from_node][from_port][(to_node, to_port)]
+        return f'"{edge_properties["shape"]}\n{from_port}->{to_port}"'
+
+    edges = get_edges(xml_dict)
+    nodes = get_nodes(xml_dict, edges)
+
+    G = nx.Graph()
+
+    # Add nodes
+    for node_id, node_properties in nodes.items():
+        node_properties_copy = copy(node_properties)
+        node_properties_copy["id"] = node_id
+        G.add_node(get_node_label(nodes, node_id), **node_properties_copy)
+
+    # Add edges
+    for node_id, from_port_dict in edges.items():
+        for from_port, to_port_dict in from_port_dict.items():
+            for (to_node_id, to_port), edge_properties in to_port_dict.items():
+                G.add_edge(
+                    u_of_edge=get_node_label(nodes, node_id),
+                    v_of_edge=get_node_label(nodes, to_node_id),
+                    label=get_edge_label(edges, nodes, node_id, from_port, to_node_id, to_port),
+                    **edge_properties,
+                )
+
+    return G
+
+
+def write_xml(xml_dict: Dict, filepath: Path):
+    write_root = ET.Element("net")
+    dict_to_xml(xml_dict, write_root)
+    xml_str = ET.tostring(write_root).decode()
+    xml_str = '<?xml version="1.0"?>\n' + xml_str + "\n"
+    with open(filepath, "w") as f:
+        f.write(xml_str)
+
+
+def take_model_subgraph(xml_dict: Dict, source_node_name: str, distance: int):
+    # Create networkx graph from IR xml dictionary
+    G = create_nx_graph(xml_dict)
+
+    # Traverse graph from target node
+    dfs_tree = nx.traversal.dfs_tree(G, source=source_node_name, depth_limit=distance)
+    node_names = set(dfs_tree.nodes)
+    node_ids = set([G.nodes[it]["id"] for it in node_names])
+
+    # Keep only the visited nodes
+    result_xml_dict = deepcopy(xml_dict)
+    result_xml_dict["layers"]["layer"] = []
+    for layer in xml_dict["layers"]["layer"]:
+        node_name = layer["attributes"]["name"]
+        if node_name in node_names:
+            result_xml_dict["layers"]["layer"].append(layer)
+
+    # Keep only the edges that connect the visited nodes
+    result_xml_dict["edges"]["edge"] = []
+    for edge in xml_dict["edges"]["edge"]:
+        from_layer = int(edge["attributes"]["from-layer"])
+        to_layer = int(edge["attributes"]["to-layer"])
+        if from_layer in node_ids or to_layer in node_ids:
+            result_xml_dict["edges"]["edge"].append(edge)
+
+    return result_xml_dict
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(
+        description="Extract a subgraph from a model in OpenVINO Intermediate Representation format.\n\nSubgraph is "
+        "taken around a given node. Use distance parameter to control how many nodes around the given one to include. "
+        "The resulting subgraph is saved next to the input .xml file or at --output_path if provided. Additionally, a "
+        "symbolic link targeting the original .bin file is created.",
+        epilog="Usage examples:\n"
+        '  python ir_subgraph.py openvino.xml "Constant_1116858"\n'
+        '  python ir_subgraph.py openvino.xml "Constant_1116858" --distance 5\n'
+        '  python ir_subgraph.py openvino.xml "Constant_1116858" --output-path ./subgraphs\n'
+        '  python ir_subgraph.py openvino.xml "Constant_1116858" --output-path ./subgraphs/Constant_1116858.xml\n',
+        formatter_class=argparse.RawTextHelpFormatter,
+    )
+
+    parser.add_argument("input-path", help="Input IR path.")
+    parser.add_argument("node", help="Target node name.")
+    parser.add_argument("--distance", type=int, default=10, help="Distance around the target node (default 10).")
+    parser.add_argument(
+        "--output-path",
+        dest="output_path",
+        help="Output IR path. Can either be a file path with .xml extension or a directory path.",
+    )
+
+    args = parser.parse_args()
+
+    input_path = Path(args.__dict__["input-path"])
+    node_name = args.node
+    distance = args.distance
+    output_path = Path(args.output_path) if args.output_path is not None else None
+
+    if distance <= 0:
+        raise ValueError("Distance should be positive")
+
+    if output_path is None or output_path.suffix == "":
+        output_filename = f"{input_path.stem}_{Path(node_name).stem}_{distance}.xml"
+        if output_path is None:
+            output_dir = input_path.parent
+            output_path = input_path.parent / output_filename
+        else:
+            output_dir = output_path
+            output_path = output_dir / output_filename
+    else:
+        output_dir = output_path.parent
+
+    if output_path.exists():
+        raise ValueError(f"There is already and IR at {output_path}. Exiting.")
+
+    # Read IR xml as dict
+    tree = dET.parse(input_path)
+    root = tree.getroot()
+    xml_dict = xml_to_dict(root)
+
+    # Take subgraph
+    subgraph_xml_dict = take_model_subgraph(xml_dict, source_node_name=node_name, distance=distance)
+
+    # Save subgraph xml
+    if not output_dir.exists():
+        output_dir.mkdir(parents=True)
+    write_xml(subgraph_xml_dict, output_path)
+
+    # Create a symbolic link to original .bin file
+    bin_input_path = input_path.with_suffix(".bin")
+    bin_output_path = output_path.with_suffix(".bin")
+    if bin_output_path.exists():
+        os.remove(bin_output_path)
+    try:
+        bin_output_path.symlink_to(os.path.relpath(bin_input_path, bin_output_path.parent))
+    except OSError as e:
+        if "[WinError 1314]" in str(e):
+            if bin_input_path.exists():
+                print("Copying original .bin file because can't create a symbolic link due to lack of admin privileges")
+                shutil.copy(bin_input_path, bin_output_path)
+            else:
+                print("Didn't create a copy of original .bin file because it is missing")
+        else:
+            raise e
+
+    print("Saved at:", output_path)
diff --git a/tools/optimize_tf_graph.py b/tools/optimize_tf_graph.py
index d76c6d5d2b7..b83e1a12066 100644
--- a/tools/optimize_tf_graph.py
+++ b/tools/optimize_tf_graph.py
@@ -1,3 +1,14 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 import tensorflow as tf
 from tensorflow.core.protobuf import config_pb2
 from tensorflow.core.protobuf import meta_graph_pb2
diff --git a/tools/pb_to_tb.py b/tools/pb_to_tb.py
index 9240ac529d1..9b418f8dff5 100644
--- a/tools/pb_to_tb.py
+++ b/tools/pb_to_tb.py
@@ -1,3 +1,14 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 # pylint:skip-file
 import shutil
 from pathlib import Path
diff --git a/tools/render_dot_to_svg.py b/tools/render_dot_to_svg.py
index 575a2307958..452a3b8e0dc 100644
--- a/tools/render_dot_to_svg.py
+++ b/tools/render_dot_to_svg.py
@@ -1,3 +1,14 @@
+# Copyright (c) 2023 Intel Corporation
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#      http://www.apache.org/licenses/LICENSE-2.0
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
 """
 Useful when the .dot file is so large that no tool, online or offline, can effectively visualize it.
 """
diff --git a/tools/update_eval_results.py b/tools/update_eval_results.py
index 58744599409..116821c9787 100644
--- a/tools/update_eval_results.py
+++ b/tools/update_eval_results.py
@@ -2,7 +2,7 @@
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
 # You may obtain a copy of the License at
-#     http://www.apache.org/licenses/LICENSE-2.0
+#      http://www.apache.org/licenses/LICENSE-2.0
 # Unless required by applicable law or agreed to in writing, software
 # distributed under the License is distributed on an "AS IS" BASIS,
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
@@ -10,7 +10,6 @@
 # limitations under the License.
 
 import argparse
-import fileinput
 
 # pylint:skip-file
 import json
@@ -63,7 +62,7 @@ class SampleDescriptor:
 TORCH_EXAMPLES_PATH = PROJECT_ROOT / "examples" / "torch"
 TF_EXAMPLES_PATH = PROJECT_ROOT / "examples" / "tensorflow"
 
-TORCH_SAMPLE_TYPE_TO_DESCRIPTOR = {
+TORCH_SAMPLE_TYPE_TO_DESCRIPTOR: Dict[str, SampleDescriptor] = {
     "classification": SampleDescriptor(
         path_to_readme=TORCH_EXAMPLES_PATH / "classification" / "README.md",
         result_table_anchor_in_main_readme='<a name="pytorch_classification"></a>',
@@ -130,10 +129,9 @@ class SampleDescriptor:
             )
         ],
     ),
-}  # type: Dict[str, SampleDescriptor]
+}
 
-
-TF_SAMPLE_TYPE_TO_DESCRIPTOR = {
+TF_SAMPLE_TYPE_TO_DESCRIPTOR: Dict[str, SampleDescriptor] = {
     "classification": SampleDescriptor(
         path_to_readme=TF_EXAMPLES_PATH / "classification" / "README.md",
         result_table_anchor_in_main_readme='<a name="tensorflow_classification"></a>',
@@ -168,7 +166,7 @@ class SampleDescriptor:
             )
         ],
     ),
-}  # type: Dict[str, SampleDescriptor]
+}
 
 
 def get_fp32_and_compressed_metrics(