From 94d1f9c117c6669a5b9ea25ada17767f280c5e18 Mon Sep 17 00:00:00 2001
From: Aleksei Kashapov <aleksei.kashapov@intel.com>
Date: Mon, 6 Nov 2023 04:36:31 +0100
Subject: [PATCH 01/27] StatisticsAggregator returns original tensor shape
 (#2213)

### Changes

Make StatisticsAggreagtor keep the original tensor share after
aggregation.

### Reason for changes

To add support of correct handling statistics in case batch_size > 1.

### Related tickets

121650

### Tests

All tests are updated accordingly
---
 .../common/tensor_statistics/collectors.py    |  62 +++++------
 nncf/torch/tensor_statistics/collectors.py    |   6 +-
 .../test_reducers_and_aggregators.py          | 102 +++++++++---------
 .../test_templates/test_channel_alignment.py  |   2 +-
 4 files changed, 82 insertions(+), 90 deletions(-)

diff --git a/nncf/experimental/common/tensor_statistics/collectors.py b/nncf/experimental/common/tensor_statistics/collectors.py
index 1f74aa0a7df..c1797aadccb 100644
--- a/nncf/experimental/common/tensor_statistics/collectors.py
+++ b/nncf/experimental/common/tensor_statistics/collectors.py
@@ -125,6 +125,7 @@ def __init__(
         tensor_processor: NNCFCollectorTensorProcessor,
         aggregation_axes: Optional[AggregationAxes] = None,
         num_samples: Optional[int] = None,
+        window_size: Optional[int] = None,
     ):
         """
         :param tensor_processor: Backend-specific tensor processor.
@@ -134,14 +135,17 @@ def __init__(
         :param num_samples: Maximum number of samples to collect. Aggregator
             skips tensor registration if tensor registration was called num_samples times before.
             Aggregator never skips registration if num_samples is None.
+        :param window_size: Number of samples from the end of the list of collected samples to aggregate.
+        Aggregates all available collected statistics in case parameter is None.
         """
 
         self._tensor_processor = tensor_processor
         self._aggregation_axes = (0,) if aggregation_axes is None else aggregation_axes
-        self._keepdims = False
+        self._keepdims = True
         self._num_samples = num_samples
         self._collected_samples = 0
-        self._container = []
+        self._window_size = window_size
+        self._container = deque(maxlen=window_size)
 
     @property
     def num_samples(self) -> int:
@@ -594,20 +598,7 @@ def _aggregate_impl(self):
         return self._container.shape
 
 
-class TensorAggregatorBase(AggregatorBase, ABC):
-    def __init__(
-        self,
-        tensor_processor: NNCFCollectorTensorProcessor,
-        aggregation_axes: Optional[AggregationAxes] = None,
-        num_samples: Optional[int] = None,
-        window_size=None,
-    ):
-        super().__init__(tensor_processor, aggregation_axes=aggregation_axes, num_samples=num_samples)
-        self._window_size = window_size
-        self._container = deque(maxlen=window_size)
-
-
-class OnlineAggregatorBase(TensorAggregatorBase, ABC):
+class OnlineAggregatorBase(AggregatorBase, ABC):
     """
     Base class for aggregators which are using aggregation function fn with following property:
     fn([x1, x2, x3]) == fn([fn([x1, x2]), x3]) where x1, x2, x3 are samples to aggregate.
@@ -622,19 +613,17 @@ def _register_reduced_input_impl(self, x: NNCFTensor) -> None:
         else:
             reduced = x
         if 0 in self._aggregation_axes:
-            if self._container:
-                reduced = self._aggregation_fn(
-                    self._tensor_processor.stack([reduced, self._container]), axis=0, keepdims=False
-                )
-            self._container = reduced
+            stacked_tensors = self._tensor_processor.stack([reduced, *self._container], axis=0)
+            aggregated = self._aggregation_fn(stacked_tensors, axis=0, keepdims=self._keepdims)
+            aggregated = self._tensor_processor.squeeze(aggregated, 0)
+            self._container = [aggregated]
         else:
             self._container.append(reduced)
 
     def _aggregate_impl(self) -> NNCFTensor:
         if 0 in self._aggregation_axes:
             if self._keepdims:
-                return self._tensor_processor.stack([self._container]).tensor
-            return self._container.tensor
+                return self._container[0].tensor
         return self._tensor_processor.stack(self._container).tensor
 
     @abstractmethod
@@ -652,7 +641,7 @@ def _aggregation_fn(self, stacked_value: NNCFTensor, axis: AggregationAxes, keep
         return self._tensor_processor.reduce_max(stacked_value, axis=axis, keepdims=keepdims)
 
 
-class OfflineAggregatorBase(TensorAggregatorBase, ABC):
+class OfflineAggregatorBase(AggregatorBase, ABC):
     """
     Base class for aggregators which are using aggregation function fn which
     does not fulfill property fn([x1, x2, x3]) == fn([fn([x1, x2]), x3])
@@ -665,7 +654,8 @@ def _register_reduced_input_impl(self, x: TensorType) -> None:
 
     def _aggregate_impl(self) -> NNCFTensor:
         stacked_val = self._tensor_processor.stack(self._container)
-        return self._aggregation_fn(stacked_val, axis=self._aggregation_axes, keepdims=self._keepdims).tensor
+        aggregated = self._aggregation_fn(stacked_val, axis=self._aggregation_axes, keepdims=self._keepdims)
+        return self._tensor_processor.squeeze(aggregated, 0).tensor
 
     @abstractmethod
     def _aggregation_fn(self, stacked_value: NNCFTensor, axis: AggregationAxes, keepdims: bool) -> NNCFTensor:
@@ -699,13 +689,19 @@ def __init__(
     def _aggregate_impl(self) -> NNCFTensor:
         stacked_samples = self._tensor_processor.stack(self._container)
         low_values, high_values = self._tensor_processor.quantile(
-            stacked_samples, quantile=(self._quantile, 1 - self._quantile), axis=self._aggregation_axes
+            stacked_samples,
+            quantile=(self._quantile, 1 - self._quantile),
+            axis=self._aggregation_axes,
         )
         tp = self._tensor_processor
         outliers_mask = tp.logical_or(tp.less(stacked_samples, low_values), tp.less(high_values, stacked_samples))
-        return self._aggregation_fn(
-            stacked_samples=stacked_samples, mask=outliers_mask, axis=self._aggregation_axes, keepdims=self._keepdims
-        ).tensor
+        aggregated = self._aggregation_fn(
+            stacked_samples=stacked_samples,
+            mask=outliers_mask,
+            axis=self._aggregation_axes,
+            keepdims=self._keepdims,
+        )
+        return self._tensor_processor.squeeze(aggregated, 0).tensor
 
     @abstractmethod
     def _aggregation_fn(
@@ -734,7 +730,7 @@ def _aggregation_fn(
         return self._tensor_processor.masked_median(stacked_samples, axis=axis, mask=mask, keepdims=keepdims)
 
 
-class MedianAbsoluteDeviationAggregator(TensorAggregatorBase):
+class MedianAbsoluteDeviationAggregator(AggregatorBase):
     def __init__(
         self,
         tensor_processor: NNCFCollectorTensorProcessor,
@@ -780,7 +776,7 @@ def _aggregate_impl(self) -> Dict[str, NNCFTensor]:
         }
 
 
-class PercentileAggregator(TensorAggregatorBase):
+class PercentileAggregator(AggregatorBase):
     def __init__(
         self,
         tensor_processor: NNCFCollectorTensorProcessor,
@@ -850,9 +846,7 @@ def _moveaxes_flatten_cat(
         transposed_t = tensor_processor.transpose(tensor, transpose_dims)
         reshaped_tensors.append(tensor_processor.reshape(transposed_t, reshape_shape))
 
-    shape_after_aggregation = (1,) + tuple(
-        1 if idx in aggregation_axes else dim for idx, dim in enumerate(tensor_shape)
-    )
+    shape_after_aggregation = tuple(1 if idx in aggregation_axes else dim for idx, dim in enumerate(tensor_shape))
     return tensor_processor.cat(reshaped_tensors, axis=0), shape_after_aggregation
 
 
diff --git a/nncf/torch/tensor_statistics/collectors.py b/nncf/torch/tensor_statistics/collectors.py
index ea02b952959..34bc7693218 100644
--- a/nncf/torch/tensor_statistics/collectors.py
+++ b/nncf/torch/tensor_statistics/collectors.py
@@ -20,6 +20,7 @@
 from nncf.common.tensor_statistics.collectors import NNCFTensor
 from nncf.experimental.common.tensor_statistics.collectors import AbsMaxReducer
 from nncf.experimental.common.tensor_statistics.collectors import AbsQuantileReducer
+from nncf.experimental.common.tensor_statistics.collectors import AggregatorBase
 from nncf.experimental.common.tensor_statistics.collectors import BatchMeanReducer
 from nncf.experimental.common.tensor_statistics.collectors import MaxAggregator
 from nncf.experimental.common.tensor_statistics.collectors import MaxReducer
@@ -33,7 +34,6 @@
 from nncf.experimental.common.tensor_statistics.collectors import PercentileAggregator
 from nncf.experimental.common.tensor_statistics.collectors import QuantileReducer
 from nncf.experimental.common.tensor_statistics.collectors import ShapeAggregator
-from nncf.experimental.common.tensor_statistics.collectors import TensorAggregatorBase
 from nncf.experimental.common.tensor_statistics.collectors import TensorCollector
 from nncf.quantization.advanced_parameters import StatisticsType
 from nncf.torch.tensor import PTNNCFTensor
@@ -443,8 +443,8 @@ def get_percentile_tensor_collector(
 
 
 def _get_collection_without_reduction(
-    aggregator_cls: TensorAggregatorBase,
-    statistic_cls: TensorAggregatorBase,
+    aggregator_cls: AggregatorBase,
+    statistic_cls: AggregatorBase,
     reduction_axes: Tuple[int, ...],
     aggregation_axes: Tuple[int, ...],
     num_samples: int,
diff --git a/tests/common/experimental/test_reducers_and_aggregators.py b/tests/common/experimental/test_reducers_and_aggregators.py
index 9a0e5a8d4a9..b6e76c1e029 100644
--- a/tests/common/experimental/test_reducers_and_aggregators.py
+++ b/tests/common/experimental/test_reducers_and_aggregators.py
@@ -59,49 +59,47 @@ class OfflineAggregatorTestCase:
 
 
 OFFLINE_AGGREGATORS_TEST_CASES = [
-    OfflineAggregatorTestCase(
-        aggregation_axes=None,
-        min_ref=np.array([[[-50000, -4, -8], [-12, -16, -20], [-24, -28, -32]]]),
-        max_ref=np.array([[[50000, 4, 8], [12, 16, 20], [24, 28, 32]]]),
-    ),
     OfflineAggregatorTestCase(
         aggregation_axes=(0,),
         min_ref=np.array([[[-50000, -4, -8], [-12, -16, -20], [-24, -28, -32]]]),
         max_ref=np.array([[[50000, 4, 8], [12, 16, 20], [24, 28, 32]]]),
     ),
     OfflineAggregatorTestCase(
-        aggregation_axes=(0, 2),
-        min_ref=np.array([[-50000, -28, -32]]),
-        max_ref=np.array([[50000, 28, 32]]),
+        aggregation_axes=(
+            0,
+            2,
+        ),
+        min_ref=np.array([[[-50000, -28, -32]]]),
+        max_ref=np.array([[[50000, 28, 32]]]),
     ),
     OfflineAggregatorTestCase(
         aggregation_axes=(2,),
         min_ref=np.array(
             [
-                [[-50000, 5, 10]],
-                [[-40000, 4, 8]],
-                [[-30000, 3, 6]],
-                [[-20000, 2, 4]],
-                [[-10000, 1, 2]],
-                [[0, 0, 0]],
-                [[-6, -7, -8]],
-                [[-12, -14, -16]],
-                [[-18, -21, -24]],
-                [[-24, -28, -32]],
+                [[[-50000, 5, 10]]],
+                [[[-40000, 4, 8]]],
+                [[[-30000, 3, 6]]],
+                [[[-20000, 2, 4]]],
+                [[[-10000, 1, 2]]],
+                [[[0, 0, 0]]],
+                [[[-6, -7, -8]]],
+                [[[-12, -14, -16]]],
+                [[[-18, -21, -24]]],
+                [[[-24, -28, -32]]],
             ]
         ),
         max_ref=np.array(
             [
-                [[50000, -5, -10]],
-                [[40000, -4, -8]],
-                [[30000, -3, -6]],
-                [[20000, -2, -4]],
-                [[10000, -1, -2]],
-                [[0, 0, 0]],
-                [[6, 7, 8]],
-                [[12, 14, 16]],
-                [[18, 21, 24]],
-                [[24, 28, 32]],
+                [[[50000, -5, -10]]],
+                [[[40000, -4, -8]]],
+                [[[30000, -3, -6]]],
+                [[[20000, -2, -4]]],
+                [[[10000, -1, -2]]],
+                [[[0, 0, 0]]],
+                [[[6, 7, 8]]],
+                [[[12, 14, 16]]],
+                [[[18, 21, 24]]],
+                [[[24, 28, 32]]],
             ]
         ),
     ),
@@ -254,8 +252,8 @@ def test_min_max_aggregators(
         assert self.all_close(max_aggregator.aggregate(), max_ref)
 
     NO_OUTLIERS_TEST_PARAMS = [
-        (MeanAggregator, True, 1, 1404.5138888888905),
-        (MedianAggregator, True, 1, 24.0),
+        (MeanAggregator, True, 1, [1404.5138888888905]),
+        (MedianAggregator, True, 1, [24.0]),
         (
             MeanAggregator,
             False,
@@ -263,16 +261,16 @@ def test_min_max_aggregators(
             [2503.125, -2493.75, 5009.375, -4987.5, 7515.625, -7481.25, 10021.875, -9975.0, 12528.125],
         ),
         (MedianAggregator, False, 1, [4.5, 5.0, 13.5, 10.0, 22.5, 15.0, 31.5, 20.0, 40.5]),
-        (MeanAggregator, True, 2, [2512.5, -1651.04166667, 3352.08333333]),
-        (MedianAggregator, True, 2, [13.0, 12.5, 21.0]),
+        (MeanAggregator, True, 2, [[2512.5, -1651.04166667, 3352.08333333]]),
+        (MedianAggregator, True, 2, [[13.0, 12.5, 21.0]]),
         (MeanAggregator, False, 2, DEFALUT_3D_MEAN_VALUE),
         (MedianAggregator, False, 2, DEFALUT_3D_MEDIAN_VALUE),
-        (MeanAggregator, True, 3, DEFALUT_3D_MEAN_VALUE),
-        (MedianAggregator, True, 3, DEFALUT_3D_MEDIAN_VALUE),
+        (MeanAggregator, True, 3, [DEFALUT_3D_MEAN_VALUE]),
+        (MedianAggregator, True, 3, [DEFALUT_3D_MEDIAN_VALUE]),
         (MeanAggregator, False, 3, [DEFALUT_3D_MEAN_VALUE]),
         (MedianAggregator, False, 3, [DEFALUT_3D_MEDIAN_VALUE]),
-        (default_test_mean_no_outlier, True, 1, 20.0893),
-        (default_test_median_no_outlier, True, 1, 30.0),
+        (default_test_mean_no_outlier, True, 1, [20.0893]),
+        (default_test_median_no_outlier, True, 1, [30.0]),
         (
             default_test_mean_no_outlier,
             False,
@@ -280,12 +278,12 @@ def test_min_max_aggregators(
             [4.16666667, 8.33333333, 12.5, 16.66666667, 20.83333333, 25.0, 29.16666667, 33.33333333, 37.5],
         ),
         (default_test_median_no_outlier, False, 1, [5.0, 4.0, 15.0, 8.0, 25.0, 12.0, 35.0, 16.0, 45.0]),
-        (default_test_mean_no_outlier, True, 2, [16.66666667, 20.83333333, 25.0]),
-        (default_test_median_no_outlier, True, 2, [14.0, 10.0, 24.0]),
+        (default_test_mean_no_outlier, True, 2, [[16.66666667, 20.83333333, 25.0]]),
+        (default_test_median_no_outlier, True, 2, [[14.0, 10.0, 24.0]]),
         (default_test_mean_no_outlier, False, 2, NO_OUTLIERS_DEFAULT_3D_MEAN_VALUE),
         (default_test_median_no_outlier, False, 2, NO_OUTLIERS_DEFAULT_3D_MEDIAN_VALUE),
-        (default_test_mean_no_outlier, True, 3, NO_OUTLIERS_DEFAULT_3D_MEAN_VALUE),
-        (default_test_median_no_outlier, True, 3, NO_OUTLIERS_DEFAULT_3D_MEDIAN_VALUE),
+        (default_test_mean_no_outlier, True, 3, [NO_OUTLIERS_DEFAULT_3D_MEAN_VALUE]),
+        (default_test_median_no_outlier, True, 3, [NO_OUTLIERS_DEFAULT_3D_MEDIAN_VALUE]),
         (default_test_mean_no_outlier, False, 3, [NO_OUTLIERS_DEFAULT_3D_MEAN_VALUE]),
         (default_test_median_no_outlier, False, 3, [NO_OUTLIERS_DEFAULT_3D_MEDIAN_VALUE]),
     ]
@@ -348,8 +346,8 @@ def aggregator_cls_fixture(self, request):
                 "mad_values": np.array([2.5, 5.0, 7.5, 10.0, 12.5, 15.0, 17.5, 20.0, 22.5]),
             },
             (0, 1): {
-                "median_values": np.array(18.0),
-                "mad_values": np.array(12.0),
+                "median_values": np.array([18.0]),
+                "mad_values": np.array([12.0]),
             },
         },
         PercentileAggregator: {
@@ -366,10 +364,10 @@ def aggregator_cls_fixture(self, request):
                 95: np.array([7.6, 15.2, 22.8, 30.4, 38.0, 45.6, 53.2, 60.8, 68.4]),
             },
             (0, 1): {
-                5: np.array(0.0),
-                10: np.array(0.0),
-                90: np.array(48.0),
-                95: np.array(56.0),
+                5: np.array([0.0]),
+                10: np.array([0.0]),
+                90: np.array([48.0]),
+                95: np.array([56.0]),
             },
         },
     }
@@ -389,14 +387,14 @@ def test_mad_percentile_aggregators(self, MAD_precentile_aggregator_cls, tensor_
 
     REF_MAD_PERCENTILE_REF_VALUES_DYNAMIC_TENSORS = {
         MedianAbsoluteDeviationAggregator: {
-            "median_values": np.array([28.5, 35.5, 43.5]),
-            "mad_values": np.array([24.0, 24.0, 24.0]),
+            "median_values": np.array([[28.5, 35.5, 43.5]]).reshape(1, 3, 1),
+            "mad_values": np.array([[[24.0, 24.0, 24.0]]]).reshape(1, 3, 1),
         },
         PercentileAggregator: {
-            5: np.array([0.95, 5.95, 9.95]),
-            10: np.array([1.9, 7.9, 15.5]),
-            90: np.array([75.1, 83.1, 91.1]),
-            95: np.array([77.05, 85.05, 93.05]),
+            5: np.array([[[0.95, 5.95, 9.95]]]).reshape(1, 3, 1),
+            10: np.array([[[1.9, 7.9, 15.5]]]).reshape(1, 3, 1),
+            90: np.array([[[75.1, 83.1, 91.1]]]).reshape(1, 3, 1),
+            95: np.array([[[77.05, 85.05, 93.05]]]).reshape(1, 3, 1),
         },
     }
 
diff --git a/tests/post_training/test_templates/test_channel_alignment.py b/tests/post_training/test_templates/test_channel_alignment.py
index 950852ef3c2..27032965e05 100644
--- a/tests/post_training/test_templates/test_channel_alignment.py
+++ b/tests/post_training/test_templates/test_channel_alignment.py
@@ -492,5 +492,5 @@ def test_statistic_collectors(self, inplace_ref, q_ref):
         for aggr in statistic_collector.aggregators.values():
             assert isinstance(aggr, MedianAggregator)
             assert aggr.num_samples == num_samples_ref
-            assert not aggr._keepdims
+            assert aggr._keepdims
             assert aggr._aggregation_axes == (0,)

From 18c447142fb654dfd1ccfadfd6c667a64d84a760 Mon Sep 17 00:00:00 2001
From: Daniil Lyakhov <daniil.lyakhov@intel.com>
Date: Mon, 6 Nov 2023 15:05:45 +0100
Subject: [PATCH 02/27] [Torch] Skip cuda test if cuda is not available (#2242)

### Changes

Skip cuda test if cuda is not available

### Reason for changes

To fix CPU pre-commit

### Tests
precommit_torch_cpu/169/ is finished successfully
---
 tests/torch/ptq/test_reducers_and_aggregators.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tests/torch/ptq/test_reducers_and_aggregators.py b/tests/torch/ptq/test_reducers_and_aggregators.py
index 9ac3272b1ba..488128ca88a 100644
--- a/tests/torch/ptq/test_reducers_and_aggregators.py
+++ b/tests/torch/ptq/test_reducers_and_aggregators.py
@@ -106,6 +106,8 @@ def all_close(self, val: torch.Tensor, ref) -> bool:
 @pytest.mark.parametrize("device", ["cuda", "cpu"])
 @pytest.mark.parametrize("size,ref", [(16_000_000, 1_600_000.8750), (17_000_000, 1_700_000.7500)])
 def test_quantile_percentile_function(device, size, ref):
+    if not torch.cuda.is_available() and device == "cuda":
+        pytest.skip("Cuda is not available in current environment")
     tensor = PTNNCFTensor(torch.arange(1, size, 1).float().to(device))
     res_quantile = PTNNCFCollectorTensorProcessor.quantile(tensor, [0.1], axis=0)
     res_percentile = PTNNCFCollectorTensorProcessor.percentile(tensor, [10], axis=0)
@@ -118,6 +120,8 @@ def test_quantile_percentile_function(device, size, ref):
 @pytest.mark.parametrize("device", ["cuda", "cpu"])
 @pytest.mark.parametrize("size,ref", [(16_000_000, 8_000_000), (17_000_000, 8_500_000)])
 def test_median_function(device, size, ref):
+    if not torch.cuda.is_available() and device == "cuda":
+        pytest.skip("Cuda is not available in current environment")
     tensor = PTNNCFTensor(torch.arange(1, size, 1).float().to(device))
     res = PTNNCFCollectorTensorProcessor.median(tensor, axis=0)
     assert res.tensor == ref

From 1ce5852b315403fc906ee961434b39d7cf4eadd8 Mon Sep 17 00:00:00 2001
From: Roman Khristoforov <romanleonhristoforov@gmail.com>
Date: Mon, 6 Nov 2023 18:20:42 +0200
Subject: [PATCH 03/27] Github actions codecov add ONNX flag (#2233)

### Changes

<!--- What was changed (briefly), how to reproduce (if applicable), what
the reviewers should focus on -->

### Reason for changes

<!--- Why should the change be applied -->

### Related tickets

117723

### Tests

<!--- How was the correctness of changes tested and whether new tests
were added -->
---
 .github/workflows/post_pr_merge.yml               | 2 ++
 .github/workflows/precommit.yml                   | 2 ++
 .github/workflows/upload_coverage_for_develop.yml | 5 ++++-
 3 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/post_pr_merge.yml b/.github/workflows/post_pr_merge.yml
index 69b7d9c5293..31712fecfa6 100644
--- a/.github/workflows/post_pr_merge.yml
+++ b/.github/workflows/post_pr_merge.yml
@@ -24,6 +24,7 @@ jobs:
       merge_commit_sha: ${{ github.event.pull_request.merge_commit_sha }}
       last_sha_in_pr: ${{ github.event.pull_request.head.sha }}
       coverage_artifact_name_in_pr: coverage_common
+      coverage_flags: COMMON
     secrets:
       CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
   upload-coverage-onnx:
@@ -33,5 +34,6 @@ jobs:
       merge_commit_sha: ${{ github.event.pull_request.merge_commit_sha }}
       last_sha_in_pr: ${{ github.event.pull_request.head.sha }}
       coverage_artifact_name_in_pr: coverage_onnx
+      coverage_flags: ONNX
     secrets:
       CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/precommit.yml b/.github/workflows/precommit.yml
index 1652fcb2eb3..a238ed76019 100644
--- a/.github/workflows/precommit.yml
+++ b/.github/workflows/precommit.yml
@@ -33,6 +33,7 @@ jobs:
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           name: coverage_common
+          flags: COMMON
   onnx:
     runs-on: ubuntu-20.04
     steps:
@@ -58,4 +59,5 @@ jobs:
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           name: coverage_onnx
+          flags: ONNX
 
diff --git a/.github/workflows/upload_coverage_for_develop.yml b/.github/workflows/upload_coverage_for_develop.yml
index 0bc7e7e4159..952f57ea828 100644
--- a/.github/workflows/upload_coverage_for_develop.yml
+++ b/.github/workflows/upload_coverage_for_develop.yml
@@ -12,6 +12,9 @@ on:
       coverage_artifact_name_in_pr:
         required: true
         type: string
+      coverage_flags: 
+        required: true
+        type: string     
     secrets:
       CODECOV_TOKEN:
         required: true
@@ -37,4 +40,4 @@ jobs:
 
           # github.event.pull_request.merge_commit_sha is the fresh commit in the develop,
           # provided that github.event.pull_request.merged == true
-          ./codecov -f ./coverage.xml -t ${{ secrets.CODECOV_TOKEN }}  -C ${{ inputs.merge_commit_sha }} -B develop -n "${{ inputs.coverage_artifact_name_in_pr }}"
+          ./codecov -f ./coverage.xml -t ${{ secrets.CODECOV_TOKEN }} -F ${{ inputs.coverage_flags }} -C ${{ inputs.merge_commit_sha }} -B develop -n "${{ inputs.coverage_artifact_name_in_pr }}"

From e00f6b779428404dfcfd803a5dc3bbb9bbb1b1d9 Mon Sep 17 00:00:00 2001
From: Vasily Shamporov <vasily.shamporov@intel.com>
Date: Tue, 7 Nov 2023 14:21:27 +0100
Subject: [PATCH 04/27] Graph build from dataloader (#2196)

### Changes
Extends `ModelInputInfo` mechanism used to specify inputs to
`NNCFNetwork` for graph building/exporting - now the input info can be
specified either as `FillerInputInfo`, which functions pretty much the
same as before and uses NNCF config file as the source of specification
for the input tensors, or as `ExactInputInfo`, which allows to specify
exact forward arguments for graph building. The latter is used to build
the model graph based on outputs of dataloaders attached to `NNCFConfig`
in the QAT API if the "input_info" field is not specified in
`NNCFConfig`, and also in the PTQ API flow to build the graph based on
the output of the calibration dataset.

### Reason for changes
Previously the PTQ API had to specify own `wrap_inputs_fn`,
`wrap_outputs_fn`, `dummy_forward_fn` to make NNCFNetwork build its
graph based on the outputs of the calibration dataloader - these
functions had to be mostly copy-pasted from the QAT approach to preserve
basic NNCF PT functionality such as traced tensor expiry, same tensor
replication etc. The new approach allows code reuse. Also the QAT use
cases where the init dataloaders are specified are made easier since
"input_info" fields in the NNCFConfig may now be omitted.

### Related tickets
N/A

### Tests

tests.torch.test_graph_building.test_input_info_args_are_passed_into_forward
tests.torch.test_graph_building.test_filler_input_info_arg_generation

tests.torch.test_graph_building.test_compressed_model_creation_can_build_exact_input_infos_from_dataloader_in_config

tests.torch.ptq.test_quantize_model_helpers.test_create_nncf_network_with_nncf_dataset
---
 examples/torch/classification/main.py         |   6 +-
 examples/torch/object_detection/dataset.py    |  10 +-
 examples/torch/object_detection/main.py       |   6 +-
 nncf/common/exporter.py                       |   2 +-
 nncf/common/graph/graph.py                    |   2 +-
 nncf/config/config.py                         |   2 +-
 nncf/config/extractors.py                     |   4 +
 nncf/config/schema.py                         |  12 +-
 nncf/torch/dynamic_graph/graph.py             |  14 +-
 nncf/torch/dynamic_graph/graph_tracer.py      |  98 +----
 nncf/torch/dynamic_graph/io_handling.py       | 271 +++++++++++---
 nncf/torch/exporter.py                        |  64 ++--
 nncf/torch/graph/graph_builder.py             |  19 +-
 nncf/torch/model_creation.py                  |  47 ++-
 nncf/torch/nncf_network.py                    |  44 +--
 nncf/torch/quantization/quantize_model.py     |  62 +---
 tests/torch/automl/test_quantization_env.py   |   4 +-
 .../empty_config.json                         |   3 -
 .../no_inputinfo.json                         |  19 -
 tests/torch/helpers.py                        |  10 +-
 tests/torch/nas/creators.py                   |   6 +-
 tests/torch/nas/helpers.py                    |   2 +-
 .../pruning/test_model_pruning_analysis.py    |   5 +-
 .../torch/ptq/test_quantize_model_helpers.py  |   6 +-
 .../quantization/quantization_helpers.py      |   6 +-
 .../quantization/test_hawq_precision_init.py  |   7 +-
 tests/torch/quantization/test_hw_config.py    |   5 +-
 tests/torch/quantization/test_scheduler.py    |  10 +-
 .../sparsity/movement/helpers/run_recipe.py   |  61 ++--
 .../sparsity/movement/helpers/trainer.py      |   2 +-
 .../sparsity/movement/test_model_saving.py    |   2 +-
 tests/torch/test_compressed_graph.py          |  24 +-
 tests/torch/test_graph_building.py            | 334 +++++++++++-------
 tests/torch/test_input_management.py          |  78 ++--
 tests/torch/test_layer_attributes.py          |  42 +--
 tests/torch/test_model_transformer.py         |  17 +-
 tests/torch/test_nncf_network.py              |  63 ++--
 tests/torch/test_onnx_export.py               |   6 +-
 38 files changed, 803 insertions(+), 572 deletions(-)
 delete mode 100644 tests/torch/data/schema_validation_bad_configs/empty_config.json
 delete mode 100644 tests/torch/data/schema_validation_bad_configs/no_inputinfo.json

diff --git a/examples/torch/classification/main.py b/examples/torch/classification/main.py
index 5c80db6b8f5..9d2b94c5d42 100644
--- a/examples/torch/classification/main.py
+++ b/examples/torch/classification/main.py
@@ -73,7 +73,7 @@
 from nncf.config.utils import is_accuracy_aware_training
 from nncf.torch import create_compressed_model
 from nncf.torch.checkpoint_loading import load_state
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.initialization import default_criterion_fn
 from nncf.torch.initialization import register_default_init_args
 from nncf.torch.structures import ExecutionParameters
@@ -450,8 +450,8 @@ def create_datasets(config):
     elif dataset_config in ["mock_32x32", "mock_299x299"]:
         normalize = transforms.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))
 
-    input_info_list = create_input_infos(config)
-    image_size = input_info_list[0].shape[-1]
+    input_info = FillerInputInfo.from_nncf_config(config)
+    image_size = input_info.elements[0].shape[-1]
     size = int(image_size / 0.875)
     if dataset_config in ["cifar10", "cifar100_224x224", "cifar100"]:
         list_val_transforms = [transforms.ToTensor(), normalize]
diff --git a/examples/torch/object_detection/dataset.py b/examples/torch/object_detection/dataset.py
index 076ebdfb863..bcac99a6e2a 100644
--- a/examples/torch/object_detection/dataset.py
+++ b/examples/torch/object_detection/dataset.py
@@ -21,7 +21,7 @@
 from examples.torch.object_detection.datasets.voc0712 import VOCAnnotationTransform
 from examples.torch.object_detection.datasets.voc0712 import VOCDetection
 from examples.torch.object_detection.utils.augmentations import SSDAugmentation
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 
 VOC_MEAN = (0.406, 0.456, 0.485)
 VOC_STD = (0.255, 0.224, 0.229)
@@ -45,8 +45,8 @@ def get_training_dataset(dataset_name, path_to_annotations, path_to_imgs, config
     # for VOC path_to_imgs = path_to_annotations = voc_root
     assert dataset_name in ["voc", "coco"]
     preprocessing = get_preprocessing(config)
-    input_info_list = create_input_infos(config)
-    image_size = input_info_list[0].shape[-1]
+    input_info = FillerInputInfo.from_nncf_config(config)
+    image_size = input_info.elements[0].shape[-1]
     ssd_transform = SSDAugmentation(image_size, preprocessing.mean, preprocessing.std, preprocessing.normalize_coef)
     if dataset_name == "voc":
         training_dataset = VOCDetection(
@@ -72,8 +72,8 @@ def get_testing_dataset(dataset_name, path_to_annotations, path_to_imgs, config)
     # for VOC path_to_imgs = path_to_annotations = voc_root
     assert dataset_name in ["voc", "coco"]
     preprocessing = get_preprocessing(config)
-    input_info_list = create_input_infos(config)
-    image_size = input_info_list[0].shape[-1]
+    input_info = FillerInputInfo.from_nncf_config(config)
+    image_size = input_info.elements[0].shape[-1]
     transform = BaseTransform(image_size, preprocessing.mean, preprocessing.std, preprocessing.normalize_coef)
     if dataset_name == "voc":
         testing_dataset = VOCDetection(
diff --git a/examples/torch/object_detection/main.py b/examples/torch/object_detection/main.py
index 0aa9c6e04a2..7feffdf1802 100644
--- a/examples/torch/object_detection/main.py
+++ b/examples/torch/object_detection/main.py
@@ -60,7 +60,7 @@
 from nncf.config.utils import is_accuracy_aware_training
 from nncf.torch import create_compressed_model
 from nncf.torch import load_state
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.initialization import register_default_init_args
 from nncf.torch.utils import is_main_process
 
@@ -363,8 +363,8 @@ def create_train_data_loader(batch_size):
 
 
 def create_model(config: SampleConfig):
-    input_info_list = create_input_infos(config.nncf_config)
-    image_size = input_info_list[0].shape[-1]
+    input_info = FillerInputInfo.from_nncf_config(config.nncf_config)
+    image_size = input_info[0].shape[-1]
     ssd_net = build_ssd(config.model, config.ssd_params, image_size, config.num_classes, config)
     weights = config.get("weights")
     if weights:
diff --git a/nncf/common/exporter.py b/nncf/common/exporter.py
index 8953150ade6..6eabac3196e 100644
--- a/nncf/common/exporter.py
+++ b/nncf/common/exporter.py
@@ -47,7 +47,7 @@ def __init__(
         self._model = model
         self._input_names = input_names
         self._output_names = output_names
-        self._model_args = model_args if model_args else ({},)
+        self._model_args = model_args
 
     @abstractmethod
     def export_model(self, save_path: str, save_format: Optional[str] = None) -> None:
diff --git a/nncf/common/graph/graph.py b/nncf/common/graph/graph.py
index 9e958474c72..0d4d5b8fd65 100644
--- a/nncf/common/graph/graph.py
+++ b/nncf/common/graph/graph.py
@@ -143,7 +143,7 @@ def __init__(
         self.to_node = to_node
         self.input_port_id = input_port_id
         self.output_port_id = output_port_id
-        self.tensor_shape = tensor_shape
+        self.tensor_shape: Tuple[int] = tuple(tensor_shape)
         self.dtype = dtype
         self.parallel_input_port_ids = parallel_input_port_ids
 
diff --git a/nncf/config/config.py b/nncf/config/config.py
index fc6ecc50e89..f6636f4a823 100644
--- a/nncf/config/config.py
+++ b/nncf/config/config.py
@@ -80,7 +80,7 @@ def get_extra_struct(self, struct_cls: Type[NNCFExtraConfigStruct]) -> NNCFExtra
     def has_extra_struct(self, struct_cls: Type[NNCFExtraConfigStruct]) -> NNCFExtraConfigStruct:
         return struct_cls.get_id() in self.__nncf_extra_structs
 
-    def get_all_extra_structs_for_copy(self) -> List[NNCFExtraConfigStruct]:
+    def get_all_extra_structs(self) -> List[NNCFExtraConfigStruct]:
         return list(self.__nncf_extra_structs.values())
 
     def get_redefinable_global_param_value_for_algo(self, param_name: str, algo_name: str) -> Optional[str]:
diff --git a/nncf/config/extractors.py b/nncf/config/extractors.py
index 75d6c146de4..3fe5ff6822c 100644
--- a/nncf/config/extractors.py
+++ b/nncf/config/extractors.py
@@ -223,3 +223,7 @@ def validate_accuracy_aware_schema(config: NNCFConfig, params: Dict[str, object]
     validate_accuracy_aware_schema(config, params)
 
     return params
+
+
+def has_input_info_field(config: NNCFConfig) -> bool:
+    return config.get("input_info") is not None
diff --git a/nncf/config/schema.py b/nncf/config/schema.py
index 904dd91d695..7ad4e085b51 100644
--- a/nncf/config/schema.py
+++ b/nncf/config/schema.py
@@ -70,7 +70,9 @@
             " during tracing and exporting.",
         ),
         "keyword": with_attributes(
-            STRING, description="Keyword to be used when passing the tensor to the model's 'forward' method."
+            STRING,
+            description="Keyword to be used when passing the tensor to the model's 'forward' method - "
+            "leave unspecified to pass the corresponding argument as a positional arg.",
         ),
     },
     "additionalProperties": False,
@@ -105,11 +107,8 @@
             "This information is used to build the internal graph representation "
             "that is leveraged for proper compression functioning, and for "
             "exporting the compressed model to an executable format.\n"
-            "For instance, in PyTorch a dummy tensor with a "
-            "corresponding shape and filler will be generated for each entry "
-            "and passed as a corresponding argument into the model's forward "
-            "method. Keywords can be specified for each entry - if left "
-            "unspecified, the dummy tensor will be passed as a positional arg.",
+            "If this field is unspecified, NNCF will try to deduce the input shapes and tensor types for the graph "
+            "building purposes based on dataloader objects that are passed to compression algorithms by the user.",
         ),
         "target_device": with_attributes(
             TARGET_DEVICE_SCHEMA,
@@ -148,7 +147,6 @@
         ),
         "log_dir": with_attributes(STRING, description="Log directory for NNCF-specific logging outputs."),
     },
-    "required": ["input_info"],
     "$defs": REF_VS_ALGO_SCHEMA,
 }
 
diff --git a/nncf/torch/dynamic_graph/graph.py b/nncf/torch/dynamic_graph/graph.py
index 5aef6f4b6c1..fc20d9a9771 100644
--- a/nncf/torch/dynamic_graph/graph.py
+++ b/nncf/torch/dynamic_graph/graph.py
@@ -13,6 +13,7 @@
 
 import networkx as nx
 import networkx.algorithms.isomorphism as iso
+import torch
 from torch import Tensor
 
 from nncf import nncf_logger
@@ -608,6 +609,7 @@ def __init__(self):
         self.match_manager = NodeManager(self._node_id_to_key_dict, self._nx_graph)
         self._input_nncf_nodes = []
         self._output_nncf_nodes = []
+        self._integer_input_nodes = []
 
     def __eq__(self, other: "DynamicGraph"):
         nm = iso.categorical_node_match(
@@ -638,7 +640,7 @@ def add_node(
         op_address: OperationAddress,
         tensor_metas: List[TensorMeta],
         input_comparators_per_scope: List[Tuple[TensorMetaComparator, List[str]]],
-        inputs,
+        inputs: OperatorInput,
         node_parameters: DynamicGraphNodeParameters,
     ) -> DynamicGraphNode:
         node = self.match_manager.add_node(
@@ -650,6 +652,13 @@ def add_node(
 
         if node.op_exec_context.operator_name == MODEL_INPUT_OP_NAME:
             self._input_nncf_nodes.append(node)
+            # Currently the MODEL_INPUT_OP_NAME node is added when an input is wrapped as
+            # _ = nncf_model_input(input_tensor)
+            # so it is expected that there 0-th positional arg will be the torch.Tensor we need to inspect
+            tensor_input = inputs.op_args[0]
+            assert isinstance(tensor_input, torch.Tensor)
+            if tensor_input.dtype in (torch.int32, torch.int64, torch.long):
+                self._integer_input_nodes.append(node)
 
         if node.op_exec_context.operator_name == MODEL_OUTPUT_OP_NAME:
             self._output_nncf_nodes.append(node)
@@ -658,6 +667,9 @@ def add_node(
     def get_input_nodes(self) -> List[DynamicGraphNode]:
         return self._input_nncf_nodes
 
+    def is_integer_input_node(self, node: DynamicGraphNode) -> bool:
+        return node in self._integer_input_nodes
+
     def get_output_nodes(self) -> List[DynamicGraphNode]:
         return self._output_nncf_nodes
 
diff --git a/nncf/torch/dynamic_graph/graph_tracer.py b/nncf/torch/dynamic_graph/graph_tracer.py
index aa93f34788a..ee5c84e4e19 100644
--- a/nncf/torch/dynamic_graph/graph_tracer.py
+++ b/nncf/torch/dynamic_graph/graph_tracer.py
@@ -8,87 +8,17 @@
 # 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 OrderedDict
 from copy import deepcopy
-from typing import Any, Callable, List, Optional
+from typing import Any, Callable, Dict, Optional, Tuple, TypeVar
 
 import torch
 
 from nncf.torch.dynamic_graph.context import TracingContext
 from nncf.torch.dynamic_graph.graph import DynamicGraph
+from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.utils import get_model_device
 
 
-class ModelInputInfo:
-    FILLER_TYPE_ONES = "ones"
-    FILLER_TYPE_ZEROS = "zeros"
-    FILLER_TYPE_RANDOM = "random"
-    FILLER_TYPES = [FILLER_TYPE_ONES, FILLER_TYPE_ZEROS, FILLER_TYPE_RANDOM]
-
-    def __init__(self, shape: List[int], type_str: str = "float", keyword=None, filler=None):
-        self.shape = shape
-        self.type = self._string_to_torch_type(type_str)
-        self.keyword = keyword
-        if filler is None:
-            self.filler = self.FILLER_TYPE_ONES
-        else:
-            self.filler = filler
-            if self.filler not in self.FILLER_TYPES:
-                raise RuntimeError("Unknown input filler type: {}".format(filler))
-
-    @staticmethod
-    def _string_to_torch_type(string):
-        if string == "long":
-            return torch.long
-        return torch.float32
-
-    @staticmethod
-    def torch_type_to_string(dtype: torch.dtype):
-        if dtype is torch.long:
-            return "long"
-        return "float"
-
-    def is_integer_input(self):
-        return self.type != torch.float32
-
-    def __eq__(self, other):
-        return self.type == other.type and self.keyword == other.keyword
-
-
-def create_input_infos(config) -> Optional[List[ModelInputInfo]]:
-    input_infos = config.get("input_info")
-    if input_infos is None:
-        return input_infos
-    if isinstance(input_infos, dict):
-        return [
-            ModelInputInfo(
-                input_infos.get("sample_size"),
-                input_infos.get("type"),
-                input_infos.get("keyword"),
-                input_infos.get("filler"),
-            ),
-        ]
-    if isinstance(input_infos, list):
-        return [
-            ModelInputInfo(
-                info_dict.get("sample_size"), info_dict.get("type"), info_dict.get("keyword"), info_dict.get("filler")
-            )
-            for info_dict in input_infos
-        ]
-    raise RuntimeError("Invalid input_infos specified in config - should be either dict or list of dicts")
-
-
-def create_mock_tensor(input_info: ModelInputInfo, device: str):
-    args = {"size": input_info.shape, "dtype": input_info.type, "device": device}
-    if input_info.filler == ModelInputInfo.FILLER_TYPE_ZEROS:
-        return torch.zeros(**args)
-    if input_info.filler == ModelInputInfo.FILLER_TYPE_ONES:
-        return torch.ones(**args)
-    if input_info.filler == ModelInputInfo.FILLER_TYPE_RANDOM:
-        return torch.rand(**args)
-    raise RuntimeError
-
-
 class GraphTracer:
     def __init__(self, custom_forward_fn: Callable[[torch.nn.Module], Any]):
         self.custom_forward_fn = custom_forward_fn
@@ -118,12 +48,17 @@ def trace_graph(
         return context_to_use.graph
 
 
+T = TypeVar("T")
+WrapInputsFnType = Callable[[Tuple, Dict], Tuple[Tuple, Dict]]
+WrapOutputsFnType = Callable[[T], T]
+
+
 def create_dummy_forward_fn(
-    input_infos: List[ModelInputInfo],
-    with_input_tracing=False,
-    wrap_inputs_fn=None,
-    wrap_outputs_fn=None,
-    with_output_tracing=False,
+    input_info: ModelInputInfo,
+    with_input_tracing: bool = False,
+    wrap_inputs_fn: WrapInputsFnType = None,
+    wrap_outputs_fn: WrapOutputsFnType = None,
+    with_output_tracing: bool = False,
 ):
     def default_dummy_forward_fn(model):
         from nncf.torch.dynamic_graph.io_handling import replicate_same_tensors
@@ -131,16 +66,11 @@ def default_dummy_forward_fn(model):
         from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk
 
         device = get_model_device(model)
-        args_list = [create_mock_tensor(info, device) for info in input_infos if info.keyword is None]
-        kwargs = OrderedDict()
-        for info in input_infos:
-            if info.keyword is not None:
-                kwargs[info.keyword] = create_mock_tensor(info, device)
-        args = tuple(args_list)
+        args, kwargs = input_info.get_forward_inputs(device=str(device))
 
         if with_input_tracing:
             if wrap_inputs_fn is None:
-                # We control the input argument structure w.r.t. tensors
+                # We control the input argument structure w.r.t. tensors if input_info is a FillerInputInfo
                 # - a simple objwalk application should be sufficient in this simple case.
                 # For more control, wrap_inputs_fn is used when this is used in NNCFNetwork
                 # which is guaranteed to be the same as during the actual NNCFNetwork.forward
diff --git a/nncf/torch/dynamic_graph/io_handling.py b/nncf/torch/dynamic_graph/io_handling.py
index 65812d6cbec..2e69d22a1ac 100644
--- a/nncf/torch/dynamic_graph/io_handling.py
+++ b/nncf/torch/dynamic_graph/io_handling.py
@@ -8,22 +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.
-
-from collections import OrderedDict
+import abc
+from copy import deepcopy
 from inspect import Parameter
 from inspect import Signature
-from typing import Any, List, Set
+from typing import Any, Dict, List, Optional, Protocol, Set, Tuple, Type
 
 import torch
 
+from nncf import Dataset
+from nncf import NNCFConfig
 from nncf.common.graph.definitions import MODEL_INPUT_OP_NAME
 from nncf.common.graph.definitions import MODEL_OUTPUT_OP_NAME
+from nncf.common.initialization.dataloader import NNCFDataLoader
 from nncf.common.logging import nncf_logger
 from nncf.common.utils.api_marker import api
+from nncf.config.structures import BNAdaptationInitArgs
+from nncf.config.structures import QuantizationRangeInitArgs
 from nncf.torch.dynamic_graph.context import forward_nncf_trace
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
-from nncf.torch.dynamic_graph.graph_tracer import create_mock_tensor
 from nncf.torch.dynamic_graph.patch_pytorch import register_operator
+from nncf.torch.initialization import wrap_dataloader_for_init
 from nncf.torch.nested_objects_traversal import objwalk
 from nncf.torch.utils import get_model_device
 from nncf.torch.utils import is_tensor
@@ -74,44 +78,213 @@ def replicate_fn(tensor: torch.Tensor) -> torch.Tensor:
     return obj
 
 
-class InputInfoWrapManager:
-    INPUTS_MISMATCH_WARNING_TEXT = (
-        "Compression with regards to this input may occur incorrectly. Make sure "
-        "you call the compressed model with inputs that correspond to what NNCF was "
-        "configured to expect (either via NNCF config's input_infos, or custom"
-        "dummy_forward_fn/wrap_inputs_fn parameters), or that you know what you are "
-        "doing. This warning will not be shown again."
-    )
-    ARGS_INPUTS_MISMATCH_FORMAT_STRING = (
-        "Inputs mismatch - could not find arg with idx {} in NNCF-wrapped model "
-        "input args! " + INPUTS_MISMATCH_WARNING_TEXT
-    )
-    KWARGS_INPUTS_MISMATCH_FORMAT_STRING = (
-        "Inputs mismatch - could not find kwarg '{}' in NNCF-wrapped model input "
-        "kwargs! " + INPUTS_MISMATCH_WARNING_TEXT
-    )
+class ModelInputInfo(abc.ABC):
+    """
+    Provides the model inputs that are subsequently used as example inputs to the forward function of
+    the compressed model for purposes of compression (e.g. at the stage of building the dynamic graph, exporting
+    to a serialized state etc.)
+    """
+
+    @abc.abstractmethod
+    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
+        """
+        Returns the tuple of (args, kwargs) for passing into the compressed model's forward method when necessary.
+        The returned arguments should be such that the model's forward with these arguments executes the main
+        control flow of the model that needs to be compressed.
+
+        :param device: Optional - a PyTorch string representation of the device that the tensors among the returned
+          args, kwargs should be located at.
+        """
+        pass
+
+
+class FillerInputElement:
+    """
+    Represents a single tensor argument (positional or keyword) in the model's example input that is to be generated
+    on the fly and filled with a requested type of data filler.
+    """
+
+    FILLER_TYPE_ONES = "ones"
+    FILLER_TYPE_ZEROS = "zeros"
+    FILLER_TYPE_RANDOM = "random"
+    FILLER_TYPES = [FILLER_TYPE_ONES, FILLER_TYPE_ZEROS, FILLER_TYPE_RANDOM]
+
+    def __init__(self, shape: List[int], type_str: str = "float", keyword: str = None, filler: str = None):
+        """
+        :param shape: The shape of the model input tensor.
+        :param type_str: The type of the model input tensor - "float" for torch.float32, "long" for torch.long
+        :param keyword: Optional - if specified, then this input tensor will be passed as a corresponding keyword
+          parameter, and as a positional argument if this parameter is unspecified.
+        :param filler: Optional - can be either "ones", "zeros" or "random". The model input tensor will be generated
+          with data corresponding to this setting. Default is "ones".
+        """
+        self.shape = shape
+        self.type = self._string_to_torch_type(type_str)
+        self.keyword = keyword
+        if filler is None:
+            self.filler = self.FILLER_TYPE_ONES
+        else:
+            self.filler = filler
+            if self.filler not in self.FILLER_TYPES:
+                raise ValueError(f"Unknown input filler type: {filler}")
+
+    @staticmethod
+    def _string_to_torch_type(string):
+        if string == "long":
+            return torch.long
+        return torch.float32
+
+    @staticmethod
+    def torch_type_to_string(dtype: torch.dtype):
+        if dtype is torch.long:
+            return "long"
+        return "float"
+
+    def is_integer_input(self):
+        return self.type != torch.float32
+
+    def __eq__(self, other: "FillerInputElement"):
+        return self.type == other.type and self.keyword == other.keyword and self.filler == other.filler
+
+    def get_tensor_for_input(self) -> torch.Tensor:
+        if self.filler == FillerInputElement.FILLER_TYPE_ZEROS:
+            return torch.zeros(size=self.shape, dtype=self.type)
+        if self.filler == FillerInputElement.FILLER_TYPE_ONES:
+            return torch.ones(size=self.shape, dtype=self.type)
+        if self.filler == FillerInputElement.FILLER_TYPE_RANDOM:
+            return torch.rand(size=self.shape, dtype=self.type)
+        raise NotImplementedError
+
+
+class FillerInputInfo(ModelInputInfo):
+    """
+    An implementation of ModelInputInfo that defines the model input in terms of shapes and types of individual
+    tensor args and kwargs of the model's forward method.
+    """
+
+    def __init__(self, elements: List[FillerInputElement]):
+        super().__init__()
+        self.elements = deepcopy(elements)
+
+    @classmethod
+    def from_nncf_config(cls, config: NNCFConfig):
+        """
+        Parses the NNCFConfig's "input_info" field if it is present to determine model input information,
+        otherwise raises a RuntimeError. The "input_info" field structure must conform to the NNCF config jsonschema.
 
+        :param config: An NNCFConfig instance.
+        :return: FillerInputInfo object initialized according to config.
+        """
+        input_infos = config.get("input_info")
+        if input_infos is None:
+            raise RuntimeError("Passed NNCFConfig does not have an 'input_info' field")
+        if isinstance(input_infos, dict):
+            return FillerInputInfo(
+                [
+                    FillerInputElement(
+                        input_infos.get("sample_size"),
+                        input_infos.get("type"),
+                        input_infos.get("keyword"),
+                        input_infos.get("filler"),
+                    )
+                ]
+            )
+        if isinstance(input_infos, list):
+            elements: List[FillerInputElement] = []
+            for info_dict in input_infos:
+                elements.append(
+                    FillerInputElement(
+                        info_dict.get("sample_size"),
+                        info_dict.get("type"),
+                        info_dict.get("keyword"),
+                        info_dict.get("filler"),
+                    )
+                )
+            return FillerInputInfo(elements)
+        raise RuntimeError("Invalid input_infos specified in config - should be either dict or list of dicts")
+
+    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple[torch.Tensor, ...], Dict[str, torch.Tensor]]:
+        args_list = []
+        kwargs = {}
+        for fe in self.elements:
+            tensor = fe.get_tensor_for_input()
+            if device is not None:
+                tensor = tensor.to(device)
+            if fe.keyword is None:
+                args_list.append(tensor)
+            else:
+                kwargs[fe.keyword] = tensor
+        return tuple(args_list), kwargs
+
+
+class ExactInputsInfo(ModelInputInfo):
+    """
+    An implementation of ModelInputInfo that defines the model input in terms of exact forward args and kwargs.
+    """
+
+    def __init__(self, forward_args: Tuple, forward_kwargs: Dict):
+        self._forward_args = forward_args
+        self._forward_kwargs = forward_kwargs
+
+    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
+        return self._forward_args, self._forward_kwargs
+
+    @classmethod
+    def from_nncf_dataset(cls, dataset: Dataset) -> "ExactInputsInfo":
+        """
+        Checks the first element of the provided nncf.Dataset and builds an ExactInputsInfo object that would
+        provide the same input to the model at corresponding compression stages.
+
+        :param dataset: An nncf.Dataset whose first element will be used as an example model input
+        :return: An initialized ExactInputsInfo object.
+        """
+        dataset_data_element = next(iter(dataset.get_inference_data()))
+        if isinstance(dataset_data_element, tuple):
+            return ExactInputsInfo(dataset_data_element, {})
+        if isinstance(dataset_data_element, dict):
+            return ExactInputsInfo(tuple(), dataset_data_element)
+        return ExactInputsInfo((dataset_data_element,), {})
+
+    @classmethod
+    def from_nncf_config_dataloaders(cls, config: NNCFConfig) -> Optional["ExactInputsInfo"]:
+        """
+        Examines the user-provided structures registered with the NNCFConfig instance used for compression to find
+        structures that contain a dataloader. The dataloader's first element is used to provide an example input to
+        the compressed model.
+
+        :param config: An nncf.NNCFConfig instance. Must have at least one NNCFExtraConfigStruct attached that can
+          provide a dataloader (these are listed in nncf.torch.dynamic_graph.io_handling.EXTRA_STRUCTS_WITH_DATALOADERS)
+
+        :return: An initialized ExactInputsInfo object.
+        """
+        extra_structs = config.get_all_extra_structs()
+        for extra_struct in extra_structs:
+            if isinstance(extra_struct, tuple(EXTRA_STRUCTS_WITH_DATALOADERS)):
+                extra_struct: HasDataloader
+                dataloader = extra_struct.data_loader
+                wrapped_dataloader = wrap_dataloader_for_init(dataloader)
+                dataloader_output = next(iter(wrapped_dataloader))
+                args, kwargs = wrapped_dataloader.get_inputs(dataloader_output)
+                return ExactInputsInfo(args, kwargs)
+        # config extra structs had no suitable dataloaders
+        return None
+
+
+class InputInfoWrapManager:
     def __init__(
-        self, input_infos: List[ModelInputInfo], fwd_signature: Signature, module_ref_for_device: torch.nn.Module = None
+        self, input_info: ModelInputInfo, fwd_signature: Signature, module_ref_for_device: torch.nn.Module = None
     ):
+        self._fwd_signature = fwd_signature
         self._module_ref_for_device = module_ref_for_device
-        arg_iis_list = [ii for ii in input_infos if ii.keyword is None]
-        kwarg_iis_list = [(ii.keyword, ii) for ii in input_infos if ii.keyword is not None]
-        kwarg_iis = OrderedDict()
-        arg_iis = tuple(arg_iis_list)
-        for kw, ii in kwarg_iis_list:
-            kwarg_iis[kw] = ii
-        bound_params = fwd_signature.bind(*arg_iis, **kwarg_iis)
-
-        self._fwd_params_to_input_infos_odict = bound_params.arguments
-        self._fwd_signature: Signature = fwd_signature
+        args, kwargs = input_info.get_forward_inputs()
+        bound_params = fwd_signature.bind(*args, **kwargs)
+        self._fwd_param_names_to_dummy_inputs_odict: Dict[str, Any] = bound_params.arguments
 
-    def set_device(self, device: str):
-        self._device = device
-
-    def wrap_inputs(self, model_args, model_kwargs):
+    def wrap_inputs(self, model_args: Tuple, model_kwargs: Dict) -> Tuple[Tuple, Dict]:
         bound_model_params = self._fwd_signature.bind(*model_args, **model_kwargs)
-        for param_name in self._fwd_params_to_input_infos_odict:
+        for param_name, dummy_input in self._fwd_param_names_to_dummy_inputs_odict.items():
+            if not isinstance(dummy_input, torch.Tensor):
+                continue  # Did not expect a tensor at this parameter during graph building, shouldn't wrap now too
             param_kind = self._fwd_signature.parameters[param_name].kind
             if param_kind is Parameter.VAR_POSITIONAL or param_kind is Parameter.VAR_KEYWORD:
                 nncf_logger.warning(
@@ -124,25 +297,33 @@ def wrap_inputs(self, model_args, model_kwargs):
 
             if param_name not in bound_model_params.arguments:
                 nncf_logger.warning(
-                    "A call to a compressed model's forward occurred without one of the params"
-                    "specified in input_infos! Input compression may be incorrect. Trying to recover "
-                    "by wrapping the default value for the parameter."
+                    "A call to a compressed model's forward occurred without one of the arguments "
+                    "specified at the compressed model creation stage! Input compression may be incorrect. "
+                    "Trying to recover by wrapping the default value for the argument."
                 )
                 bound_model_params.apply_defaults()
 
             potential_tensor = bound_model_params.arguments[param_name]
             if potential_tensor is not None:
-                bound_model_params.arguments[param_name] = nncf_model_input(bound_model_params.arguments[param_name])
+                bound_model_params.arguments[param_name] = nncf_model_input(potential_tensor)
             else:
                 # Default was None - cannot wrap as-is. Will wrap a dummy tensor as specified in
-                # input infos - will preserve the call order of nncf_model_input nodes,
+                # input info - will preserve the call order of nncf_model_input nodes,
                 # and the post-hooks for the input node will execute. The result won't go anywhere, though.
                 nncf_logger.info(f"Wrapping a dummy tensor for input {param_name}")
-                info_for_missing_input = self._fwd_params_to_input_infos_odict[param_name]
                 device = "cuda"
                 if self._module_ref_for_device is not None:
                     device = get_model_device(self._module_ref_for_device)
-                dummy_tensor = create_mock_tensor(info_for_missing_input, device)
-                _ = nncf_model_input(dummy_tensor)
+                dummy_input_copy = dummy_input.clone().to(device)
+                _ = nncf_model_input(dummy_input_copy)
 
         return bound_model_params.args, bound_model_params.kwargs
+
+
+class HasDataloader(Protocol):
+    @property
+    def data_loader(self) -> NNCFDataLoader:
+        pass
+
+
+EXTRA_STRUCTS_WITH_DATALOADERS: List[Type[HasDataloader]] = [QuantizationRangeInitArgs, BNAdaptationInitArgs]
diff --git a/nncf/torch/exporter.py b/nncf/torch/exporter.py
index 8f4d531d8f1..a7ddc5b9683 100644
--- a/nncf/torch/exporter.py
+++ b/nncf/torch/exporter.py
@@ -8,7 +8,6 @@
 # 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 copy import copy
 from functools import partial
 from typing import Any, Tuple
 
@@ -20,7 +19,6 @@
 from nncf.telemetry import tracked_function
 from nncf.telemetry.events import NNCF_PT_CATEGORY
 from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn
-from nncf.torch.dynamic_graph.graph_tracer import create_mock_tensor
 from nncf.torch.nested_objects_traversal import objwalk
 from nncf.torch.utils import get_model_device
 from nncf.torch.utils import is_tensor
@@ -34,7 +32,7 @@ def generate_output_names_list(num_outputs: int):
     return [f"output.{idx}" for idx in range(0, num_outputs)]
 
 
-def count_tensors(model_retval: Any) -> int:
+def count_tensors(obj: Any) -> int:
     count = 0
 
     def counter_fn(x: torch.Tensor) -> torch.Tensor:
@@ -42,7 +40,7 @@ def counter_fn(x: torch.Tensor) -> torch.Tensor:
         count += 1
         return x
 
-    objwalk(model_retval, is_tensor, counter_fn)
+    objwalk(obj, is_tensor, counter_fn)
     return count
 
 
@@ -127,38 +125,40 @@ def _export_to_onnx(self, save_path: str, opset_version: int) -> None:
         """
         original_device = get_model_device(self._model)
         model = self._model.eval().cpu()
-        input_tensor_list = []
-        for info in self._model.nncf.input_infos:
-            single_batch_info = copy(info)
-            input_shape = tuple([1] + list(info.shape)[1:])
-            single_batch_info.shape = input_shape
-            input_tensor_list.append(create_mock_tensor(single_batch_info, "cpu"))
-
-        full_arg_forward = model.nncf.get_original_forward()
-        args = self._model_args[:-1]
-        kwargs = self._model_args[-1]
-        partial_forward = partial(full_arg_forward, *args, **kwargs)
-        with model.nncf.temporary_bound_original_forward(partial_forward):
-            if self._input_names is not None:
-                input_names = self._input_names
-            else:
-                input_names = generate_input_names_list(len(input_tensor_list))
 
-            with torch.no_grad():
-                # Should call this, otherwise the operations executed during export will end up in the graph.
-                model.nncf.disable_dynamic_graph_building()
+        args, kwargs = self._model.nncf.input_infos.get_forward_inputs()
+
+        if self._model_args is not None:
+            args = tuple(list(args) + list(self._model_args[:-1]))
+            kwargs.update(**self._model_args[-1])
+
+        def to_single_batch_tensors(obj: torch.Tensor):
+            return obj[0:1]
+
+        args = objwalk(args, is_tensor, to_single_batch_tensors)
+        kwargs = objwalk(kwargs, is_tensor, to_single_batch_tensors)
+        export_args = (*args, kwargs)  # according to a variant of passing kwargs in torch.onnx.export doc
 
-                if self._output_names is not None:
-                    output_names = self._output_names
-                else:
-                    # Will have to run a dummy forward call in order to determine the number of outputs.
-                    dummy_forward = create_dummy_forward_fn(self._model.nncf.input_infos)
-                    retval = dummy_forward(self._model)
-                    output_names = generate_output_names_list(count_tensors(retval))
+        if self._input_names is not None:
+            input_names = self._input_names
+        else:
+            input_names = generate_input_names_list(count_tensors(export_args))
+
+        with torch.no_grad():
+            # Should call this, otherwise the operations executed during export will end up in the graph.
+            model.nncf.disable_dynamic_graph_building()
+
+            if self._output_names is not None:
+                output_names = self._output_names
+            else:
+                # Will have to run a dummy forward call in order to determine the number of outputs.
+                dummy_forward = create_dummy_forward_fn(self._model.nncf.input_infos)
+                retval = dummy_forward(self._model)
+                output_names = generate_output_names_list(count_tensors(retval))
 
-                self._torch_export_call(model, input_tensor_list, save_path, input_names, output_names, opset_version)
+            self._torch_export_call(model, export_args, save_path, input_names, output_names, opset_version)
 
-                model.nncf.enable_dynamic_graph_building()
+            model.nncf.enable_dynamic_graph_building()
         model.to(original_device)
 
     def _torch_export_call(self, model, input_tensor_list, save_path, input_names, output_names, opset_version):
diff --git a/nncf/torch/graph/graph_builder.py b/nncf/torch/graph/graph_builder.py
index 14bb2326cbe..1a6f51bfae7 100644
--- a/nncf/torch/graph/graph_builder.py
+++ b/nncf/torch/graph/graph_builder.py
@@ -9,7 +9,7 @@
 # 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, Set
+from typing import Any, Callable, Dict, Optional, Set
 
 import torch
 
@@ -17,7 +17,6 @@
 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
@@ -29,20 +28,16 @@ def __init__(self, custom_forward_fn: Callable[[torch.nn.Module], Any]):
         self.custom_forward_fn = custom_forward_fn
 
     def build_graph(
-        self,
-        model: torch.nn.Module,
-        context_to_use: Optional[TracingContext] = None,
-        as_eval: bool = False,
-        input_infos: List[ModelInputInfo] = None,
+        self, model: torch.nn.Module, context_to_use: Optional[TracingContext] = None, as_eval: bool = False
     ) -> PTNNCFGraph:
         tracer = GraphTracer(self.custom_forward_fn)
         dynamic_graph = tracer.trace_graph(model, context_to_use, as_eval)
-        return GraphConverter.convert(dynamic_graph, input_infos)
+        return GraphConverter.convert(dynamic_graph)
 
 
 class GraphConverter:
     @staticmethod
-    def convert(dynamic_graph: DynamicGraph, input_infos: List[ModelInputInfo] = None) -> PTNNCFGraph:
+    def convert(dynamic_graph: DynamicGraph) -> PTNNCFGraph:
         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(
@@ -68,10 +63,8 @@ def convert(dynamic_graph: DynamicGraph, input_infos: List[ModelInputInfo] = Non
                 metatype = subtype
 
             is_integer_input = False
-            if metatype in INPUT_NOOP_METATYPES and input_infos is not None:
-                input_id = op_address.call_order
-                if input_infos[input_id].is_integer_input():
-                    is_integer_input = True
+            if metatype in INPUT_NOOP_METATYPES:
+                is_integer_input = dynamic_graph.is_integer_input_node(dynamic_graph_node)
 
             is_shared = len(module_id_vs_sorted_scopes_map[dynamic_graph_node.calling_module_id]) > 1
             canonical_scope = module_id_vs_sorted_scopes_map[dynamic_graph_node.calling_module_id][0]
diff --git a/nncf/torch/model_creation.py b/nncf/torch/model_creation.py
index d6a28e8f938..21586912f1e 100644
--- a/nncf/torch/model_creation.py
+++ b/nncf/torch/model_creation.py
@@ -24,6 +24,7 @@
 from nncf.common.utils.debug import set_debug_log_dir
 from nncf.config import NNCFConfig
 from nncf.config.extractors import extract_algorithm_names
+from nncf.config.extractors import has_input_info_field
 from nncf.config.telemetry_extractors import CompressionStartedFromConfig
 from nncf.telemetry import tracked_function
 from nncf.telemetry.events import NNCF_PT_CATEGORY
@@ -31,7 +32,12 @@
 from nncf.torch.algo_selector import NoCompressionAlgorithmBuilder
 from nncf.torch.composite_compression import PTCompositeCompressionAlgorithmBuilder
 from nncf.torch.compression_method_api import PTCompressionAlgorithmBuilder
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.graph_tracer import WrapInputsFnType
+from nncf.torch.dynamic_graph.graph_tracer import WrapOutputsFnType
+from nncf.torch.dynamic_graph.io_handling import EXTRA_STRUCTS_WITH_DATALOADERS
+from nncf.torch.dynamic_graph.io_handling import ExactInputsInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
+from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.utils import is_dist_avail_and_initialized
 from nncf.torch.utils import is_main_process
@@ -52,13 +58,13 @@ def create_compressed_model(
     compression_state: Optional[Dict[str, Any]] = None,
     dummy_forward_fn: Callable[[Module], Any] = None,
     wrap_inputs_fn: Callable[[Tuple, Dict], Tuple[Tuple, Dict]] = None,
-    wrap_outputs_fn: Callable[[Tuple, Dict], Tuple[Tuple, Dict]] = None,
+    wrap_outputs_fn: Callable[[Any], Any] = None,
     dump_graphs=True,
 ) -> Tuple[CompressionAlgorithmController, NNCFNetwork]:
     """
     The main function used to produce a model ready for compression fine-tuning from an original PyTorch
     model and a configuration object.
-    dummy_forward_fn
+
     :param model: The original model. Should have its parameters already loaded from a checkpoint or another
         source.
     :param config: A configuration object used to determine the exact compression modifications to be applied
@@ -154,12 +160,36 @@ def create_compressed_model(
     return compression_ctrl, compressed_model
 
 
+def get_input_info_from_config(config: NNCFConfig) -> ModelInputInfo:
+    if has_input_info_field(config):
+        return FillerInputInfo.from_nncf_config(config)
+
+    nncf_logger.debug(
+        "Config has no 'input_info' section, trying to use dataloader output as model inputs " "for graph building."
+    )
+    exact_info = ExactInputsInfo.from_nncf_config_dataloaders(config)
+    if exact_info is not None:
+        return exact_info
+    raise RuntimeError(
+        "Could not determine tensor inputs for the model's forward call.\n"
+        "If you are using the `nncf.quantize` API, make sure that you supply the "
+        "calibration dataloader to the `nncf.quantize` call.\n"
+        "If you are using the `create_compressed_model` API, either specify the "
+        "inputs by using the 'input_info' section in the NNCFConfig, or attach an "
+        "initialization dataloader to the NNCFConfig by calling "
+        "`NNCFConfig.register_extra_structs(...)` with one of the following extra "
+        f"structures:\n"
+        f"{EXTRA_STRUCTS_WITH_DATALOADERS}\n"
+        f"or by calling `nncf.torch.register_default_init_args`"
+    )
+
+
 def create_nncf_network(
     model: torch.nn.Module,
     config: NNCFConfig,
     dummy_forward_fn: Callable[[Module], Any] = None,
-    wrap_inputs_fn: Callable = None,
-    wrap_outputs_fn: Callable = None,
+    wrap_inputs_fn: WrapInputsFnType = None,
+    wrap_outputs_fn: WrapOutputsFnType = None,
 ) -> NNCFNetwork:
     """
     The main function used to produce a model ready for adding compression from an original PyTorch
@@ -189,7 +219,8 @@ def create_nncf_network(
         by NNCF in the internal graph representation. Output is the tuple of (args, kwargs), where args and kwargs are
         the same as were supplied in input, but each tensor in the original input. Must be specified if
         dummy_forward_fn is specified.
-    :param wrap_outputs_fn: if supplied, will be used on the module's output during a regular, non-dummy forward call.
+    :param wrap_outputs_fn: Same as `wrap_inputs_fn`, but for marking model outputs with
+
     :return: A model wrapped by NNCFNetwork, which is ready for adding compression."""
 
     if dummy_forward_fn is not None and wrap_inputs_fn is None:
@@ -206,14 +237,14 @@ def create_nncf_network(
         # model that are used on training stage only (e.g. AuxLogits of Inception-v3 model) or unused modules with
         # weights. As a consequence, no need to care about spoiling BN statistics, as they're disabled in eval mode.
 
-        input_info_list = create_input_infos(config)
+        input_info = get_input_info_from_config(config)
         scopes_without_shape_matching = config.get("scopes_without_shape_matching", [])
         ignored_scopes = config.get("ignored_scopes")
         target_scopes = config.get("target_scopes")
 
         nncf_network = NNCFNetwork(
             model,
-            input_infos=input_info_list,
+            input_info=input_info,
             dummy_forward_fn=dummy_forward_fn,
             wrap_inputs_fn=wrap_inputs_fn,
             wrap_outputs_fn=wrap_outputs_fn,
diff --git a/nncf/torch/nncf_network.py b/nncf/torch/nncf_network.py
index 191dff642ee..0cc9eda854a 100644
--- a/nncf/torch/nncf_network.py
+++ b/nncf/torch/nncf_network.py
@@ -40,9 +40,11 @@
 from nncf.torch.dynamic_graph.graph import DynamicGraph
 from nncf.torch.dynamic_graph.graph import ShapeIgnoringTensorMetaComparator
 from nncf.torch.dynamic_graph.graph_tracer import GraphTracer
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.graph_tracer import WrapInputsFnType
+from nncf.torch.dynamic_graph.graph_tracer import WrapOutputsFnType
 from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn
 from nncf.torch.dynamic_graph.io_handling import InputInfoWrapManager
+from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.dynamic_graph.io_handling import replicate_same_tensors
 from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk
 from nncf.torch.dynamic_graph.operation_address import OperationAddress
@@ -188,13 +190,13 @@ def reset_original_unbound_forward(self):
     def __init__(
         self,
         model: torch.nn.Module,
-        input_infos: List[ModelInputInfo] = None,
+        input_info: ModelInputInfo = None,
         dummy_forward_fn: Callable = None,
-        wrap_inputs_fn: Callable = None,
+        wrap_inputs_fn: WrapInputsFnType = None,
         scopes_without_shape_matching: List[str] = None,
         ignored_scopes: List[str] = None,
         target_scopes: List[str] = None,
-        wrap_outputs_fn: Callable = None,
+        wrap_outputs_fn: WrapOutputsFnType = None,
     ):
         super().__init__()
 
@@ -215,7 +217,7 @@ def __init__(
             self._original_instance_forward = model.__dict__.get("forward")
 
         self._forward_signature = inspect.signature(self.get_original_forward())
-        self._input_infos = input_infos
+        self._input_info = input_info
 
         self._ignored_scopes = ignored_scopes
         self._target_scopes = target_scopes
@@ -226,11 +228,11 @@ def __init__(
 
         if wrap_inputs_fn is not None:
             self._wrap_inputs_fn = wrap_inputs_fn
-        elif self._input_infos is not None:
-            self.__input_infos_based_input_wrapper = InputInfoWrapManager(
-                self._input_infos, self._forward_signature, module_ref_for_device=model
+        elif self._input_info is not None:
+            self.__input_info_based_input_wrapper = InputInfoWrapManager(
+                self._input_info, self._forward_signature, module_ref_for_device=model
             )
-            self._wrap_inputs_fn = self.__input_infos_based_input_wrapper.wrap_inputs
+            self._wrap_inputs_fn = self.__input_info_based_input_wrapper.wrap_inputs
         else:
             raise ValueError("wrap_inputs_fn or input_infos should be passed.")
 
@@ -268,7 +270,7 @@ def __init__(
             self._original_dynamic_graph = GraphTracer(_orig_graph_build_forward_fn).trace_graph(
                 model, _orig_context, as_eval=True
             )
-            self._original_graph = GraphConverter.convert(self._original_dynamic_graph, input_infos=self._input_infos)
+            self._original_graph = GraphConverter.convert(self._original_dynamic_graph)
         self._compressed_graph: PTNNCFGraph = None
 
         self._compressed_context = TracingContext()
@@ -311,8 +313,8 @@ def _model_ref(self) -> "NNCFNetwork":
         return object.__getattribute__(self, "__model_ref")
 
     @property
-    def input_infos(self) -> List[ModelInputInfo]:
-        return deepcopy(self._input_infos)
+    def input_infos(self) -> ModelInputInfo:
+        return deepcopy(self._input_info)
 
     def _strip_traced_tensors(self, args: Tuple, kwargs: Dict) -> Tuple[Tuple, Dict]:
         """
@@ -365,7 +367,7 @@ def get_clean_shallow_copy(self) -> "NNCFNetwork":
         saved_state = save_module_state(self._model_ref)
         new_interface = NNCFNetworkInterface(
             self._model_ref,
-            self._input_infos,
+            self._input_info,
             self._user_dummy_forward_fn,
             self._wrap_inputs_fn,
             self._scopes_without_shape_matching,
@@ -441,7 +443,7 @@ def disable_dynamic_graph_building(self):
     def _get_dummy_forward_fn_for_graph_building(self, with_input_tracing, with_output_tracing):
         if self._user_dummy_forward_fn is None:
             return create_dummy_forward_fn(
-                self._input_infos,
+                self._input_info,
                 with_input_tracing=with_input_tracing,
                 wrap_inputs_fn=self._wrap_inputs_fn,
                 wrap_outputs_fn=self._wrap_outputs_fn,
@@ -498,9 +500,7 @@ def rebuild_graph(self, *input_args):
         builder = GraphBuilder(dummy_forward_fn)
 
         with training_mode_switcher(self._model_ref, is_training=False):
-            self._compressed_graph = builder.build_graph(
-                self._model_ref, self._compressed_context, input_infos=self._input_infos
-            )
+            self._compressed_graph = builder.build_graph(self._model_ref, self._compressed_context)
 
     def is_scope_in_nncf_module_scope(self, scope: Scope) -> bool:
         norm_nncf_scopes = []
@@ -772,20 +772,20 @@ class NNCFNetworkMeta(type):
     def __call__(
         cls,
         original_model: torch.nn.Module,
-        input_infos: List[ModelInputInfo] = None,
+        input_info: ModelInputInfo = None,
         dummy_forward_fn: Callable = None,
-        wrap_inputs_fn: Callable[..., None] = None,
+        wrap_inputs_fn: WrapInputsFnType = None,
         scopes_without_shape_matching: List[str] = None,
         ignored_scopes: List[str] = None,
         target_scopes: List[str] = None,
-        wrap_outputs_fn: Callable[..., None] = None,
+        wrap_outputs_fn: WrapOutputsFnType = None,
     ) -> "NNCFNetwork":
         """
         This function plays the role of a "constructor" call in the `nncf_network = NNCFNetwork(original_model, ...)`
         syntax. *_scopes arguments are to be passed as string representation of either
         `nncf.common.graph.graph.NNCFNodeName` or `nncf.torch.dynamic_graph.scope.Scope` objects.
         :param original_model: The original model object to be extended with NNCF functionality.
-        :param input_infos: A list of descriptors of each tensor input to the model. Will be used to properly generate
+        :param input_info: A list of descriptors of each tensor input to the model. Will be used to properly generate
         dummy inputs during internal forward calls of the original model for purposes of control flow graph building.
         :param dummy_forward_fn: A function to be called instead of the model's original forward function during
         control flow graph building.
@@ -809,7 +809,7 @@ def __call__(
         original_class = original_model.__class__
         original_model._nncf = NNCFNetworkInterface(
             original_model,
-            input_infos,
+            input_info,
             dummy_forward_fn,
             wrap_inputs_fn,
             scopes_without_shape_matching,
diff --git a/nncf/torch/quantization/quantize_model.py b/nncf/torch/quantization/quantize_model.py
index 2559e24b3ec..205b2e187a6 100644
--- a/nncf/torch/quantization/quantize_model.py
+++ b/nncf/torch/quantization/quantize_model.py
@@ -9,7 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Any, Dict, Optional, Tuple, Union
+from typing import Optional, Union
 
 import torch
 
@@ -21,69 +21,29 @@
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
 from nncf.scopes import IgnoredScope
-from nncf.torch.dynamic_graph.context import no_nncf_trace
-from nncf.torch.dynamic_graph.io_handling import replicate_same_tensors
-from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_inputs_with_objwalk
-from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk
-from nncf.torch.nested_objects_traversal import objwalk
+from nncf.torch.dynamic_graph.io_handling import ExactInputsInfo
 from nncf.torch.nncf_module_replacement import replace_modules_by_nncf_modules
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.quantization.weights_compression import insert_pre_compression_operations
-from nncf.torch.utils import get_model_device
-from nncf.torch.utils import is_tensor
 from nncf.torch.utils import training_mode_switcher
 
+DEFAULT_RANGE_TYPE = "mean_min_max"
 
-def create_nncf_network(model: torch.nn.Module, dataset: Dataset) -> NNCFNetwork:
+
+def create_nncf_network_ptq(model: torch.nn.Module, dataset: Dataset) -> NNCFNetwork:
     """
     Creates NNCFNetwork instance for the PyTorch model where the first item of dataset
     is used for model tracing.
 
-    :param model: PyTorch model.
-    :param dataset: Dataset for model tracing.
-    :return: NNCFNetwork instance for the input model.
+    :param model: PyTorch model
+    :param dataset: Dataset for model tracing
+    :return: NNCFNetwork instance for the input model
     """
 
-    def get_inputs(dataloader_output: Any) -> Tuple[Tuple, Dict]:
-        if isinstance(dataloader_output, dict):
-            return (), dataloader_output
-        if isinstance(dataloader_output, tuple):
-            return dataloader_output, {}
-        return (dataloader_output,), {}
-
-    def wrap_inputs(args, kwargs):
-        return wrap_nncf_model_inputs_with_objwalk(args, kwargs)
-
-    def wrap_outputs(retval):
-        return wrap_nncf_model_outputs_with_objwalk(retval)
-
-    def create_dummy_forward_fn(dataset, device):
-        def dummy_forward(model):
-            with no_nncf_trace():
-                data = next(iter(dataset.get_inference_data()))
-                args, kwargs = get_inputs(data)
-
-                def send_to_device(tensor):
-                    return tensor.to(device)
-
-                args = objwalk(args, is_tensor, send_to_device)
-                kwargs = objwalk(kwargs, is_tensor, send_to_device)
-
-            args, kwargs = wrap_inputs(args, kwargs)
-            retval = model(*args, **kwargs)
-            retval = replicate_same_tensors(retval)
-            return wrap_outputs(retval)
-
-        return dummy_forward
-
-    device = get_model_device(model)
-    dummy_forward_fn = create_dummy_forward_fn(dataset, device)
+    input_info = ExactInputsInfo.from_nncf_dataset(dataset)
 
     with training_mode_switcher(model, is_training=False):
-        nncf_network = NNCFNetwork(
-            model, dummy_forward_fn=dummy_forward_fn, wrap_inputs_fn=wrap_inputs, wrap_outputs_fn=wrap_outputs
-        )
-
+        nncf_network = NNCFNetwork(model, input_info=input_info)
         nncf_network.nncf.get_tracing_context().disable_trace_dynamic_graph()
 
     return nncf_network
@@ -108,7 +68,7 @@ def quantize_impl(
     if target_device == TargetDevice.CPU_SPR:
         raise RuntimeError("target_device == CPU_SPR is not supported")
 
-    nncf_network = create_nncf_network(model.eval(), calibration_dataset)
+    nncf_network = create_nncf_network_ptq(model.eval(), calibration_dataset)
 
     quantization_algorithm = PostTrainingQuantization(
         preset=preset,
diff --git a/tests/torch/automl/test_quantization_env.py b/tests/torch/automl/test_quantization_env.py
index 5bce62fe392..15bdc40f79f 100644
--- a/tests/torch/automl/test_quantization_env.py
+++ b/tests/torch/automl/test_quantization_env.py
@@ -22,7 +22,7 @@
 from nncf.torch.automl.environment.quantization_env import ModelSizeCalculator
 from nncf.torch.automl.environment.quantization_env import QuantizationEnv
 from nncf.torch.automl.environment.quantization_env import QuantizationEnvParams
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.hardware.config import PTHWConfig
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.quantization.algo import ExperimentalQuantizationBuilder
@@ -38,7 +38,7 @@ def create_test_quantization_env(model_creator=BasicConvTestModel, input_info_cf
         input_info_cfg = {"input_info": {"sample_size": [1, 1, 4, 4]}}
 
     model = model_creator()
-    nncf_network = NNCFNetwork(model, input_infos=create_input_infos(input_info_cfg))
+    nncf_network = NNCFNetwork(model, input_info=FillerInputInfo.from_nncf_config(input_info_cfg))
     hw_config_type = HWConfigType.VPU
     hw_config_path = HWConfig.get_path_to_hw_config(hw_config_type)
     hw_config = PTHWConfig.from_json(hw_config_path)
diff --git a/tests/torch/data/schema_validation_bad_configs/empty_config.json b/tests/torch/data/schema_validation_bad_configs/empty_config.json
deleted file mode 100644
index 0e0dcd235c4..00000000000
--- a/tests/torch/data/schema_validation_bad_configs/empty_config.json
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-
-}
\ No newline at end of file
diff --git a/tests/torch/data/schema_validation_bad_configs/no_inputinfo.json b/tests/torch/data/schema_validation_bad_configs/no_inputinfo.json
deleted file mode 100644
index 7afd22cd558..00000000000
--- a/tests/torch/data/schema_validation_bad_configs/no_inputinfo.json
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "model": "mobilenetv2",
-    "epochs": 40,
-    "num_classes": 1000,
-    "batch_size" : 256,
-    "optimizer": {
-        "type": "Adam",
-        "base_lr": 0.001,
-        "schedule_type": "multistep",
-        "steps": [
-            15,
-            20,
-            25
-        ]
-    },
-    "compression": {
-        "algorithm": "const_sparsity"
-    }
-}
diff --git a/tests/torch/helpers.py b/tests/torch/helpers.py
index 3705b42f622..75e9d27e0fa 100644
--- a/tests/torch/helpers.py
+++ b/tests/torch/helpers.py
@@ -31,7 +31,7 @@
 from nncf.config.structures import BNAdaptationInitArgs
 from nncf.torch.algo_selector import PT_COMPRESSION_ALGORITHMS
 from nncf.torch.compression_method_api import PTCompressionAlgorithmController
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.dynamic_graph.scope import Scope
 from nncf.torch.initialization import PTInitializingDataLoader
 from nncf.torch.initialization import register_default_init_args
@@ -287,14 +287,14 @@ def create_nncf_model_and_single_algo_builder(
 ) -> Tuple[NNCFNetwork, PTCompressionAlgorithmController]:
     assert isinstance(config, NNCFConfig)
     NNCFConfig.validate(config)
-    input_info_list = create_input_infos(config)
+    input_info = FillerInputInfo.from_nncf_config(config)
     scopes_without_shape_matching = config.get("scopes_without_shape_matching", [])
     ignored_scopes = config.get("ignored_scopes")
     target_scopes = config.get("target_scopes")
 
     compressed_model = NNCFNetwork(
         model,
-        input_infos=input_info_list,
+        input_info=input_info,
         dummy_forward_fn=dummy_forward_fn,
         wrap_inputs_fn=wrap_inputs_fn,
         ignored_scopes=ignored_scopes,
@@ -371,8 +371,8 @@ def __getitem__(self, index):
 def create_any_mock_dataloader(
     dataset_cls: type, config: NNCFConfig, num_samples: int = 1, batch_size: int = 1
 ) -> DataLoader:
-    input_infos_list = create_input_infos(config)
-    input_sample_size = input_infos_list[0].shape
+    input_info = FillerInputInfo.from_nncf_config(config)
+    input_sample_size = input_info.elements[0].shape
     data_loader = DataLoader(
         dataset_cls(input_sample_size[1:], num_samples),
         batch_size=batch_size,
diff --git a/tests/torch/nas/creators.py b/tests/torch/nas/creators.py
index 42dd0f363cf..f350deceabf 100644
--- a/tests/torch/nas/creators.py
+++ b/tests/torch/nas/creators.py
@@ -26,7 +26,7 @@
     ProgressiveShrinkingController,
 )
 from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.graph.transformations.layout import PTTransformationLayout
 from nncf.torch.model_creation import create_nncf_network
 from nncf.torch.model_transformer import PTModelTransformer
@@ -116,8 +116,8 @@ def create_bootstrap_nas_training_algo(model_name) -> Tuple[NNCFNetwork, Progres
     nncf_config["bootstrapNAS"] = {"training": {"algorithm": "progressive_shrinking"}}
     nncf_config["input_info"][0].update({"filler": "random"})
 
-    input_info_list = create_input_infos(nncf_config)
-    dummy_forward = create_dummy_forward_fn(input_info_list)
+    input_info = FillerInputInfo.from_nncf_config(nncf_config)
+    dummy_forward = create_dummy_forward_fn(input_info)
     compressed_model, training_ctrl = create_bootstrap_training_model_and_ctrl(model, nncf_config)
     return compressed_model, training_ctrl, dummy_forward
 
diff --git a/tests/torch/nas/helpers.py b/tests/torch/nas/helpers.py
index 487dc7a8b99..51167dc58ce 100644
--- a/tests/torch/nas/helpers.py
+++ b/tests/torch/nas/helpers.py
@@ -65,7 +65,7 @@ def __init__(self, model, input_info):
 
     def dump_graph(self, file_name):
         dyn_graph = self._model.nncf.get_dynamic_graph()
-        nncf_graph = GraphConverter.convert(dyn_graph, self._input_info)
+        nncf_graph = GraphConverter.convert(dyn_graph)
         nncf_graph.visualize_graph(f"{file_name}.dot")
 
     def __enter__(self):
diff --git a/tests/torch/pruning/test_model_pruning_analysis.py b/tests/torch/pruning/test_model_pruning_analysis.py
index 93225970ce9..307b6db5b24 100644
--- a/tests/torch/pruning/test_model_pruning_analysis.py
+++ b/tests/torch/pruning/test_model_pruning_analysis.py
@@ -27,7 +27,8 @@
 from nncf.common.pruning.symbolic_mask import SymbolicMaskProcessor
 from nncf.common.pruning.utils import PruningAnalysisDecision
 from nncf.common.pruning.utils import PruningAnalysisReason
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.layers import NNCF_PRUNING_MODULES_DICT
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.pruning.filter_pruning.algo import FilterPruningBuilder
@@ -705,7 +706,7 @@ def test_pruning_node_selector(test_input_info_struct_: GroupPruningModulesTestS
     )
     model = model()
     model.eval()
-    nncf_network = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 8, 8])])
+    nncf_network = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1, 1, 8, 8])]))
     graph = nncf_network.nncf.get_original_graph()
     pruning_groups = pruning_node_selector.create_pruning_groups(graph)
 
diff --git a/tests/torch/ptq/test_quantize_model_helpers.py b/tests/torch/ptq/test_quantize_model_helpers.py
index a9abe856d29..efc7e6d5f3d 100644
--- a/tests/torch/ptq/test_quantize_model_helpers.py
+++ b/tests/torch/ptq/test_quantize_model_helpers.py
@@ -13,7 +13,7 @@
 from torch import nn
 
 from nncf.data import Dataset
-from nncf.torch.quantization.quantize_model import create_nncf_network
+from nncf.torch.quantization.quantize_model import create_nncf_network_ptq
 
 
 class TestModel(nn.Module):
@@ -26,7 +26,7 @@ def forward(self, x):
         return x
 
 
-def test_create_nncf_network():
+def test_create_nncf_network_with_nncf_dataset():
     input_shape = (1, 3, 5, 5)
     model = TestModel(input_shape)
 
@@ -35,7 +35,7 @@ def transform_fn(inputs):
         return x
 
     dataset = Dataset([(torch.empty(input_shape), 1)] * 3, transform_fn)
-    nncf_network = create_nncf_network(model, dataset)
+    nncf_network = create_nncf_network_ptq(model, dataset)
     nncf_graph = nncf_network.nncf.get_original_graph()
     all_nodes = nncf_graph.get_all_nodes()
     assert len(all_nodes) == 2
diff --git a/tests/torch/quantization/quantization_helpers.py b/tests/torch/quantization/quantization_helpers.py
index cc3557e3a5d..a8f5f213552 100644
--- a/tests/torch/quantization/quantization_helpers.py
+++ b/tests/torch/quantization/quantization_helpers.py
@@ -11,7 +11,7 @@
 import torch
 
 from nncf import NNCFConfig
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from tests.torch.helpers import get_empty_config
 
 
@@ -75,8 +75,8 @@ def distributed_init_test_default(gpu, ngpus_per_node, config):
 
 
 def create_rank_dataloader(config, rank, num_samples=10, batch_size=3):
-    input_infos_list = create_input_infos(config)
-    input_sample_size = input_infos_list[0].shape
+    input_infos_list = FillerInputInfo.from_nncf_config(config)
+    input_sample_size = input_infos_list.elements[0].shape
     data_loader = torch.utils.data.DataLoader(
         RankDatasetMock(input_sample_size[1:], rank, num_samples),
         batch_size=batch_size,
diff --git a/tests/torch/quantization/test_hawq_precision_init.py b/tests/torch/quantization/test_hawq_precision_init.py
index 6ebe2200c39..b551d42de60 100644
--- a/tests/torch/quantization/test_hawq_precision_init.py
+++ b/tests/torch/quantization/test_hawq_precision_init.py
@@ -29,6 +29,7 @@
 from examples.common.sample_config import SampleConfig
 from examples.torch.classification.main import create_cifar
 from examples.torch.object_detection.models.ssd_vgg import SSD_VGG
+from nncf import NNCFConfig
 from nncf.common.graph import NNCFNodeName
 from nncf.common.hardware.config import HWConfigType
 from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup
@@ -36,7 +37,7 @@
 from nncf.common.utils.debug import set_debug_log_dir
 from nncf.torch import register_default_init_args
 from nncf.torch.checkpoint_loading import load_state
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.initialization import default_criterion_fn
 from nncf.torch.quantization.adjust_padding import add_adjust_padding_nodes
 from nncf.torch.quantization.hessian_trace import HessianTraceEstimator
@@ -76,8 +77,8 @@
 from tests.torch.test_models.mobilenet import mobilenet_v2
 
 
-def create_test_dataloaders(config, dataset_dir):
-    input_info = create_input_infos(config)[0]
+def create_test_dataloaders(config: NNCFConfig, dataset_dir):
+    input_info = FillerInputInfo.from_nncf_config(config).elements[0]
     image_size = input_info.shape[-1]
     batch_size = input_info.shape[0]
     normalize = transforms.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))
diff --git a/tests/torch/quantization/test_hw_config.py b/tests/torch/quantization/test_hw_config.py
index e6d6418c73d..4cdbdedaa54 100644
--- a/tests/torch/quantization/test_hw_config.py
+++ b/tests/torch/quantization/test_hw_config.py
@@ -13,7 +13,8 @@
 
 from nncf.common.quantization.quantizer_setup import DEFAULT_QUANTIZER_CONFIG
 from nncf.common.quantization.structs import QuantizationMode
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.hardware.config import PTHWConfig
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.quantization.algo import QuantizationBuilder
@@ -49,7 +50,7 @@ def get_model_and_ctrl_with_applied_hw_config_quantization(
         nncf_config["compression"].update({"quantize_inputs": should_be_quantize_inputs})
         nncf_config["target_device"] = "ANY"  # for compatibility
 
-        net = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 2, 1, 1])])
+        net = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1, 2, 1, 1])]))
         hw_config = PTHWConfig.from_dict(hw_config_dict)
         qbuilder = QuantizationBuilder(nncf_config, should_init=False)
         qbuilder.hw_config = hw_config
diff --git a/tests/torch/quantization/test_scheduler.py b/tests/torch/quantization/test_scheduler.py
index 25eabf35b92..beb54c07bcd 100644
--- a/tests/torch/quantization/test_scheduler.py
+++ b/tests/torch/quantization/test_scheduler.py
@@ -15,7 +15,7 @@
 from nncf.common.statistics import NNCFStatistics
 from nncf.config.structures import QuantizationRangeInitArgs
 from nncf.torch import register_default_init_args
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.initialization import wrap_dataloader_for_init
 from nncf.torch.quantization.base_ctrl import QuantizationControllerBase
 from nncf.torch.quantization.schedulers import StagedQuantizationScheduler
@@ -191,8 +191,8 @@ def test_staged_scheduler_with_range_init():
     register_bn_adaptation_init_args(config)
     model = squeezenet1_1(num_classes=10, dropout=0)
 
-    input_infos_list = create_input_infos(config)
-    input_sample_size = input_infos_list[0].shape
+    input_infos_list = FillerInputInfo.from_nncf_config(config)
+    input_sample_size = input_infos_list.elements[0].shape
     data_loader = DataLoader(
         OnesDatasetMock(input_sample_size[1:]),
         batch_size=1,
@@ -253,8 +253,8 @@ def test_staged_scheduler_with_hawq():
     num_classes = 10
     model = squeezenet1_1(num_classes=num_classes, dropout=0)
 
-    input_infos_list = create_input_infos(config)
-    input_sample_size = input_infos_list[0].shape
+    input_infos_list = FillerInputInfo.from_nncf_config(config)
+    input_sample_size = input_infos_list.elements[0].shape
     data_loader = DataLoader(
         HawqDatasetMock(input_sample_size[1:], num_classes),
         batch_size=1,
diff --git a/tests/torch/sparsity/movement/helpers/run_recipe.py b/tests/torch/sparsity/movement/helpers/run_recipe.py
index 5967e6c0c89..562687bd563 100644
--- a/tests/torch/sparsity/movement/helpers/run_recipe.py
+++ b/tests/torch/sparsity/movement/helpers/run_recipe.py
@@ -36,7 +36,8 @@
 
 from nncf import NNCFConfig
 from nncf.experimental.torch.sparsity.movement.scheduler import MovementSchedulerParams
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.nncf_network import NNCFNetwork
 from tests.torch.sparsity.movement.helpers.config import MovementAlgoConfig
 
@@ -82,7 +83,7 @@ def __init__(
 
     @property
     @abstractmethod
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         pass
 
     @property
@@ -179,7 +180,7 @@ def generate_mock_dataset(
         g = torch.Generator()
         g.manual_seed(seed)
         input_dict = {}
-        for input_info in self.model_input_info:
+        for input_info in self.model_input_info.elements:
             shape = list(input_info.shape)
             keyword = input_info.keyword
             if input_info.type == torch.float32:
@@ -195,11 +196,11 @@ def generate_mock_dataset(
         )[:num_samples]
         return Dataset.from_dict(input_dict)
 
-    def dumps_model_input_info(self, model_input_info: Optional[List[ModelInputInfo]] = None) -> List[Dict[str, Any]]:
+    def dumps_model_input_info(self, model_input_info: Optional[FillerInputInfo] = None) -> List[Dict[str, Any]]:
         if model_input_info is None:
             model_input_info = self.model_input_info
         result = []
-        for info in model_input_info:
+        for info in model_input_info.elements:
             item = {"sample_size": info.shape, "type": info.torch_type_to_string(info.type)}
             if info.keyword is not None:
                 item["keyword"] = info.keyword
@@ -245,8 +246,8 @@ class Wav2Vec2RunRecipe(BaseMockRunRecipe):
     )
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
-        return [ModelInputInfo(shape=[1, 32], keyword="input_values")]
+    def model_input_info(self) -> FillerInputInfo:
+        return FillerInputInfo([FillerInputElement(shape=[1, 32], keyword="input_values")])
 
     @property
     def transformer_block_info(self) -> List[TransformerBlockInfo]:
@@ -305,14 +306,16 @@ class BertRunRecipe(BaseMockRunRecipe):
     )
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         dim = self.model_config.max_position_embeddings
-        return [
-            ModelInputInfo(shape=[1, dim], type_str="long", keyword="input_ids"),
-            ModelInputInfo(shape=[1, dim], type_str="long", keyword="attention_mask"),
-            ModelInputInfo(shape=[1, dim], type_str="long", keyword="token_type_ids"),
-            ModelInputInfo(shape=[1, dim], type_str="long", keyword="position_ids"),
-        ]
+        return FillerInputInfo(
+            [
+                FillerInputElement(shape=[1, dim], type_str="long", keyword="input_ids"),
+                FillerInputElement(shape=[1, dim], type_str="long", keyword="attention_mask"),
+                FillerInputElement(shape=[1, dim], type_str="long", keyword="token_type_ids"),
+                FillerInputElement(shape=[1, dim], type_str="long", keyword="position_ids"),
+            ]
+        )
 
     @property
     def transformer_block_info(self) -> List[TransformerBlockInfo]:
@@ -371,9 +374,9 @@ class DistilBertRunRecipe(BaseMockRunRecipe):
     default_algo_config = MovementAlgoConfig()
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         dim = self.model_config.max_position_embeddings
-        return [ModelInputInfo(shape=[1, dim], type_str="long")] * 2
+        return FillerInputInfo([FillerInputElement(shape=[1, dim], type_str="long")] * 2)
 
     @staticmethod
     def get_nncf_modules_in_transformer_block_order(compressed_model: NNCFNetwork) -> List[DictInTransformerBlockOrder]:
@@ -404,9 +407,9 @@ class MobileBertRunRecipe(BaseMockRunRecipe):
     default_algo_config = MovementAlgoConfig()
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         dim = self.model_config.max_position_embeddings
-        return [ModelInputInfo(shape=[1, dim], type_str="long")] * 4
+        return FillerInputInfo([FillerInputElement(shape=[1, dim], type_str="long")] * 4)
 
     @staticmethod
     def get_nncf_modules_in_transformer_block_order(compressed_model: NNCFNetwork) -> List[DictInTransformerBlockOrder]:
@@ -436,10 +439,10 @@ class ClipVisionRunRecipe(BaseMockRunRecipe):
     default_algo_config = MovementAlgoConfig()
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         num_channels = self.model_config.num_channels
         image_size = self.model_config.image_size
-        return [ModelInputInfo(shape=[1, num_channels, image_size, image_size], type_str="float")]
+        return FillerInputInfo([FillerInputElement(shape=[1, num_channels, image_size, image_size], type_str="float")])
 
     @staticmethod
     def get_nncf_modules_in_transformer_block_order(compressed_model: NNCFNetwork) -> List[DictInTransformerBlockOrder]:
@@ -478,9 +481,11 @@ class SwinRunRecipe(BaseMockRunRecipe):
     )
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         img_size = self.model_config.image_size
-        return [ModelInputInfo(shape=[1, self.model_config.num_channels, img_size, img_size], keyword="pixel_values")]
+        return FillerInputInfo(
+            [FillerInputElement(shape=[1, self.model_config.num_channels, img_size, img_size], keyword="pixel_values")]
+        )
 
     @property
     def transformer_block_info(self) -> List[TransformerBlockInfo]:
@@ -577,8 +582,8 @@ def _create_model(self) -> torch.nn.Module:
         )
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
-        return [ModelInputInfo(shape=[1, self.model_config.input_size], keyword="tensor")]
+    def model_input_info(self) -> FillerInputInfo:
+        return FillerInputInfo([FillerInputElement(shape=[1, self.model_config.input_size], keyword="tensor")])
 
     @property
     def transformer_block_info(self) -> List[TransformerBlockInfo]:
@@ -601,9 +606,9 @@ def _create_model(self) -> torch.nn.Module:
         )
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         input_size = self.model_config.input_size
-        return [ModelInputInfo(shape=[1, 3, input_size, input_size], keyword="tensor")]
+        return FillerInputInfo([FillerInputElement(shape=[1, 3, input_size, input_size], keyword="tensor")])
 
 
 class Conv2dPlusLinearRunRecipe(LinearRunRecipe):
@@ -618,6 +623,6 @@ def _create_model(self) -> torch.nn.Module:
         )
 
     @property
-    def model_input_info(self) -> List[ModelInputInfo]:
+    def model_input_info(self) -> FillerInputInfo:
         input_size = self.model_config.input_size
-        return [ModelInputInfo(shape=[1, 3, input_size, input_size], keyword="tensor")]
+        return FillerInputInfo([FillerInputElement(shape=[1, 3, input_size, input_size], keyword="tensor")])
diff --git a/tests/torch/sparsity/movement/helpers/trainer.py b/tests/torch/sparsity/movement/helpers/trainer.py
index 83bc5d94575..7da241bf712 100644
--- a/tests/torch/sparsity/movement/helpers/trainer.py
+++ b/tests/torch/sparsity/movement/helpers/trainer.py
@@ -14,7 +14,7 @@
 
 import numpy as np
 import torch
-from datasets import Dataset
+from datasets import Dataset  # pylint: disable=no-name-in-module
 from transformers import TrainingArguments
 from transformers.trainer import Trainer
 from transformers.trainer_callback import TrainerCallback
diff --git a/tests/torch/sparsity/movement/test_model_saving.py b/tests/torch/sparsity/movement/test_model_saving.py
index 4da72441a74..0269b325731 100644
--- a/tests/torch/sparsity/movement/test_model_saving.py
+++ b/tests/torch/sparsity/movement/test_model_saving.py
@@ -279,7 +279,7 @@ def _get_onnx_model_inference_outputs(self, onnx_model_path: str, dataset: Datas
         for i in range(len(dataset)):
             item = dataset[i : i + 1]
             onnx_input = {}
-            for input_name, input_info in zip(input_names, recipe.model_input_info):
+            for input_name, input_info in zip(input_names, recipe.model_input_info.elements):
                 onnx_input[input_name] = torch.tensor(item[input_info.keyword], dtype=input_info.type).numpy()
             outputs = sess.run(None, onnx_input)
             for name, output in zip(output_names, outputs):
diff --git a/tests/torch/test_compressed_graph.py b/tests/torch/test_compressed_graph.py
index f63941646ef..7711b4b3e9a 100644
--- a/tests/torch/test_compressed_graph.py
+++ b/tests/torch/test_compressed_graph.py
@@ -23,16 +23,16 @@
 import torch.nn.functional as F
 from torch import nn
 
+from nncf import NNCFConfig
 from nncf.common.graph import NNCFNodeName
 from nncf.common.hardware.config import HWConfigType
 from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint
 from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup
 from nncf.torch import nncf_model_input
 from nncf.torch import nncf_model_output
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
 from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn
-from nncf.torch.dynamic_graph.graph_tracer import create_input_infos
-from nncf.torch.dynamic_graph.graph_tracer import create_mock_tensor
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.graph.graph import PTNNCFGraph
 from nncf.torch.graph.graph_builder import GraphBuilder
 from nncf.torch.layers import NNCF_MODULES_DICT
@@ -199,9 +199,9 @@ def sr_wrap_inputs_fn(model_args, model_kwargs):
 
 def sr_dummy_forward_fn(model_, input_sample_sizes: Tuple[List[int]]):
     device = get_model_device(model_)
-    config = {"input_info": [{"sample_size": sizes} for sizes in input_sample_sizes]}
-    input_info_list = create_input_infos(config)
-    tensor_list = [create_mock_tensor(info, device) for info in input_info_list]
+    config = NNCFConfig.from_dict({"input_info": [{"sample_size": sizes} for sizes in input_sample_sizes]})
+    input_info = FillerInputInfo.from_nncf_config(config)
+    tensor_list = [info.get_tensor_for_input().to(device) for info in input_info.elements]
     args = (tuple(tensor_list),)
     args, _ = sr_wrap_inputs_fn(args, {})
     return nncf_model_output(model_(*args))
@@ -256,12 +256,12 @@ def test_build_graph(self, desc: ModelDesc):
         net = desc.model_builder()
         input_sample_sizes = desc.input_sample_sizes
         if isinstance(input_sample_sizes, tuple):
-            input_info_list = [ModelInputInfo(sample_size) for sample_size in input_sample_sizes]
+            input_info = FillerInputInfo([FillerInputElement(sample_size) for sample_size in input_sample_sizes])
         else:
-            input_info_list = [ModelInputInfo(input_sample_sizes)]
+            input_info = FillerInputInfo([FillerInputElement(input_sample_sizes)])
         dummy_forward_fn = desc.dummy_forward_fn
         if not dummy_forward_fn:
-            dummy_forward_fn = create_dummy_forward_fn(input_info_list, desc.wrap_inputs_fn)
+            dummy_forward_fn = create_dummy_forward_fn(input_info, desc.wrap_inputs_fn)
         graph_builder = GraphBuilder(custom_forward_fn=dummy_forward_fn)
         graph = graph_builder.build_graph(net)
         check_graph(graph, desc.dot_filename, "original")
@@ -349,7 +349,7 @@ def test_gnmt_quantization(_case_config):
 
     compressed_model = NNCFNetwork(
         model,
-        input_infos=create_input_infos(config),
+        input_info=FillerInputInfo.from_nncf_config(config),
         dummy_forward_fn=forward_fn_,
         wrap_inputs_fn=gnmt_wrap_inputs_fn,
         scopes_without_shape_matching=[
@@ -813,8 +813,8 @@ def test_compressed_graph_models_hw(desc, hw_config_type):
     config = get_basic_quantization_config_with_hw_config_type(
         hw_config_type.value, input_sample_size=desc.input_sample_sizes
     )
-    input_info_list = create_input_infos(config)
-    compressed_model = NNCFNetwork(model, input_infos=input_info_list)
+    input_info = FillerInputInfo.from_nncf_config(config)
+    compressed_model = NNCFNetwork(model, input_info=input_info)
 
     quantization_builder = QuantizationBuilder(config, should_init=False)
     single_config_quantizer_setup = quantization_builder._get_single_config_quantizer_setup(compressed_model)
diff --git a/tests/torch/test_graph_building.py b/tests/torch/test_graph_building.py
index 0c5283d8b4f..af2927586ba 100644
--- a/tests/torch/test_graph_building.py
+++ b/tests/torch/test_graph_building.py
@@ -9,7 +9,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 from copy import deepcopy
-from typing import List, Tuple
+from dataclasses import dataclass
+from typing import Any, Dict, List, Tuple, Union
 from unittest.mock import MagicMock
 
 import pytest
@@ -17,6 +18,7 @@
 import torch.nn.functional as F
 from torch import nn
 
+from nncf import NNCFConfig
 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
@@ -28,14 +30,22 @@
 from nncf.common.graph.layer_attributes import PermuteLayerAttributes
 from nncf.common.graph.layer_attributes import ReshapeLayerAttributes
 from nncf.common.graph.layer_attributes import TransposeLayerAttributes
+from nncf.config.structures import BNAdaptationInitArgs
+from nncf.config.structures import NNCFExtraConfigStruct
+from nncf.config.structures import QuantizationRangeInitArgs
+from nncf.torch import create_compressed_model
 from nncf.torch import nncf_model_input
 from nncf.torch.dynamic_graph.context import TracingContext
 from nncf.torch.dynamic_graph.context import get_current_context
 from nncf.torch.dynamic_graph.context import no_nncf_trace
 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.graph_tracer import create_dummy_forward_fn
+from nncf.torch.dynamic_graph.io_handling import EXTRA_STRUCTS_WITH_DATALOADERS
+from nncf.torch.dynamic_graph.io_handling import ExactInputsInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
+from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk
 from nncf.torch.dynamic_graph.trace_tensor import trace_tensors
 from nncf.torch.graph.graph_builder import GraphBuilder
@@ -45,6 +55,9 @@
 from nncf.torch.graph.operator_metatypes import PTSplitMetatype
 from nncf.torch.graph.operator_metatypes import PTSqueezeMetatype
 from nncf.torch.graph.operator_metatypes import PTTransposeMetatype
+from nncf.torch.initialization import PTInitializingDataLoader
+from nncf.torch.nncf_network import NNCFNetwork
+from nncf.torch.nncf_network import NNCFNetworkMeta
 from tests.torch.helpers import create_compressed_model_and_algo_for_test
 from tests.torch.helpers import register_bn_adaptation_init_args
 from tests.torch.test_compressed_graph import get_basic_quantization_config
@@ -80,15 +93,8 @@ def forward(self, x):
                 x = F.relu(layer(x))
 
     mod = Model()
-    input_info = ModelInputInfo([1, 1, 1, 1])
 
-    tracer = GraphTracer(
-        custom_forward_fn=create_dummy_forward_fn(
-            [
-                input_info,
-            ]
-        )
-    )
+    tracer = GraphTracer(custom_forward_fn=create_dummy_forward_fn(FillerInputInfo([FillerInputElement([1, 1, 1, 1])])))
     graph = tracer.trace_graph(mod)
 
     unique_op_exec_contexts = set()
@@ -168,25 +174,26 @@ def simple_wrap_fn(args, kwargs):
 
     @staticmethod
     def simple_user_dummy_forward(model):
-        mock_tensor = torch.zeros(input_shapes[0])
+        mock_tensor = torch.zeros(INPUT_SHAPES[0])
         args = (mock_tensor,)
         kwargs = {}
         args, kwargs = ModelForTest.simple_wrap_fn(args, kwargs)
         return wrap_nncf_model_outputs_with_objwalk(model(*args, **kwargs))
 
 
-input_shapes = [(1, 3, 224, 224), (2, 3, 224, 224), (1, 3, 500, 500)]
+INPUT_SHAPES = [(1, 3, 224, 224), (2, 3, 224, 224), (1, 3, 500, 500)]
 
 
-@pytest.mark.parametrize("input_shape", input_shapes)
-def test_activation_shape_tracing(input_shape: Tuple):
+@pytest.mark.parametrize("input_shape", INPUT_SHAPES)
+def test_activation_shape_tracing(input_shape: Tuple[int, ...]):
     model = ModelForTest()
-    input_info = ModelInputInfo(input_shape)
     graph_builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                input_info,
-            ],
+            FillerInputInfo(
+                [
+                    FillerInputElement(input_shape),
+                ]
+            ),
             with_input_tracing=True,
             with_output_tracing=True,
         )
@@ -250,15 +257,12 @@ def forward(self, x):
         return y
 
 
-@pytest.mark.parametrize("input_shape", input_shapes)
+@pytest.mark.parametrize("input_shape", INPUT_SHAPES)
 def test_concat_attributes_saved_during_graph_building(input_shape):
     model = ModelForTestWithReshapeFlattenAndConcat()
-    input_info = ModelInputInfo(input_shape)
     graph_builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                input_info,
-            ],
+            FillerInputInfo([FillerInputElement(input_shape)]),
             with_input_tracing=True,
             with_output_tracing=True,
         )
@@ -282,15 +286,16 @@ def test_concat_attributes_saved_during_graph_building(input_shape):
                 assert cat_nodes_with_attributes[node.node_name] is None
 
 
-@pytest.mark.parametrize("input_shape", input_shapes)
+@pytest.mark.parametrize("input_shape", INPUT_SHAPES)
 def test_reshape_attributes_saved_during_graph_building(input_shape):
     model = ModelForTestWithReshapeFlattenAndConcat()
-    input_info = ModelInputInfo(input_shape)
     graph_builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                input_info,
-            ],
+            FillerInputInfo(
+                [
+                    FillerInputElement(input_shape),
+                ]
+            ),
             with_input_tracing=True,
             with_output_tracing=True,
         )
@@ -339,12 +344,13 @@ def forward(self, x: torch.Tensor):
 @pytest.mark.parametrize("input_shape", transpose_input_shapes)
 def test_permute_attributes_saved_during_graph_building(input_shape):
     model = ModelWithPermute()
-    input_info = ModelInputInfo(input_shape)
     graph_builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                input_info,
-            ],
+            FillerInputInfo(
+                [
+                    FillerInputElement(input_shape),
+                ]
+            ),
             with_input_tracing=True,
             with_output_tracing=True,
         )
@@ -390,15 +396,16 @@ def forward(self, x):
         return y
 
 
-@pytest.mark.parametrize("input_shape", input_shapes)
+@pytest.mark.parametrize("input_shape", INPUT_SHAPES)
 def test_split_attributes(input_shape):
     model = ModelForTestWithSplit(input_shape)
-    input_info = ModelInputInfo(input_shape)
     graph_builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                input_info,
-            ],
+            FillerInputInfo(
+                [
+                    FillerInputElement(input_shape),
+                ]
+            ),
             with_input_tracing=True,
             with_output_tracing=True,
         )
@@ -430,11 +437,12 @@ def forward(self, x):
 @pytest.mark.parametrize("input_shape", [(3, 2)])
 def test_getitem_attributes(input_shape):
     model = SplitByGetItemModel()
-    input_info = ModelInputInfo(input_shape)
     custom_forward_fn = create_dummy_forward_fn(
-        [
-            input_info,
-        ],
+        FillerInputInfo(
+            [
+                FillerInputElement(input_shape),
+            ]
+        ),
         with_input_tracing=True,
         with_output_tracing=True,
     )
@@ -477,12 +485,13 @@ def _get_default_nncf_graph_edge(from_node, to_node, input_port_id, output_port_
 
     input_shape = (3, 3)
     model = ParallelEdgesModel()
-    input_info = ModelInputInfo(input_shape)
     graph_builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                input_info,
-            ],
+            FillerInputInfo(
+                [
+                    FillerInputElement(input_shape),
+                ]
+            ),
             with_input_tracing=True,
             with_output_tracing=True,
         )
@@ -506,99 +515,186 @@ def _get_default_nncf_graph_edge(from_node, to_node, input_port_id, output_port_
     assert set(input_node_output_edges) == ref_output_edges
 
 
+class MockModel(torch.nn.Module):
+    def __init__(self, stub_forward):
+        super().__init__()
+        self.param = torch.nn.Parameter(torch.ones([1]))
+        self.stub_forward = stub_forward
+
+    def forward(self, *args, **kwargs):
+        return self.stub_forward(*args, **kwargs)
+
+
+class RandomRefTensor:
+    def __init__(self, shape: List[int]):
+        self.tensor = torch.rand(shape)
+
+
+def check_arg(test_arg: torch.Tensor, ref_arg: Union[torch.Tensor, RandomRefTensor]):
+    if isinstance(ref_arg, RandomRefTensor):
+        assert test_arg.shape == ref_arg.tensor.shape
+        assert not torch.allclose(test_arg, torch.ones_like(test_arg))
+        assert not torch.allclose(test_arg, torch.zeros_like(test_arg))
+    else:
+        assert torch.allclose(test_arg, ref_arg)
+
+
+class MockInputInfo(ModelInputInfo):
+    MOCK_ARGS = (torch.Tensor([42.0]),)
+    MOCK_KWARGS = {"foo": torch.ones([1, 3])}
+
+    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
+        return MockInputInfo.MOCK_ARGS, MockInputInfo.MOCK_KWARGS
+
+
+@pytest.fixture(scope="function")
+def mock_model_with_stub_forward(mocker) -> MockModel:
+    stub_fn = mocker.stub()
+    mock_model = MockModel(stub_fn)
+    return mock_model
+
+
+def test_input_info_args_are_passed_into_forward(mock_model_with_stub_forward: MockModel):
+    stub_fn = mock_model_with_stub_forward.stub_forward
+
+    _ = NNCFNetwork(mock_model_with_stub_forward, input_info=MockInputInfo())
+    forward_call_args = stub_fn.call_args[0]
+    forward_call_kwargs = stub_fn.call_args[1]
+
+    ref_args, ref_kwargs = MockInputInfo.MOCK_ARGS, MockInputInfo.MOCK_KWARGS
+
+    assert len(forward_call_args) == len(ref_args)
+    assert len(forward_call_kwargs) == len(ref_kwargs)
+    assert set(forward_call_kwargs.keys()) == set(ref_kwargs.keys())
+
+    for idx, arg in enumerate(forward_call_args):
+        check_arg(arg, ref_args[idx])
+
+    for keyword, arg in forward_call_kwargs.items():
+        check_arg(arg, ref_kwargs[keyword])
+
+
+@dataclass
+class FillerInputInfoGenerationTestStruct:
+    config_input_info_subdict: Union[List[Dict], Dict]
+    ref_args: Tuple[torch.Tensor, ...]
+    ref_kwargs: Dict[str, torch.Tensor]
+
+
 TEST_KEYWORD_1 = "keyword1"
 TEST_KEYWORD_2 = "keyword2"
-INPUT_INFO_CONFIG_VS_FORWARD_ARGS = [
-    (
-        {"sample_size": [2, 3, 300, 300], "type": "float", "filler": "zeros"},
-        [ModelInputInfo([2, 3, 300, 300], type_str="float", filler=ModelInputInfo.FILLER_TYPE_ZEROS)],
+
+FILLER_GEN_TEST_STRUCTS = [
+    FillerInputInfoGenerationTestStruct(
+        config_input_info_subdict={"sample_size": [2, 3, 300, 300], "type": "float", "filler": "zeros"},
+        ref_args=(torch.zeros([2, 3, 300, 300]),),
+        ref_kwargs={},
     ),
-    (
-        [
+    FillerInputInfoGenerationTestStruct(
+        config_input_info_subdict=[
             {"sample_size": [1, 128], "type": "long", "filler": "ones"},
             {"sample_size": [1, 128], "type": "long", "filler": "ones"},
             {"sample_size": [1, 128], "type": "long", "filler": "zeros"},
         ],
-        [
-            ModelInputInfo([1, 128], type_str="long", filler=ModelInputInfo.FILLER_TYPE_ONES),
-            ModelInputInfo([1, 128], type_str="long", filler=ModelInputInfo.FILLER_TYPE_ONES),
-            ModelInputInfo([1, 128], type_str="long", filler=ModelInputInfo.FILLER_TYPE_ONES),
-        ],
+        ref_args=(
+            torch.ones([1, 128], dtype=torch.long),
+            torch.ones([1, 128], dtype=torch.long),
+            torch.zeros([1, 128], dtype=torch.long),
+        ),
+        ref_kwargs={},
     ),
-    (
-        [
+    FillerInputInfoGenerationTestStruct(
+        config_input_info_subdict=[
             {"sample_size": [2, 3, 300, 300], "type": "float", "filler": "zeros"},
             {"sample_size": [1, 128], "type": "long", "filler": "ones", "keyword": TEST_KEYWORD_1},
         ],
-        [
-            ModelInputInfo([2, 3, 300, 300], type_str="float", filler=ModelInputInfo.FILLER_TYPE_ZEROS),
-            ModelInputInfo([1, 128], type_str="long", filler=ModelInputInfo.FILLER_TYPE_ONES, keyword=TEST_KEYWORD_1),
-        ],
+        ref_args=(torch.zeros([2, 3, 300, 300]),),
+        ref_kwargs={TEST_KEYWORD_1: torch.ones([1, 128], dtype=torch.long)},
     ),
-    (
-        [
+    FillerInputInfoGenerationTestStruct(
+        config_input_info_subdict=[
             {"sample_size": [8, 7], "type": "float", "filler": "random", "keyword": TEST_KEYWORD_1},
             {"sample_size": [2, 3, 300, 300], "type": "float", "filler": "zeros"},
             {"sample_size": [1, 128], "type": "long", "filler": "ones", "keyword": TEST_KEYWORD_2},
         ],
-        [
-            ModelInputInfo([2, 3, 300, 300], type_str="float", filler=ModelInputInfo.FILLER_TYPE_ZEROS),
-            ModelInputInfo([8, 7], type_str="float", filler=ModelInputInfo.FILLER_TYPE_ONES, keyword=TEST_KEYWORD_1),
-            ModelInputInfo([1, 128], type_str="long", filler=ModelInputInfo.FILLER_TYPE_ONES, keyword=TEST_KEYWORD_2),
-        ],
+        ref_args=(torch.zeros([2, 3, 300, 300]),),
+        ref_kwargs={TEST_KEYWORD_1: RandomRefTensor([8, 7]), TEST_KEYWORD_2: torch.ones([1, 128], dtype=torch.long)},
     ),
 ]
 
 
-class MockModel(torch.nn.Module):
-    def __init__(self, stub_forward):
-        super().__init__()
-        self.param = torch.nn.Parameter(torch.ones([1]))
-        self.stub_forward = stub_forward
+@pytest.mark.parametrize("filler_gen_test_struct", FILLER_GEN_TEST_STRUCTS)
+def test_filler_input_info_arg_generation(filler_gen_test_struct: FillerInputInfoGenerationTestStruct):
+    filler_input_info = FillerInputInfo.from_nncf_config(
+        NNCFConfig.from_dict({"input_info": filler_gen_test_struct.config_input_info_subdict})
+    )
+    test_args, test_kwargs = filler_input_info.get_forward_inputs()
 
-    def forward(self, *args, **kwargs):
-        return self.stub_forward(*args, **kwargs)
+    for test_arg, ref_arg in zip(test_args, filler_gen_test_struct.ref_args):
+        check_arg(test_arg, ref_arg)
 
+    for test_kw_and_arg, ref_kw_and_arg in zip(test_kwargs.items(), filler_gen_test_struct.ref_kwargs.items()):
+        test_kw, test_kwarg = test_kw_and_arg
+        ref_kw, ref_kwarg = ref_kw_and_arg
+        assert test_kw == ref_kw
+        check_arg(test_kwarg, ref_kwarg)
 
-@pytest.fixture(params=INPUT_INFO_CONFIG_VS_FORWARD_ARGS, name="input_info_test_struct")
-def input_info_test_struct_(request):
-    return request.param
 
+class MockInitDataLoader(PTInitializingDataLoader):
+    def get_inputs(self, dataloader_output: Any) -> Tuple[Tuple, Dict]:
+        return dataloader_output[0], dataloader_output[1]
 
-def test_input_info_specification_from_config(mocker, input_info_test_struct):
-    stub_fn = mocker.stub()
-    mock_model = MockModel(stub_fn)
-    config = get_basic_quantization_config("symmetric")
-    input_info_config_entry = input_info_test_struct[0]
-    target_argument_info: List[ModelInputInfo] = input_info_test_struct[1]
-    config["input_info"] = input_info_config_entry
-    register_bn_adaptation_init_args(config)
+    def get_target(self, dataloader_output: Any) -> Any:
+        return torch.empty([1])
 
-    _, _ = create_compressed_model_and_algo_for_test(mock_model, config)
-    forward_call_args = stub_fn.call_args[0]
-    forward_call_kwargs = stub_fn.call_args[1]
 
-    ref_args_info = list(filter(lambda x: x.keyword is None, target_argument_info))
-    ref_kw_vs_arg_info = {x.keyword: x for x in target_argument_info if x.keyword is not None}
+class MockDataset(torch.utils.data.Dataset):
+    def __init__(self):
+        super().__init__()
+        self._length = 2
 
-    def check_arg(arg: torch.Tensor, ref_arg_info: ModelInputInfo):
-        assert list(arg.shape) == ref_arg_info.shape
-        assert arg.dtype == ref_arg_info.type
+    def __getitem__(self, idx):
+        if idx >= self._length:
+            raise StopIteration
+        return MockInputInfo.MOCK_ARGS, MockInputInfo.MOCK_KWARGS
 
-    assert len(forward_call_args) == len(ref_args_info)
-    assert len(forward_call_kwargs) == len(ref_kw_vs_arg_info)
-    assert set(forward_call_kwargs.keys()) == set(ref_kw_vs_arg_info.keys())
+    def __len__(self):
+        return self._length
 
-    for idx, arg in enumerate(forward_call_args):
-        check_arg(arg, ref_args_info[idx])
 
-    for keyword, arg in forward_call_kwargs.items():
-        check_arg(arg, ref_kw_vs_arg_info[keyword])
+STRUCTS_FOR_TEST = [
+    QuantizationRangeInitArgs(data_loader=MockInitDataLoader(torch.utils.data.DataLoader(MockDataset()))),
+    BNAdaptationInitArgs(data_loader=MockInitDataLoader(torch.utils.data.DataLoader(MockDataset()))),
+]
+
+
+@pytest.mark.parametrize("extra_struct_for_test", STRUCTS_FOR_TEST)
+def test_compressed_model_creation_can_build_exact_input_infos_from_dataloader_in_config(
+    extra_struct_for_test: NNCFExtraConfigStruct, mock_model_with_stub_forward: MockModel, mocker
+):
+    checked_types_set = {type(x) for x in STRUCTS_FOR_TEST}
+    assert checked_types_set == set(
+        EXTRA_STRUCTS_WITH_DATALOADERS
+    )  # all future structs with suitable dataloaders must be tested
+    config = NNCFConfig()
+    config.register_extra_structs([extra_struct_for_test])
+    nncf_network_init_spy = mocker.spy(NNCFNetworkMeta, "__call__")  # sic!
+
+    _ = create_compressed_model(mock_model_with_stub_forward, config)
+    input_info_received_by_nncf_network_init = nncf_network_init_spy.call_args.kwargs["input_info"]  # input_info
+    assert isinstance(input_info_received_by_nncf_network_init, ExactInputsInfo)
+    test_args, test_kwargs = input_info_received_by_nncf_network_init.get_forward_inputs()
+
+    for idx, arg in enumerate(test_args):
+        check_arg(arg, MockInputInfo.MOCK_ARGS[idx])
+
+    for keyword, arg in test_kwargs.items():
+        check_arg(arg, MockInputInfo.MOCK_KWARGS[keyword])
 
 
 def create_model_and_control_with_defaults():
     model = ModelForTest()
-    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(input_shapes[0]))
+    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0]))
     register_bn_adaptation_init_args(config)
     compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test(model, config)
     return compressed_model, compression_ctrl
@@ -606,7 +702,7 @@ def create_model_and_control_with_defaults():
 
 def create_model_with_user_dummy():
     model = ModelForTest()
-    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(input_shapes[0]))
+    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0]))
     register_bn_adaptation_init_args(config)
     compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test(
         model,
@@ -619,7 +715,7 @@ def create_model_with_user_dummy():
 
 def create_model_with_user_wrap_inputs_fn():
     model = ModelForTest()
-    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(input_shapes[0]))
+    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0]))
     register_bn_adaptation_init_args(config)
     compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test(
         model,
@@ -643,7 +739,7 @@ def model_and_ctrl_creator(self, request):
 
     def test_dynamic_graph_does_not_inflate_during_multiple_forwards(self, model_and_ctrl_creator):
         compressed_model, _ = model_and_ctrl_creator()
-        input_tensor = torch.zeros(input_shapes[0])
+        input_tensor = torch.zeros(INPUT_SHAPES[0])
         ref_graph = deepcopy(compressed_model.nncf.get_dynamic_graph())
         for _ in range(0, 10):
             _ = compressed_model(input_tensor)
@@ -699,7 +795,7 @@ def test_compressed_graph_with_user_dummy_forward(self):
 
 def test_nncf_graph_auxiliary_node_structure():
     model = ModelForTest()
-    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(input_shapes[0]))
+    config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0]))
     register_bn_adaptation_init_args(config)
     compressed_model, _ = create_compressed_model_and_algo_for_test(model, config)
 
@@ -736,9 +832,11 @@ def test_get_all_nodes():
 
     builder = GraphBuilder(
         create_dummy_forward_fn(
-            [
-                ModelInputInfo((1, 1, 4, 4)),
-            ]
+            FillerInputInfo(
+                [
+                    FillerInputElement((1, 1, 4, 4)),
+                ]
+            )
         )
     )
     graph = builder.build_graph(model)
@@ -766,11 +864,13 @@ def forward(self, x: torch.Tensor):
 
 
 def test_integer_path_marking():
-    input_infos = [
-        ModelInputInfo(ModelWithIntegerPaths.INPUT_SHAPE),
-    ]
+    input_infos = FillerInputInfo(
+        [
+            FillerInputElement(ModelWithIntegerPaths.INPUT_SHAPE),
+        ]
+    )
     builder = GraphBuilder(create_dummy_forward_fn(input_infos))
-    nncf_graph = builder.build_graph(ModelWithIntegerPaths(), input_infos=input_infos)
+    nncf_graph = builder.build_graph(ModelWithIntegerPaths())
     edges = list(nncf_graph.get_all_edges())
     num_integer_edges = sum([1 for edge in edges if edge.dtype is Dtype.INTEGER])
     # cat -> __floordiv__,  __floordiv__ -> __getitem__0 (to get single_idx),
@@ -790,10 +890,8 @@ def forward(self, x):
 
 
 def test_dynamic_graph_assigns_contiguous_input_ports_for_edges_with_multiplicity():
-    input_infos = [
-        ModelInputInfo([1, 3, 3, 3]),
-    ]
-    tracer = GraphTracer(create_dummy_forward_fn(input_infos, with_input_tracing=True, with_output_tracing=True))
+    input_info = FillerInputInfo([FillerInputElement([1, 3, 3, 3])])
+    tracer = GraphTracer(create_dummy_forward_fn(input_info, with_input_tracing=True, with_output_tracing=True))
     dynamic_graph = tracer.trace_graph(ModelWithRepeatInputs())
     stack_in_edges = [e for e in dynamic_graph.get_all_edges() if e.to_node_id == 2]  # node id 2 == torch.stack
     all_input_port_ids = set()
diff --git a/tests/torch/test_input_management.py b/tests/torch/test_input_management.py
index bb7847145dc..bcbb3ade7f4 100644
--- a/tests/torch/test_input_management.py
+++ b/tests/torch/test_input_management.py
@@ -10,12 +10,16 @@
 # limitations under the License.
 
 import inspect
+from dataclasses import dataclass
+from typing import Dict, List, Tuple
 
 import pytest
 import torch
 
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.dynamic_graph.io_handling import InputInfoWrapManager
+from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from tests.torch.helpers import MockModel
 from tests.torch.helpers import create_compressed_model_and_algo_for_test
 from tests.torch.helpers import register_bn_adaptation_init_args
@@ -35,96 +39,122 @@ def forward(arg1=None, arg2=None, arg3=None, arg4=None, arg5=TENSOR_DEFAULT):
     pass
 
 
+@dataclass
 class InputWrappingTestStruct:
-    def __init__(self, input_infos, model_args, model_kwargs, ref_wrapping_sequence):
-        self.input_infos = input_infos
-        self.model_args = model_args
-        self.model_kwargs = model_kwargs
-        self.ref_wrapping_sequence = ref_wrapping_sequence
+    input_info: ModelInputInfo
+    model_args: Tuple
+    model_kwargs: Dict
+    ref_wrapping_sequence: List[torch.Tensor]
+    case_id: str
+
+    def get_case_id(self) -> str:
+        return self.case_id + "-" + "filler" if isinstance(self.input_info, FillerInputInfo) else "exact"
 
 
 INPUT_WRAPPING_TEST_CASES = [
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1])],
+        input_info=FillerInputInfo([FillerInputElement([1])]),
         model_args=(TENSOR_1,),
         model_kwargs={},
         ref_wrapping_sequence=[TENSOR_1],
+        case_id="single_arg",
     ),
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1], keyword="arg2")],
+        input_info=FillerInputInfo([FillerInputElement([1], keyword="arg2")]),
         model_args=(),
         model_kwargs={"arg2": TENSOR_2},
         ref_wrapping_sequence=[TENSOR_2],
+        case_id="single_kwarg",
     ),
     InputWrappingTestStruct(
-        input_infos=[
-            ModelInputInfo([1]),
-            ModelInputInfo([1]),
-            ModelInputInfo([1], keyword="arg3"),
-            ModelInputInfo([1], keyword="arg5"),
-        ],
+        input_info=FillerInputInfo(
+            [
+                FillerInputElement([1]),
+                FillerInputElement([1]),
+                FillerInputElement([1], keyword="arg3"),
+                FillerInputElement([1], keyword="arg5"),
+            ]
+        ),
         model_args=(TENSOR_1, TENSOR_2),
         model_kwargs={"arg3": TENSOR_3, "arg5": TENSOR_4},
         ref_wrapping_sequence=[TENSOR_1, TENSOR_2, TENSOR_3, TENSOR_4],
+        case_id="args_and_kwargs",
     ),
     # More args supplied than what is specified by input_infos - ignore the unspecified args
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1]), ModelInputInfo([1], keyword="arg3"), ModelInputInfo([1], keyword="arg5")],
+        input_info=FillerInputInfo(
+            [FillerInputElement([1]), FillerInputElement([1], keyword="arg3"), FillerInputElement([1], keyword="arg5")]
+        ),
         model_args=(TENSOR_1, TENSOR_2),
         model_kwargs={"arg3": TENSOR_3, "arg5": TENSOR_4},
         ref_wrapping_sequence=[TENSOR_1, TENSOR_3, TENSOR_4],
+        case_id="more_args_than_specified",
     ),
     # More args and kwargs supplied than what is specified by input_infos - ignore the unspecified args and kwargs
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1]), ModelInputInfo([1], keyword="arg4")],
+        input_info=FillerInputInfo([FillerInputElement([1]), FillerInputElement([1], keyword="arg4")]),
         model_args=(TENSOR_1, TENSOR_2),
         model_kwargs={"arg4": TENSOR_3, "arg5": TENSOR_4},
         ref_wrapping_sequence=[TENSOR_1, TENSOR_3],
+        case_id="more_args_and_kwargs_than_specified",
     ),
     # arg specified, but kwarg supplied
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1])],
+        input_info=FillerInputInfo([FillerInputElement([1])]),
         model_args=(),
         model_kwargs={"arg3": TENSOR_1},
         ref_wrapping_sequence=[TENSOR_FROM_INPUT_INFO_1],
+        case_id="kwarg_instead_of_arg",
     ),
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1], keyword="arg5")],
+        input_info=FillerInputInfo([FillerInputElement([1], keyword="arg5")]),
         model_args=(),
         model_kwargs={"arg1": TENSOR_1},
         ref_wrapping_sequence=[TENSOR_DEFAULT],
+        case_id="arg_as_kwarg",
     ),
     # kwarg specified, but missing in supplied kwargs
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1]), ModelInputInfo([2], keyword="arg3")],
+        input_info=FillerInputInfo([FillerInputElement([1]), FillerInputElement([2], keyword="arg3")]),
         model_args=(TENSOR_1, TENSOR_2),
         model_kwargs={"arg4": TENSOR_3, "arg5": TENSOR_4},
         ref_wrapping_sequence=[TENSOR_1, TENSOR_FROM_INPUT_INFO_2],
+        case_id="missing_kwarg",
     ),
     # More args specified than supplied
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1]), ModelInputInfo([2]), ModelInputInfo([3], keyword="arg3")],
+        input_info=FillerInputInfo(
+            [FillerInputElement([1]), FillerInputElement([2]), FillerInputElement([3], keyword="arg3")]
+        ),
         model_args=(TENSOR_1,),
         model_kwargs={"arg3": TENSOR_2},
         ref_wrapping_sequence=[TENSOR_1, TENSOR_FROM_INPUT_INFO_2, TENSOR_2],
+        case_id="less_args_supplied",
     ),
     # More kwargs specified than supplied
     InputWrappingTestStruct(
-        input_infos=[ModelInputInfo([1]), ModelInputInfo([2], keyword="arg2"), ModelInputInfo([3], keyword="arg3")],
+        input_info=FillerInputInfo(
+            [FillerInputElement([1]), FillerInputElement([2], keyword="arg2"), FillerInputElement([3], keyword="arg3")]
+        ),
         model_args=(TENSOR_1,),
         model_kwargs={"arg2": TENSOR_2},
         ref_wrapping_sequence=[TENSOR_1, TENSOR_2, TENSOR_FROM_INPUT_INFO_3],
+        case_id="less_kwargs_supplied",
     ),
 ]
 
 
-@pytest.fixture(params=INPUT_WRAPPING_TEST_CASES, name="inputs_test_struct")
+@pytest.fixture(
+    params=INPUT_WRAPPING_TEST_CASES,
+    name="inputs_test_struct",
+    ids=[x.get_case_id() for x in INPUT_WRAPPING_TEST_CASES],
+)
 def inputs_test_struct_(request):
     return request.param
 
 
 def test_input_wrapper_wrap_inputs(mocker, inputs_test_struct: InputWrappingTestStruct):
-    input_infos = inputs_test_struct.input_infos
+    input_info = inputs_test_struct.input_info
     model_args = inputs_test_struct.model_args
     model_kwargs = inputs_test_struct.model_kwargs
     ref_wrapping_sequence = inputs_test_struct.ref_wrapping_sequence
@@ -133,7 +163,7 @@ def test_input_wrapper_wrap_inputs(mocker, inputs_test_struct: InputWrappingTest
     mocker.patch("nncf.torch.dynamic_graph.io_handling.nncf_model_input")
     from nncf.torch.dynamic_graph.io_handling import nncf_model_input
 
-    mgr = InputInfoWrapManager(input_infos, inspect.signature(forward), stub_cpu_model)
+    mgr = InputInfoWrapManager(input_info, inspect.signature(forward), stub_cpu_model)
     mgr.wrap_inputs(model_args, model_kwargs)
     test_wrapping_sequence = [cl[0][0] for cl in nncf_model_input.call_args_list]
 
diff --git a/tests/torch/test_layer_attributes.py b/tests/torch/test_layer_attributes.py
index e0c89127cb8..989c68be487 100644
--- a/tests/torch/test_layer_attributes.py
+++ b/tests/torch/test_layer_attributes.py
@@ -8,7 +8,7 @@
 # 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 Callable, List, Optional, Type
+from typing import Callable, Optional, Type
 
 import pytest
 from torch import Size
@@ -20,7 +20,9 @@
 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.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
+from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.graph.operator_metatypes import PTBatchNormMetatype
 from nncf.torch.graph.operator_metatypes import PTConv1dMetatype
 from nncf.torch.graph.operator_metatypes import PTConv2dMetatype
@@ -82,14 +84,14 @@ class LayerAttributesTestDesc:
     def __init__(
         self,
         module: nn.Module,
-        model_input_info_list: List[ModelInputInfo],
+        model_input_info: ModelInputInfo,
         layer_attributes: BaseLayerAttributes,
         metatype_cls: Type[OperatorMetatype],
         layer_attributes_comparator: COMPARATOR_TYPE = default_comparator,
     ):
         self.module = module
         self.layer_attributes = layer_attributes
-        self.model_input_info_list = model_input_info_list
+        self.model_input_info = model_input_info
         self.metatype_cls = metatype_cls
         self.layer_attributes_comparator = layer_attributes_comparator
 
@@ -103,31 +105,31 @@ def __str__(self):
 LIST_TEST_DESCS = [
     LayerAttributesTestDesc(
         module=nn.GroupNorm(1, 2),
-        model_input_info_list=[ModelInputInfo([1, 2, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 2, 1, 1])]),
         layer_attributes=GroupNormLayerAttributes(weight_requires_grad=True, num_channels=2, num_groups=1),
         metatype_cls=PTGroupNormMetatype,
     ),
     LayerAttributesTestDesc(
         module=nn.BatchNorm2d(1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1])]),
         layer_attributes=BATCH_NORM_REF_ATTR,
         metatype_cls=PTBatchNormMetatype,
     ),
     LayerAttributesTestDesc(
         module=nn.BatchNorm3d(1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1, 1])]),
         layer_attributes=BATCH_NORM_REF_ATTR,
         metatype_cls=PTBatchNormMetatype,
     ),
     LayerAttributesTestDesc(
         module=nn.BatchNorm1d(1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1])]),
         layer_attributes=BATCH_NORM_REF_ATTR,
         metatype_cls=PTBatchNormMetatype,
     ),
     LayerAttributesTestDesc(
         module=nn.Conv2d(1, 1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=1,
@@ -144,7 +146,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.Conv2d(2, 2, 1, groups=2),
-        model_input_info_list=[ModelInputInfo([1, 2, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 2, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=2,
@@ -161,7 +163,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.Conv1d(1, 1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=1,
@@ -178,7 +180,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.Conv3d(1, 1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=1,
@@ -195,7 +197,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.ConvTranspose1d(1, 1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=1,
@@ -212,7 +214,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.ConvTranspose2d(1, 1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=1,
@@ -229,7 +231,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.ConvTranspose3d(1, 1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1, 1])]),
         layer_attributes=ConvolutionLayerAttributes(
             weight_requires_grad=True,
             in_channels=1,
@@ -246,13 +248,13 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.Linear(1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1])]),
         layer_attributes=LinearLayerAttributes(weight_requires_grad=True, in_features=1, out_features=1),
         metatype_cls=PTLinearMetatype,
     ),
     LayerAttributesTestDesc(
         module=nn.Linear(1, 1, bias=False),
-        model_input_info_list=[ModelInputInfo([1, 1, 1, 1])],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1])]),
         layer_attributes=LinearLayerAttributes(
             weight_requires_grad=True, in_features=1, out_features=1, with_bias=False
         ),
@@ -260,7 +262,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.Embedding(2, 1),
-        model_input_info_list=[ModelInputInfo([1, 1], type_str="long")],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1], type_str="long")]),
         layer_attributes=GenericWeightedLayerAttributes(
             weight_requires_grad=True, weight_shape=Size([2, 1]), filter_dimension_idx=0
         ),
@@ -268,7 +270,7 @@ def __str__(self):
     ),
     LayerAttributesTestDesc(
         module=nn.EmbeddingBag(1, 1),
-        model_input_info_list=[ModelInputInfo([1, 1], type_str="long", filler="zeros")],
+        model_input_info=FillerInputInfo([FillerInputElement([1, 1], type_str="long", filler="zeros")]),
         layer_attributes=GenericWeightedLayerAttributes(
             weight_requires_grad=True, weight_shape=Size([1, 1]), filter_dimension_idx=0
         ),
@@ -281,7 +283,7 @@ def __str__(self):
 def test_can_set_valid_layer_attributes(desc: LayerAttributesTestDesc):
     single_layer_model = desc.module
 
-    nncf_network = NNCFNetwork(single_layer_model, desc.model_input_info_list)
+    nncf_network = NNCFNetwork(single_layer_model, desc.model_input_info)
 
     nncf_network.eval()
     graph = nncf_network.nncf.get_graph()
diff --git a/tests/torch/test_model_transformer.py b/tests/torch/test_model_transformer.py
index c694a94df3d..f31753e18ac 100644
--- a/tests/torch/test_model_transformer.py
+++ b/tests/torch/test_model_transformer.py
@@ -36,7 +36,8 @@
 from nncf.common.utils.dot_file_rw import read_dot_graph
 from nncf.common.utils.dot_file_rw import write_dot_graph
 from nncf.torch.dynamic_graph.context import PreHookId
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.dynamic_graph.operation_address import OperationAddress
 from nncf.torch.graph.operator_metatypes import PTConv2dMetatype
 from nncf.torch.graph.operator_metatypes import PTInputNoopMetatype
@@ -89,7 +90,9 @@ def forward(self, input_):
 class TestInsertionCommands:
     @pytest.fixture()
     def setup(self):
-        self.compressed_model = NNCFNetwork(InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])])
+        self.compressed_model = NNCFNetwork(
+            InsertionPointTestModel(), FillerInputInfo([FillerInputElement([1, 1, 10, 10])])
+        )
 
     conv1_node_name = "InsertionPointTestModel/NNCFConv2d[conv1]/conv2d_0"
     point_for_conv1_weights = PTTargetPoint(
@@ -413,7 +416,7 @@ def forward(self, input_):
                 return x
 
         model = ModelForMetatypeTesting()
-        nncf_network = NNCFNetwork(model, [ModelInputInfo([1, 3, 300, 300])])
+        nncf_network = NNCFNetwork(model, FillerInputInfo([FillerInputElement([1, 3, 300, 300])]))
         nncf_graph = nncf_network.nncf.get_original_graph()
 
         for nncf_node in nncf_graph.get_all_nodes():
@@ -455,7 +458,7 @@ def test_get_ip_graph_with_merged_operations(self, mock_graph_factory, dot_file_
 
 
 def test_extraction_with_fused_bias_transformations():
-    model = NNCFNetwork(InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])])
+    model = NNCFNetwork(InsertionPointTestModel(), FillerInputInfo([FillerInputElement([1, 1, 10, 10])]))
     model_transformer = PTModelTransformer(model)
 
     command = PTModelExtractionWithFusedBiasCommand("InsertionPointTestModel/NNCFConv2d[conv1]/conv2d_0")
@@ -469,7 +472,7 @@ def test_extraction_with_fused_bias_transformations():
 
 
 def test_bias_correction_transformations():
-    model = NNCFNetwork(InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])])
+    model = NNCFNetwork(InsertionPointTestModel(), FillerInputInfo([FillerInputElement([1, 1, 10, 10])]))
     model_transformer = PTModelTransformer(model)
 
     new_bias = torch.Tensor([42])
@@ -484,7 +487,7 @@ def test_bias_correction_transformations():
 
 
 def test_rebuild_graph_after_insert_transformation():
-    model = NNCFNetwork(InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])])
+    model = NNCFNetwork(InsertionPointTestModel(), FillerInputInfo([FillerInputElement([1, 1, 10, 10])]))
 
     graph = model.nncf.get_graph()
 
@@ -518,7 +521,7 @@ def test_rebuild_graph_after_insert_transformation():
     ),
 )
 def test_quantizer_insertion_transformations(target_type, node_name, input_port_id, ref_name):
-    model = NNCFNetwork(InsertionPointTestModel(), [ModelInputInfo([1, 1, 10, 10])])
+    model = NNCFNetwork(InsertionPointTestModel(), FillerInputInfo([FillerInputElement([1, 1, 10, 10])]))
     model_transformer = PTModelTransformer(model)
 
     target_point = PTTargetPoint(target_type, node_name, input_port_id=input_port_id)
diff --git a/tests/torch/test_nncf_network.py b/tests/torch/test_nncf_network.py
index fb5ce53fbe2..96eceba0941 100644
--- a/tests/torch/test_nncf_network.py
+++ b/tests/torch/test_nncf_network.py
@@ -25,7 +25,8 @@
 from nncf.common.graph.operator_metatypes import UnknownMetatype
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.torch import register_module
-from nncf.torch.dynamic_graph.graph_tracer import ModelInputInfo
+from nncf.torch.dynamic_graph.io_handling import FillerInputElement
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.dynamic_graph.operation_address import OperationAddress
 from nncf.torch.dynamic_graph.scope import Scope
 from nncf.torch.graph.graph import PTNNCFGraph
@@ -73,9 +74,11 @@ def forward(self, inputs):
 
     qnet_no_shape = NNCFNetwork(
         deepcopy(model),
-        input_infos=[
-            ModelInputInfo(input_shape_1),
-        ],
+        input_info=FillerInputInfo(
+            [
+                FillerInputElement(input_shape_1),
+            ]
+        ),
         scopes_without_shape_matching=["MatMulModel"],
     )
 
@@ -94,9 +97,11 @@ def forward(self, inputs):
 
     qnet = NNCFNetwork(
         model,
-        input_infos=[
-            ModelInputInfo(input_shape_1),
-        ],
+        input_info=FillerInputInfo(
+            [
+                FillerInputElement(input_shape_1),
+            ]
+        ),
     )
     context = qnet.nncf.get_tracing_context()
     context.enable_trace_dynamic_graph()
@@ -110,7 +115,7 @@ def forward(self, inputs):
 
 def test_check_correct_modules_replacement():
     model = TwoConvTestModel()
-    nncf_model: NNCFNetwork = NNCFNetwork(TwoConvTestModel(), input_infos=[ModelInputInfo([1, 1, 4, 4])])
+    nncf_model = NNCFNetwork(TwoConvTestModel(), input_info=FillerInputInfo([FillerInputElement([1, 1, 4, 4])]))
 
     _, detected_nncf_modules = check_correct_nncf_modules_replacement(model, nncf_model)
     replaced_modules_reported_by_nncf_network = {
@@ -129,7 +134,7 @@ def forward(self, x):
 
 
 def test_weight_normed_modules_are_replaced_correctly():
-    nncf_model = NNCFNetwork(WeightNormedConvModel(), input_infos=[ModelInputInfo([1, 1, 10])])
+    nncf_model = NNCFNetwork(WeightNormedConvModel(), input_info=FillerInputInfo([FillerInputElement([1, 1, 10])]))
 
     wrapped_conv = nncf_model.conv
     assert hasattr(wrapped_conv, "weight_g")
@@ -177,7 +182,7 @@ def forward(self, x):
 
 def test_custom_module_registering():
     model = TwoConvTestModelWithUserModule()
-    nncf_model: NNCFNetwork = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 4, 4])])
+    nncf_model = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1, 1, 4, 4])]))
 
     from nncf.torch.layers import UNWRAPPED_USER_MODULES
 
@@ -220,7 +225,7 @@ def test_custom_module_registering():
 
 def test_get_weighted_original_graph_nodes():
     model = TwoConvTestModelWithUserModule()
-    nncf_model: NNCFNetwork = NNCFNetwork(model, input_infos=[ModelInputInfo([1, 1, 4, 4])])
+    nncf_model = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([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",
@@ -236,7 +241,7 @@ def test_get_weighted_original_graph_nodes():
 
 def test_get_op_nodes_in_scope():
     model = TwoConvTestModel()
-    nncf_model: NNCFNetwork = NNCFNetwork(deepcopy(model), input_infos=[ModelInputInfo([1, 1, 4, 4])])
+    nncf_model = NNCFNetwork(deepcopy(model), input_info=FillerInputInfo([FillerInputElement([1, 1, 4, 4])]))
     nncf_graph = nncf_model.nncf.get_original_graph()
 
     # Valid scopes should be successfully found
@@ -250,7 +255,7 @@ def test_get_op_nodes_in_scope():
         assert node.node_id in nodes_list
 
     fake_model = BasicConvTestModel()
-    fake_nncf_model = NNCFNetwork(deepcopy(fake_model), input_infos=[ModelInputInfo([1, 1, 4, 4])])
+    fake_nncf_model = NNCFNetwork(deepcopy(fake_model), input_info=FillerInputInfo([FillerInputElement([1, 1, 4, 4])]))
 
     # Not valid scopes shouldn't be found
     fake_nncf_modules = fake_nncf_model.nncf.get_nncf_modules()
@@ -330,7 +335,7 @@ def static_func():
 
 def test_get_attr():
     model = TwoConvTestModelWithUniqueFunction()
-    nncf_network = NNCFNetwork(model, [ModelInputInfo([1, 1, 4, 4])])
+    nncf_network = NNCFNetwork(model, FillerInputInfo([FillerInputElement([1, 1, 4, 4])]))
 
     assert hasattr(nncf_network, "unique_attr")
     assert hasattr(nncf_network, "non_unique_attr")
@@ -359,8 +364,7 @@ def test_setting_attrs():
     assert model.instance_attr == 0
 
     assert model._input_infos == 0
-    nncf_network = NNCFNetwork(model, input_infos=[ModelInputInfo([1])])
-
+    nncf_network = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1])]))
     assert nncf_network._input_infos == 0
 
     nncf_network.instance_attr = 1
@@ -387,7 +391,7 @@ def mock_forward_with_matching_signature(self, x):
 @pytest.mark.parametrize("new_forward", [mock_forward, mock_forward_with_self, mock_forward_with_matching_signature])
 def test_replacing_forward_with_free_functions(new_forward, _nncf_caplog):
     model = ModelWithAttr()
-    nncf_network = NNCFNetwork(model, input_infos=[ModelInputInfo([1])])
+    nncf_network = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1])]))
 
     nncf_network.forward = new_forward
     assert "set_original_unbound_forward" in _nncf_caplog.text
@@ -395,7 +399,7 @@ def test_replacing_forward_with_free_functions(new_forward, _nncf_caplog):
 
 def test_replacing_forward_with_another_own_method(_nncf_caplog):
     model = ModelWithAttr()
-    nncf_network = NNCFNetwork(model, input_infos=[ModelInputInfo([1])])
+    nncf_network = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1])]))
 
     nncf_network.forward = nncf_network.other_forward
     assert "set_original_unbound_forward" in _nncf_caplog.text
@@ -416,7 +420,7 @@ def wrap(*args):
     # type of current
     assert isinstance(model.__dict__["forward"], type(decorator))
 
-    nncf_net = NNCFNetwork(model, [ModelInputInfo(model.INPUT_SIZE)])
+    nncf_net = NNCFNetwork(model, FillerInputInfo([FillerInputElement(model.INPUT_SIZE)]))
     nncf_net.forward(torch.ones(model.INPUT_SIZE))
 
     # Check that forward was updated
@@ -539,7 +543,7 @@ def forward(self, img):
 
 
 def test_wrapping_of_indirect_module_operations():
-    model = NNCFNetwork(ModelWithIndirectModuleCallBranch(), [ModelInputInfo([1, 3, 32, 32])])
+    model = NNCFNetwork(ModelWithIndirectModuleCallBranch(), FillerInputInfo([FillerInputElement([1, 3, 32, 32])]))
     assert isinstance(model.backbone.conv_indirect, NNCFConv2d)
     assert model.backbone.features[0] is model.backbone.conv_indirect
     assert model.testBranch.module_for_indirection.features[0] is model.backbone.features[0]
@@ -550,7 +554,7 @@ def test_wrapping_of_indirect_module_operations():
 
 def test_can_work_with_sequential_models():
     sequential = torch.nn.Sequential(torch.nn.Conv2d(1, 1, 1), torch.nn.Conv2d(1, 1, 1))
-    model = NNCFNetwork(sequential, [ModelInputInfo([1, 1, 32, 32])])
+    model = NNCFNetwork(sequential, FillerInputInfo([FillerInputElement([1, 1, 32, 32])]))
     assert model.nncf not in model  # Sequential, even wrapped, should only iterate over its real modules
     model(torch.ones([1, 1, 1, 1]))
     _ = model.nncf.get_clean_shallow_copy()
@@ -569,7 +573,7 @@ def forward(self, x):
 
 @pytest.fixture(name="simple_net")
 def simple_net_():
-    model = NNCFNetwork(SimplestModel(), [ModelInputInfo(SimplestModel.INPUT_SIZE)])
+    model = NNCFNetwork(SimplestModel(), FillerInputInfo([FillerInputElement(SimplestModel.INPUT_SIZE)]))
     return model
 
 
@@ -617,7 +621,8 @@ def test_forward_signature_is_same_as_for_original_model(simple_net):
     # Verify that if we create 2 NNCFNetworks, then each will have its own signature
     another_original_obj = MultiInputModel()
     another_nncf_net = NNCFNetwork(
-        MultiInputModel(), input_infos=[ModelInputInfo([1, 1, 1, 1]), ModelInputInfo([1, 1, 1, 1])]
+        MultiInputModel(),
+        input_info=FillerInputInfo([FillerInputElement([1, 1, 1, 1]), FillerInputElement([1, 1, 1, 1])]),
     )
     assert inspect.signature(another_nncf_net.forward) == inspect.signature(another_original_obj.forward)
     assert inspect.signature(simple_net.forward) == inspect.signature(original_obj.forward)
@@ -638,12 +643,12 @@ def forward(self, x):
 
 
 def test_can_wrap_models_with_metaclass():
-    _ = NNCFNetwork(ConcreteMetaModel(), [ModelInputInfo([1, 1, 1, 1])])
+    _ = NNCFNetwork(ConcreteMetaModel(), FillerInputInfo([FillerInputElement([1, 1, 1, 1])]))
 
 
 def test_reset_original_unbound_forward():
     model = ModelWithAttr()
-    nncf_network = NNCFNetwork(model, input_infos=[ModelInputInfo([1])])
+    nncf_network = NNCFNetwork(model, input_info=FillerInputInfo([FillerInputElement([1])]))
     inp = torch.ones((1,))
     assert nncf_network.forward(inp) == inp
 
@@ -671,7 +676,7 @@ def wrapper(*args, **kwargs):
     original_model = Model()
     assert str(inspect.signature(original_model.forward)) == "(x)"
 
-    nncf_model = NNCFNetwork(deepcopy(original_model), [ModelInputInfo([1])])
+    nncf_model = NNCFNetwork(deepcopy(original_model), FillerInputInfo([FillerInputElement([1])]))
     assert original_model.forward(inp) == nncf_model.forward(inp) == inp
 
     Model.forward = get_wrapper(Model.forward)
@@ -701,7 +706,7 @@ def __call__(self, *args, **kwargs):
     original_obj.register_forward_hook(hook)
 
     hook.enabled = False
-    nncf_net = NNCFNetwork(original_obj, [ModelInputInfo(SimplestModel.INPUT_SIZE)])
+    nncf_net = NNCFNetwork(original_obj, FillerInputInfo([FillerInputElement(SimplestModel.INPUT_SIZE)]))
     hook.enabled = True
 
     assert len(nncf_net._forward_hooks) == 1
@@ -713,7 +718,7 @@ def __call__(self, *args, **kwargs):
 def test_safety_change_scope_in_get_nncf_modules():
     model = SimplestModel()
 
-    nncf_net = NNCFNetwork(model, [ModelInputInfo(SimplestModel.INPUT_SIZE)])
+    nncf_net = NNCFNetwork(model, FillerInputInfo([FillerInputElement(SimplestModel.INPUT_SIZE)]))
 
     orig_id = id(list(nncf_net.nncf._nncf_replaced_modules.values())[0][0])
     return_id = id(list(nncf_net.nncf.get_nncf_modules().values())[0])
@@ -756,7 +761,7 @@ def test_proxy_module_for_forward_with_super(mocker):
 @pytest.mark.parametrize("compression_module_type", ExtraCompressionModuleType)
 def test_is_compression_module_registered(compression_module_type, is_registered):
     model = SimplestModel()
-    nncf_model = NNCFNetwork(model, [ModelInputInfo(SimplestModel.INPUT_SIZE)])
+    nncf_model = NNCFNetwork(model, FillerInputInfo([FillerInputElement(SimplestModel.INPUT_SIZE)]))
     if is_registered:
         nncf_model.nncf.register_compression_module_type(compression_module_type)
         assert nncf_model.nncf.is_compression_module_registered(compression_module_type)
diff --git a/tests/torch/test_onnx_export.py b/tests/torch/test_onnx_export.py
index 89c5cc22674..91a893ad6ea 100644
--- a/tests/torch/test_onnx_export.py
+++ b/tests/torch/test_onnx_export.py
@@ -130,10 +130,8 @@ def test_can_export_single_batch_bn(tmp_path):
 
 
 def test_can_export_with_model_args(tmp_path):
-    pytest.xfail(
-        "Torch now parses the function signature and sets up default parameters for unprovided "
-        "arguments on its own. Need to rethink and possibly deprecate model_args parameter."
-    )
+    # Torch now parses the function signature and sets up default parameters for unprovided
+    # arguments on its own. Need to rethink and possibly deprecate model_args parameter.
     test_path = tmp_path.joinpath("test.onnx")
     model = MultiParamForwardModel()
     config = get_basic_quantization_config(input_info=[{"sample_size": [1, 1, 1, 1]}, {"sample_size": [1, 1, 1, 1]}])

From 074e749b896e22cbe6e0c8a224719589f5d7dd7f Mon Sep 17 00:00:00 2001
From: Nikita Malinin <nikita.malinin@intel.com>
Date: Tue, 7 Nov 2023 14:43:01 +0100
Subject: [PATCH 05/27] [PTQ][OV] SQ for Convolutions (#2204)

### Changes

- Updated SmoothQuant algorithm to work with Convolution layers;

### Reason for changes

- Better accuracy results in some cases;

### Related tickets

- 113591

### Tests

---------

Co-authored-by: Liubov Talamanova <piccione-mail@yandex.ru>
---
 nncf/common/graph/graph.py                    |    3 +-
 nncf/openvino/graph/nncf_graph_builder.py     |   22 +-
 .../pot/quantization/quantize_model.py        |   31 +-
 nncf/quantization/advanced_parameters.py      |   36 +-
 .../hyperparameter_tuner/param_grid.py        |    8 +-
 .../algorithms/min_max/algorithm.py           |   21 +
 .../algorithms/post_training/pipeline.py      |   19 +-
 .../algorithms/smooth_quant/algorithm.py      |   73 +-
 .../algorithms/smooth_quant/backend.py        |   24 +-
 .../smooth_quant/openvino_backend.py          |   36 +-
 tests/onnx/quantization/common.py             |    3 +-
 .../swin-tiny-patch4-window7-224_sq.dot       | 5490 +++++++++--------
 tests/openvino/native/test_smooth_quant.py    |    2 +-
 tests/openvino/tools/calibrate.py             |   18 +-
 tests/post_training/model_scope.py            |    9 +-
 .../test_templates/test_smooth_quant.py       |   24 +-
 tests/torch/ptq/test_fq_params_calculation.py |    3 +-
 17 files changed, 3011 insertions(+), 2811 deletions(-)

diff --git a/nncf/common/graph/graph.py b/nncf/common/graph/graph.py
index 0d4d5b8fd65..f3633772f72 100644
--- a/nncf/common/graph/graph.py
+++ b/nncf/common/graph/graph.py
@@ -434,7 +434,8 @@ def add_nncf_node(
         :param layer_name: The name of the framework-specific "layer" object that houses the operation represented by
             the node and associated trainable weights, if any.
         :param ignored_algorithms: A list of compression algorithm names (from the same set of strings that are
-            specified in the `"algorithm": ...` section of the .json NNCF config) which should ignore this operation.
+            specified in the `"algorithm": ...` section of the .json NNCF config or `ptq_quantization`)
+            which should ignore this operation.
         :param is_in_iteration_scope: Whether the node to be currently added corresponds to an iteration of an RNN
             cycle (where the number of iterations is determined dynamically based on the RNN input shape).
         :param is_integer_input: Only valid for input nodes - whether the input node corresponds to an integer input.
diff --git a/nncf/openvino/graph/nncf_graph_builder.py b/nncf/openvino/graph/nncf_graph_builder.py
index e4d0fac1da2..af45c17953e 100644
--- a/nncf/openvino/graph/nncf_graph_builder.py
+++ b/nncf/openvino/graph/nncf_graph_builder.py
@@ -123,7 +123,27 @@ def _add_nncf_node(node: ov.Node, graph: NNCFGraph) -> None:
         """
         node_type = node.get_type_name()
         metatype = get_node_metatype(node)
-        graph.add_nncf_node(node_name=node.get_friendly_name(), node_type=node_type, node_metatype=metatype)
+        ignored_algorithms = GraphConverter._get_ignored_algorithms(node)
+        graph.add_nncf_node(
+            node_name=node.get_friendly_name(),
+            node_type=node_type,
+            node_metatype=metatype,
+            ignored_algorithms=ignored_algorithms,
+        )
+
+    @staticmethod
+    def _get_ignored_algorithms(node: ov.Node) -> List[str]:
+        """
+        Creates a list of the ignored algorithms corresponding with
+        the ignored_algorithms option of add_nncf_node method.
+
+        :param node: OpenVINO node.
+        :return: List of the ignored algorithms.
+        """
+        ignored_algorithms = []
+        if "nncf_smooth_quant" in node.get_friendly_name():
+            ignored_algorithms.append("ptq_quantization")
+        return ignored_algorithms
 
     @staticmethod
     def create_nncf_graph(model: ov.Model) -> NNCFGraph:
diff --git a/nncf/openvino/pot/quantization/quantize_model.py b/nncf/openvino/pot/quantization/quantize_model.py
index ef98eb88b5c..b649a0d64bf 100644
--- a/nncf/openvino/pot/quantization/quantize_model.py
+++ b/nncf/openvino/pot/quantization/quantize_model.py
@@ -18,6 +18,7 @@
 from openvino._offline_transformations import compress_quantize_weights_transformation
 from openvino.tools import pot
 
+from nncf.common.deprecation import warning_deprecated
 from nncf.common.logging import nncf_logger
 from nncf.common.quantization.structs import QuantizationPreset
 from nncf.data import Dataset
@@ -339,10 +340,19 @@ def quantize_impl(
     if advanced_parameters is None:
         advanced_parameters = AdvancedQuantizationParameters()
 
-    if model_type == ModelType.TRANSFORMER and advanced_parameters.smooth_quant_alpha > 0:
+    if advanced_parameters.smooth_quant_alpha is not None:
+        warning_deprecated(
+            "`AdvancedQuantizationParameters(smooth_quant_alpha=..)` is deprecated."
+            "Please, use `AdvancedQuantizationParameters(smooth_quant_alphas)` option "
+            "with AdvancedSmoothQuantParameters(convolution=.., matmul=..) as value instead."
+        )
+
+    sq_params = advanced_parameters.smooth_quant_alphas
+
+    if model_type == ModelType.TRANSFORMER and (sq_params.convolution > 0 or sq_params.matmul > 0):
         nncf_logger.warning(
-            'IMPORTANT. The advanced parameter "smooth_quant_alpha > 0" IS NOT SUPPORTED for the POT backend!'
-            'Please, use "smooth_quant_alpha = -1".'
+            "IMPORTANT. The AdvancedSmoothQuantParameters parameter value > 0 IS NOT SUPPORTED for the POT backend!"
+            "Please, use `AdvancedSmoothQuantParameters(convolution = -1, matmul = -1)`."
         )
 
     algorithm_parameters = _create_quantization_config(
@@ -443,10 +453,19 @@ def quantize_with_accuracy_control_impl(
     if advanced_quantization_parameters is None:
         advanced_quantization_parameters = AdvancedQuantizationParameters()
 
-    if model_type == ModelType.TRANSFORMER and advanced_quantization_parameters.smooth_quant_alpha > 0:
+    if advanced_quantization_parameters.smooth_quant_alpha is not None:
+        warning_deprecated(
+            "`AdvancedQuantizationParameters(smooth_quant_alpha=..)` is deprecated."
+            "Please, use `AdvancedQuantizationParameters(smooth_quant_alphas)` option "
+            "with AdvancedSmoothQuantParameters(convolution=.., matmul=..) as value instead."
+        )
+
+    sq_params = advanced_quantization_parameters.smooth_quant_alphas
+
+    if model_type == ModelType.TRANSFORMER and (sq_params.convolution > 0 or sq_params.matmul > 0):
         nncf_logger.warning(
-            'IMPORTANT. The advanced parameter "smooth_quant_alpha > 0" IS NOT SUPPORTED for the POT backend!'
-            'Please, use "smooth_quant_alpha = -1".'
+            "IMPORTANT. The AdvancedSmoothQuantParameters parameter value > 0 IS NOT SUPPORTED for the POT backend!"
+            "Please, use `AdvancedSmoothQuantParameters(convolution = -1, matmul = -1)`."
         )
 
     if advanced_quantization_parameters.disable_bias_correction:
diff --git a/nncf/quantization/advanced_parameters.py b/nncf/quantization/advanced_parameters.py
index d0409fab8ea..5a8dd596509 100644
--- a/nncf/quantization/advanced_parameters.py
+++ b/nncf/quantization/advanced_parameters.py
@@ -111,6 +111,25 @@ class AdvancedBiasCorrectionParameters:
     threshold: Optional[float] = None
 
 
+@api()
+@dataclass
+class AdvancedSmoothQuantParameters:
+    """
+    Contains advanced alpha parameters for SmoothQuant algorithm.
+    It regulates the calculation of the smooth scale for different node types.
+    A negative value switches off the algorithm for current node type. In case of inaccurate results,
+    this parameter may be adjusted in the range from 0 to 1 or set -1 to disable SmoothQuant algorithm.
+
+    :param convolution: Whether to apply smoothing for Convolution layers.
+    :type convolution: float
+    :param matmul: Whether to apply smoothing for MatMul layers.
+    :type matmul: float
+    """
+
+    convolution: float = -1
+    matmul: float = 0.95
+
+
 @api()
 @dataclass
 class AdvancedQuantizationParameters:
@@ -130,10 +149,6 @@ class AdvancedQuantizationParameters:
     :type disable_channel_alignment: bool
     :param disable_bias_correction: Whether to disable the bias correction.
     :type disable_bias_correction: bool
-    :param smooth_quant_alpha: SmoothQuant-related parameter. It regulates the calculation of the smooth scale.
-        The default value is 0.95. A negative value switches off the algorithm. In case of inaccurate results,
-        this parameter may be adjusted in the range from 0 to 1 or set -1 to disable SmoothQuant algorithm.
-    :type smooth_quant_alpha: float
     :param activations_quantization_params: Quantization parameters for activations.
     :type activations_quantization_params: nncf.quantization.advanced_parameters.QuantizationParameters
     :param weights_quantization_params: Quantization parameters for weights.
@@ -144,6 +159,13 @@ class AdvancedQuantizationParameters:
     :type weights_range_estimator_params: nncf.quantization.range_estimator.RangeEstimatorParameters
     :param bias_correction_params: Advanced bias correction parameters.
     :type bias_correction_params: nncf.quantization.advanced_parameters.AdvancedBiasCorrectionParameters
+    :param smooth_quant_alphas: SmoothQuant-related parameters mapping.
+        It regulates the calculation of the smooth scale. The default value stored in AdvancedSmoothQuantParameters.
+        A negative value for each field switches off type smoothing. In case of inaccurate results,
+        fields may be adjusted in the range from 0 to 1 or set -1 to disable smoothing for type.
+    :type smooth_quant_alpha: AdvancedSmoothQuantParameters
+    :param smooth_quant_alpha: Deprecated SmoothQuant-related parameter.
+    :type smooth_quant_alpha: float
     :param backend_params: Backend-specific parameters.
     :type backend_params: Dict[str, Any]
     """
@@ -154,7 +176,6 @@ class AdvancedQuantizationParameters:
     inplace_statistics: bool = True
     disable_channel_alignment: bool = True
     disable_bias_correction: bool = False
-    smooth_quant_alpha: float = 0.95
 
     # Advanced Quantization parameters
     activations_quantization_params: QuantizationParameters = field(default_factory=QuantizationParameters)
@@ -167,6 +188,11 @@ class AdvancedQuantizationParameters:
     # Advanced BiasCorrection algorithm parameters
     bias_correction_params: AdvancedBiasCorrectionParameters = field(default_factory=AdvancedBiasCorrectionParameters)
 
+    # Advanced SmoothQuant algorithm parameters
+    smooth_quant_alphas: AdvancedSmoothQuantParameters = field(default_factory=AdvancedSmoothQuantParameters)
+    # Deprecated parameter
+    smooth_quant_alpha: float = None
+
     # Backend specific parameters
     backend_params: Dict[str, Any] = field(default_factory=dict)
 
diff --git a/nncf/quantization/algorithms/hyperparameter_tuner/param_grid.py b/nncf/quantization/algorithms/hyperparameter_tuner/param_grid.py
index cd621295f2f..5cc4beb207e 100644
--- a/nncf/quantization/algorithms/hyperparameter_tuner/param_grid.py
+++ b/nncf/quantization/algorithms/hyperparameter_tuner/param_grid.py
@@ -14,6 +14,7 @@
 
 from nncf.common.quantization.structs import QuantizationPreset
 from nncf.common.utils.backend import BackendType
+from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters
 from nncf.quantization.algorithms.bias_correction.algorithm import BiasCorrection
 from nncf.quantization.algorithms.channel_alignment.algorithm import ChannelAlignment
 from nncf.quantization.algorithms.fast_bias_correction.algorithm import FastBiasCorrection
@@ -79,7 +80,12 @@ def _get_minmax_quantization_param_grid() -> ParamGrid:
 
 
 def _get_smooth_quant_param_grid() -> ParamGrid:
-    return {"advanced_parameters:smooth_quant_alpha": [0.15, 0.25, 0.5, 0.75, 0.95]}
+    alpha_values = [0.15, 0.25, 0.5, 0.75, 0.95]
+    return {
+        "advanced_parameters:smooth_quant_alphas": [
+            AdvancedSmoothQuantParameters(matmul=alpha_v) for alpha_v in itertools.product(alpha_values)
+        ]
+    }
 
 
 def _get_channel_alignment_param_grid() -> ParamGrid:
diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py
index 3a9cbdfe473..5f6ad5f0376 100644
--- a/nncf/quantization/algorithms/min_max/algorithm.py
+++ b/nncf/quantization/algorithms/min_max/algorithm.py
@@ -339,8 +339,16 @@ def _get_ignored_names(
         ignored_names_by_layer_attributes = self._backend_entity.get_ignored_names_by_layer_attributes(
             inference_nncf_graph
         )
+
+        ignored_scope_by_algorithm = self._get_ignored_scope_by_algorithm(inference_nncf_graph)
+        ignored_names_by_algorithm = get_ignored_node_names_from_ignored_scope(
+            ignored_scope_by_algorithm, nncf_graph, strict=False
+        )
+
         ignored_names.update({name: IgnoreReason.AUTOGENERATED for name in ignored_names_by_layer_attributes})
 
+        ignored_names.update({name: IgnoreReason.AUTOGENERATED for name in ignored_names_by_algorithm})
+
         # User ignored scope has higher priority
         ignored_names.update({name: IgnoreReason.USER_REQUESTED for name in user_ignored_names})
 
@@ -361,6 +369,19 @@ def _get_ignored_scope(self, inference_nncf_graph: NNCFGraph, ignored_patterns:
 
         return IgnoredScope(names=nncf_node_names)
 
+    def _get_ignored_scope_by_algorithm(self, inference_nncf_graph: NNCFGraph) -> IgnoredScope:
+        """
+        Returns IgnoredScope with node ignored_algorithms matched `quantization`.
+
+        :param inference_nncf_graph: Inference NNCFGraph instance.
+        :return: IgnoredScope with corresponded nodes.
+        """
+        nncf_node_names = []
+        for nncf_node in inference_nncf_graph.get_all_nodes():
+            if "ptq_quantization" in nncf_node.ignored_algorithms:
+                nncf_node_names.append(nncf_node.node_name)
+        return IgnoredScope(names=nncf_node_names)
+
     def _get_quantizer_setup(
         self,
         nncf_graph: NNCFGraph,
diff --git a/nncf/quantization/algorithms/post_training/pipeline.py b/nncf/quantization/algorithms/post_training/pipeline.py
index 7d46828023b..5bb358e1457 100644
--- a/nncf/quantization/algorithms/post_training/pipeline.py
+++ b/nncf/quantization/algorithms/post_training/pipeline.py
@@ -80,10 +80,23 @@ def create_ptq_pipeline(
 
     # Add the `SmoothQuant` algorithm as the first step of the pipeline.
     # It is added only for `ModelType.TRANSFORMER`.
-    if model_type == ModelType.TRANSFORMER and advanced_parameters.smooth_quant_alpha >= 0:
-        pipeline_steps.append(
-            [SmoothQuant(subset_size, advanced_parameters.inplace_statistics, advanced_parameters.smooth_quant_alpha)]
+    sq_params = advanced_parameters.smooth_quant_alphas
+    sq_alpha = advanced_parameters.smooth_quant_alpha
+    if sq_alpha is not None:
+        warning_deprecated(
+            "`AdvancedQuantizationParameters(smooth_quant_alpha=..)` is deprecated."
+            "Please, use `AdvancedQuantizationParameters(smooth_quant_alphas)` option "
+            "with AdvancedSmoothQuantParameters(convolution=.., matmul=..) as value instead."
         )
+        if sq_alpha < 0:
+            sq_params.convolution = -1
+            sq_params.matmul = -1
+        else:
+            sq_params.matmul = sq_alpha
+
+    if model_type == ModelType.TRANSFORMER and (sq_params.convolution >= 0 or sq_params.matmul >= 0):
+        alpha_map = {"convolution": sq_params.convolution, "matmul": sq_params.matmul}
+        pipeline_steps.append([SmoothQuant(subset_size, advanced_parameters.inplace_statistics, alpha_map=alpha_map)])
 
     # Add the `ChannelAlignment` algorithm as the second step of the pipeline.
     if not advanced_parameters.disable_channel_alignment:
diff --git a/nncf/quantization/algorithms/smooth_quant/algorithm.py b/nncf/quantization/algorithms/smooth_quant/algorithm.py
index 8add3315384..9a065279f93 100644
--- a/nncf/quantization/algorithms/smooth_quant/algorithm.py
+++ b/nncf/quantization/algorithms/smooth_quant/algorithm.py
@@ -28,6 +28,7 @@
 from nncf.common.factory import ModelTransformerFactory
 from nncf.common.graph.graph import NNCFGraph
 from nncf.common.graph.graph import NNCFNode
+from nncf.common.graph.operator_metatypes import OperatorMetatype
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.common.graph.transformations.layout import TransformationLayout
 from nncf.common.logging import nncf_logger
@@ -41,6 +42,7 @@
 TModel = TypeVar("TModel")
 TTensor = TypeVar("TTensor")
 STATISTIC_BRANCH_KEY = "abs_max"
+ALPHA_MAP = {"convolution": 0.05, "matmul": 0.95}
 
 
 class SmoothQuant(Algorithm):
@@ -51,27 +53,27 @@ class SmoothQuant(Algorithm):
     via the insertion of nodes with smoothing scales for weighted layers.
     """
 
-    def __init__(self, subset_size: int = 300, inplace_statistics: bool = True, alpha: Optional[int] = 0.95):
+    def __init__(
+        self, subset_size: int = 300, inplace_statistics: bool = True, alpha_map: Dict[str, float] = ALPHA_MAP
+    ):
         """
         :param subset_size: Size of a subset for the statistics collection,
             default is 300.
         :param inplace_statistics: Defines whether to calculate quantizers statistics
             by backend graph operations or by default Python implementation, defaults
             to True.
-        :param alpha: The parameter that regulates the calculation of the scale.
-            The default value is 0.95. Negative value switches off the algorithm.
+        :param alpha_map: The parameter that regulates the calculation of the scale for different layers.
+            The default value for each layer in the ALPHA_MAP.
+            Negative value switches off the algorithm for correspondent nodes.
         """
 
-        if alpha < 0:
-            raise RuntimeError("Smooth Quant algorithm does not support negative alpha parameter!")
-
         super().__init__()
         self._subset_size = subset_size
         self._inplace_statistics = inplace_statistics
         self._backend_entity = None
-        self._alpha = alpha
         self._algorithm_key = f"SQ_{hash(self)}"
         self._cached_multiply_names = Counter()
+        self._alpha_map = alpha_map
 
     @property
     def available_backends(self) -> List[BackendType]:
@@ -101,8 +103,9 @@ def apply(
         dataset: Optional[Dataset] = None,
     ) -> TModel:
         self._set_backend_entity(model)
+        alpha_map = self._get_alpha_map()
 
-        nodes_to_smooth_data = self._get_nodes_to_smooth_data(graph)
+        nodes_to_smooth_data = self._get_nodes_to_smooth_data(graph, alpha_map.keys())
         model_transformer = ModelTransformerFactory.create(model)
         transformation_layout = TransformationLayout()
 
@@ -127,8 +130,10 @@ def apply(
                 weight_statistics = self._process_weight_statistics(node_to_smooth, weight_value, weight_port)
                 weight_statistics = self._backend_entity.clip_statistics(weight_statistics)
 
+                alpha = alpha_map[node_to_smooth.metatype]
+
                 scales, ratio = self._backend_entity.calculate_scale_and_ratio(
-                    activations_value, weight_statistics, self._alpha
+                    activations_value, weight_statistics, alpha
                 )
 
                 if ratio > best_ratio:
@@ -221,8 +226,9 @@ def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPoin
         statistic_container = StatisticPointsContainer()
 
         self._set_backend_entity(model)
+        alpha_map = self._get_alpha_map()
 
-        nodes_to_smooth_data = self._get_nodes_to_smooth_data(graph)
+        nodes_to_smooth_data = self._get_nodes_to_smooth_data(graph, alpha_map.keys())
 
         for node_data in nodes_to_smooth_data:
             node_to_smooth = node_data["node_to_smooth"]
@@ -246,14 +252,15 @@ def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPoin
             )
         return statistic_container
 
-    def _get_nodes_to_smooth_data(self, nncf_graph: NNCFGraph) -> List[Dict]:
+    def _get_nodes_to_smooth_data(self, nncf_graph: NNCFGraph, node_metatypes: List[OperatorMetatype]) -> List[Dict]:
         """
         Collects layers whose activations will be smoothed.
 
         :param nncf_graph: NNCFGraph instance.
+        :param node_metatypes: Metatypes for nodes to search for.
         :return: List with the data for each layer.
         """
-        nodes_with_weights = nncf_graph.get_nodes_by_metatypes(self._backend_entity.weighted_metatypes)
+        nodes_with_weights = nncf_graph.get_nodes_by_metatypes(node_metatypes)
         nodes_to_smooth_data = []
 
         for node_with_weight in nodes_with_weights:
@@ -261,7 +268,17 @@ def _get_nodes_to_smooth_data(self, nncf_graph: NNCFGraph) -> List[Dict]:
                 continue
 
             ports_map = self._backend_entity.get_input_ports_map(node_with_weight, nncf_graph)
-            weight_node = nncf_graph.get_input_edges(node_with_weight)[ports_map["weight"]].from_node
+            input_edges = nncf_graph.get_input_edges(node_with_weight)
+            weight_node = input_edges[ports_map["weight"]].from_node
+            activation_node = input_edges[ports_map["activation"]].from_node
+
+            # Skipping agnostic layers as inputs to propagate quantizer
+            # Only for Convolution layers
+            if (
+                node_with_weight.metatype == self._backend_entity.convolution_metatype
+                and activation_node.metatype in self._backend_entity.quantize_agnostic_metatypes
+            ):
+                continue
 
             # Skipping shared weights
             if len(nncf_graph.get_next_nodes(weight_node)) > 1:
@@ -325,7 +342,7 @@ def _calculate_input_reduction_axes(self, nncf_graph: NNCFGraph, node: NNCFNode,
         :return: Calculated reduction axes.
         """
         shape = nncf_graph.get_input_edges(node)[input_port].tensor_shape
-        reduction_axes = tuple([0])
+        reduction_axes = tuple([])
         if len(shape) > 1:
             channel_axis = self._backend_entity.get_activation_channel_axis(node, input_port)
             reduction_axes = self._backend_entity.get_channel_agnostic_reduction_axes(channel_axis, shape)
@@ -343,7 +360,9 @@ def _process_weight_statistics(self, node: NNCFNode, weights: TTensor, port_id:
         channel_axis = 0
         if len(weights.shape) > 1:
             channel_axis = self._backend_entity.get_weight_channel_axis(node, port_id)
-        return self._backend_entity.process_weight_statistics(weights, channel_axis)
+        reduction_shape = [i for i, _ in enumerate(weights.shape)]
+        reduction_shape.pop(channel_axis)
+        return self._backend_entity.process_weight_statistics(weights, tuple(reduction_shape))
 
     def _create_scale_node_name(self, source_name: str, source_port_id: int) -> str:
         """
@@ -356,4 +375,26 @@ def _create_scale_node_name(self, source_name: str, source_port_id: int) -> str:
         scale_node_name = f"{source_name}_{source_port_id}"
         unique_index = self._cached_multiply_names[scale_node_name]
         self._cached_multiply_names[scale_node_name] += 1
-        return f"{scale_node_name}_{unique_index}/sq_multiply"
+        return f"{scale_node_name}_{unique_index}/nncf_smooth_quant"
+
+    def _get_alpha_map(self) -> Dict[OperatorMetatype, float]:
+        """
+        Returns alpha map by metatypes.
+
+        :return: Alpha map by metatypes.
+        """
+        alpha_by_metatype_map = {}
+        name_to_metatype = {
+            "convolution": self._backend_entity.convolution_metatype,
+            "matmul": self._backend_entity.matmul_metatype,
+        }
+        for type_name, alpha_value in self._alpha_map.items():
+            if alpha_value < 0:
+                nncf_logger.debug(
+                    f"Smooth Quant algorithm does not support negative parameter for {type_name}! "
+                    "Skipping these layers."
+                )
+                continue
+            metatype = name_to_metatype[type_name]
+            alpha_by_metatype_map[metatype] = alpha_value
+        return alpha_by_metatype_map
diff --git a/nncf/quantization/algorithms/smooth_quant/backend.py b/nncf/quantization/algorithms/smooth_quant/backend.py
index 9df70d788b5..9fab9178851 100644
--- a/nncf/quantization/algorithms/smooth_quant/backend.py
+++ b/nncf/quantization/algorithms/smooth_quant/backend.py
@@ -28,9 +28,29 @@
 class SmoothQuantAlgoBackend(ABC):
     @property
     @abstractmethod
-    def weighted_metatypes(self) -> List[OperatorMetatype]:
+    def convolution_metatype(self) -> OperatorMetatype:
         """
-        Property for the backend-specific metatypes.
+        Parameter for backend-specific metatype for Convolution.
+
+        :return: OperatorMetatype
+        """
+
+    @property
+    @abstractmethod
+    def matmul_metatype(self) -> OperatorMetatype:
+        """
+        Parameter for backend-specific metatype for MatMul.
+
+        :return: OperatorMetatype
+        """
+
+    @property
+    @abstractmethod
+    def quantize_agnostic_metatypes(self) -> List[OperatorMetatype]:
+        """
+        Parameter for backend-specific quantize agnostic metatypes.
+
+        :return: List of OperatorMetatype.
         """
 
     @staticmethod
diff --git a/nncf/quantization/algorithms/smooth_quant/openvino_backend.py b/nncf/quantization/algorithms/smooth_quant/openvino_backend.py
index 2fe24398c52..0d7f9501df5 100644
--- a/nncf/quantization/algorithms/smooth_quant/openvino_backend.py
+++ b/nncf/quantization/algorithms/smooth_quant/openvino_backend.py
@@ -20,6 +20,8 @@
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.experimental.common.tensor_statistics.collectors import MaxAggregator
 from nncf.experimental.common.tensor_statistics.collectors import TensorCollector
+from nncf.openvino.graph.metatypes.groups import QUANTIZE_AGNOSTIC_OPERATIONS
+from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionMetatype
 from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype
 from nncf.openvino.graph.node_utils import get_channel_agnostic_reduction_axes
 from nncf.openvino.graph.node_utils import get_weight_value
@@ -34,8 +36,16 @@
 
 class OVSmoothQuantAlgoBackend(SmoothQuantAlgoBackend):
     @property
-    def weighted_metatypes(self) -> List[OperatorMetatype]:
-        return [OVMatMulMetatype]
+    def convolution_metatype(self) -> OperatorMetatype:
+        return OVConvolutionMetatype
+
+    @property
+    def matmul_metatype(self) -> OperatorMetatype:
+        return OVMatMulMetatype
+
+    @property
+    def quantize_agnostic_metatypes(self) -> List[OperatorMetatype]:
+        return QUANTIZE_AGNOSTIC_OPERATIONS
 
     @staticmethod
     def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> OVTargetPoint:
@@ -72,12 +82,8 @@ def get_abs_max_channel_collector(
         return collector
 
     @staticmethod
-    def process_weight_statistics(weights: np.ndarray, channel_axis: int) -> np.ndarray:
-        if len(weights.shape) > 1:
-            base_axes = list(range(weights.ndim - 2))
-            transpose_axes = base_axes + [-1, -2]
-            weights = np.transpose(weights, axes=transpose_axes)
-        return np.max(np.abs(weights), axis=channel_axis)
+    def process_weight_statistics(weights: np.ndarray, reduction_shape: Tuple[int]) -> np.ndarray:
+        return np.max(np.abs(weights), axis=reduction_shape)
 
     @staticmethod
     def get_weight_value(node_with_weight: NNCFNode, model: ov.Model, port_id: int) -> np.ndarray:
@@ -143,10 +149,10 @@ def scale_insertion_command(
     def get_activation_channel_axis(node: NNCFNode, port_id: int) -> int:
         channel_axis = 1
 
-        if node.metatype == OVMatMulMetatype:
-            if port_id > 1:
-                raise RuntimeError(f"{OVMatMulMetatype.name} can not take more than 2 input tensors.")
+        if port_id > 1:
+            raise RuntimeError(f"{node.metatype.name} can not take more than 2 input tensors.")
 
+        if node.metatype == OVMatMulMetatype:
             if (
                 node.layer_attributes is not None
                 and node.layer_attributes.input_attributes is not None
@@ -159,15 +165,15 @@ def get_activation_channel_axis(node: NNCFNode, port_id: int) -> int:
 
     @staticmethod
     def get_weight_channel_axis(node: NNCFNode, port_id: int) -> int:
-        channel_axis = 1 if node.metatype.const_channel_axis is None else node.metatype.const_channel_axis[0]
+        channel_axis = 1
+
+        if port_id > 1:
+            raise RuntimeError(f"{node.metatype.name} can not take more than 2 input tensors.")
 
         if port_id not in node.layer_attributes.constant_attributes:
             raise RuntimeError(f"{node.node_name} should contain {port_id} in the attributes map.")
 
         if node.metatype == OVMatMulMetatype:
-            if port_id > 1:
-                raise RuntimeError(f"{OVMatMulMetatype.name} can not take more than 2 input tensors.")
-
             if "transpose" in node.layer_attributes.constant_attributes[port_id]:
                 transpose = node.layer_attributes.constant_attributes[port_id]["transpose"]
                 channel_axis = OVSmoothQuantAlgoBackend.calculate_port_based_channel_axis(port_id, transpose)
diff --git a/tests/onnx/quantization/common.py b/tests/onnx/quantization/common.py
index 7ca77985533..e46b131a928 100644
--- a/tests/onnx/quantization/common.py
+++ b/tests/onnx/quantization/common.py
@@ -23,6 +23,7 @@
 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.advanced_parameters import AdvancedSmoothQuantParameters
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
 from nncf.quantization.fake_quantize import FakeQuantizeParameters
 from tests.onnx.common import get_random_generator
@@ -115,7 +116,7 @@ def min_max_quantize_model(
     # ONNX backend does not support these algorithms
     advanced_parameters.disable_bias_correction = True
     advanced_parameters.disable_channel_alignment = True
-    advanced_parameters.smooth_quant_alpha = -1
+    advanced_parameters.smooth_quant_alphas = AdvancedSmoothQuantParameters(convolution=-1, matmul=-1)
     quantization_params["advanced_parameters"] = advanced_parameters
 
     post_training_quantization = PostTrainingQuantization(subset_size=1, **quantization_params)
diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot
index f8625524492..b2201cd3a37 100644
--- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot
+++ b/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot
@@ -2,2749 +2,2753 @@ strict digraph  {
 "0 input" [id=0, type=Parameter];
 "1 Multiply_6579" [id=1, type=Multiply];
 "2 Divide_2169" [id=2, type=Add];
-"3 /patch_embed/proj/Conv/WithoutBiases" [id=3, type=Convolution];
-"4 /patch_embed/proj/Conv" [id=4, type=Add];
-"5 /patch_embed/Reshape" [id=5, type=Reshape];
-"6 /patch_embed/Shape" [id=6, type=ShapeOf];
-"7 /patch_embed/Transpose" [id=7, type=Transpose];
-"8 /patch_embed/Slice" [id=8, type=StridedSlice];
-"9 /patch_embed/norm/Div" [id=9, type=MVN];
-"10 /patch_embed/Concat" [id=10, type=Concat];
-"11 /patch_embed/norm/Mul" [id=11, type=Multiply];
-"12 /patch_embed/norm/Add_1" [id=12, type=Add];
-"13 /layers/layers.0/blocks.0/Add" [id=13, type=Add];
-"14 /layers/layers.0/blocks.0/norm1/Div" [id=14, type=MVN];
-"15 /layers/layers.0/blocks.0/Add_1" [id=15, type=Add];
-"16 /layers/layers.0/blocks.0/norm2/Div" [id=16, type=MVN];
-"17 /layers/layers.0/blocks.0/norm1/Mul" [id=17, type=Multiply];
-"18 /layers/layers.0/blocks.1/Add" [id=18, type=Add];
-"19 /layers/layers.0/blocks.1/norm1/Div" [id=19, type=MVN];
-"20 /layers/layers.0/blocks.0/norm2/Mul" [id=20, type=Multiply];
-"21 /layers/layers.0/blocks.0/norm1/Add_1" [id=21, type=Add];
-"22 /layers/layers.0/blocks.1/Add_1" [id=22, type=Add];
-"23 /layers/layers.0/blocks.1/norm2/Div" [id=23, type=MVN];
-"24 /layers/layers.0/blocks.1/norm1/Mul" [id=24, type=Multiply];
-"25 /layers/layers.0/blocks.0/norm2/Add_1" [id=25, type=Add];
-"26 /layers/layers.0/blocks.0/Reshape_1" [id=26, type=Reshape];
-"27 /layers/layers.0/downsample/Reshape" [id=27, type=Reshape];
-"28 /layers/layers.0/blocks.1/norm2/Mul" [id=28, type=Multiply];
-"29 /layers/layers.0/blocks.1/norm1/Add_1" [id=29, type=Add];
-"30 /layers/layers.0/blocks.0/norm2/Add_1_0_0/sq_multiply" [id=30, type=Multiply];
-"31 /layers/layers.0/blocks.0/Transpose" [id=31, type=Transpose];
-"32 /layers/layers.0/downsample/Slice" [id=32, type=StridedSlice];
-"33 /layers/layers.0/downsample/Slice_2" [id=33, type=StridedSlice];
-"34 /layers/layers.0/blocks.1/norm2/Add_1" [id=34, type=Add];
-"35 /layers/layers.0/blocks.1/Reshape" [id=35, type=Reshape];
-"36 /layers/layers.0/blocks.0/mlp/fc1/MatMul" [id=36, type=MatMul];
-"37 /layers/layers.0/blocks.0/Reshape_2" [id=37, type=Reshape];
-"38 /layers/layers.0/downsample/Slice_1" [id=38, type=StridedSlice];
-"39 /layers/layers.0/downsample/Slice_4" [id=39, type=StridedSlice];
-"40 /layers/layers.0/downsample/Slice_3" [id=40, type=StridedSlice];
-"41 /layers/layers.0/downsample/Slice_5" [id=41, type=StridedSlice];
-"42 /layers/layers.0/blocks.1/norm2/Add_1_0_0/sq_multiply" [id=42, type=Multiply];
-"43 /layers/layers.0/blocks.1/Slice" [id=43, type=StridedSlice];
-"44 /layers/layers.0/blocks.1/Slice_1" [id=44, type=StridedSlice];
-"45 /layers/layers.0/blocks.0/mlp/fc1/Add" [id=45, type=Add];
-"46 /layers/layers.0/blocks.0/Reshape_3" [id=46, type=Reshape];
-"47 /layers/layers.0/downsample/Concat" [id=47, type=Concat];
-"48 /layers/layers.0/blocks.1/mlp/fc1/MatMul" [id=48, type=MatMul];
-"49 /layers/layers.0/blocks.1/Concat" [id=49, type=Concat];
-"50 /layers/layers.0/blocks.0/mlp/act/Mul_1" [id=50, type=Gelu];
-"51 /layers/layers.0/blocks.0/Reshape_3_0_0/sq_multiply" [id=51, type=Multiply];
-"52 /layers/layers.0/downsample/Reshape_1" [id=52, type=Reshape];
-"53 /layers/layers.0/blocks.1/mlp/fc1/Add" [id=53, type=Add];
-"54 /layers/layers.0/blocks.1/Slice_2" [id=54, type=StridedSlice];
-"55 /layers/layers.0/blocks.1/Slice_3" [id=55, type=StridedSlice];
-"56 /layers/layers.0/blocks.0/mlp/act/Mul_1_0_0/sq_multiply" [id=56, type=Multiply];
-"57 /layers/layers.0/blocks.0/attn/qkv/MatMul" [id=57, type=MatMul];
-"58 /layers/layers.0/downsample/norm/Div" [id=58, type=MVN];
-"59 /layers/layers.0/blocks.1/mlp/act/Mul_1" [id=59, type=Gelu];
-"60 /layers/layers.0/blocks.1/Concat_1" [id=60, type=Concat];
-"61 /layers/layers.0/blocks.0/mlp/fc2/MatMul" [id=61, type=MatMul];
-"62 /layers/layers.0/blocks.0/attn/qkv/Add" [id=62, type=Add];
-"63 /layers/layers.0/downsample/norm/Mul" [id=63, type=Multiply];
-"64 /layers/layers.0/blocks.1/mlp/act/Mul_1_0_0/sq_multiply" [id=64, type=Multiply];
-"65 /layers/layers.0/blocks.1/Reshape_1" [id=65, type=Reshape];
-"66 /layers/layers.0/blocks.0/mlp/fc2/Add" [id=66, type=Add];
-"67 /layers/layers.0/blocks.0/attn/Reshape" [id=67, type=Reshape];
-"68 /layers/layers.0/downsample/norm/Add_1" [id=68, type=Add];
-"69 /layers/layers.0/blocks.1/mlp/fc2/MatMul" [id=69, type=MatMul];
-"70 /layers/layers.0/blocks.1/Transpose" [id=70, type=Transpose];
-"71 /layers/layers.0/blocks.0/attn/Transpose" [id=71, type=Transpose];
-"72 /layers/layers.0/downsample/norm/Add_1_0_0/sq_multiply" [id=72, type=Multiply];
-"73 /layers/layers.0/blocks.1/mlp/fc2/Add" [id=73, type=Add];
-"74 /layers/layers.0/blocks.1/Reshape_2" [id=74, type=Reshape];
-"75 /layers/layers.0/blocks.0/attn/Gather" [id=75, type=Gather];
-"76 /layers/layers.0/blocks.0/attn/Gather_1" [id=76, type=Gather];
-"77 /layers/layers.0/blocks.0/attn/Gather_2" [id=77, type=Gather];
-"78 /layers/layers.0/downsample/reduction/MatMul" [id=78, type=MatMul];
-"79 /layers/layers.0/blocks.1/Reshape_3" [id=79, type=Reshape];
-"80 /layers/layers.0/blocks.0/attn/Mul" [id=80, type=Multiply];
-"81 /layers/layers.0/blocks.0/attn/MatMul" [id=81, type=MatMul];
-"82 /layers/layers.0/blocks.0/attn/MatMul_1" [id=82, type=MatMul];
-"83 /layers/layers.1/blocks.0/Add" [id=83, type=Add];
-"84 /layers/layers.1/blocks.0/norm1/Div" [id=84, type=MVN];
-"85 /layers/layers.0/blocks.1/Reshape_3_0_0/sq_multiply" [id=85, type=Multiply];
-"86 /layers/layers.0/blocks.0/attn/Add" [id=86, type=Add];
-"87 /layers/layers.0/blocks.0/attn/Transpose_2" [id=87, type=Transpose];
-"88 /layers/layers.1/blocks.0/Add_1" [id=88, type=Add];
-"89 /layers/layers.1/blocks.0/norm2/Div" [id=89, type=MVN];
-"90 /layers/layers.1/blocks.0/norm1/Mul" [id=90, type=Multiply];
-"91 /layers/layers.0/blocks.1/attn/qkv/MatMul" [id=91, type=MatMul];
-"92 /layers/layers.0/blocks.0/attn/softmax/Softmax" [id=92, type=Softmax];
-"93 /layers/layers.0/blocks.0/attn/Reshape_1" [id=93, type=Reshape];
-"94 /layers/layers.1/blocks.1/Add" [id=94, type=Add];
-"95 /layers/layers.1/blocks.1/norm1/Div" [id=95, type=MVN];
-"96 /layers/layers.1/blocks.0/norm2/Mul" [id=96, type=Multiply];
-"97 /layers/layers.1/blocks.0/norm1/Add_1" [id=97, type=Add];
-"98 /layers/layers.0/blocks.1/attn/qkv/Add" [id=98, type=Add];
-"99 /layers/layers.0/blocks.0/attn/Reshape_1_0_0/sq_multiply" [id=99, type=Multiply];
-"100 /layers/layers.1/blocks.1/Add_1" [id=100, type=Add];
-"101 /layers/layers.1/blocks.1/norm2/Div" [id=101, type=MVN];
-"102 /layers/layers.1/blocks.1/norm1/Mul" [id=102, type=Multiply];
-"103 /layers/layers.1/blocks.0/norm2/Add_1" [id=103, type=Add];
-"104 /layers/layers.1/blocks.0/Reshape_1" [id=104, type=Reshape];
-"105 /layers/layers.0/blocks.1/attn/Reshape" [id=105, type=Reshape];
-"106 /layers/layers.0/blocks.0/attn/proj/MatMul" [id=106, type=MatMul];
-"107 /layers/layers.1/downsample/Reshape" [id=107, type=Reshape];
-"108 /layers/layers.1/blocks.1/norm2/Mul" [id=108, type=Multiply];
-"109 /layers/layers.1/blocks.1/norm1/Add_1" [id=109, type=Add];
-"110 /layers/layers.1/blocks.0/norm2/Add_1_0_0/sq_multiply" [id=110, type=Multiply];
-"111 /layers/layers.1/blocks.0/Transpose" [id=111, type=Transpose];
-"112 /layers/layers.0/blocks.1/attn/Transpose" [id=112, type=Transpose];
-"113 /layers/layers.0/blocks.0/attn/proj/Add" [id=113, type=Add];
-"114 /layers/layers.1/downsample/Slice" [id=114, type=StridedSlice];
-"115 /layers/layers.1/downsample/Slice_2" [id=115, type=StridedSlice];
-"116 /layers/layers.1/blocks.1/norm2/Add_1" [id=116, type=Add];
-"117 /layers/layers.1/blocks.1/Reshape" [id=117, type=Reshape];
-"118 /layers/layers.1/blocks.0/mlp/fc1/MatMul" [id=118, type=MatMul];
-"119 /layers/layers.1/blocks.0/Reshape_2" [id=119, type=Reshape];
-"120 /layers/layers.0/blocks.1/attn/Gather" [id=120, type=Gather];
-"121 /layers/layers.0/blocks.1/attn/Gather_1" [id=121, type=Gather];
-"122 /layers/layers.0/blocks.1/attn/Gather_2" [id=122, type=Gather];
-"123 /layers/layers.0/blocks.0/Reshape_4" [id=123, type=Reshape];
-"124 /layers/layers.1/downsample/Slice_1" [id=124, type=StridedSlice];
-"125 /layers/layers.1/downsample/Slice_4" [id=125, type=StridedSlice];
-"126 /layers/layers.1/downsample/Slice_3" [id=126, type=StridedSlice];
-"127 /layers/layers.1/downsample/Slice_5" [id=127, type=StridedSlice];
-"128 /layers/layers.1/blocks.1/norm2/Add_1_0_0/sq_multiply" [id=128, type=Multiply];
-"129 /layers/layers.1/blocks.1/Slice" [id=129, type=StridedSlice];
-"130 /layers/layers.1/blocks.1/Slice_1" [id=130, type=StridedSlice];
-"131 /layers/layers.1/blocks.0/mlp/fc1/Add" [id=131, type=Add];
-"132 /layers/layers.1/blocks.0/Reshape_3" [id=132, type=Reshape];
-"133 /layers/layers.0/blocks.1/attn/Mul" [id=133, type=Multiply];
-"134 /layers/layers.0/blocks.1/attn/MatMul" [id=134, type=MatMul];
-"135 /layers/layers.0/blocks.1/attn/MatMul_1" [id=135, type=MatMul];
-"136 /layers/layers.0/blocks.0/Reshape_5" [id=136, type=Reshape];
-"137 /layers/layers.1/downsample/Concat" [id=137, type=Concat];
-"138 /layers/layers.1/blocks.1/mlp/fc1/MatMul" [id=138, type=MatMul];
-"139 /layers/layers.1/blocks.1/Concat" [id=139, type=Concat];
-"140 /layers/layers.1/blocks.0/mlp/act/Mul_1" [id=140, type=Gelu];
-"141 /layers/layers.1/blocks.0/Reshape_3_0_0/sq_multiply" [id=141, type=Multiply];
-"142 /layers/layers.0/blocks.1/attn/Add" [id=142, type=Add];
-"143 /layers/layers.0/blocks.1/attn/Transpose_2" [id=143, type=Transpose];
-"144 /layers/layers.0/blocks.0/Transpose_1" [id=144, type=Transpose];
-"145 /layers/layers.1/downsample/Reshape_1" [id=145, type=Reshape];
-"146 /layers/layers.1/blocks.1/mlp/fc1/Add" [id=146, type=Add];
-"147 /layers/layers.1/blocks.1/Slice_2" [id=147, type=StridedSlice];
-"148 /layers/layers.1/blocks.1/Slice_3" [id=148, type=StridedSlice];
-"149 /layers/layers.1/blocks.0/mlp/act/Mul_1_0_0/sq_multiply" [id=149, type=Multiply];
-"150 /layers/layers.1/blocks.0/attn/qkv/MatMul" [id=150, type=MatMul];
-"151 /layers/layers.0/blocks.1/attn/Reshape_1" [id=151, type=Reshape];
-"152 /layers/layers.0/blocks.1/attn/Reshape_3" [id=152, type=Reshape];
-"153 /layers/layers.0/blocks.0/Reshape_6" [id=153, type=Reshape];
-"154 /layers/layers.1/downsample/norm/Div" [id=154, type=MVN];
-"155 /layers/layers.1/blocks.1/mlp/act/Mul_1" [id=155, type=Gelu];
-"156 /layers/layers.1/blocks.1/Concat_1" [id=156, type=Concat];
-"157 /layers/layers.1/blocks.0/mlp/fc2/MatMul" [id=157, type=MatMul];
-"158 /layers/layers.1/blocks.0/attn/qkv/Add" [id=158, type=Add];
-"159 /layers/layers.0/blocks.1/attn/Add_1" [id=159, type=Add];
-"160 /layers/layers.0/blocks.1/attn/Reshape_3_0_0/sq_multiply" [id=160, type=Multiply];
-"161 /layers/layers.0/blocks.0/Reshape_7" [id=161, type=Reshape];
-"162 /layers/layers.1/downsample/norm/Mul" [id=162, type=Multiply];
-"163 /layers/layers.1/blocks.1/mlp/act/Mul_1_0_0/sq_multiply" [id=163, type=Multiply];
-"164 /layers/layers.1/blocks.1/Reshape_1" [id=164, type=Reshape];
-"165 /layers/layers.1/blocks.0/mlp/fc2/Add" [id=165, type=Add];
-"166 /layers/layers.1/blocks.0/attn/Reshape" [id=166, type=Reshape];
-"167 /layers/layers.0/blocks.1/attn/Reshape_2" [id=167, type=Reshape];
-"168 /layers/layers.0/blocks.1/attn/proj/MatMul" [id=168, type=MatMul];
-"169 /layers/layers.1/downsample/norm/Add_1" [id=169, type=Add];
-"170 /layers/layers.1/blocks.1/mlp/fc2/MatMul" [id=170, type=MatMul];
-"171 /layers/layers.1/blocks.1/Transpose" [id=171, type=Transpose];
-"172 /layers/layers.1/blocks.0/attn/Transpose" [id=172, type=Transpose];
-"173 /layers/layers.0/blocks.1/attn/softmax/Softmax" [id=173, type=Softmax];
-"174 /layers/layers.0/blocks.1/attn/proj/Add" [id=174, type=Add];
-"175 /layers/layers.1/downsample/norm/Add_1_0_0/sq_multiply" [id=175, type=Multiply];
-"176 /layers/layers.1/blocks.1/mlp/fc2/Add" [id=176, type=Add];
-"177 /layers/layers.1/blocks.1/Reshape_2" [id=177, type=Reshape];
-"178 /layers/layers.1/blocks.0/attn/Gather" [id=178, type=Gather];
-"179 /layers/layers.1/blocks.0/attn/Gather_1" [id=179, type=Gather];
-"180 /layers/layers.1/blocks.0/attn/Gather_2" [id=180, type=Gather];
-"181 /layers/layers.0/blocks.1/Reshape_4" [id=181, type=Reshape];
-"182 /layers/layers.1/downsample/reduction/MatMul" [id=182, type=MatMul];
-"183 /layers/layers.1/blocks.1/Reshape_3" [id=183, type=Reshape];
-"184 /layers/layers.1/blocks.0/attn/Mul" [id=184, type=Multiply];
-"185 /layers/layers.1/blocks.0/attn/MatMul" [id=185, type=MatMul];
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-"715 Transpose_6518" [id=715, type=Constant];
-"716 Constant_54114" [id=716, type=Constant];
-"717 Constant_7380" [id=717, type=Constant];
-"718 Constant_7379" [id=718, type=Constant];
-"719 Constant_1897" [id=719, type=Constant];
-"720 /layers/layers.2/downsample/Constant_25" [id=720, type=Constant];
-"721 Constant_5751" [id=721, type=Constant];
-"722 Constant_5748" [id=722, type=Constant];
-"723 Constant_5745" [id=723, type=Constant];
-"724 Constant_5715" [id=724, type=Constant];
-"725 Constant_5712" [id=725, type=Constant];
-"726 Constant_5709" [id=726, type=Constant];
-"727 /layers/layers.2/downsample/Constant" [id=727, type=Constant];
-"728 Transpose_6514" [id=728, type=Constant];
-"729 Constant_54108" [id=729, type=Constant];
-"730 Transpose_6510" [id=730, type=Constant];
-"731 Constant_54098" [id=731, type=Constant];
-"732 Constant_7376" [id=732, type=Constant];
-"733 Constant_7375" [id=733, type=Constant];
-"734 Constant_1832" [id=734, type=Constant];
-"735 /layers/layers.2/blocks.5/Constant_31" [id=735, type=Constant];
-"736 Constant_5679" [id=736, type=Constant];
-"737 Constant_5676" [id=737, type=Constant];
-"738 Constant_5673" [id=738, type=Constant];
-"739 Constant_5655" [id=739, type=Constant];
-"740 Constant_5652" [id=740, type=Constant];
-"741 Constant_5649" [id=741, type=Constant];
-"742 /layers/layers.2/blocks.5/Constant_18" [id=742, type=Constant];
-"743 Constant_1779" [id=743, type=Constant];
-"744 /layers/layers.2/blocks.5/Constant_17" [id=744, type=Constant];
-"745 /layers/layers.2/blocks.5/Constant_16" [id=745, type=Constant];
-"746 Transpose_6506" [id=746, type=Constant];
-"747 Constant_54136" [id=747, type=Constant];
-"748 /layers/layers.2/blocks.5/attn/Constant_4" [id=748, type=Constant];
-"749 Constant_1763" [id=749, type=Constant];
-"750 Constant_1744" [id=750, type=Constant];
-"751 Constant_1738" [id=751, type=Constant];
-"752 /layers/layers.2/blocks.5/attn/Constant" [id=752, type=Constant];
-"753 Transpose_6503" [id=753, type=Constant];
-"754 Constant_54116" [id=754, type=Constant];
-"755 /layers/layers.2/blocks.5/Constant_15" [id=755, type=Constant];
-"756 /layers/layers.2/blocks.5/Constant_14" [id=756, type=Constant];
-"757 Constant_1722" [id=757, type=Constant];
-"758 /layers/layers.2/blocks.5/Constant_13" [id=758, type=Constant];
-"759 Constant_5631" [id=759, type=Constant];
-"760 Constant_5628" [id=760, type=Constant];
-"761 Constant_5625" [id=761, type=Constant];
-"762 Constant_5607" [id=762, type=Constant];
-"763 Constant_5604" [id=763, type=Constant];
-"764 Constant_5601" [id=764, type=Constant];
-"765 /layers/layers.2/blocks.5/Constant" [id=765, type=Constant];
-"766 Constant_7371" [id=766, type=Constant];
-"767 Constant_7370" [id=767, type=Constant];
-"768 Constant_1659" [id=768, type=Constant];
-"769 Transpose_6499" [id=769, type=Constant];
-"770 Constant_54102" [id=770, type=Constant];
-"771 Transpose_6495" [id=771, type=Constant];
-"772 Constant_54094" [id=772, type=Constant];
-"773 Constant_7367" [id=773, type=Constant];
-"774 Constant_7366" [id=774, type=Constant];
-"775 Constant_1633" [id=775, type=Constant];
-"776 /layers/layers.2/blocks.4/Constant_7" [id=776, type=Constant];
-"777 /layers/layers.2/blocks.4/Constant_6" [id=777, type=Constant];
-"778 Constant_1622" [id=778, type=Constant];
-"779 /layers/layers.2/blocks.4/Constant_5" [id=779, type=Constant];
-"780 /layers/layers.2/blocks.4/Constant_4" [id=780, type=Constant];
-"781 Transpose_6491" [id=781, type=Constant];
-"782 Constant_54120" [id=782, type=Constant];
-"783 /layers/layers.2/blocks.4/attn/Constant_2" [id=783, type=Constant];
-"784 Constant_1606" [id=784, type=Constant];
-"785 Constant_1596" [id=785, type=Constant];
-"786 Constant_1590" [id=786, type=Constant];
-"787 /layers/layers.2/blocks.4/attn/Constant" [id=787, type=Constant];
-"788 Transpose_6488" [id=788, type=Constant];
-"789 Constant_54104" [id=789, type=Constant];
-"790 /layers/layers.2/blocks.4/Constant_3" [id=790, type=Constant];
-"791 /layers/layers.2/blocks.4/Constant_2" [id=791, type=Constant];
-"792 Constant_1574" [id=792, type=Constant];
-"793 /layers/layers.2/blocks.4/Constant_1" [id=793, type=Constant];
-"794 Constant_7362" [id=794, type=Constant];
-"795 Constant_7361" [id=795, type=Constant];
-"796 Constant_1553" [id=796, type=Constant];
-"797 Transpose_6484" [id=797, type=Constant];
-"798 Constant_54096" [id=798, type=Constant];
-"799 Transpose_6480" [id=799, type=Constant];
-"800 Constant_54088" [id=800, type=Constant];
-"801 Constant_7358" [id=801, type=Constant];
-"802 Constant_7357" [id=802, type=Constant];
-"803 Constant_1527" [id=803, type=Constant];
-"804 /layers/layers.2/blocks.3/Constant_31" [id=804, type=Constant];
-"805 Constant_5583" [id=805, type=Constant];
-"806 Constant_5580" [id=806, type=Constant];
-"807 Constant_5577" [id=807, type=Constant];
-"808 Constant_5559" [id=808, type=Constant];
-"809 Constant_5556" [id=809, type=Constant];
-"810 Constant_5553" [id=810, type=Constant];
-"811 /layers/layers.2/blocks.3/Constant_18" [id=811, type=Constant];
-"812 Constant_1474" [id=812, type=Constant];
-"813 /layers/layers.2/blocks.3/Constant_17" [id=813, type=Constant];
-"814 /layers/layers.2/blocks.3/Constant_16" [id=814, type=Constant];
-"815 Transpose_6476" [id=815, type=Constant];
-"816 Constant_54124" [id=816, type=Constant];
-"817 /layers/layers.2/blocks.3/attn/Constant_4" [id=817, type=Constant];
-"818 Constant_1458" [id=818, type=Constant];
-"819 Constant_1439" [id=819, type=Constant];
-"820 Constant_1433" [id=820, type=Constant];
-"821 /layers/layers.2/blocks.3/attn/Constant" [id=821, type=Constant];
-"822 Transpose_6473" [id=822, type=Constant];
-"823 Constant_54110" [id=823, type=Constant];
-"824 /layers/layers.2/blocks.3/Constant_15" [id=824, type=Constant];
-"825 /layers/layers.2/blocks.3/Constant_14" [id=825, type=Constant];
-"826 Constant_1417" [id=826, type=Constant];
-"827 /layers/layers.2/blocks.3/Constant_13" [id=827, type=Constant];
-"828 Constant_5535" [id=828, type=Constant];
-"829 Constant_5532" [id=829, type=Constant];
-"830 Constant_5529" [id=830, type=Constant];
-"831 Constant_5511" [id=831, type=Constant];
-"832 Constant_5508" [id=832, type=Constant];
-"833 Constant_5505" [id=833, type=Constant];
-"834 /layers/layers.2/blocks.3/Constant" [id=834, type=Constant];
-"835 Constant_7353" [id=835, type=Constant];
-"836 Constant_7352" [id=836, type=Constant];
-"837 Constant_1354" [id=837, type=Constant];
-"838 Transpose_6469" [id=838, type=Constant];
-"839 Constant_54090" [id=839, type=Constant];
-"840 Transpose_6465" [id=840, type=Constant];
-"841 Constant_54082" [id=841, type=Constant];
-"842 Constant_7349" [id=842, type=Constant];
-"843 Constant_7348" [id=843, type=Constant];
-"844 Constant_1328" [id=844, type=Constant];
-"845 /layers/layers.2/blocks.2/Constant_7" [id=845, type=Constant];
-"846 /layers/layers.2/blocks.2/Constant_6" [id=846, type=Constant];
-"847 Constant_1317" [id=847, type=Constant];
-"848 /layers/layers.2/blocks.2/Constant_5" [id=848, type=Constant];
-"849 /layers/layers.2/blocks.2/Constant_4" [id=849, type=Constant];
-"850 Transpose_6461" [id=850, type=Constant];
-"851 Constant_54112" [id=851, type=Constant];
-"852 /layers/layers.2/blocks.2/attn/Constant_2" [id=852, type=Constant];
-"853 Constant_1301" [id=853, type=Constant];
-"854 Constant_1291" [id=854, type=Constant];
-"855 Constant_1285" [id=855, type=Constant];
-"856 /layers/layers.2/blocks.2/attn/Constant" [id=856, type=Constant];
-"857 Transpose_6458" [id=857, type=Constant];
-"858 Constant_54092" [id=858, type=Constant];
-"859 /layers/layers.2/blocks.2/Constant_3" [id=859, type=Constant];
-"860 /layers/layers.2/blocks.2/Constant_2" [id=860, type=Constant];
-"861 Constant_1269" [id=861, type=Constant];
-"862 /layers/layers.2/blocks.2/Constant_1" [id=862, type=Constant];
-"863 Constant_7344" [id=863, type=Constant];
-"864 Constant_7343" [id=864, type=Constant];
-"865 Constant_1248" [id=865, type=Constant];
-"866 Transpose_6454" [id=866, type=Constant];
-"867 Constant_54084" [id=867, type=Constant];
-"868 Transpose_6450" [id=868, type=Constant];
-"869 Constant_54076" [id=869, type=Constant];
-"870 Constant_7340" [id=870, type=Constant];
-"871 Constant_7339" [id=871, type=Constant];
-"872 Constant_1222" [id=872, type=Constant];
-"873 /layers/layers.2/blocks.1/Constant_31" [id=873, type=Constant];
-"874 Constant_5487" [id=874, type=Constant];
-"875 Constant_5484" [id=875, type=Constant];
-"876 Constant_5481" [id=876, type=Constant];
-"877 Constant_5463" [id=877, type=Constant];
-"878 Constant_5460" [id=878, type=Constant];
-"879 Constant_5457" [id=879, type=Constant];
-"880 /layers/layers.2/blocks.1/Constant_18" [id=880, type=Constant];
-"881 Constant_1169" [id=881, type=Constant];
-"882 /layers/layers.2/blocks.1/Constant_17" [id=882, type=Constant];
-"883 /layers/layers.2/blocks.1/Constant_16" [id=883, type=Constant];
-"884 Transpose_6446" [id=884, type=Constant];
-"885 Constant_54118" [id=885, type=Constant];
-"886 /layers/layers.2/blocks.1/attn/Constant_4" [id=886, type=Constant];
-"887 Constant_1153" [id=887, type=Constant];
-"888 Constant_1134" [id=888, type=Constant];
-"889 Constant_1128" [id=889, type=Constant];
-"890 /layers/layers.2/blocks.1/attn/Constant" [id=890, type=Constant];
-"891 Transpose_6443" [id=891, type=Constant];
-"892 Constant_54100" [id=892, type=Constant];
-"893 /layers/layers.2/blocks.1/Constant_15" [id=893, type=Constant];
-"894 /layers/layers.2/blocks.1/Constant_14" [id=894, type=Constant];
-"895 Constant_1112" [id=895, type=Constant];
-"896 /layers/layers.2/blocks.1/Constant_13" [id=896, type=Constant];
-"897 Constant_5439" [id=897, type=Constant];
-"898 Constant_5436" [id=898, type=Constant];
-"899 Constant_5433" [id=899, type=Constant];
-"900 Constant_5415" [id=900, type=Constant];
-"901 Constant_5412" [id=901, type=Constant];
-"902 Constant_5409" [id=902, type=Constant];
-"903 /layers/layers.2/blocks.1/Constant" [id=903, type=Constant];
-"904 Constant_7335" [id=904, type=Constant];
-"905 Constant_7334" [id=905, type=Constant];
-"906 Constant_1049" [id=906, type=Constant];
-"907 Transpose_6439" [id=907, type=Constant];
-"908 Constant_54078" [id=908, type=Constant];
-"909 Transpose_6435" [id=909, type=Constant];
-"910 Constant_54074" [id=910, type=Constant];
-"911 Constant_7331" [id=911, type=Constant];
-"912 Constant_7330" [id=912, type=Constant];
-"913 Constant_1023" [id=913, type=Constant];
-"914 /layers/layers.2/blocks.0/Constant_7" [id=914, type=Constant];
-"915 /layers/layers.2/blocks.0/Constant_6" [id=915, type=Constant];
-"916 Constant_1012" [id=916, type=Constant];
-"917 /layers/layers.2/blocks.0/Constant_5" [id=917, type=Constant];
-"918 /layers/layers.2/blocks.0/Constant_4" [id=918, type=Constant];
-"919 Transpose_6431" [id=919, type=Constant];
-"920 Constant_54106" [id=920, type=Constant];
-"921 /layers/layers.2/blocks.0/attn/Constant_2" [id=921, type=Constant];
-"922 Constant_996" [id=922, type=Constant];
-"923 Constant_986" [id=923, type=Constant];
-"924 Constant_980" [id=924, type=Constant];
-"925 /layers/layers.2/blocks.0/attn/Constant" [id=925, type=Constant];
-"926 Transpose_6428" [id=926, type=Constant];
-"927 Constant_54080" [id=927, type=Constant];
-"928 /layers/layers.2/blocks.0/Constant_3" [id=928, type=Constant];
-"929 /layers/layers.2/blocks.0/Constant_2" [id=929, type=Constant];
-"930 Constant_964" [id=930, type=Constant];
-"931 /layers/layers.2/blocks.0/Constant_1" [id=931, type=Constant];
-"932 Constant_7326" [id=932, type=Constant];
-"933 Constant_7325" [id=933, type=Constant];
-"934 Constant_943" [id=934, type=Constant];
-"935 Transpose_6424" [id=935, type=Constant];
-"936 Constant_54068" [id=936, type=Constant];
-"937 Constant_7324" [id=937, type=Constant];
-"938 Constant_7323" [id=938, type=Constant];
-"939 Constant_929" [id=939, type=Constant];
-"940 /layers/layers.1/downsample/Constant_25" [id=940, type=Constant];
-"941 Constant_5391" [id=941, type=Constant];
-"942 Constant_5388" [id=942, type=Constant];
-"943 Constant_5385" [id=943, type=Constant];
-"944 Constant_5355" [id=944, type=Constant];
-"945 Constant_5352" [id=945, type=Constant];
-"946 Constant_5349" [id=946, type=Constant];
-"947 /layers/layers.1/downsample/Constant" [id=947, type=Constant];
-"948 Transpose_6420" [id=948, type=Constant];
-"949 Constant_54064" [id=949, type=Constant];
-"950 Transpose_6416" [id=950, type=Constant];
-"951 Constant_54058" [id=951, type=Constant];
-"952 Constant_7320" [id=952, type=Constant];
-"953 Constant_7319" [id=953, type=Constant];
-"954 Constant_864" [id=954, type=Constant];
-"955 /layers/layers.1/blocks.1/Constant_31" [id=955, type=Constant];
-"956 Constant_5319" [id=956, type=Constant];
-"957 Constant_5316" [id=957, type=Constant];
-"958 Constant_5313" [id=958, type=Constant];
-"959 Constant_5295" [id=959, type=Constant];
-"960 Constant_5292" [id=960, type=Constant];
-"961 Constant_5289" [id=961, type=Constant];
-"962 /layers/layers.1/blocks.1/Constant_18" [id=962, type=Constant];
-"963 Constant_811" [id=963, type=Constant];
-"964 /layers/layers.1/blocks.1/Constant_17" [id=964, type=Constant];
-"965 /layers/layers.1/blocks.1/Constant_16" [id=965, type=Constant];
-"966 Transpose_6412" [id=966, type=Constant];
-"967 Constant_54086" [id=967, type=Constant];
-"968 /layers/layers.1/blocks.1/attn/Constant_4" [id=968, type=Constant];
-"969 Constant_795" [id=969, type=Constant];
-"970 Constant_776" [id=970, type=Constant];
-"971 Constant_770" [id=971, type=Constant];
-"972 /layers/layers.1/blocks.1/attn/Constant" [id=972, type=Constant];
-"973 Transpose_6409" [id=973, type=Constant];
-"974 Constant_54070" [id=974, type=Constant];
-"975 /layers/layers.1/blocks.1/Constant_15" [id=975, type=Constant];
-"976 /layers/layers.1/blocks.1/Constant_14" [id=976, type=Constant];
-"977 Constant_754" [id=977, type=Constant];
-"978 /layers/layers.1/blocks.1/Constant_13" [id=978, type=Constant];
-"979 Constant_5271" [id=979, type=Constant];
-"980 Constant_5268" [id=980, type=Constant];
-"981 Constant_5265" [id=981, type=Constant];
-"982 Constant_5247" [id=982, type=Constant];
-"983 Constant_5244" [id=983, type=Constant];
-"984 Constant_5241" [id=984, type=Constant];
-"985 /layers/layers.1/blocks.1/Constant" [id=985, type=Constant];
-"986 Constant_7315" [id=986, type=Constant];
-"987 Constant_7314" [id=987, type=Constant];
-"988 Constant_691" [id=988, type=Constant];
-"989 Transpose_6405" [id=989, type=Constant];
-"990 Constant_54060" [id=990, type=Constant];
-"991 Transpose_6401" [id=991, type=Constant];
-"992 Constant_54056" [id=992, type=Constant];
-"993 Constant_7311" [id=993, type=Constant];
-"994 Constant_7310" [id=994, type=Constant];
-"995 Constant_665" [id=995, type=Constant];
-"996 /layers/layers.1/blocks.0/Constant_7" [id=996, type=Constant];
-"997 /layers/layers.1/blocks.0/Constant_6" [id=997, type=Constant];
-"998 Constant_654" [id=998, type=Constant];
-"999 /layers/layers.1/blocks.0/Constant_5" [id=999, type=Constant];
-"1000 /layers/layers.1/blocks.0/Constant_4" [id=1000, type=Constant];
-"1001 Transpose_6397" [id=1001, type=Constant];
-"1002 Constant_54072" [id=1002, type=Constant];
-"1003 /layers/layers.1/blocks.0/attn/Constant_2" [id=1003, type=Constant];
-"1004 Constant_638" [id=1004, type=Constant];
-"1005 Constant_628" [id=1005, type=Constant];
-"1006 Constant_622" [id=1006, type=Constant];
-"1007 /layers/layers.1/blocks.0/attn/Constant" [id=1007, type=Constant];
-"1008 Transpose_6394" [id=1008, type=Constant];
-"1009 Constant_54062" [id=1009, type=Constant];
-"1010 /layers/layers.1/blocks.0/Constant_3" [id=1010, type=Constant];
-"1011 /layers/layers.1/blocks.0/Constant_2" [id=1011, type=Constant];
-"1012 Constant_606" [id=1012, type=Constant];
-"1013 /layers/layers.1/blocks.0/Constant_1" [id=1013, type=Constant];
-"1014 Constant_7306" [id=1014, type=Constant];
-"1015 Constant_7305" [id=1015, type=Constant];
-"1016 Constant_585" [id=1016, type=Constant];
-"1017 Transpose_6390" [id=1017, type=Constant];
-"1018 Constant_54050" [id=1018, type=Constant];
-"1019 Constant_7304" [id=1019, type=Constant];
-"1020 Constant_7303" [id=1020, type=Constant];
-"1021 Constant_571" [id=1021, type=Constant];
-"1022 /layers/layers.0/downsample/Constant_25" [id=1022, type=Constant];
-"1023 Constant_5223" [id=1023, type=Constant];
-"1024 Constant_5220" [id=1024, type=Constant];
-"1025 Constant_5217" [id=1025, type=Constant];
-"1026 Constant_5187" [id=1026, type=Constant];
-"1027 Constant_5184" [id=1027, type=Constant];
-"1028 Constant_5181" [id=1028, type=Constant];
-"1029 /layers/layers.0/downsample/Constant" [id=1029, type=Constant];
-"1030 Transpose_6386" [id=1030, type=Constant];
-"1031 Constant_54048" [id=1031, type=Constant];
-"1032 Transpose_6382" [id=1032, type=Constant];
-"1033 Constant_54042" [id=1033, type=Constant];
-"1034 Constant_7300" [id=1034, type=Constant];
-"1035 Constant_7299" [id=1035, type=Constant];
-"1036 Constant_506" [id=1036, type=Constant];
-"1037 /layers/layers.0/blocks.1/Constant_31" [id=1037, type=Constant];
-"1038 Constant_5151" [id=1038, type=Constant];
-"1039 Constant_5148" [id=1039, type=Constant];
-"1040 Constant_5145" [id=1040, type=Constant];
-"1041 Constant_5127" [id=1041, type=Constant];
-"1042 Constant_5124" [id=1042, type=Constant];
-"1043 Constant_5121" [id=1043, type=Constant];
-"1044 /layers/layers.0/blocks.1/Constant_18" [id=1044, type=Constant];
-"1045 Constant_453" [id=1045, type=Constant];
-"1046 /layers/layers.0/blocks.1/Constant_17" [id=1046, type=Constant];
-"1047 /layers/layers.0/blocks.1/Constant_16" [id=1047, type=Constant];
-"1048 Transpose_6378" [id=1048, type=Constant];
-"1049 Constant_54066" [id=1049, type=Constant];
-"1050 /layers/layers.0/blocks.1/attn/Constant_4" [id=1050, type=Constant];
-"1051 Constant_437" [id=1051, type=Constant];
-"1052 Constant_418" [id=1052, type=Constant];
-"1053 Constant_412" [id=1053, type=Constant];
-"1054 /layers/layers.0/blocks.1/attn/Constant" [id=1054, type=Constant];
-"1055 Transpose_6375" [id=1055, type=Constant];
-"1056 Constant_54052" [id=1056, type=Constant];
-"1057 /layers/layers.0/blocks.1/Constant_15" [id=1057, type=Constant];
-"1058 /layers/layers.0/blocks.1/Constant_14" [id=1058, type=Constant];
-"1059 Constant_396" [id=1059, type=Constant];
-"1060 /layers/layers.0/blocks.1/Constant_13" [id=1060, type=Constant];
-"1061 Constant_5103" [id=1061, type=Constant];
-"1062 Constant_5100" [id=1062, type=Constant];
-"1063 Constant_5097" [id=1063, type=Constant];
-"1064 Constant_5079" [id=1064, type=Constant];
-"1065 Constant_5076" [id=1065, type=Constant];
-"1066 Constant_5073" [id=1066, type=Constant];
-"1067 /layers/layers.0/blocks.1/Constant" [id=1067, type=Constant];
-"1068 Constant_7295" [id=1068, type=Constant];
-"1069 Constant_7294" [id=1069, type=Constant];
-"1070 Constant_333" [id=1070, type=Constant];
-"1071 Transpose_6371" [id=1071, type=Constant];
-"1072 Constant_54044" [id=1072, type=Constant];
-"1073 Transpose_6367" [id=1073, type=Constant];
-"1074 Constant_54040" [id=1074, type=Constant];
-"1075 Constant_7291" [id=1075, type=Constant];
-"1076 Constant_7290" [id=1076, type=Constant];
-"1077 Constant_307" [id=1077, type=Constant];
-"1078 /layers/layers.0/blocks.0/Constant_8" [id=1078, type=Constant];
-"1079 /layers/layers.0/blocks.0/Constant_7" [id=1079, type=Constant];
-"1080 Constant_296" [id=1080, type=Constant];
-"1081 /layers/layers.0/blocks.0/Constant_6" [id=1081, type=Constant];
-"1082 /layers/layers.0/blocks.0/Constant_5" [id=1082, type=Constant];
-"1083 Transpose_6363" [id=1083, type=Constant];
-"1084 Constant_54054" [id=1084, type=Constant];
-"1085 /layers/layers.0/blocks.0/attn/Constant_2" [id=1085, type=Constant];
-"1086 Constant_280" [id=1086, type=Constant];
-"1087 Constant_270" [id=1087, type=Constant];
-"1088 Constant_264" [id=1088, type=Constant];
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+"1319 Constant_7398" [id=1319, type=Constant];
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 "1 Multiply_6579" -> "2 Divide_2169"  [label="[1, 3, 224, 224]", style=solid];
-"2 Divide_2169" -> "3 /patch_embed/proj/Conv/WithoutBiases"  [label="[1, 3, 224, 224]", style=solid];
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-"787 /layers/layers.2/blocks.4/attn/Constant" -> "413 /layers/layers.2/blocks.4/attn/Reshape"  [label="[5]", style=dashed];
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-"802 Constant_7357" -> "267 /layers/layers.2/blocks.3/norm2/Mul"  [label="[1, 1, 384]", style=solid];
-"803 Constant_1527" -> "254 /layers/layers.2/blocks.3/norm2/Div"  [label="[1]", style=dashed];
-"804 /layers/layers.2/blocks.3/Constant_31" -> "626 /layers/layers.2/blocks.3/Reshape_7"  [label="[3]", style=dashed];
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-"806 Constant_5580" -> "613 /layers/layers.2/blocks.3/Slice_7"  [label="[3]", style=dashed];
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-"821 /layers/layers.2/blocks.3/attn/Constant" -> "451 /layers/layers.2/blocks.3/attn/Reshape"  [label="[5]", style=dashed];
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-"1115 Constant_7288" -> "80 /layers/layers.0/blocks.0/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1116 Constant_266" -> "75 /layers/layers.0/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "75 /layers/layers.0/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "120 /layers/layers.0/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "178 /layers/layers.1/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "234 /layers/layers.1/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "334 /layers/layers.2/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "390 /layers/layers.2/blocks.2/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "428 /layers/layers.2/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "436 /layers/layers.2/blocks.4/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "472 /layers/layers.2/blocks.3/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "519 /layers/layers.2/blocks.5/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "592 /layers/layers.3/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1117 /layers/layers.0/blocks.0/Constant" -> "606 /layers/layers.3/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1118 Constant_7289" -> "113 /layers/layers.0/blocks.0/attn/proj/Add"  [label="[1, 1, 96]", style=solid];
-"1119 Constant_7292" -> "45 /layers/layers.0/blocks.0/mlp/fc1/Add"  [label="[1, 1, 384]", style=solid];
-"1120 Constant_7293" -> "66 /layers/layers.0/blocks.0/mlp/fc2/Add"  [label="[1, 1, 96]", style=solid];
-"1121 Constant_5067" -> "43 /layers/layers.0/blocks.1/Slice"  [label="[2]", style=dashed];
-"1122 Constant_5064" -> "43 /layers/layers.0/blocks.1/Slice"  [label="[2]", style=dashed];
-"1123 Constant_5061" -> "43 /layers/layers.0/blocks.1/Slice"  [label="[2]", style=dashed];
-"1124 Constant_5091" -> "54 /layers/layers.0/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1125 Constant_5088" -> "54 /layers/layers.0/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1126 Constant_5085" -> "54 /layers/layers.0/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1127 Constant_7296" -> "98 /layers/layers.0/blocks.1/attn/qkv/Add"  [label="[1, 1, 288]", style=solid];
-"1128 /layers/layers.0/blocks.1/attn/Constant_3" -> "167 /layers/layers.0/blocks.1/attn/Reshape_2"  [label="[4]", style=dashed];
-"1129 onnx^^Add_2301" -> "159 /layers/layers.0/blocks.1/attn/Add_1"  [label="[1, 64, 1, 49, 49]", style=solid];
-"1130 /layers/layers.0/blocks.1/attn/Constant_2" -> "151 /layers/layers.0/blocks.1/attn/Reshape_1"  [label="[5]", style=dashed];
-"1131 onnx^^Add_2293" -> "142 /layers/layers.0/blocks.1/attn/Add"  [label="[1, 3, 49, 49]", style=solid];
-"1132 Constant_416" -> "121 /layers/layers.0/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
-"1133 Constant_7297" -> "133 /layers/layers.0/blocks.1/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1134 Constant_414" -> "120 /layers/layers.0/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1135 Constant_7298" -> "174 /layers/layers.0/blocks.1/attn/proj/Add"  [label="[1, 1, 96]", style=solid];
-"1136 Constant_5115" -> "207 /layers/layers.0/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1137 Constant_5112" -> "207 /layers/layers.0/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1138 Constant_5109" -> "207 /layers/layers.0/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1139 Constant_5139" -> "225 /layers/layers.0/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1140 Constant_5136" -> "225 /layers/layers.0/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1141 Constant_5133" -> "225 /layers/layers.0/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1142 Constant_7301" -> "53 /layers/layers.0/blocks.1/mlp/fc1/Add"  [label="[1, 1, 384]", style=solid];
-"1143 Constant_7302" -> "73 /layers/layers.0/blocks.1/mlp/fc2/Add"  [label="[1, 1, 96]", style=solid];
-"1144 Constant_5211" -> "39 /layers/layers.0/downsample/Slice_4"  [label="[3]", style=dashed];
-"1145 Constant_5208" -> "39 /layers/layers.0/downsample/Slice_4"  [label="[3]", style=dashed];
-"1146 Constant_5205" -> "39 /layers/layers.0/downsample/Slice_4"  [label="[3]", style=dashed];
-"1147 Constant_5163" -> "32 /layers/layers.0/downsample/Slice"  [label="[2]", style=dashed];
-"1148 Constant_5160" -> "32 /layers/layers.0/downsample/Slice"  [label="[2]", style=dashed];
-"1149 Constant_5157" -> "32 /layers/layers.0/downsample/Slice"  [label="[2]", style=dashed];
-"1150 Constant_5199" -> "40 /layers/layers.0/downsample/Slice_3"  [label="[3]", style=dashed];
-"1151 Constant_5196" -> "40 /layers/layers.0/downsample/Slice_3"  [label="[3]", style=dashed];
-"1152 Constant_5193" -> "40 /layers/layers.0/downsample/Slice_3"  [label="[3]", style=dashed];
-"1153 Constant_5175" -> "38 /layers/layers.0/downsample/Slice_1"  [label="[3]", style=dashed];
-"1154 Constant_5172" -> "38 /layers/layers.0/downsample/Slice_1"  [label="[3]", style=dashed];
-"1155 Constant_5169" -> "38 /layers/layers.0/downsample/Slice_1"  [label="[3]", style=dashed];
-"1156 Constant_7307" -> "158 /layers/layers.1/blocks.0/attn/qkv/Add"  [label="[1, 1, 576]", style=solid];
-"1157 onnx^^Add_2389" -> "191 /layers/layers.1/blocks.0/attn/Add"  [label="[1, 6, 49, 49]", style=solid];
-"1158 Constant_626" -> "179 /layers/layers.1/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
-"1159 Constant_7308" -> "184 /layers/layers.1/blocks.0/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1160 Constant_624" -> "178 /layers/layers.1/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1161 Constant_7309" -> "224 /layers/layers.1/blocks.0/attn/proj/Add"  [label="[1, 1, 192]", style=solid];
-"1162 Constant_7312" -> "131 /layers/layers.1/blocks.0/mlp/fc1/Add"  [label="[1, 1, 768]", style=solid];
-"1163 Constant_7313" -> "165 /layers/layers.1/blocks.0/mlp/fc2/Add"  [label="[1, 1, 192]", style=solid];
-"1164 Constant_5235" -> "129 /layers/layers.1/blocks.1/Slice"  [label="[2]", style=dashed];
-"1165 Constant_5232" -> "129 /layers/layers.1/blocks.1/Slice"  [label="[2]", style=dashed];
-"1166 Constant_5229" -> "129 /layers/layers.1/blocks.1/Slice"  [label="[2]", style=dashed];
-"1167 Constant_5259" -> "147 /layers/layers.1/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1168 Constant_5256" -> "147 /layers/layers.1/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1169 Constant_5253" -> "147 /layers/layers.1/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1170 Constant_7316" -> "205 /layers/layers.1/blocks.1/attn/qkv/Add"  [label="[1, 1, 576]", style=solid];
-"1171 /layers/layers.1/blocks.1/attn/Constant_3" -> "306 /layers/layers.1/blocks.1/attn/Reshape_2"  [label="[4]", style=dashed];
-"1172 onnx^^Add_2446" -> "290 /layers/layers.1/blocks.1/attn/Add_1"  [label="[1, 16, 1, 49, 49]", style=solid];
-"1173 /layers/layers.1/blocks.1/attn/Constant_2" -> "276 /layers/layers.1/blocks.1/attn/Reshape_1"  [label="[5]", style=dashed];
-"1174 onnx^^Add_2438" -> "262 /layers/layers.1/blocks.1/attn/Add"  [label="[1, 6, 49, 49]", style=solid];
-"1175 Constant_774" -> "235 /layers/layers.1/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
-"1176 Constant_7317" -> "248 /layers/layers.1/blocks.1/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1177 Constant_772" -> "234 /layers/layers.1/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1178 Constant_7318" -> "321 /layers/layers.1/blocks.1/attn/proj/Add"  [label="[1, 1, 192]", style=solid];
-"1179 Constant_5283" -> "395 /layers/layers.1/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1180 Constant_5280" -> "395 /layers/layers.1/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1181 Constant_5277" -> "395 /layers/layers.1/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1182 Constant_5307" -> "419 /layers/layers.1/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1183 Constant_5304" -> "419 /layers/layers.1/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1184 Constant_5301" -> "419 /layers/layers.1/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1185 Constant_7321" -> "146 /layers/layers.1/blocks.1/mlp/fc1/Add"  [label="[1, 1, 768]", style=solid];
-"1186 Constant_7322" -> "176 /layers/layers.1/blocks.1/mlp/fc2/Add"  [label="[1, 1, 192]", style=solid];
-"1187 Constant_5379" -> "125 /layers/layers.1/downsample/Slice_4"  [label="[3]", style=dashed];
-"1188 Constant_5376" -> "125 /layers/layers.1/downsample/Slice_4"  [label="[3]", style=dashed];
-"1189 Constant_5373" -> "125 /layers/layers.1/downsample/Slice_4"  [label="[3]", style=dashed];
-"1190 Constant_5331" -> "114 /layers/layers.1/downsample/Slice"  [label="[2]", style=dashed];
-"1191 Constant_5328" -> "114 /layers/layers.1/downsample/Slice"  [label="[2]", style=dashed];
-"1192 Constant_5325" -> "114 /layers/layers.1/downsample/Slice"  [label="[2]", style=dashed];
-"1193 Constant_5367" -> "126 /layers/layers.1/downsample/Slice_3"  [label="[3]", style=dashed];
-"1194 Constant_5364" -> "126 /layers/layers.1/downsample/Slice_3"  [label="[3]", style=dashed];
-"1195 Constant_5361" -> "126 /layers/layers.1/downsample/Slice_3"  [label="[3]", style=dashed];
-"1196 Constant_5343" -> "124 /layers/layers.1/downsample/Slice_1"  [label="[3]", style=dashed];
-"1197 Constant_5340" -> "124 /layers/layers.1/downsample/Slice_1"  [label="[3]", style=dashed];
-"1198 Constant_5337" -> "124 /layers/layers.1/downsample/Slice_1"  [label="[3]", style=dashed];
-"1199 Constant_7327" -> "289 /layers/layers.2/blocks.0/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
-"1200 onnx^^Add_2534" -> "367 /layers/layers.2/blocks.0/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
-"1201 Constant_984" -> "335 /layers/layers.2/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
-"1202 Constant_7328" -> "349 /layers/layers.2/blocks.0/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1203 Constant_982" -> "334 /layers/layers.2/blocks.0/attn/Gather"  [label="[]", style=dashed];
-"1204 Constant_7329" -> "418 /layers/layers.2/blocks.0/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
-"1205 Constant_7332" -> "246 /layers/layers.2/blocks.0/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
-"1206 Constant_7333" -> "304 /layers/layers.2/blocks.0/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
-"1207 Constant_5403" -> "244 /layers/layers.2/blocks.1/Slice"  [label="[2]", style=dashed];
-"1208 Constant_5400" -> "244 /layers/layers.2/blocks.1/Slice"  [label="[2]", style=dashed];
-"1209 Constant_5397" -> "244 /layers/layers.2/blocks.1/Slice"  [label="[2]", style=dashed];
-"1210 Constant_5427" -> "272 /layers/layers.2/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1211 Constant_5424" -> "272 /layers/layers.2/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1212 Constant_5421" -> "272 /layers/layers.2/blocks.1/Slice_2"  [label="[3]", style=dashed];
-"1213 Constant_7336" -> "393 /layers/layers.2/blocks.1/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
-"1214 /layers/layers.2/blocks.1/attn/Constant_3" -> "489 /layers/layers.2/blocks.1/attn/Reshape_2"  [label="[4]", style=dashed];
-"1215 onnx^^Add_2702" -> "476 /layers/layers.2/blocks.1/attn/Add_1"  [label="[1, 4, 1, 49, 49]", style=solid];
-"1215 onnx^^Add_2702" -> "523 /layers/layers.2/blocks.3/attn/Add_1"  [label="[1, 4, 1, 49, 49]", style=solid];
-"1215 onnx^^Add_2702" -> "566 /layers/layers.2/blocks.5/attn/Add_1"  [label="[1, 4, 1, 49, 49]", style=solid];
-"1216 /layers/layers.2/blocks.1/attn/Constant_2" -> "463 /layers/layers.2/blocks.1/attn/Reshape_1"  [label="[5]", style=dashed];
-"1217 onnx^^Add_2583" -> "453 /layers/layers.2/blocks.1/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
-"1218 Constant_1132" -> "429 /layers/layers.2/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
-"1219 Constant_7337" -> "441 /layers/layers.2/blocks.1/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1220 Constant_1130" -> "428 /layers/layers.2/blocks.1/attn/Gather"  [label="[]", style=dashed];
-"1221 Constant_7338" -> "502 /layers/layers.2/blocks.1/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
-"1222 Constant_5451" -> "559 /layers/layers.2/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1223 Constant_5448" -> "559 /layers/layers.2/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1224 Constant_5445" -> "559 /layers/layers.2/blocks.1/Slice_4"  [label="[2]", style=dashed];
-"1225 Constant_5475" -> "579 /layers/layers.2/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1226 Constant_5472" -> "579 /layers/layers.2/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1227 Constant_5469" -> "579 /layers/layers.2/blocks.1/Slice_6"  [label="[3]", style=dashed];
-"1228 Constant_7341" -> "271 /layers/layers.2/blocks.1/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
-"1229 Constant_7342" -> "332 /layers/layers.2/blocks.1/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
-"1230 Constant_7345" -> "347 /layers/layers.2/blocks.2/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
-"1231 onnx^^Add_2645" -> "415 /layers/layers.2/blocks.2/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
-"1232 Constant_1289" -> "391 /layers/layers.2/blocks.2/attn/Gather_1"  [label="[]", style=dashed];
-"1233 Constant_7346" -> "403 /layers/layers.2/blocks.2/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1234 Constant_1287" -> "390 /layers/layers.2/blocks.2/attn/Gather"  [label="[]", style=dashed];
-"1235 Constant_7347" -> "462 /layers/layers.2/blocks.2/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
-"1236 Constant_7350" -> "300 /layers/layers.2/blocks.2/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
-"1237 Constant_7351" -> "364 /layers/layers.2/blocks.2/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
-"1238 Constant_5499" -> "298 /layers/layers.2/blocks.3/Slice"  [label="[2]", style=dashed];
-"1239 Constant_5496" -> "298 /layers/layers.2/blocks.3/Slice"  [label="[2]", style=dashed];
-"1240 Constant_5493" -> "298 /layers/layers.2/blocks.3/Slice"  [label="[2]", style=dashed];
-"1241 Constant_5523" -> "328 /layers/layers.2/blocks.3/Slice_2"  [label="[3]", style=dashed];
-"1242 Constant_5520" -> "328 /layers/layers.2/blocks.3/Slice_2"  [label="[3]", style=dashed];
-"1243 Constant_5517" -> "328 /layers/layers.2/blocks.3/Slice_2"  [label="[3]", style=dashed];
-"1244 Constant_7354" -> "439 /layers/layers.2/blocks.3/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
-"1245 /layers/layers.2/blocks.3/attn/Constant_3" -> "536 /layers/layers.2/blocks.3/attn/Reshape_2"  [label="[4]", style=dashed];
-"1246 /layers/layers.2/blocks.3/attn/Constant_2" -> "510 /layers/layers.2/blocks.3/attn/Reshape_1"  [label="[5]", style=dashed];
-"1247 onnx^^Add_2694" -> "498 /layers/layers.2/blocks.3/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
-"1248 Constant_1437" -> "473 /layers/layers.2/blocks.3/attn/Gather_1"  [label="[]", style=dashed];
-"1249 Constant_7355" -> "485 /layers/layers.2/blocks.3/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1250 Constant_1435" -> "472 /layers/layers.2/blocks.3/attn/Gather"  [label="[]", style=dashed];
-"1251 Constant_7356" -> "548 /layers/layers.2/blocks.3/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
-"1252 Constant_5547" -> "596 /layers/layers.2/blocks.3/Slice_4"  [label="[2]", style=dashed];
-"1253 Constant_5544" -> "596 /layers/layers.2/blocks.3/Slice_4"  [label="[2]", style=dashed];
-"1254 Constant_5541" -> "596 /layers/layers.2/blocks.3/Slice_4"  [label="[2]", style=dashed];
-"1255 Constant_5571" -> "612 /layers/layers.2/blocks.3/Slice_6"  [label="[3]", style=dashed];
-"1256 Constant_5568" -> "612 /layers/layers.2/blocks.3/Slice_6"  [label="[3]", style=dashed];
-"1257 Constant_5565" -> "612 /layers/layers.2/blocks.3/Slice_6"  [label="[3]", style=dashed];
-"1258 Constant_7359" -> "327 /layers/layers.2/blocks.3/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
-"1259 Constant_7360" -> "388 /layers/layers.2/blocks.3/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
-"1260 Constant_7363" -> "401 /layers/layers.2/blocks.4/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
-"1261 onnx^^Add_2756" -> "459 /layers/layers.2/blocks.4/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
-"1262 Constant_1594" -> "437 /layers/layers.2/blocks.4/attn/Gather_1"  [label="[]", style=dashed];
-"1263 Constant_7364" -> "448 /layers/layers.2/blocks.4/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1264 Constant_1592" -> "436 /layers/layers.2/blocks.4/attn/Gather"  [label="[]", style=dashed];
-"1265 Constant_7365" -> "509 /layers/layers.2/blocks.4/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
-"1266 Constant_7368" -> "360 /layers/layers.2/blocks.4/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
-"1267 Constant_7369" -> "412 /layers/layers.2/blocks.4/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
-"1268 Constant_5595" -> "358 /layers/layers.2/blocks.5/Slice"  [label="[2]", style=dashed];
-"1269 Constant_5592" -> "358 /layers/layers.2/blocks.5/Slice"  [label="[2]", style=dashed];
-"1270 Constant_5589" -> "358 /layers/layers.2/blocks.5/Slice"  [label="[2]", style=dashed];
-"1271 Constant_5619" -> "384 /layers/layers.2/blocks.5/Slice_2"  [label="[3]", style=dashed];
-"1272 Constant_5616" -> "384 /layers/layers.2/blocks.5/Slice_2"  [label="[3]", style=dashed];
-"1273 Constant_5613" -> "384 /layers/layers.2/blocks.5/Slice_2"  [label="[3]", style=dashed];
-"1274 Constant_7372" -> "483 /layers/layers.2/blocks.5/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
-"1275 /layers/layers.2/blocks.5/attn/Constant_3" -> "576 /layers/layers.2/blocks.5/attn/Reshape_2"  [label="[4]", style=dashed];
-"1276 /layers/layers.2/blocks.5/attn/Constant_2" -> "555 /layers/layers.2/blocks.5/attn/Reshape_1"  [label="[5]", style=dashed];
-"1277 onnx^^Add_2805" -> "544 /layers/layers.2/blocks.5/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
-"1278 Constant_1742" -> "520 /layers/layers.2/blocks.5/attn/Gather_1"  [label="[]", style=dashed];
-"1279 Constant_7373" -> "532 /layers/layers.2/blocks.5/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
-"1280 Constant_1740" -> "519 /layers/layers.2/blocks.5/attn/Gather"  [label="[]", style=dashed];
-"1281 Constant_7374" -> "586 /layers/layers.2/blocks.5/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
-"1282 Constant_5643" -> "624 /layers/layers.2/blocks.5/Slice_4"  [label="[2]", style=dashed];
-"1283 Constant_5640" -> "624 /layers/layers.2/blocks.5/Slice_4"  [label="[2]", style=dashed];
-"1284 Constant_5637" -> "624 /layers/layers.2/blocks.5/Slice_4"  [label="[2]", style=dashed];
-"1285 Constant_5667" -> "633 /layers/layers.2/blocks.5/Slice_6"  [label="[3]", style=dashed];
-"1286 Constant_5664" -> "633 /layers/layers.2/blocks.5/Slice_6"  [label="[3]", style=dashed];
-"1287 Constant_5661" -> "633 /layers/layers.2/blocks.5/Slice_6"  [label="[3]", style=dashed];
-"1288 Constant_7377" -> "383 /layers/layers.2/blocks.5/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
-"1289 Constant_7378" -> "434 /layers/layers.2/blocks.5/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
-"1290 Constant_5739" -> "354 /layers/layers.2/downsample/Slice_4"  [label="[3]", style=dashed];
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+"1089 Constant_264" -> "72 /layers/layers.0/blocks.0/attn/Transpose"  [label="[5]", style=dashed];
+"1090 /layers/layers.0/blocks.0/attn/Constant" -> "68 /layers/layers.0/blocks.0/attn/Reshape"  [label="[5]", style=dashed];
+"1091 Transpose_6360" -> "58 /layers/layers.0/blocks.0/attn/qkv/MatMul"  [label="[288, 96]", style=solid];
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+"1094 /layers/layers.0/blocks.0/Constant_3" -> "38 /layers/layers.0/blocks.0/Reshape_2"  [label="[4]", style=dashed];
+"1095 Constant_248" -> "32 /layers/layers.0/blocks.0/Transpose"  [label="[6]", style=dashed];
+"1096 /layers/layers.0/blocks.0/Constant_2" -> "27 /layers/layers.0/blocks.0/Reshape_1"  [label="[6]", style=dashed];
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+"1099 Constant_227" -> "15 /layers/layers.0/blocks.0/norm1/Div"  [label="[1]", style=dashed];
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+"1101 Constant_7283" -> "12 /patch_embed/norm/Mul"  [label="[1, 1, 96]", style=solid];
+"1102 Constant_213" -> "10 /patch_embed/norm/Div"  [label="[1]", style=dashed];
+"1103 Constant_211" -> "8 /patch_embed/Transpose"  [label="[3]", style=dashed];
+"1104 /patch_embed/Constant_4" -> "11 /patch_embed/Concat"  [label="[1]", style=dashed];
+"1105 Broadcast_201" -> "9 /patch_embed/Slice"  [label="[1]", style=dashed];
+"1106 /patch_embed/Constant_3" -> "9 /patch_embed/Slice"  [label="[1]", style=dashed];
+"1107 /patch_embed/Constant_2" -> "9 /patch_embed/Slice"  [label="[1]", style=dashed];
+"1108 Reshape_190" -> "5 /patch_embed/proj/Conv"  [label="[1, 96, 1, 1]", style=solid];
+"1109 Gather_7282" -> "4 /patch_embed/proj/Conv/WithoutBiases"  [label="[96, 3, 4, 4]", style=solid];
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+"1111 Gather_7279" -> "2 Divide_2169"  [label="[1, 3, 1, 1]", style=solid];
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+"1116 /patch_embed/proj/Constant" -> "77 /layers/layers.0/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "122 /layers/layers.0/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "180 /layers/layers.1/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "236 /layers/layers.1/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "336 /layers/layers.2/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "392 /layers/layers.2/blocks.2/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "430 /layers/layers.2/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "438 /layers/layers.2/blocks.4/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "474 /layers/layers.2/blocks.3/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "521 /layers/layers.2/blocks.5/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "594 /layers/layers.3/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
+"1116 /patch_embed/proj/Constant" -> "608 /layers/layers.3/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
+"1117 Constant_7288" -> "81 /layers/layers.0/blocks.0/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1118 Constant_266" -> "76 /layers/layers.0/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "76 /layers/layers.0/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "121 /layers/layers.0/blocks.1/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "179 /layers/layers.1/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "235 /layers/layers.1/blocks.1/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "335 /layers/layers.2/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "391 /layers/layers.2/blocks.2/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "429 /layers/layers.2/blocks.1/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "437 /layers/layers.2/blocks.4/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "473 /layers/layers.2/blocks.3/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "520 /layers/layers.2/blocks.5/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "593 /layers/layers.3/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1119 /layers/layers.0/blocks.0/Constant" -> "607 /layers/layers.3/blocks.1/attn/Gather"  [label="[]", style=dashed];
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+"1121 Constant_7292" -> "46 /layers/layers.0/blocks.0/mlp/fc1/Add"  [label="[1, 1, 384]", style=solid];
+"1122 Constant_7293" -> "67 /layers/layers.0/blocks.0/mlp/fc2/Add"  [label="[1, 1, 96]", style=solid];
+"1123 Constant_5067" -> "44 /layers/layers.0/blocks.1/Slice"  [label="[2]", style=dashed];
+"1124 Constant_5064" -> "44 /layers/layers.0/blocks.1/Slice"  [label="[2]", style=dashed];
+"1125 Constant_5061" -> "44 /layers/layers.0/blocks.1/Slice"  [label="[2]", style=dashed];
+"1126 Constant_5091" -> "55 /layers/layers.0/blocks.1/Slice_2"  [label="[3]", style=dashed];
+"1127 Constant_5088" -> "55 /layers/layers.0/blocks.1/Slice_2"  [label="[3]", style=dashed];
+"1128 Constant_5085" -> "55 /layers/layers.0/blocks.1/Slice_2"  [label="[3]", style=dashed];
+"1129 Constant_7296" -> "99 /layers/layers.0/blocks.1/attn/qkv/Add"  [label="[1, 1, 288]", style=solid];
+"1130 /layers/layers.0/blocks.1/attn/Constant_3" -> "168 /layers/layers.0/blocks.1/attn/Reshape_2"  [label="[4]", style=dashed];
+"1131 onnx^^Add_2301" -> "160 /layers/layers.0/blocks.1/attn/Add_1"  [label="[1, 64, 1, 49, 49]", style=solid];
+"1132 /layers/layers.0/blocks.1/attn/Constant_2" -> "152 /layers/layers.0/blocks.1/attn/Reshape_1"  [label="[5]", style=dashed];
+"1133 onnx^^Add_2293" -> "143 /layers/layers.0/blocks.1/attn/Add"  [label="[1, 3, 49, 49]", style=solid];
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+"1135 Constant_7297" -> "134 /layers/layers.0/blocks.1/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1136 Constant_414" -> "121 /layers/layers.0/blocks.1/attn/Gather"  [label="[]", style=dashed];
+"1137 Constant_7298" -> "175 /layers/layers.0/blocks.1/attn/proj/Add"  [label="[1, 1, 96]", style=solid];
+"1138 Constant_5115" -> "208 /layers/layers.0/blocks.1/Slice_4"  [label="[2]", style=dashed];
+"1139 Constant_5112" -> "208 /layers/layers.0/blocks.1/Slice_4"  [label="[2]", style=dashed];
+"1140 Constant_5109" -> "208 /layers/layers.0/blocks.1/Slice_4"  [label="[2]", style=dashed];
+"1141 Constant_5139" -> "226 /layers/layers.0/blocks.1/Slice_6"  [label="[3]", style=dashed];
+"1142 Constant_5136" -> "226 /layers/layers.0/blocks.1/Slice_6"  [label="[3]", style=dashed];
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+"1145 Constant_7302" -> "74 /layers/layers.0/blocks.1/mlp/fc2/Add"  [label="[1, 1, 96]", style=solid];
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+"1150 Constant_5160" -> "33 /layers/layers.0/downsample/Slice"  [label="[2]", style=dashed];
+"1151 Constant_5157" -> "33 /layers/layers.0/downsample/Slice"  [label="[2]", style=dashed];
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+"1161 Constant_7308" -> "185 /layers/layers.1/blocks.0/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1162 Constant_624" -> "179 /layers/layers.1/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1163 Constant_7309" -> "225 /layers/layers.1/blocks.0/attn/proj/Add"  [label="[1, 1, 192]", style=solid];
+"1164 Constant_7312" -> "132 /layers/layers.1/blocks.0/mlp/fc1/Add"  [label="[1, 1, 768]", style=solid];
+"1165 Constant_7313" -> "166 /layers/layers.1/blocks.0/mlp/fc2/Add"  [label="[1, 1, 192]", style=solid];
+"1166 Constant_5235" -> "130 /layers/layers.1/blocks.1/Slice"  [label="[2]", style=dashed];
+"1167 Constant_5232" -> "130 /layers/layers.1/blocks.1/Slice"  [label="[2]", style=dashed];
+"1168 Constant_5229" -> "130 /layers/layers.1/blocks.1/Slice"  [label="[2]", style=dashed];
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+"1173 /layers/layers.1/blocks.1/attn/Constant_3" -> "307 /layers/layers.1/blocks.1/attn/Reshape_2"  [label="[4]", style=dashed];
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+"1175 /layers/layers.1/blocks.1/attn/Constant_2" -> "277 /layers/layers.1/blocks.1/attn/Reshape_1"  [label="[5]", style=dashed];
+"1176 onnx^^Add_2438" -> "263 /layers/layers.1/blocks.1/attn/Add"  [label="[1, 6, 49, 49]", style=solid];
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+"1178 Constant_7317" -> "249 /layers/layers.1/blocks.1/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1179 Constant_772" -> "235 /layers/layers.1/blocks.1/attn/Gather"  [label="[]", style=dashed];
+"1180 Constant_7318" -> "322 /layers/layers.1/blocks.1/attn/proj/Add"  [label="[1, 1, 192]", style=solid];
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+"1187 Constant_7321" -> "147 /layers/layers.1/blocks.1/mlp/fc1/Add"  [label="[1, 1, 768]", style=solid];
+"1188 Constant_7322" -> "177 /layers/layers.1/blocks.1/mlp/fc2/Add"  [label="[1, 1, 192]", style=solid];
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+"1202 onnx^^Add_2534" -> "368 /layers/layers.2/blocks.0/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
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+"1205 Constant_982" -> "335 /layers/layers.2/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1206 Constant_7329" -> "419 /layers/layers.2/blocks.0/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
+"1207 Constant_7332" -> "247 /layers/layers.2/blocks.0/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
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+"1231 Constant_7342" -> "333 /layers/layers.2/blocks.1/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
+"1232 Constant_7345" -> "348 /layers/layers.2/blocks.2/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
+"1233 onnx^^Add_2645" -> "416 /layers/layers.2/blocks.2/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
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+"1235 Constant_7346" -> "404 /layers/layers.2/blocks.2/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1236 Constant_1287" -> "391 /layers/layers.2/blocks.2/attn/Gather"  [label="[]", style=dashed];
+"1237 Constant_7347" -> "463 /layers/layers.2/blocks.2/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
+"1238 Constant_7350" -> "301 /layers/layers.2/blocks.2/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
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+"1245 Constant_5517" -> "329 /layers/layers.2/blocks.3/Slice_2"  [label="[3]", style=dashed];
+"1246 Constant_7354" -> "440 /layers/layers.2/blocks.3/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
+"1247 /layers/layers.2/blocks.3/attn/Constant_3" -> "537 /layers/layers.2/blocks.3/attn/Reshape_2"  [label="[4]", style=dashed];
+"1248 /layers/layers.2/blocks.3/attn/Constant_2" -> "511 /layers/layers.2/blocks.3/attn/Reshape_1"  [label="[5]", style=dashed];
+"1249 onnx^^Add_2694" -> "499 /layers/layers.2/blocks.3/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
+"1250 Constant_1437" -> "474 /layers/layers.2/blocks.3/attn/Gather_1"  [label="[]", style=dashed];
+"1251 Constant_7355" -> "486 /layers/layers.2/blocks.3/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1252 Constant_1435" -> "473 /layers/layers.2/blocks.3/attn/Gather"  [label="[]", style=dashed];
+"1253 Constant_7356" -> "549 /layers/layers.2/blocks.3/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
+"1254 Constant_5547" -> "597 /layers/layers.2/blocks.3/Slice_4"  [label="[2]", style=dashed];
+"1255 Constant_5544" -> "597 /layers/layers.2/blocks.3/Slice_4"  [label="[2]", style=dashed];
+"1256 Constant_5541" -> "597 /layers/layers.2/blocks.3/Slice_4"  [label="[2]", style=dashed];
+"1257 Constant_5571" -> "613 /layers/layers.2/blocks.3/Slice_6"  [label="[3]", style=dashed];
+"1258 Constant_5568" -> "613 /layers/layers.2/blocks.3/Slice_6"  [label="[3]", style=dashed];
+"1259 Constant_5565" -> "613 /layers/layers.2/blocks.3/Slice_6"  [label="[3]", style=dashed];
+"1260 Constant_7359" -> "328 /layers/layers.2/blocks.3/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
+"1261 Constant_7360" -> "389 /layers/layers.2/blocks.3/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
+"1262 Constant_7363" -> "402 /layers/layers.2/blocks.4/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
+"1263 onnx^^Add_2756" -> "460 /layers/layers.2/blocks.4/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
+"1264 Constant_1594" -> "438 /layers/layers.2/blocks.4/attn/Gather_1"  [label="[]", style=dashed];
+"1265 Constant_7364" -> "449 /layers/layers.2/blocks.4/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1266 Constant_1592" -> "437 /layers/layers.2/blocks.4/attn/Gather"  [label="[]", style=dashed];
+"1267 Constant_7365" -> "510 /layers/layers.2/blocks.4/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
+"1268 Constant_7368" -> "361 /layers/layers.2/blocks.4/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
+"1269 Constant_7369" -> "413 /layers/layers.2/blocks.4/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
+"1270 Constant_5595" -> "359 /layers/layers.2/blocks.5/Slice"  [label="[2]", style=dashed];
+"1271 Constant_5592" -> "359 /layers/layers.2/blocks.5/Slice"  [label="[2]", style=dashed];
+"1272 Constant_5589" -> "359 /layers/layers.2/blocks.5/Slice"  [label="[2]", style=dashed];
+"1273 Constant_5619" -> "385 /layers/layers.2/blocks.5/Slice_2"  [label="[3]", style=dashed];
+"1274 Constant_5616" -> "385 /layers/layers.2/blocks.5/Slice_2"  [label="[3]", style=dashed];
+"1275 Constant_5613" -> "385 /layers/layers.2/blocks.5/Slice_2"  [label="[3]", style=dashed];
+"1276 Constant_7372" -> "484 /layers/layers.2/blocks.5/attn/qkv/Add"  [label="[1, 1, 1152]", style=solid];
+"1277 /layers/layers.2/blocks.5/attn/Constant_3" -> "577 /layers/layers.2/blocks.5/attn/Reshape_2"  [label="[4]", style=dashed];
+"1278 /layers/layers.2/blocks.5/attn/Constant_2" -> "556 /layers/layers.2/blocks.5/attn/Reshape_1"  [label="[5]", style=dashed];
+"1279 onnx^^Add_2805" -> "545 /layers/layers.2/blocks.5/attn/Add"  [label="[1, 12, 49, 49]", style=solid];
+"1280 Constant_1742" -> "521 /layers/layers.2/blocks.5/attn/Gather_1"  [label="[]", style=dashed];
+"1281 Constant_7373" -> "533 /layers/layers.2/blocks.5/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1282 Constant_1740" -> "520 /layers/layers.2/blocks.5/attn/Gather"  [label="[]", style=dashed];
+"1283 Constant_7374" -> "587 /layers/layers.2/blocks.5/attn/proj/Add"  [label="[1, 1, 384]", style=solid];
+"1284 Constant_5643" -> "625 /layers/layers.2/blocks.5/Slice_4"  [label="[2]", style=dashed];
+"1285 Constant_5640" -> "625 /layers/layers.2/blocks.5/Slice_4"  [label="[2]", style=dashed];
+"1286 Constant_5637" -> "625 /layers/layers.2/blocks.5/Slice_4"  [label="[2]", style=dashed];
+"1287 Constant_5667" -> "634 /layers/layers.2/blocks.5/Slice_6"  [label="[3]", style=dashed];
+"1288 Constant_5664" -> "634 /layers/layers.2/blocks.5/Slice_6"  [label="[3]", style=dashed];
+"1289 Constant_5661" -> "634 /layers/layers.2/blocks.5/Slice_6"  [label="[3]", style=dashed];
+"1290 Constant_7377" -> "384 /layers/layers.2/blocks.5/mlp/fc1/Add"  [label="[1, 1, 1536]", style=solid];
+"1291 Constant_7378" -> "435 /layers/layers.2/blocks.5/mlp/fc2/Add"  [label="[1, 1, 384]", style=solid];
+"1292 Constant_5739" -> "355 /layers/layers.2/downsample/Slice_4"  [label="[3]", style=dashed];
+"1293 Constant_5736" -> "355 /layers/layers.2/downsample/Slice_4"  [label="[3]", style=dashed];
+"1294 Constant_5733" -> "355 /layers/layers.2/downsample/Slice_4"  [label="[3]", style=dashed];
+"1295 Constant_5691" -> "339 /layers/layers.2/downsample/Slice"  [label="[2]", style=dashed];
+"1296 Constant_5688" -> "339 /layers/layers.2/downsample/Slice"  [label="[2]", style=dashed];
+"1297 Constant_5685" -> "339 /layers/layers.2/downsample/Slice"  [label="[2]", style=dashed];
+"1298 Constant_5727" -> "356 /layers/layers.2/downsample/Slice_3"  [label="[3]", style=dashed];
+"1299 Constant_5724" -> "356 /layers/layers.2/downsample/Slice_3"  [label="[3]", style=dashed];
+"1300 Constant_5721" -> "356 /layers/layers.2/downsample/Slice_3"  [label="[3]", style=dashed];
+"1301 Constant_5703" -> "354 /layers/layers.2/downsample/Slice_1"  [label="[3]", style=dashed];
+"1302 Constant_5700" -> "354 /layers/layers.2/downsample/Slice_1"  [label="[3]", style=dashed];
+"1303 Constant_5697" -> "354 /layers/layers.2/downsample/Slice_1"  [label="[3]", style=dashed];
+"1304 Constant_7383" -> "566 /layers/layers.3/blocks.0/attn/qkv/Add"  [label="[1, 1, 2304]", style=solid];
+"1305 onnx^^Add_2901" -> "610 /layers/layers.3/blocks.0/attn/Add"  [label="[1, 24, 49, 49]", style=solid];
+"1306 Constant_1952" -> "594 /layers/layers.3/blocks.0/attn/Gather_1"  [label="[]", style=dashed];
+"1307 Constant_7384" -> "602 /layers/layers.3/blocks.0/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1308 Constant_1950" -> "593 /layers/layers.3/blocks.0/attn/Gather"  [label="[]", style=dashed];
+"1309 Constant_7385" -> "633 /layers/layers.3/blocks.0/attn/proj/Add"  [label="[1, 1, 768]", style=solid];
+"1310 Constant_7388" -> "531 /layers/layers.3/blocks.0/mlp/fc1/Add"  [label="[1, 1, 3072]", style=solid];
+"1311 Constant_7389" -> "575 /layers/layers.3/blocks.0/mlp/fc2/Add"  [label="[1, 1, 768]", style=solid];
+"1312 Constant_7392" -> "584 /layers/layers.3/blocks.1/attn/qkv/Add"  [label="[1, 1, 2304]", style=solid];
+"1313 onnx^^Add_2950" -> "622 /layers/layers.3/blocks.1/attn/Add"  [label="[1, 24, 49, 49]", style=solid];
+"1314 Constant_2058" -> "608 /layers/layers.3/blocks.1/attn/Gather_1"  [label="[]", style=dashed];
+"1315 Constant_7393" -> "615 /layers/layers.3/blocks.1/attn/Mul"  [label="[1, 1, 1, 1]", style=solid];
+"1316 Constant_2056" -> "607 /layers/layers.3/blocks.1/attn/Gather"  [label="[]", style=dashed];
+"1317 Constant_7394" -> "639 /layers/layers.3/blocks.1/attn/proj/Add"  [label="[1, 1, 768]", style=solid];
+"1318 Constant_7397" -> "552 /layers/layers.3/blocks.1/mlp/fc1/Add"  [label="[1, 1, 3072]", style=solid];
+"1319 Constant_7398" -> "591 /layers/layers.3/blocks.1/mlp/fc2/Add"  [label="[1, 1, 768]", style=solid];
 }
diff --git a/tests/openvino/native/test_smooth_quant.py b/tests/openvino/native/test_smooth_quant.py
index 1c8b3dc1cbb..39fe6af4dca 100644
--- a/tests/openvino/native/test_smooth_quant.py
+++ b/tests/openvino/native/test_smooth_quant.py
@@ -86,7 +86,7 @@ def test_get_activation_channel_axis(self, node_metatype, layer_attributes, port
             (OVMatMulMetatype, OVLayerAttributes({0: {"transpose": False}}), 0, -1),
             (OVMatMulMetatype, OVLayerAttributes({0: {"transpose": True}}), 0, -2),
             (OVMatMulMetatype, OVLayerAttributes({1: {"transpose": False}}), 2, RuntimeError),
-            (OVConvolutionMetatype, OVLayerAttributes({1: {}}), 1, 0),
+            (OVConvolutionMetatype, OVLayerAttributes({1: {}}), 1, 1),
         ),
     )
     def test_get_weight_channel_axis(self, node_metatype, layer_attributes, port_id, reference_value):
diff --git a/tests/openvino/tools/calibrate.py b/tests/openvino/tools/calibrate.py
index ecb589aa1ca..5e86a329caa 100644
--- a/tests/openvino/tools/calibrate.py
+++ b/tests/openvino/tools/calibrate.py
@@ -35,6 +35,7 @@
 from openvino.tools.pot.configs.config import Config
 
 import nncf
+from nncf.common.deprecation import warning_deprecated
 from nncf.common.logging.logger import set_log_file
 from nncf.common.quantization.structs import QuantizationMode
 from nncf.common.quantization.structs import QuantizationPreset
@@ -506,14 +507,24 @@ def map_apply_for_all_nodes(apply_for_all_nodes):
     return {advanced_parameter_name: advanced_parameters}
 
 
-def map_smooth_quant_alpha(smooth_quant_alpha):
+def map_smooth_quant_alphas(smooth_quant_alphas):
     ctx = get_algorithm_parameters_context()
     advanced_parameter_name = ctx.param_name_map[ParameterNames.advanced_parameters]
     advanced_parameters = ctx.params.get(advanced_parameter_name, AdvancedQuantizationParameters())
-    advanced_parameters.smooth_quant_alpha = smooth_quant_alpha
+    for key in ["convolution", "matmul"]:
+        if key in smooth_quant_alphas:
+            advanced_parameters.smooth_quant_alphas.__setattr__(key, smooth_quant_alphas[key])
     return {advanced_parameter_name: advanced_parameters}
 
 
+def map_smooth_quant_alpha(smooth_quant_alpha):
+    warning_deprecated(
+        "`smooth_quant_alpha` parameter is deprecated."
+        "Please, use `smooth_quant_alphas: {'convolution': .., 'matmul': ..}` instead."
+    )
+    return map_smooth_quant_alphas({"matmul": smooth_quant_alpha, "convolution": -1})
+
+
 def map_threshold(threshold):
     ctx = get_algorithm_parameters_context()
     advanced_parameter_name = ctx.param_name_map[ParameterNames.advanced_parameters]
@@ -592,6 +603,7 @@ def get_pot_quantization_parameters_mapping():
         "saturation_fix": map_saturation_fix,
         "apply_for_all_nodes": map_apply_for_all_nodes,
         "threshold": map_threshold,
+        "smooth_quant_alphas": map_smooth_quant_alphas,
         "smooth_quant_alpha": map_smooth_quant_alpha,
     }
 
@@ -1000,7 +1012,7 @@ def quantize_model_with_accuracy_control(
 
 
 def filter_configuration(config: Config) -> Config:
-    fields_to_filter = ["smooth_quant_alpha"]
+    fields_to_filter = ["smooth_quant_alphas", "smooth_quant_alpha"]
     algorithms_to_update = defaultdict(dict)
 
     # Drop params before configure
diff --git a/tests/post_training/model_scope.py b/tests/post_training/model_scope.py
index f8e87f04ce6..489f8831a9b 100644
--- a/tests/post_training/model_scope.py
+++ b/tests/post_training/model_scope.py
@@ -14,6 +14,7 @@
 from nncf import ModelType
 from nncf import QuantizationPreset
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
+from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters
 from tests.post_training.pipelines.base import ALL_PTQ_BACKENDS
 from tests.post_training.pipelines.base import NNCF_PTQ_BACKENDS
 from tests.post_training.pipelines.base import BackendType
@@ -73,7 +74,9 @@
         "ptq_params": {
             "preset": QuantizationPreset.MIXED,
             "model_type": ModelType.TRANSFORMER,
-            "advanced_parameters": AdvancedQuantizationParameters(smooth_quant_alpha=-1.0),
+            "advanced_parameters": AdvancedQuantizationParameters(
+                smooth_quant_alphas=AdvancedSmoothQuantParameters(matmul=-1)
+            ),
         },
         "backends": ALL_PTQ_BACKENDS,
     },
@@ -146,7 +149,9 @@
         "ptq_params": {
             "preset": QuantizationPreset.MIXED,
             "model_type": ModelType.TRANSFORMER,
-            "advanced_parameters": AdvancedQuantizationParameters(smooth_quant_alpha=0.05),
+            "advanced_parameters": AdvancedQuantizationParameters(
+                smooth_quant_alphas=AdvancedSmoothQuantParameters(matmul=0.05)
+            ),
         },
         "backends": [BackendType.TORCH, BackendType.ONNX, BackendType.OV],
     },
diff --git a/tests/post_training/test_templates/test_smooth_quant.py b/tests/post_training/test_templates/test_smooth_quant.py
index 119acc31726..a8731d7d91e 100644
--- a/tests/post_training/test_templates/test_smooth_quant.py
+++ b/tests/post_training/test_templates/test_smooth_quant.py
@@ -21,6 +21,7 @@
 from nncf.experimental.common.tensor_statistics.collectors import MaxAggregator
 from nncf.parameters import ModelType
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
+from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters
 from nncf.quantization.advanced_parameters import OverflowFix
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
 from nncf.quantization.algorithms.smooth_quant.algorithm import SmoothQuant
@@ -79,7 +80,9 @@ def get_quantization_algorithm():
             subset_size=1,
             model_type=ModelType.TRANSFORMER,
             advanced_parameters=AdvancedQuantizationParameters(
-                overflow_fix=OverflowFix.DISABLE, smooth_quant_alpha=0.95, inplace_statistics=False
+                overflow_fix=OverflowFix.DISABLE,
+                smooth_quant_alphas=AdvancedSmoothQuantParameters(matmul=0.95),
+                inplace_statistics=False,
             ),
         )
 
@@ -89,10 +92,10 @@ def get_quantization_algorithm():
             (
                 LinearMultiShapeModel,
                 {
-                    "/Reshape_0_0/sq_multiply": [[[[1.0594617, 1.1019668, 1.2208323, 1.1003988]]]],
-                    "/Split_1_0/sq_multiply": [[[[1.1276343, 0.7605822]]]],
-                    "/Split_0_0/sq_multiply": [[[[0.32575992, 0.33121374]]]],
-                    "/Reshape_1_0_0/sq_multiply": [
+                    "/Reshape_0_0/nncf_smooth_quant": [[[[1.0594617, 1.1019668, 1.2208323, 1.1003988]]]],
+                    "/Split_1_0/nncf_smooth_quant": [[[[1.1276343, 0.7605822]]]],
+                    "/Split_0_0/nncf_smooth_quant": [[[[0.32575992, 0.33121374]]]],
+                    "/Reshape_1_0_0/nncf_smooth_quant": [
                         [
                             [
                                 0.3251956,
@@ -106,10 +109,10 @@ def get_quantization_algorithm():
                             ]
                         ]
                     ],
-                    "/Reshape_1_0_1/sq_multiply": [[[0.4699388], [0.3369332], [0.3674589]]],
-                    "/Reshape_2_0_0/sq_multiply": [[0.1242606]],
-                    "/ReduceMax_0_0/sq_multiply": [
-                        [0.0944255, 0.0853033, 0.7187095, 0.3429819, 0.1422914, 0.2127623, 0.4640060, 0.7210725]
+                    "/Reshape_1_0_1/nncf_smooth_quant": [[[0.4699388], [0.3369332], [0.3674589]]],
+                    "/Reshape_2_0_0/nncf_smooth_quant": [[0.1242606]],
+                    "/ReduceMax_0_0/nncf_smooth_quant": [
+                        [0.08709318, 0.08033343, 0.67289335, 0.33452678, 0.14223875, 0.19858328, 0.46314085, 0.68816555]
                     ],
                 },
             ),
@@ -172,7 +175,8 @@ def test__get_nodes_to_smooth_data(self, model_cls, references, tmpdir):
 
         algo = SmoothQuant()
         algo._set_backend_entity(model)
-        smooth_data = algo._get_nodes_to_smooth_data(nncf_graph)
+        alpha_map = algo._get_alpha_map()
+        smooth_data = algo._get_nodes_to_smooth_data(nncf_graph, alpha_map.keys())
         smooth_data = {d["node_to_smooth"].node_name: d["input_act_port"] for d in smooth_data}
 
         for ref_node_name, ref_port_id in references:
diff --git a/tests/torch/ptq/test_fq_params_calculation.py b/tests/torch/ptq/test_fq_params_calculation.py
index e1236ac05ba..cee34321bb9 100644
--- a/tests/torch/ptq/test_fq_params_calculation.py
+++ b/tests/torch/ptq/test_fq_params_calculation.py
@@ -17,6 +17,7 @@
 
 import nncf
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
+from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters
 from nncf.quantization.advanced_parameters import OverflowFix
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
 from nncf.torch.model_creation import create_nncf_network
@@ -49,7 +50,7 @@ def transform_fn(sample):
     advanced_parameters = quantization_params.get("advanced_parameters", AdvancedQuantizationParameters())
     advanced_parameters.disable_bias_correction = True
     advanced_parameters.disable_channel_alignment = True
-    advanced_parameters.smooth_quant_alpha = -1
+    advanced_parameters.smooth_quant_alphas = AdvancedSmoothQuantParameters(matmul=-1)
     quantization_params["advanced_parameters"] = advanced_parameters
 
     post_training_quantization = PostTrainingQuantization(subset_size=1, **quantization_params)

From 96de397815eb2599cab457aa2e9bb1677369bec2 Mon Sep 17 00:00:00 2001
From: Liubov Talamanova <liubov.talamanova@intel.com>
Date: Tue, 7 Nov 2023 15:13:06 +0000
Subject: [PATCH 06/27] Add Concat to _add_softmax_matmul ignored pattern
 (#2244)

### Changes

Added `Concat` to `MULTIHEAD_ATTENTION_OUTPUT` ignored pattern for OV,
ONNX, Torch backends

### Reason for changes

To improve accuracy of https://huggingface.co/EleutherAI/gpt-neo-1.3B
model

### Related tickets

* 117617
---
 nncf/onnx/quantization/ignored_patterns.py    | 18 +++++++------
 .../openvino/quantization/ignored_patterns.py | 23 +++++++++++------
 nncf/torch/quantization/ignored_patterns.py   | 25 ++++++++++++++-----
 3 files changed, 44 insertions(+), 22 deletions(-)

diff --git a/nncf/onnx/quantization/ignored_patterns.py b/nncf/onnx/quantization/ignored_patterns.py
index fad3841f34a..e18e7b39047 100644
--- a/nncf/onnx/quantization/ignored_patterns.py
+++ b/nncf/onnx/quantization/ignored_patterns.py
@@ -19,18 +19,19 @@
 
 
 def _add_softmax_matmul(pattern: GraphPattern) -> None:
-    #       SOFTMAX  RESHAPE||TRANSPOSE||GATHER||SQUEEZE
+    #       SOFTMAX  RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT
     #           \              /
     #            \            /
     #             \          /
     #              \        /
     #               \      /
     #                MATMUL
-    reshape_transpose_gather_squeeze = [
+    branch_matmul_nodes = [
         om.ONNXReshapeMetatype,
         om.ONNXTransposeMetatype,
         om.ONNXGatherMetatype,
         om.ONNXSqueezeMetatype,
+        om.ONNXConcatMetatype,
     ]
     softmax = pattern.add_node(
         **{GraphPattern.LABEL_ATTR: "SOFTMAX", GraphPattern.METATYPE_ATTR: om.ONNXSoftmaxMetatype}
@@ -38,8 +39,8 @@ def _add_softmax_matmul(pattern: GraphPattern) -> None:
     matmul = pattern.add_node(**{GraphPattern.LABEL_ATTR: "MATMUL", GraphPattern.METATYPE_ATTR: MATMUL_METATYPES})
     matmul_branch_nodes = pattern.add_node(
         **{
-            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE",
-            GraphPattern.METATYPE_ATTR: reshape_transpose_gather_squeeze,
+            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT",
+            GraphPattern.METATYPE_ATTR: branch_matmul_nodes,
         }
     )
     pattern.add_edge(softmax, matmul)
@@ -51,7 +52,7 @@ def _add_softmax_reshape_matmul(pattern: GraphPattern) -> None:
     #           \
     #            \
     #             \
-    #             RESHAPE   RESHAPE||TRANSPOSE||GATHER||SQUEEZE
+    #             RESHAPE   RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT
     #                 \                 /
     #                  \               /
     #                   \             /
@@ -59,11 +60,12 @@ def _add_softmax_reshape_matmul(pattern: GraphPattern) -> None:
     #                     \         /
     #                      \       /
     #                        MATMUL
-    reshape_transpose_gather_squeeze = [
+    branch_matmul_nodes = [
         om.ONNXReshapeMetatype,
         om.ONNXTransposeMetatype,
         om.ONNXGatherMetatype,
         om.ONNXSqueezeMetatype,
+        om.ONNXConcatMetatype,
     ]
     softmax = pattern.add_node(
         **{GraphPattern.LABEL_ATTR: "SOFTMAX", GraphPattern.METATYPE_ATTR: om.ONNXSoftmaxMetatype}
@@ -74,8 +76,8 @@ def _add_softmax_reshape_matmul(pattern: GraphPattern) -> None:
     matmul = pattern.add_node(**{GraphPattern.LABEL_ATTR: "MATMUL", GraphPattern.METATYPE_ATTR: MATMUL_METATYPES})
     matmul_branch_nodes = pattern.add_node(
         **{
-            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE",
-            GraphPattern.METATYPE_ATTR: reshape_transpose_gather_squeeze,
+            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT",
+            GraphPattern.METATYPE_ATTR: branch_matmul_nodes,
         }
     )
     pattern.add_edge(softmax, reshape)
diff --git a/nncf/openvino/quantization/ignored_patterns.py b/nncf/openvino/quantization/ignored_patterns.py
index 6868c6ee7c3..25591dcd635 100644
--- a/nncf/openvino/quantization/ignored_patterns.py
+++ b/nncf/openvino/quantization/ignored_patterns.py
@@ -18,25 +18,26 @@
 
 
 def _add_softmax_matmul(pattern: GraphPattern) -> None:
-    #       SOFTMAX  RESHAPE||TRANSPOSE||GATHER||SQUEEZE
+    #       SOFTMAX  RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT
     #           \              /
     #            \            /
     #             \          /
     #              \        /
     #               \      /
     #                MATMUL
-    reshape_transpose_gather_squeeze = [
+    branch_matmul_nodes = [
         om.OVReshapeMetatype,
         om.OVTransposeMetatype,
         om.OVGatherMetatype,
         om.OVSqueezeMetatype,
+        om.OVConcatMetatype,
     ]
     softmax = pattern.add_node(**{GraphPattern.LABEL_ATTR: "SOFTMAX", GraphPattern.METATYPE_ATTR: om.OVSoftmaxMetatype})
     matmul = pattern.add_node(**{GraphPattern.LABEL_ATTR: "MATMUL", GraphPattern.METATYPE_ATTR: om.OVMatMulMetatype})
     matmul_branch_nodes = pattern.add_node(
         **{
-            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE",
-            GraphPattern.METATYPE_ATTR: reshape_transpose_gather_squeeze,
+            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT",
+            GraphPattern.METATYPE_ATTR: branch_matmul_nodes,
         }
     )
     pattern.add_edge(softmax, matmul)
@@ -48,7 +49,7 @@ def _add_softmax_reshape_matmul(pattern: GraphPattern) -> None:
     #           \
     #            \
     #             \
-    #             RESHAPE   RESHAPE||TRANSPOSE||GATHER||SQUEEZE
+    #             RESHAPE   RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT
     #                 \                 /
     #                  \               /
     #                   \             /
@@ -56,14 +57,20 @@ def _add_softmax_reshape_matmul(pattern: GraphPattern) -> None:
     #                     \         /
     #                      \       /
     #                        MATMUL
-    reshape_transpose_gather = [om.OVReshapeMetatype, om.OVTransposeMetatype, om.OVGatherMetatype, om.OVSqueezeMetatype]
+    branch_matmul_nodes = [
+        om.OVReshapeMetatype,
+        om.OVTransposeMetatype,
+        om.OVGatherMetatype,
+        om.OVSqueezeMetatype,
+        om.OVConcatMetatype,
+    ]
     softmax = pattern.add_node(**{GraphPattern.LABEL_ATTR: "SOFTMAX", GraphPattern.METATYPE_ATTR: om.OVSoftmaxMetatype})
     reshape = pattern.add_node(**{GraphPattern.LABEL_ATTR: "RESHAPE", GraphPattern.METATYPE_ATTR: om.OVReshapeMetatype})
     matmul = pattern.add_node(**{GraphPattern.LABEL_ATTR: "MATMUL", GraphPattern.METATYPE_ATTR: om.OVMatMulMetatype})
     matmul_branch_nodes = pattern.add_node(
         **{
-            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE",
-            GraphPattern.METATYPE_ATTR: reshape_transpose_gather,
+            GraphPattern.LABEL_ATTR: "RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT",
+            GraphPattern.METATYPE_ATTR: branch_matmul_nodes,
         }
     )
     pattern.add_edge(softmax, reshape)
diff --git a/nncf/torch/quantization/ignored_patterns.py b/nncf/torch/quantization/ignored_patterns.py
index 0565d9a8083..c5e87f61e28 100644
--- a/nncf/torch/quantization/ignored_patterns.py
+++ b/nncf/torch/quantization/ignored_patterns.py
@@ -18,16 +18,21 @@
 
 
 def _add_softmax_matmul(
-    pattern: GraphPattern, matmul_aliases, reshape_squeeze_aliases, gather_aliases, transpose_aliases
+    pattern: GraphPattern,
+    matmul_aliases,
+    reshape_squeeze_aliases,
+    gather_aliases,
+    transpose_aliases,
+    concat_aliases,
 ) -> None:
-    #       SOFTMAX  RESHAPE||TRANSPOSE||GATHER||SQUEEZE
+    #       SOFTMAX  RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT
     #           \              /
     #            \            /
     #             \          /
     #              \        /
     #               \      /
     #                MATMUL
-    branch_matmul_nodes = reshape_squeeze_aliases + gather_aliases + transpose_aliases
+    branch_matmul_nodes = reshape_squeeze_aliases + gather_aliases + transpose_aliases + concat_aliases
     softmax = pattern.add_node(**{GraphPattern.LABEL_ATTR: "SOFTMAX", GraphPattern.METATYPE_ATTR: "softmax"})
     matmul = pattern.add_node(**{GraphPattern.LABEL_ATTR: "MATMUL", GraphPattern.METATYPE_ATTR: matmul_aliases})
     matmul_branch_nodes = pattern.add_node(
@@ -38,13 +43,18 @@ def _add_softmax_matmul(
 
 
 def _add_softmax_reshape_matmul(
-    pattern: GraphPattern, matmul_aliases, reshape_squeeze_aliases, gather_aliases, transpose_aliases
+    pattern: GraphPattern,
+    matmul_aliases,
+    reshape_squeeze_aliases,
+    gather_aliases,
+    transpose_aliases,
+    concat_aliases,
 ) -> None:
     #       SOFTMAX
     #           \
     #            \
     #             \
-    #             RESHAPE   RESHAPE||TRANSPOSE||GATHER||SQUEEZE
+    #             RESHAPE   RESHAPE||TRANSPOSE||GATHER||SQUEEZE||CONCAT
     #                 \                 /
     #                  \               /
     #                   \             /
@@ -52,7 +62,7 @@ def _add_softmax_reshape_matmul(
     #                     \         /
     #                      \       /
     #                        MATMUL
-    branch_matmul_nodes = reshape_squeeze_aliases + gather_aliases + transpose_aliases
+    branch_matmul_nodes = reshape_squeeze_aliases + gather_aliases + transpose_aliases + concat_aliases
     softmax = pattern.add_node(**{GraphPattern.LABEL_ATTR: "SOFTMAX", GraphPattern.METATYPE_ATTR: "softmax"})
     reshape = pattern.add_node(
         **{GraphPattern.LABEL_ATTR: "RESHAPE", GraphPattern.METATYPE_ATTR: reshape_squeeze_aliases}
@@ -80,6 +90,7 @@ def create_multihead_attention_output() -> GraphPattern:
     ]
     gather_aliases = ["gather", "index_select", "where", "index_select", "__getitem__"]
     transpose_aliases = ["transpose", "permute", "transpose_"]
+    concat_aliases = ["cat", "stack"]
 
     pattern = GraphPattern()
     _add_softmax_matmul(
@@ -88,6 +99,7 @@ def create_multihead_attention_output() -> GraphPattern:
         reshape_squeeze_aliases=reshape_squeeze_aliases,
         gather_aliases=gather_aliases,
         transpose_aliases=transpose_aliases,
+        concat_aliases=concat_aliases,
     )
     _add_softmax_reshape_matmul(
         pattern,
@@ -95,6 +107,7 @@ def create_multihead_attention_output() -> GraphPattern:
         reshape_squeeze_aliases=reshape_squeeze_aliases,
         gather_aliases=gather_aliases,
         transpose_aliases=transpose_aliases,
+        concat_aliases=concat_aliases,
     )
     return pattern
 

From 71a60dedfaaa435c168a211314e585186150734b Mon Sep 17 00:00:00 2001
From: Lyalyushkin Nikolay <nikolay.lyalyushkin@intel.com>
Date: Wed, 8 Nov 2023 15:41:27 +0100
Subject: [PATCH 07/27] Updated readme for 4-bit weight compression (#2237)

---
 .../compression_algorithms/CompressWeights.md | 203 ++++++++++++++++--
 .../weight_compression/openvino_backend.py    |   2 +-
 2 files changed, 192 insertions(+), 13 deletions(-)

diff --git a/docs/compression_algorithms/CompressWeights.md b/docs/compression_algorithms/CompressWeights.md
index 1861af25a16..d28ae71dd7e 100644
--- a/docs/compression_algorithms/CompressWeights.md
+++ b/docs/compression_algorithms/CompressWeights.md
@@ -6,14 +6,13 @@
 
 The Weights Compression algorithm is aimed at compressing the weights of the models and can be used to optimize the model footprint and performance of large models where the size of weights is relatively larger than the size of activations, for example, Large Language Models (LLM). The algorithm compresses weights only for Linear and Embedding layers.
 
-##### INT8 and NF4 modes
+#### Supported modes
 
 By default, weights are compressed to 8-bit integer data type - "INT8" mode.
-OpenVINO backend has also an experimental support for "NF4" mode - compression to [nf4](https://arxiv.org/pdf/2305.14314v1.pdf) data type.
-It goes with a grouped quantization, when small group of weights (e.g. 128) in the channel dimension share quantization parameters (scale).
-First embedding and last linear layers are always compressed to 8-bit integer data type in the "NF4" mode.
-Percent of the rest layers compressed to NF4 can be configured by "ratio" parameter.
-E.g. ratio=0.9 means 90% of layers compressed to nf4 and the rest to 8-bit integer data type.
+OpenVINO backend also supports 3 modes of mixed precision weight quantization with a 4-bit data type as a primary precision - INT4_SYM, INT4_ASYM and NF4. The primary precision in case of INT4_SYM mode is unsigned 4-bit integer and weights are quantized to it [symmetrically](https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#symmetric-quantization) with a fixed zero point equals to 8. In case of INT4_ASYM mode - also unsigned 4-bit integer, but weight are quantized to it [asymmetrically](https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#asymmetric-quantization) with a typical non-fixed zero point. In case of NF4 mode - [nf4](https://arxiv.org/pdf/2305.14314v1.pdf) data type without zero point.
+All 4-bit modes have a grouped quantization support, when small group of weights (e.g. 128) in the channel dimension share quantization parameters (scale).
+First embedding and last linear layers are always compressed to 8-bit integer data type.
+Percent of the rest layers compressed to 4-bit can be configured by "ratio" parameter. E.g. ratio=0.9 means 90% of layers compressed to the corresponding 4-bit data type and the rest to 8-bit integer data type.
 
 #### User guide
 
@@ -24,26 +23,206 @@ from nncf import compress_weights
 compressed_model = compress_weights(model)
 ```
 
-- Compress weights to nf4 data type with group size = 128, except first embedding and last linear layers - they are compressed to 8-bit integer data type.
+- Compress weights symmetrically to 4-bit integer data type with group size = 128, except first embedding and last linear layers - they are compressed to 8-bit integer data type.
 
 ```python
 from nncf import compress_weights
 from nncf import CompressWeightsMode
-compressed_model = compress_weights(model, mode=CompressWeightsMode.NF4)
+compressed_model = compress_weights(model, mode=CompressWeightsMode.INT4_SYM)
 ```
 
-- Compress weights of 90% of layers to nf4 with the group size 64, and the rest of layers to 8-bit integer data type.
+- Generally, `INT4_SYM` mode is the fastest mixed-precision mode, but it may lead to a significant accuracy degradation or perplexity increase.
+  Compressing weights asymmetrically (`INT4_ASYM` mode) is the way to increase accuracy, however in turns it slows down inference a bit.
+  If the accuracy or perplexity is still not satisfying, there are 2 more hyper-parameters to tune: `group_size` and `ratio`.
+  Lower group size and less ratio of 4-bit layers usually improve accuracy at the sacrifice of inference speed.
+  Below is the example how to compress weights of 90% of layers to 4-bit integer asymmetrically with the group size 64, and
+  the rest of layers to 8-bit integer data type. The same parametrization is applicable for `INT4_SYM` mode.
 
 ```python
 from nncf import compress_weights
 from nncf import CompressWeightsMode
-compressed_model = compress_weights(model, mode=CompressWeightsMode.NF4, group_size=64, ratio=0.9)
+compressed_model = compress_weights(model, mode=CompressWeightsMode.INT4_ASYM, group_size=64, ratio=0.9)
 ```
 
-##### Limitations
+- `NF4` mode can be considered for improving accuracy, but currently models quantized to nf4 should not be faster models
+  quantized to 8-bit integer. Here's the example how to compress weights to nf4 data type with group size = 128.
+  Different `group_size` and `ratio` are also supported.
+
+```python
+from nncf import compress_weights
+from nncf import CompressWeightsMode
+compressed_model = compress_weights(model, mode=CompressWeightsMode.NF4)
+```
+
+#### Evaluation results
+
+Here is the perplexity and model size before and after weight compression for different language models on the [Lambada OpenAI dataset](https://github.com/openai/gpt-2/issues/131#issuecomment-497136199).
+`g32` refers to the group size equals to 32, `r60` - to the ratio equals to 0.6.
+
+<table>
+<thead>
+  <tr>
+    <th class="tg-0pky">Model</th>
+    <th class="tg-0pky">Mode</th>
+    <th class="tg-0pky">Perplexity</th>
+    <th class="tg-0pky">Perplexity <br>Increase</th>
+    <th class="tg-0pky">Model Size <br>(Gb)</th>
+  </tr>
+</thead>
+<tbody>
+  <tr>
+    <td class="tg-0pky">databricks/dolly-v2-3b</td>
+    <td class="tg-0pky">fp32</td>
+    <td class="tg-0pky">5.01</td>
+    <td class="tg-0pky">0</td>
+    <td class="tg-0pky">10.3</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">databricks/dolly-v2-3b</td>
+    <td class="tg-0pky">int8</td>
+    <td class="tg-0pky">5.07</td>
+    <td class="tg-0pky">0.05</td>
+    <td class="tg-0pky">2.6</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">databricks/dolly-v2-3b</td>
+    <td class="tg-0pky">int4_asym_g32_r50</td>
+    <td class="tg-0pky">5.28</td>
+    <td class="tg-0pky">0.26</td>
+    <td class="tg-0pky">2.2</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">databricks/dolly-v2-3b</td>
+    <td class="tg-0pky">nf4_g128_r60</td>
+    <td class="tg-0pky">5.19</td>
+    <td class="tg-0pky">0.18</td>
+    <td class="tg-0pky">1.9</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">facebook/opt-6.7b</td>
+    <td class="tg-0pky">fp32</td>
+    <td class="tg-0pky">4.25</td>
+    <td class="tg-0pky">0</td>
+    <td class="tg-0pky">24.8</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">facebook/opt-6.7b</td>
+    <td class="tg-0pky">int8</td>
+    <td class="tg-0pky">4.27</td>
+    <td class="tg-0pky">0.01</td>
+    <td class="tg-0pky">6.2</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">facebook/opt-6.7b</td>
+    <td class="tg-0pky">int4_asym_g64_r80</td>
+    <td class="tg-0pky">4.32</td>
+    <td class="tg-0pky">0.07</td>
+    <td class="tg-0pky">4.1</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">facebook/opt-6.7b</td>
+    <td class="tg-0pky">nf4_g64</td>
+    <td class="tg-0pky">4.35</td>
+    <td class="tg-0pky">0.1</td>
+    <td class="tg-0pky">3.6</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-7b-chat-hf</td>
+    <td class="tg-0pky">fp32</td>
+    <td class="tg-0pky">3.28</td>
+    <td class="tg-0pky">0</td>
+    <td class="tg-0pky">25.1</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-7b-chat-hf</td>
+    <td class="tg-0pky">int8</td>
+    <td class="tg-0pky">3.29</td>
+    <td class="tg-0pky">0.01</td>
+    <td class="tg-0pky">6.3</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-7b-chat-hf</td>
+    <td class="tg-0pky">int4_asym_g128_r80</td>
+    <td class="tg-0pky">3.41</td>
+    <td class="tg-0pky">0.14</td>
+    <td class="tg-0pky">4.0</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-7b-chat-hf</td>
+    <td class="tg-0pky">nf4_g128</td>
+    <td class="tg-0pky">3.41</td>
+    <td class="tg-0pky">0.13</td>
+    <td class="tg-0pky">3.5</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">togethercomputer/RedPajama-INCITE-7B-Instruct</td>
+    <td class="tg-0pky">fp32</td>
+    <td class="tg-0pky">4.15</td>
+    <td class="tg-0pky">0</td>
+    <td class="tg-0pky">25.6</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">togethercomputer/RedPajama-INCITE-7B-Instruct</td>
+    <td class="tg-0pky">int8</td>
+    <td class="tg-0pky">4.17</td>
+    <td class="tg-0pky">0.02</td>
+    <td class="tg-0pky">6.4</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">togethercomputer/RedPajama-INCITE-7B-Instruct</td>
+    <td class="tg-0pky">nf4_ov_g32_r60</td>
+    <td class="tg-0pky">4.28</td>
+    <td class="tg-0pky">0.13</td>
+    <td class="tg-0pky">5.1</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">togethercomputer/RedPajama-INCITE-7B-Instruct</td>
+    <td class="tg-0pky">int4_asym_g128</td>
+    <td class="tg-0pky">4.17</td>
+    <td class="tg-0pky">0.02</td>
+    <td class="tg-0pky">3.6</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-13b-chat-hf</td>
+    <td class="tg-0pky">fp32</td>
+    <td class="tg-0pky">2.92</td>
+    <td class="tg-0pky">0</td>
+    <td class="tg-0pky">48.5</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-13b-chat-hf</td>
+    <td class="tg-0pky">int8</td>
+    <td class="tg-0pky">2.91</td>
+    <td class="tg-0pky">0</td>
+    <td class="tg-0pky">12.1</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-13b-chat-hf</td>
+    <td class="tg-0pky">int4_sym_g64_r80</td>
+    <td class="tg-0pky">2.98</td>
+    <td class="tg-0pky">0.06</td>
+    <td class="tg-0pky">8.0</td>
+  </tr>
+  <tr>
+    <td class="tg-0pky">meta-llama/Llama-2-13b-chat-hf</td>
+    <td class="tg-0pky">nf4_g128</td>
+    <td class="tg-0pky">2.95</td>
+    <td class="tg-0pky">0.04</td>
+    <td class="tg-0pky">6.6</td>
+  </tr>
+</tbody>
+</table>
+
+#### Limitations
 
 - The algorithm is supported for OpenVINO and PyTorch models.
 - The compression applies in-place.
 - The compressed model is not trainable.
-- NF4 mode, grouped quantization and mixed nf4-int8 precision selection is available for OpenVINO backend only.
+- INT4_SYM, INT4_ASYM and NF4 modes, grouped quantization and mixed precision selection is available for OpenVINO backend only.
 - NF4 support is experimental - models quantized to nf4 should not be faster models quantized to 8-bit integer.
+
+#### Additional resources
+
+- [LLM Weight Compression](https://docs.openvino.ai/nightly/weight_compression.html)
+- [Optimize and Deploy Generative AI Models using Hugging Face Optimum Intel](https://docs.openvino.ai/nightly/gen_ai_guide.html)
+- [Optimum Intel documentation](https://huggingface.co/docs/optimum/intel/inference)
diff --git a/nncf/quantization/algorithms/weight_compression/openvino_backend.py b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
index af7f08b5593..a30b279d95b 100644
--- a/nncf/quantization/algorithms/weight_compression/openvino_backend.py
+++ b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
@@ -334,7 +334,7 @@ def _get_bitwidth_distribution_str(all_weight_params: List[WeightNodeParams]) ->
         num_bits_vs_num_weights_map[num_bits] = (n_total, n_internal)
 
     # Table creation
-    header = ["Num bits (N)", "% all weight", "% internal weights"]
+    header = ["Num bits (N)", "% all parameters (layers)", "% internal parameters (layers)"]
     rows = []
     for bitwidth, (n_total, n_internal) in num_bits_vs_num_weights_map.items():
         rows.append(

From 51aac2761c24a06c0f520333ead368f0706fddcf Mon Sep 17 00:00:00 2001
From: Nikita Malinin <nikita.malinin@intel.com>
Date: Wed, 8 Nov 2023 18:42:31 +0100
Subject: [PATCH 08/27] [PTQ][OV] Update references for the version (#2249)

### Changes

- Added new files for 2023.2 scale references (only layer names were
changed) instead of the symlinks;
- Changed layer names for existing 2023.2 references;

### Reason for changes

- Alignment with the newest OV version
---
 .../mobilenet-v2-pytorch_mixed.json           | 690497 ++++++++++++++-
 .../mobilenet-v2-pytorch_performance.json     | 690497 ++++++++++++++-
 .../resnet-18-pytorch_mixed.json              | 146793 ++-
 .../resnet-18-pytorch_performance.json        | 146793 ++-
 .../yolo-v4-tiny-tf_mixed.json                |     80 +-
 .../yolo-v4-tiny-tf_performance.json          |     80 +-
 6 files changed, 1674656 insertions(+), 84 deletions(-)
 mode change 120000 => 100644 tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json
 mode change 120000 => 100644 tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json
 mode change 120000 => 100644 tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json
 mode change 120000 => 100644 tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json

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
deleted file mode 120000
index aa1d5cafdba..00000000000
--- a/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json
+++ /dev/null
@@ -1 +0,0 @@
-../../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_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json
new file mode 100644
index 00000000000..012fe510361
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json
@@ -0,0 +1,690496 @@
+{
+    "/classifier/classifier.1/Gemm/WithoutBiases/fq_weights_1": {
+        "input_low": [
+            [
+                -0.1554616540670395
+            ],
+            [
+                -0.1975422203540802
+            ],
+            [
+                -0.19815252721309662
+            ],
+            [
+                -0.19275590777397156
+            ],
+            [
+                -0.1632937341928482
+            ],
+            [
+                -0.1923627406358719
+            ],
+            [
+                -0.18891191482543945
+            ],
+            [
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\ 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
deleted file mode 120000
index e44b65e01c2..00000000000
--- a/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json
+++ /dev/null
@@ -1 +0,0 @@
-../../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/mobilenet-v2-pytorch_performance.json b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json
new file mode 100644
index 00000000000..a0fe6a0ebd5
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/mobilenet-v2-pytorch_performance.json
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+}
\ 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
deleted file mode 120000
index 93801366a45..00000000000
--- a/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json
+++ /dev/null
@@ -1 +0,0 @@
-../../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_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json
new file mode 100644
index 00000000000..9261f1503d2
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_mixed.json
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+}
\ 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
deleted file mode 120000
index bd87f64bffd..00000000000
--- a/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json
+++ /dev/null
@@ -1 +0,0 @@
-../../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/resnet-18-pytorch_performance.json b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json
new file mode 100644
index 00000000000..50bf617064e
--- /dev/null
+++ b/tests/openvino/native/data/2023.2/reference_scales/resnet-18-pytorch_performance.json
@@ -0,0 +1,146792 @@
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+            [
+                [
+                    [
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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_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/yolo-v4-tiny-tf_mixed.json
index c589abba014..c3cbe94d93a 100644
--- 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
@@ -1,5 +1,5 @@
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@@ -7149,13 +7149,13 @@
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@@ -14333,13 +14333,13 @@
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@@ -21517,13 +21517,13 @@
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@@ -25117,13 +25117,13 @@
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@@ -32301,13 +32301,13 @@
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@@ -35901,13 +35901,13 @@
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@@ -37709,13 +37709,13 @@
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@@ -41309,13 +41309,13 @@
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@@ -43117,13 +43117,13 @@
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@@ -44029,13 +44029,13 @@
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@@ -45837,13 +45837,13 @@
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@@ -47645,13 +47645,13 @@
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@@ -48563,13 +48563,13 @@
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@@ -49475,13 +49475,13 @@
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             [
                 [
@@ -51283,13 +51283,13 @@
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@@ -54889,13 +54889,13 @@
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                 [
@@ -58489,13 +58489,13 @@
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@@ -65673,13 +65673,13 @@
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@@ -80025,7 +80025,7 @@
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@@ -87175,13 +87175,13 @@
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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
index 1a79f4cebd1..e1a811f6c9a 100644
--- 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
@@ -1,5 +1,5 @@
 {
-    "Convolution_706/fq_weights_1": {
+    "Convolution_698/fq_weights_1": {
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             [
                 [
@@ -7149,13 +7149,13 @@
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         ]
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-    "Multiply_4809/fq_weights_1": {
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             [
                 [
@@ -14333,13 +14333,13 @@
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@@ -21517,13 +21517,13 @@
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@@ -25117,13 +25117,13 @@
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@@ -32301,13 +32301,13 @@
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@@ -35901,13 +35901,13 @@
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@@ -37709,13 +37709,13 @@
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-    "Transpose_1597/fq_output_0": {
+    "Transpose_1549/fq_output_0": {
         "input_low": -5.90134334564209,
         "input_high": 5.855238914489746,
         "output_low": -5.90134334564209,
         "output_high": 5.855238914489746
     },
-    "Multiply_4655/fq_weights_1": {
+    "Multiply_4601/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -41309,13 +41309,13 @@
             ]
         ]
     },
-    "Transpose_1535/fq_output_0": {
+    "Transpose_1487/fq_output_0": {
         "input_low": -10.120508193969727,
         "input_high": 10.041441917419434,
         "output_low": -10.120508193969727,
         "output_high": 10.041441917419434
     },
-    "Multiply_4641/fq_weights_1": {
+    "Multiply_4587/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -43117,13 +43117,13 @@
             ]
         ]
     },
-    "Transpose_1415/fq_output_0": {
+    "Transpose_1367/fq_output_0": {
         "input_low": -6.1309123039245605,
         "input_high": 6.083014488220215,
         "output_low": -6.1309123039245605,
         "output_high": 6.083014488220215
     },
-    "Multiply_4613/fq_weights_1": {
+    "Multiply_4559/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -44029,13 +44029,13 @@
             ]
         ]
     },
-    "Transpose_1352/fq_output_0": {
+    "Transpose_1304/fq_output_0": {
         "input_low": -10.120508193969727,
         "input_high": 10.041441917419434,
         "output_low": -10.120508193969727,
         "output_high": 10.041441917419434
     },
-    "Multiply_4599/fq_weights_1": {
+    "Multiply_4545/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -45837,13 +45837,13 @@
             ]
         ]
     },
-    "Transpose_1294/fq_output_0": {
+    "Transpose_1246/fq_output_0": {
         "input_low": -12.622331619262695,
         "input_high": 12.523719787597656,
         "output_low": -12.622331619262695,
         "output_high": 12.523719787597656
     },
-    "Multiply_4585/fq_weights_1": {
+    "Multiply_4531/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -47645,13 +47645,13 @@
             ]
         ]
     },
-    "Transpose_1209/fq_output_0": {
+    "Transpose_1165/fq_output_0": {
         "input_low": -2.385321617126465,
         "input_high": 2.3666863441467285,
         "output_low": -2.385321617126465,
         "output_high": 2.3666863441467285
     },
-    "Multiply_4571/fq_weights_1": {
+    "Multiply_4517/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -48563,13 +48563,13 @@
         "output_low": 0.0,
         "output_high": 0.9999967813491821
     },
-    "Transpose_1473/fq_output_0": {
+    "Transpose_1425/fq_output_0": {
         "input_low": -6.1309123039245605,
         "input_high": 6.083014488220215,
         "output_low": -6.1309123039245605,
         "output_high": 6.083014488220215
     },
-    "Multiply_4627/fq_weights_1": {
+    "Multiply_4573/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -49475,13 +49475,13 @@
             ]
         ]
     },
-    "Transpose_1718/fq_output_0": {
+    "Transpose_1670/fq_output_0": {
         "input_low": -9.338682174682617,
         "input_high": 9.265724182128906,
         "output_low": -9.338682174682617,
         "output_high": 9.265724182128906
     },
-    "Multiply_4683/fq_weights_1": {
+    "Multiply_4629/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -51283,13 +51283,13 @@
             ]
         ]
     },
-    "Transpose_1963/fq_output_0": {
+    "Transpose_1915/fq_output_0": {
         "input_low": -4.5784101486206055,
         "input_high": 4.5426411628723145,
         "output_low": -4.5784101486206055,
         "output_high": 4.5426411628723145
     },
-    "Multiply_4739/fq_weights_1": {
+    "Multiply_4685/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -54889,13 +54889,13 @@
         "output_low": -3.5974302291870117,
         "output_high": 3.5693252086639404
     },
-    "Transpose_2203/fq_output_0": {
+    "Transpose_2155/fq_output_0": {
         "input_low": -3.5974302291870117,
         "input_high": 3.5693252086639404,
         "output_low": -3.5974302291870117,
         "output_high": 3.5693252086639404
     },
-    "Multiply_4795/fq_weights_1": {
+    "Multiply_4741/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -58489,13 +58489,13 @@
             ]
         ]
     },
-    "Transpose_2145/fq_output_0": {
+    "Transpose_2097/fq_output_0": {
         "input_low": -2.1335461139678955,
         "input_high": 2.116877794265747,
         "output_low": -2.1335461139678955,
         "output_high": 2.116877794265747
     },
-    "Multiply_4781/fq_weights_1": {
+    "Multiply_4727/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -65673,13 +65673,13 @@
             ]
         ]
     },
-    "Transpose_2087/fq_output_0": {
+    "Transpose_2039/fq_output_0": {
         "input_low": -1.492521047592163,
         "input_high": 1.480860710144043,
         "output_low": -1.492521047592163,
         "output_high": 1.480860710144043
     },
-    "Multiply_4767/fq_weights_1": {
+    "Multiply_4713/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -80025,7 +80025,7 @@
             ]
         ]
     },
-    "Convolution_749/fq_weights_1": {
+    "Convolution_741/fq_weights_1": {
         "input_low": [
             [
                 [
@@ -87175,13 +87175,13 @@
             ]
         ]
     },
-    "Transpose_2331/fq_output_0": {
+    "Transpose_2283/fq_output_0": {
         "input_low": -4.909116744995117,
         "input_high": 4.870764255523682,
         "output_low": -4.909116744995117,
         "output_high": 4.870764255523682
     },
-    "Multiply_4823/fq_weights_1": {
+    "Multiply_4769/fq_weights_1": {
         "input_low": [
             [
                 [

From 29bfc89d96e537d254b17e78c434392434316512 Mon Sep 17 00:00:00 2001
From: Vasily Shamporov <vasily.shamporov@intel.com>
Date: Thu, 9 Nov 2023 11:45:25 +0100
Subject: [PATCH 09/27] Correct device assignment for ExactInputsInfo (#2252)

### Changes
As stated in the title

### Reason for changes
PTQ PT CUDA test cases fail

### Related tickets
124679

### Tests
test_input_infos_respect_device_setting
---
 nncf/torch/dynamic_graph/io_handling.py | 10 +++++++++-
 tests/torch/test_graph_building.py      | 22 ++++++++++++++++++++++
 2 files changed, 31 insertions(+), 1 deletion(-)

diff --git a/nncf/torch/dynamic_graph/io_handling.py b/nncf/torch/dynamic_graph/io_handling.py
index 2e69d22a1ac..47a020a9bcb 100644
--- a/nncf/torch/dynamic_graph/io_handling.py
+++ b/nncf/torch/dynamic_graph/io_handling.py
@@ -10,6 +10,7 @@
 # limitations under the License.
 import abc
 from copy import deepcopy
+from functools import partial
 from inspect import Parameter
 from inspect import Signature
 from typing import Any, Dict, List, Optional, Protocol, Set, Tuple, Type
@@ -227,7 +228,14 @@ def __init__(self, forward_args: Tuple, forward_kwargs: Dict):
         self._forward_kwargs = forward_kwargs
 
     def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
-        return self._forward_args, self._forward_kwargs
+        if device is None:
+            return self._forward_args, self._forward_kwargs
+        to_device_fn = partial(torch.Tensor.to, device=device)
+        args_copy = deepcopy(self._forward_args)
+        kwargs_copy = deepcopy(self._forward_kwargs)
+        args_at_device = objwalk(args_copy, is_tensor, to_device_fn)
+        kwargs_at_device = objwalk(kwargs_copy, is_tensor, to_device_fn)
+        return args_at_device, kwargs_at_device
 
     @classmethod
     def from_nncf_dataset(cls, dataset: Dataset) -> "ExactInputsInfo":
diff --git a/tests/torch/test_graph_building.py b/tests/torch/test_graph_building.py
index af2927586ba..84815d1af8c 100644
--- a/tests/torch/test_graph_building.py
+++ b/tests/torch/test_graph_building.py
@@ -56,8 +56,10 @@
 from nncf.torch.graph.operator_metatypes import PTSqueezeMetatype
 from nncf.torch.graph.operator_metatypes import PTTransposeMetatype
 from nncf.torch.initialization import PTInitializingDataLoader
+from nncf.torch.nested_objects_traversal import objwalk
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.nncf_network import NNCFNetworkMeta
+from nncf.torch.utils import is_tensor
 from tests.torch.helpers import create_compressed_model_and_algo_for_test
 from tests.torch.helpers import register_bn_adaptation_init_args
 from tests.torch.test_compressed_graph import get_basic_quantization_config
@@ -640,6 +642,26 @@ def test_filler_input_info_arg_generation(filler_gen_test_struct: FillerInputInf
         check_arg(test_kwarg, ref_kwarg)
 
 
+@pytest.mark.parametrize(
+    "input_info",
+    [
+        FillerInputInfo([FillerInputElement([1, 3, 3, 3])]),
+        ExactInputsInfo((torch.Tensor([1]), torch.Tensor([1])), {"a": torch.Tensor([1]), "b": torch.Tensor([1])}),
+    ],
+    ids=["filler", "exact"],
+)
+@pytest.mark.parametrize("device", ["cuda", "cpu"])
+def test_input_infos_respect_device_setting(input_info: ModelInputInfo, device: str):
+    if device == "cuda" and not torch.cuda.is_available():
+        pytest.skip("Skipped checking CUDA device test cases on CPU-only hosts")
+    forward_inputs = input_info.get_forward_inputs(device)
+
+    def assert_on_device(x: torch.Tensor):
+        assert device in str(x.device)
+
+    objwalk(forward_inputs, is_tensor, assert_on_device)
+
+
 class MockInitDataLoader(PTInitializingDataLoader):
     def get_inputs(self, dataloader_output: Any) -> Tuple[Tuple, Dict]:
         return dataloader_output[0], dataloader_output[1]

From 8b46c0cb1f201d56e23cf9db0fb10ec58b35453c Mon Sep 17 00:00:00 2001
From: Vasily Shamporov <vasily.shamporov@intel.com>
Date: Fri, 10 Nov 2023 07:10:27 +0100
Subject: [PATCH 10/27] Fix object detection sample and bump datasets version
 (#2250)

### Changes
Fixed a regression introduced in #2196 for the object detection samples
and bumped the `datasets` version for the movement sparsity tests to fix
a `Loading a dataset cached in a LocalFileSystem is not supported` error
in the associated test cases.

### Reason for changes
Torch nightly tests fail otherwise.

### Related tickets
N/A

### Tests
torch_nightly
---
 examples/torch/common/export.py               | 12 +++----
 examples/torch/object_detection/main.py       |  2 +-
 nncf/torch/exporter.py                        | 31 +++++++++++--------
 .../torch/quantization/test_sanity_sample.py  |  2 ++
 tests/torch/requirements.txt                  |  2 +-
 5 files changed, 28 insertions(+), 21 deletions(-)

diff --git a/examples/torch/common/export.py b/examples/torch/common/export.py
index 8d3a4c266e8..7d98bcbf70d 100644
--- a/examples/torch/common/export.py
+++ b/examples/torch/common/export.py
@@ -11,7 +11,9 @@
 import torch
 
 from nncf.api.compression import CompressionAlgorithmController
+from nncf.torch.exporter import count_tensors
 from nncf.torch.exporter import generate_input_names_list
+from nncf.torch.exporter import get_export_args
 
 
 def export_model(ctrl: CompressionAlgorithmController, save_path: str, no_strip_on_export: bool) -> None:
@@ -26,11 +28,9 @@ def export_model(ctrl: CompressionAlgorithmController, save_path: str, no_strip_
     model = ctrl.model if no_strip_on_export else ctrl.strip()
 
     model = model.eval().cpu()
-    input_names = generate_input_names_list(len(model.nncf.input_infos))
-    input_tensor_list = []
-    for info in model.nncf.input_infos:
-        input_shape = tuple([1] + list(info.shape)[1:])
-        input_tensor_list.append(torch.rand(input_shape))
+
+    export_args = get_export_args(model)
+    input_names = generate_input_names_list(count_tensors(export_args))
 
     with torch.no_grad():
-        torch.onnx.export(model, tuple(input_tensor_list), save_path, input_names=input_names)
+        torch.onnx.export(model, export_args, save_path, input_names=input_names)
diff --git a/examples/torch/object_detection/main.py b/examples/torch/object_detection/main.py
index 7feffdf1802..85c88a36412 100644
--- a/examples/torch/object_detection/main.py
+++ b/examples/torch/object_detection/main.py
@@ -364,7 +364,7 @@ def create_train_data_loader(batch_size):
 
 def create_model(config: SampleConfig):
     input_info = FillerInputInfo.from_nncf_config(config.nncf_config)
-    image_size = input_info[0].shape[-1]
+    image_size = input_info.elements[0].shape[-1]
     ssd_net = build_ssd(config.model, config.ssd_params, image_size, config.num_classes, config)
     weights = config.get("weights")
     if weights:
diff --git a/nncf/torch/exporter.py b/nncf/torch/exporter.py
index a7ddc5b9683..0a9a8d45bb4 100644
--- a/nncf/torch/exporter.py
+++ b/nncf/torch/exporter.py
@@ -9,7 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 from functools import partial
-from typing import Any, Tuple
+from typing import Any, Optional, Tuple
 
 import torch
 from torch.onnx import OperatorExportTypes
@@ -20,6 +20,7 @@
 from nncf.telemetry.events import NNCF_PT_CATEGORY
 from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn
 from nncf.torch.nested_objects_traversal import objwalk
+from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.utils import get_model_device
 from nncf.torch.utils import is_tensor
 
@@ -44,6 +45,21 @@ def counter_fn(x: torch.Tensor) -> torch.Tensor:
     return count
 
 
+def get_export_args(model: NNCFNetwork, model_args: Optional[Tuple[Any, ...]] = None) -> Tuple:
+    args, kwargs = model.nncf.input_infos.get_forward_inputs()
+
+    if model_args is not None:
+        args = tuple(list(args) + list(model_args[:-1]))
+        kwargs.update(**model_args[-1])
+
+    def to_single_batch_tensors(obj: torch.Tensor):
+        return obj[0:1]
+
+    args = objwalk(args, is_tensor, to_single_batch_tensors)
+    kwargs = objwalk(kwargs, is_tensor, to_single_batch_tensors)
+    return *args, kwargs  # according to a variant of passing kwargs in torch.onnx.export doc
+
+
 class PTExportFormat:
     ONNX = "onnx"
 
@@ -126,18 +142,7 @@ def _export_to_onnx(self, save_path: str, opset_version: int) -> None:
         original_device = get_model_device(self._model)
         model = self._model.eval().cpu()
 
-        args, kwargs = self._model.nncf.input_infos.get_forward_inputs()
-
-        if self._model_args is not None:
-            args = tuple(list(args) + list(self._model_args[:-1]))
-            kwargs.update(**self._model_args[-1])
-
-        def to_single_batch_tensors(obj: torch.Tensor):
-            return obj[0:1]
-
-        args = objwalk(args, is_tensor, to_single_batch_tensors)
-        kwargs = objwalk(kwargs, is_tensor, to_single_batch_tensors)
-        export_args = (*args, kwargs)  # according to a variant of passing kwargs in torch.onnx.export doc
+        export_args = get_export_args(self._model, model_args=self._model_args)
 
         if self._input_names is not None:
             input_names = self._input_names
diff --git a/tests/torch/quantization/test_sanity_sample.py b/tests/torch/quantization/test_sanity_sample.py
index e42832f1186..03635e73461 100644
--- a/tests/torch/quantization/test_sanity_sample.py
+++ b/tests/torch/quantization/test_sanity_sample.py
@@ -14,6 +14,7 @@
 from typing import Dict
 
 import pytest
+import torch
 from torch import nn
 
 from nncf import NNCFConfig
@@ -314,6 +315,7 @@ def setup_spy(self, mocker):
 
         ctrl_mock = mocker.MagicMock(spec=QuantizationController)
         model_mock = mocker.MagicMock(spec=nn.Module)
+        mocker.patch("examples.torch.common.export.get_export_args", return_value=((torch.Tensor([1, 1]),), {}))
         create_model_location = sample_location + ".create_compressed_model"
         create_model_patch = mocker.patch(create_model_location)
 
diff --git a/tests/torch/requirements.txt b/tests/torch/requirements.txt
index 7c504fc5214..584c016f894 100644
--- a/tests/torch/requirements.txt
+++ b/tests/torch/requirements.txt
@@ -13,7 +13,7 @@ pyparsing<3.0
 transformers[torch]~=4.30.0
 
 # Required for movement_sparsity tests
-datasets~=2.12.0
+datasets~=2.14.0
 evaluate==0.3.0
 timm==0.9.2
 openvino-dev==2023.1

From d5e394219d8eab2771aeef080214660eefed1a8e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?J=2E=20Pablo=20Mu=C3=B1oz?= <pablo.munoz@intel.com>
Date: Fri, 10 Nov 2023 01:27:17 -0800
Subject: [PATCH 11/27] BootstrapNAS External Weight Reorg. (#2234)

### Changes

Allow the use of an external weight importance information for
reordering weights of the super-network.

Adds missing info in experimental schema for previously committed KD.

### Reason for changes

Several advanced algorithms can produce weight importance information
that outperform L1/L2 weight reordering strategies. This PR allows the
use of external weight importance information to reorder the weights in
the super-network.

### Related tickets

N/A

### Tests

Tests have been included.

---------

Co-authored-by: Yuan Jinjie <jinjie.yuan@intel.com>
---
 nncf/config/schemata/experimental_schema.py   | 61 ++++++++++---
 .../bootstrapNAS/elasticity/elastic_width.py  | 91 ++++++++++++++++---
 .../training/progressive_shrinking_builder.py |  9 +-
 tests/torch/nas/models/synthetic.py           | 76 ++++++++++++++++
 tests/torch/nas/test_all_elasticity.py        |  1 +
 tests/torch/nas/test_elastic_width.py         | 40 +++++++-
 6 files changed, 249 insertions(+), 29 deletions(-)

diff --git a/nncf/config/schemata/experimental_schema.py b/nncf/config/schemata/experimental_schema.py
index 3a807d8732f..847516e6782 100644
--- a/nncf/config/schemata/experimental_schema.py
+++ b/nncf/config/schemata/experimental_schema.py
@@ -13,6 +13,7 @@
 
 from nncf.config.definitions import BOOTSTRAP_NAS_ALGO_NAME_IN_CONFIG
 from nncf.config.definitions import EXPERIMENTAL_QUANTIZATION_ALGO_NAME_IN_CONFIG
+from nncf.config.definitions import KNOWLEDGE_DISTILLATION_ALGO_NAME_IN_CONFIG
 from nncf.config.definitions import MOVEMENT_SPARSITY_ALGO_NAME_IN_CONFIG
 from nncf.config.schemata.algo.quantization import QUANTIZATION_SCHEMA
 from nncf.config.schemata.basic import ARRAY_OF_NUMBERS
@@ -20,6 +21,7 @@
 from nncf.config.schemata.basic import BOOLEAN
 from nncf.config.schemata.basic import NUMBER
 from nncf.config.schemata.basic import STRING
+from nncf.config.schemata.basic import make_object_or_array_of_objects_schema
 from nncf.config.schemata.basic import make_string_or_array_of_strings_schema
 from nncf.config.schemata.basic import with_attributes
 from nncf.config.schemata.common.compression import BASIC_COMPRESSION_ALGO_SCHEMA
@@ -115,9 +117,21 @@
         "filter_importance": with_attributes(
             STRING,
             description="The type of filter importance metric. Can be"
-            " one of `L1`, `L2`, `geometric_median`."
+            " one of `L1`, `L2`, `geometric_median`, `external`."
             " `L2` by default.",
         ),
+        "external_importance_path": with_attributes(
+            STRING,
+            description="Path to the custom external weight importance (PyTorch tensor) per node "
+            "that needs to weight reorder. Valid only when filter_importance "
+            "is `external`. The file should be loaded via the torch interface "
+            "torch.load(), represented as a dictionary. It maps NNCF node name "
+            "to importance tensor with the same shape as the weights in the node "
+            "module. For example, node `Model/NNCFLinear[fc1]/linear_0` has a "
+            "3x1 linear module with weight [0.2, 0.3, 0.9], and in the dict"
+            "{'Model/NNCFLinear[fc1]/linear_0': tensor([0.4, 0.01, 0.2])} represents "
+            "the corresponding weight importance.",
+        ),
     },
     "additionalProperties": False,
 }
@@ -148,10 +162,12 @@
             "are available - [width, depth, kernel]",
         ),
         "ignored_scopes": with_attributes(
-            make_string_or_array_of_strings_schema(), description=IGNORED_SCOPES_DESCRIPTION
+            make_string_or_array_of_strings_schema(),
+            description=IGNORED_SCOPES_DESCRIPTION,
         ),
         "target_scopes": with_attributes(
-            make_string_or_array_of_strings_schema(), description=TARGET_SCOPES_DESCRIPTION
+            make_string_or_array_of_strings_schema(),
+            description=TARGET_SCOPES_DESCRIPTION,
         ),
     },
     "additionalProperties": False,
@@ -194,7 +210,8 @@
             "beginning of the stage",
         ),
         "bn_adapt": with_attributes(
-            BOOLEAN, description="if True, triggers batchnorm adaptation in the beginning of the stage"
+            BOOLEAN,
+            description="if True, triggers batchnorm adaptation in the beginning of the stage",
         ),
         "init_lr": with_attributes(
             NUMBER,
@@ -203,10 +220,12 @@
             "the beginning of the stage.",
         ),
         "epochs_lr": with_attributes(
-            NUMBER, description="Number of epochs to compute the adjustment of the learning rate."
+            NUMBER,
+            description="Number of epochs to compute the adjustment of the learning rate.",
         ),
         "sample_rate": with_attributes(
-            NUMBER, description="Number of iterations to activate the random subnet. Default value is 1."
+            NUMBER,
+            description="Number of iterations to activate the random subnet. Default value is 1.",
         ),
     },
     "description": "Defines a supernet training stage: how many epochs it takes, which elasticities with which "
@@ -260,7 +279,8 @@
         "elasticity": ELASTICITY_SCHEMA,
         "lr_schedule": LR_SCHEDULE_SCHEMA,
         "train_steps": with_attributes(
-            NUMBER, description="Defines the number of samples used for each training epoch."
+            NUMBER,
+            description="Defines the number of samples used for each training epoch.",
         ),
     },
     "additionalProperties": False,
@@ -275,14 +295,17 @@
     "type": "object",
     "properties": {
         "algorithm": with_attributes(
-            SEARCH_ALGORITHMS_SCHEMA, description="Defines the search algorithm. Default algorithm is NSGA-II."
+            SEARCH_ALGORITHMS_SCHEMA,
+            description="Defines the search algorithm. Default algorithm is NSGA-II.",
         ),
         "batchnorm_adaptation": BATCHNORM_ADAPTATION_SCHEMA,
         "num_evals": with_attributes(
-            NUMBER, description="Defines the number of evaluations that will be used by the search algorithm."
+            NUMBER,
+            description="Defines the number of evaluations that will be used by the search algorithm.",
         ),
         "population": with_attributes(
-            NUMBER, description="Defines the population size when using an evolutionary search algorithm."
+            NUMBER,
+            description="Defines the population size when using an evolutionary search algorithm.",
         ),
         "acc_delta": with_attributes(
             NUMBER,
@@ -294,6 +317,9 @@
             description="Defines the reference accuracy from the pre-trained model used "
             "to generate the super-network.",
         ),
+        "compression": make_object_or_array_of_objects_schema(
+            {"oneOf": [{"$ref": f"#/$defs/{KNOWLEDGE_DISTILLATION_ALGO_NAME_IN_CONFIG}"}]}
+        ),
     },
     "additionalProperties": False,
 }
@@ -326,10 +352,12 @@
             enum=MOVEMENT_SPARSE_STRUCTURE_MODE,
         ),
         "sparse_factors": with_attributes(
-            ARRAY_OF_NUMBERS, description='The block shape for weights to sparsify. Required when `mode`="block".'
+            ARRAY_OF_NUMBERS,
+            description='The block shape for weights to sparsify. Required when `mode`="block".',
         ),
         "axis": with_attributes(
-            NUMBER, description='The dimension for weights to sparsify. Required when `mode`="per_dim".'
+            NUMBER,
+            description='The dimension for weights to sparsify. Required when `mode`="per_dim".',
         ),
         "target_scopes": with_attributes(
             make_string_or_array_of_strings_schema(),
@@ -344,7 +372,8 @@
     "type": "object",
     "properties": {
         "warmup_start_epoch": with_attributes(
-            NUMBER, description="Index of the starting epoch (include) for warmup stage."
+            NUMBER,
+            description="Index of the starting epoch (include) for warmup stage.",
         ),
         "warmup_end_epoch": with_attributes(NUMBER, description="Index of the end epoch (exclude) for warmup stage."),
         "importance_regularization_factor": with_attributes(
@@ -386,7 +415,11 @@
         ),
     },
     "additionalProperties": False,
-    "required": ["warmup_start_epoch", "warmup_end_epoch", "importance_regularization_factor"],
+    "required": [
+        "warmup_start_epoch",
+        "warmup_end_epoch",
+        "importance_regularization_factor",
+    ],
 }
 
 
diff --git a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py
index a3523a51cf6..de688024e50 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/elasticity/elastic_width.py
@@ -36,6 +36,7 @@
 from nncf.common.pruning.utils import get_input_masks
 from nncf.common.pruning.utils import get_prunable_layers_in_out_channels
 from nncf.common.pruning.utils import is_prunable_depthwise_conv
+from nncf.common.scopes import should_consider_scope
 from nncf.common.tensor import NNCFTensor
 from nncf.experimental.torch.nas.bootstrapNAS.elasticity.base_handler import ELASTICITY_BUILDERS
 from nncf.experimental.torch.nas.bootstrapNAS.elasticity.base_handler import ELASTICITY_HANDLERS_MAP
@@ -76,6 +77,14 @@
 ElasticWidthSearchSpace = Dict[PruningGroupID, WidthList]
 
 
+def sum_filter(weight_tensor, dim=0):
+    """
+    Calculates the sum for weight_tensor for the selected dimension.
+    """
+    weight_tensor = weight_tensor.transpose(0, dim).contiguous()
+    return torch.sum(weight_tensor.view(weight_tensor.shape[0], -1), dim=1)
+
+
 class ElasticWidthOp:
     """
     Base class for introducing elastic width for the operations. On the forward pass it takes parameters of operations
@@ -133,6 +142,7 @@ class EWParamsStateNames:
     WIDTH_STEP = "width_step"
     WIDTH_MULTIPLIERS = "width_multipliers"
     FILTER_IMPORTANCE = "filter_importance"
+    EXTERNAL_IMPORTANCE_PATH = "external_importance_path"
     OVERWRITE_GROUPS = "overwrite_groups"
     OVERWRITE_GROUPS_WIDTHS = "overwrite_groups_widths"
     ADD_DYNAMIC_INPUTS = "add_dynamic_inputs"
@@ -149,6 +159,7 @@ def __init__(
         width_step: int,
         width_multipliers: List[float],
         filter_importance: str,
+        external_importance_path: Optional[str] = None,
         overwrite_groups: Optional[List[str]] = None,
         overwrite_groups_widths: Optional[List[str]] = None,
         add_dynamic_inputs: Optional[List[str]] = None,
@@ -169,14 +180,20 @@ def __init__(
         values are obtained by multiplying the original width value with the values in the given list.
         The obtained values are rounded to the nearest smaller value divisible by alignment constant (e.g. 8).
         This parameter is mutually exclusive with `width_step`.
-        :param filter_importance: The type of filter importance metric. Can be one of `L1`, `L2`, `geometric_median`.
-        `L1` by default.
+        :param filter_importance: The type of filter importance metric. Can be one of `L1`, `L2`, `geometric_median`,
+        `external`. `L1` by default.
+        :param external_importance_path: Path to the custom external weight importance (PyTorch tensor) per node
+        that will be used for weight reordering. Valid only when filter_importance is `external`.
         """
         self.min_width = min_width
         self.max_num_widths = max_num_widths
         self.width_step = width_step
         self.width_multipliers = width_multipliers
+        assert (
+            filter_importance != "external" or external_importance_path is not None
+        ), "Missing external weight importance path."
         self.filter_importance = filter_importance
+        self.external_importance_path = external_importance_path
 
         self.overwrite_groups = overwrite_groups
         self.overwrite_groups_widths = overwrite_groups_widths
@@ -193,6 +210,7 @@ def from_config(cls, config: Dict[str, Any]) -> "ElasticWidthParams":
             cls._state_names.WIDTH_STEP: config.get(cls._state_names.WIDTH_STEP, 32),
             cls._state_names.WIDTH_MULTIPLIERS: config.get(cls._state_names.WIDTH_MULTIPLIERS),
             cls._state_names.FILTER_IMPORTANCE: config.get(cls._state_names.FILTER_IMPORTANCE, "L1"),
+            cls._state_names.EXTERNAL_IMPORTANCE_PATH: config.get(cls._state_names.EXTERNAL_IMPORTANCE_PATH, None),
             cls._state_names.OVERWRITE_GROUPS: config.get(cls._state_names.OVERWRITE_GROUPS, None),
             cls._state_names.OVERWRITE_GROUPS_WIDTHS: config.get(cls._state_names.OVERWRITE_GROUPS_WIDTHS, None),
             cls._state_names.ADD_DYNAMIC_INPUTS: config.get(cls._state_names.ADD_DYNAMIC_INPUTS, None),
@@ -220,6 +238,7 @@ def get_state(self) -> Dict[str, Any]:
             self._state_names.WIDTH_STEP: self.width_step,
             self._state_names.WIDTH_MULTIPLIERS: self.width_multipliers,
             self._state_names.FILTER_IMPORTANCE: self.filter_importance,
+            self._state_names.EXTERNAL_IMPORTANCE_PATH: self.external_importance_path,
             self._state_names.OVERWRITE_GROUPS: self.overwrite_groups,
             self._state_names.OVERWRITE_GROUPS_WIDTHS: self.overwrite_groups_widths,
             self._state_names.ADD_DYNAMIC_INPUTS: self.add_dynamic_inputs,
@@ -243,7 +262,11 @@ class ElasticOutputWidthOp(ElasticWidthOp):
     """
 
     def __init__(
-        self, max_width: int, node_name: str, params: ElasticWidthParams, fixed_width_list: Optional[List[int]] = None
+        self,
+        max_width: int,
+        node_name: str,
+        params: ElasticWidthParams,
+        fixed_width_list: Optional[List[int]] = None,
     ):
         """
         Constructor.
@@ -444,7 +467,11 @@ def forward(self, weight: torch.Tensor, bias: torch.Tensor, normalized_shape: to
         :return: list of trimmed layernorm parameters
         """
         assert len(normalized_shape) == 1, "Currently only 1-dimensional shape is supported."
-        return [weight[: self._active_width], bias[: self._active_width], (self._active_width,)]
+        return [
+            weight[: self._active_width],
+            bias[: self._active_width],
+            (self._active_width,),
+        ]
 
 
 class ElasticOutputWidthConv2DOp(ElasticOutputWidthOp, nn.Module):
@@ -499,6 +526,7 @@ def __init__(
         self,
         target_model: NNCFNetwork,
         filter_importance_fn: Callable[[torch.Tensor, int], torch.Tensor],
+        external_importance_path: Optional[str],
         weights_normalizer_fn: Optional[Callable[[torch.Tensor], torch.Tensor]],
         node_name_vs_dynamic_input_width_op_map: Dict[NNCFNodeName, ElasticWidthOp],
         pruned_module_groups_info: Clusterization[ElasticWidthInfo](id_fn=lambda x: x.node_name),
@@ -523,13 +551,18 @@ def __init__(
         self._pruned_module_groups_info = pruned_module_groups_info
         self._transformation_commands = transformation_commands
         self._filter_importance_fn = filter_importance_fn
+        self._external_importance = None
+        if external_importance_path is not None:
+            self._external_importance = torch.load(external_importance_path)
+            nncf_logger.debug("Loaded custom external weight importance.")
         self._weights_normalizer_fn = weights_normalizer_fn
         self._add_dynamic_inputs = add_dynamic_inputs
 
         graph = self._target_model.nncf.get_original_graph()
         prunable_types = [NNCFConv2d.op_func_name, NNCFLinear.op_func_name]
         self._shape_pruning_processor = ShapePruningProcessor(
-            prunable_types=prunable_types, pruning_operations_metatype=PT_PRUNING_OPERATOR_METATYPES
+            prunable_types=prunable_types,
+            pruning_operations_metatype=PT_PRUNING_OPERATOR_METATYPES,
         )
         self._next_nodes = self._shape_pruning_processor.get_next_nodes(graph, pruned_module_groups_info)
         # Need a copy because it will be used for adding `output_mask`/`input_masks` to nodes that are relevant to
@@ -653,11 +686,16 @@ def activate_subnet_for_config(self, config: ElasticWidthConfig) -> None:
                 names_of_processed_nodes.add(node_id)
 
         algo = MaskPropagationAlgorithm(
-            self._propagation_graph, PT_PRUNING_OPERATOR_METATYPES, PTNNCFPruningTensorProcessor
+            self._propagation_graph,
+            PT_PRUNING_OPERATOR_METATYPES,
+            PTNNCFPruningTensorProcessor,
         )
         algo.mask_propagation()
 
-        for node_name, dynamic_input_width_op in self._node_name_vs_dynamic_input_width_op_map.items():
+        for (
+            node_name,
+            dynamic_input_width_op,
+        ) in self._node_name_vs_dynamic_input_width_op_map.items():
             node = self._propagation_graph.get_node_by_name(node_name)
             input_masks = get_input_masks(node, self._propagation_graph)
             was_set = False
@@ -684,7 +722,7 @@ def activate_subnet_for_config(self, config: ElasticWidthConfig) -> None:
                         if not previous_nodes:
                             break
                         for previous in previous_nodes:
-                            if "output_mask" in previous.data:
+                            if "output_mask" in previous.attributes:
                                 if previous.attributes["output_mask"] is not None:
                                     input_masks.append(previous.attributes["output_mask"])
                                     input_masks = [i for i in input_masks if i]
@@ -701,7 +739,9 @@ def activate_subnet_for_config(self, config: ElasticWidthConfig) -> None:
                     if was_set:
                         nncf_logger.debug(f"Success setting up user's request for dynamic input at scope={node_name}")
 
-    def get_active_in_out_width_values(self) -> Tuple[Dict[NNCFNodeName, int], Dict[NNCFNodeName, int]]:
+    def get_active_in_out_width_values(
+        self,
+    ) -> Tuple[Dict[NNCFNodeName, int], Dict[NNCFNodeName, int]]:
         """
         Collects the active number of input and output channels (width) for each elastic layer in the graph.
 
@@ -758,6 +798,18 @@ def get_group_id_by_node_name(self, node_name: NNCFNodeName) -> Optional[int]:
                     group_id = cluster.id
         return group_id
 
+    def get_external_importance(self, node_name: NNCFNodeName):
+        """
+        Return custom weight importance for the current node from external source.
+
+        :param node_name: node name
+        :return: importance tensor
+        """
+        assert should_consider_scope(
+            node_name, ignored_scopes=None, target_scopes=self._external_importance.keys()
+        ), f"Cannot match {node_name} in external weight importance data structure"
+        return self._external_importance[node_name]
+
     def reorganize_weights(self) -> None:
         """
         Reorder output filters in descending order of their importance.
@@ -777,6 +829,8 @@ def reorganize_weights(self) -> None:
                 weight = minfo.module.weight
                 if self._weights_normalizer_fn:
                     weight = self._weights_normalizer_fn(minfo.module.weight)
+                if self._external_importance is not None:
+                    weight = self.get_external_importance(minfo.node_name).to(device)
                 filters_importance = self._filter_importance_fn(weight, minfo.module.target_weight_dim_for_compression)
                 cumulative_filters_importance += filters_importance
 
@@ -790,7 +844,10 @@ def reorganize_weights(self) -> None:
 
         # 2. Propagating masks across the graph
         reorder_algo = FilterReorderingAlgorithm(
-            self._target_model, self._propagation_graph, PT_PRUNING_OPERATOR_METATYPES, PTNNCFPruningTensorProcessor
+            self._target_model,
+            self._propagation_graph,
+            PT_PRUNING_OPERATOR_METATYPES,
+            PTNNCFPruningTensorProcessor,
         )
         reorder_algo.reorder_filters()
 
@@ -940,7 +997,8 @@ def build(self, target_model: NNCFNetwork) -> ElasticWidthHandler:
         :return: a handler object that can manipulate the elastic width.
         """
         filter_importance_str = self._params.filter_importance
-        filter_importance = FILTER_IMPORTANCE_FUNCTIONS.get(filter_importance_str)
+        filter_importance = FILTER_IMPORTANCE_FUNCTIONS.get(filter_importance_str, sum_filter)
+        external_importance_path = self._params.external_importance_path
 
         graph = target_model.nncf.get_original_graph()
         device = next(target_model.parameters()).device
@@ -1044,6 +1102,7 @@ def build(self, target_model: NNCFNetwork) -> ElasticWidthHandler:
         return ElasticWidthHandler(
             target_model,
             filter_importance,
+            external_importance_path,
             self._weights_normalizer,
             node_name_vs_dynamic_input_width_op_map,
             pruned_module_groups_info,
@@ -1099,7 +1158,10 @@ def _create_elastic_conv_width_op(
         if fixed_width_list is None:
             fixed_width_list = []
         return ElasticOutputWidthConv2DOp(
-            conv_layer_attrs.out_channels, node_name, params, fixed_width_list=fixed_width_list
+            conv_layer_attrs.out_channels,
+            node_name,
+            params,
+            fixed_width_list=fixed_width_list,
         )
 
     @staticmethod
@@ -1114,7 +1176,10 @@ def _create_elastic_linear_width_op(
             fixed_width_list = []
         nncf_logger.debug(f"Adding Dynamic Linear Layer in scope: {str(node_name)}")
         return ElasticOutputWidthLinearOp(
-            linear_layer_attrs.out_features, node_name, params, fixed_width_list=fixed_width_list
+            linear_layer_attrs.out_features,
+            node_name,
+            params,
+            fixed_width_list=fixed_width_list,
         )
 
     @staticmethod
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 49bb88dc912..f34cf31c264 100644
--- a/nncf/experimental/torch/nas/bootstrapNAS/training/progressive_shrinking_builder.py
+++ b/nncf/experimental/torch/nas/bootstrapNAS/training/progressive_shrinking_builder.py
@@ -103,7 +103,14 @@ 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":
+        """
+        Create the compression loss. KnowledgeDistillationLoss is returned when knowledge distillation
+        algorithm is added to the config. By default, ZeroCompressionLoss is returned.
+
+        :param model: The model with additional modifications necessary to enable
+            algorithm-specific compression during fine-tuning.
+        """
         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/tests/torch/nas/models/synthetic.py b/tests/torch/nas/models/synthetic.py
index c1c03e47ec5..dbcfec3e8b3 100644
--- a/tests/torch/nas/models/synthetic.py
+++ b/tests/torch/nas/models/synthetic.py
@@ -119,6 +119,14 @@ class TwoSequentialConvBNTestModel(nn.Module):
     w1_max = 3
     w2_max = 2
     w2_min = 1
+    IMPORTANCE = {
+        "TwoSequentialConvBNTestModel/Sequential[all_layers]/NNCFConv2d[0]/conv2d_0": torch.Tensor(
+            [[[[0.7]]], [[[0.9]]], [[[0.8]]]]
+        ),
+        "TwoSequentialConvBNTestModel/Sequential[all_layers]/NNCFConv2d[3]/conv2d_0": torch.Tensor(
+            [[[[0.0]], [[0.8]], [[1.0]]], [[[0.8]], [[0.7]], [[1.0]]]]
+        ),
+    }
 
     def __init__(self):
         super().__init__()
@@ -175,6 +183,19 @@ def check_reorg(self):
         assert torch.equal(self.last_conv.weight, torch.Tensor([2, 2]).reshape(1, 2, 1, 1).to(device))
         assert torch.equal(last_bias, torch.zeros_like(last_bias).to(device))
 
+    def check_custom_external_reorg(self):
+        device = next(self.parameters()).device
+        ref_bias_1 = torch.Tensor([1, 2, self.w1_max]).to(device)
+        ref_weights_1 = ref_bias_1.reshape(3, 1, 1, 1).to(device)
+        ref_bias_2 = torch.Tensor([self.w2_max, 1]).to(device)
+        ref_weights_2 = torch.Tensor([[3, 0, self.w2_max], [2, 0, self.w2_min]]).reshape(2, 3, 1, 1).to(device)
+        TwoSequentialConvBNTestModel.compare_params(ref_bias_1, ref_weights_1, self.conv1, self.bn1)
+        TwoSequentialConvBNTestModel.compare_params(ref_bias_2, ref_weights_2, self.conv2, self.bn2)
+
+        last_bias = self.last_conv.bias
+        assert torch.equal(self.last_conv.weight, torch.Tensor([2, 2]).reshape(1, 2, 1, 1).to(device))
+        assert torch.equal(last_bias, torch.zeros_like(last_bias).to(device))
+
     def get_minimal_subnet_output(self, input_):
         relu1 = self._get_relu1_output(input_)
         return self._get_model_output(relu1, self.w2_max)
@@ -214,6 +235,10 @@ class TwoConvAddConvTestModel(nn.Module):
     V23 = 4
     V11 = 3
     V21 = 1
+    IMPORTANCE = {
+        "TwoConvAddConvTestModel/NNCFConv2d[conv1]/conv2d_0": torch.Tensor([[[[0.7]]], [[[0.9]]], [[[0.8]]]]),
+        "TwoConvAddConvTestModel/NNCFConv2d[conv2]/conv2d_0": torch.Tensor([[[[0.1]]], [[[0.8]]], [[[0.7]]]]),
+    }
 
     def __init__(self):
         super().__init__()
@@ -250,6 +275,22 @@ def check_reorg(self):
         assert torch.equal(self.last_conv.weight, torch.Tensor([2, 2, 2]).reshape(1, 3, 1, 1).to(device))
         assert torch.equal(last_bias, torch.zeros_like(last_bias).to(device))
 
+    def check_custom_external_reorg(self):
+        device = get_model_device(self)
+        ref_bias_1 = torch.Tensor([1, self.V13, self.V11]).to(device)
+        ref_bias_2 = torch.Tensor([2, self.V23, self.V21]).to(device)
+
+        ref_weights_1 = ref_bias_1.reshape(3, 1, 1, 1).to(device)
+        ref_weights_2 = ref_bias_2.reshape(3, 1, 1, 1).to(device)
+
+        assert torch.equal(self.conv1.weight, ref_weights_1)
+        assert torch.equal(self.conv1.bias, ref_bias_1)
+        assert torch.equal(self.conv2.weight, ref_weights_2)
+        assert torch.equal(self.conv2.bias, ref_bias_2)
+        last_bias = self.last_conv.bias
+        assert torch.equal(self.last_conv.weight, torch.Tensor([2, 2, 2]).reshape(1, 3, 1, 1).to(device))
+        assert torch.equal(last_bias, torch.zeros_like(last_bias).to(device))
+
     def get_minimal_subnet_output(self, x):
         o = (self.V13 * x + self.V13) + (self.V23 * x + self.V23)
         ref_weights = self.last_conv.weight[:, :1, :, :]
@@ -274,6 +315,10 @@ class ConvTwoFcTestModel(nn.Module):
     INPUT_SIZE = [1, 1, 1, 1]
     V11 = 2
     V13 = 4
+    IMPORTANCE = {
+        "ConvTwoFcTestModel/NNCFConv2d[conv]/conv2d_0": torch.Tensor([[[[0.9]]], [[[0.1]]], [[[0.2]]]]),
+        "ConvTwoFcTestModel/NNCFLinear[fc1]/linear_0": torch.Tensor([[0.7, 0.9, 0.8], [0.6, 0.4, 0.5]]),
+    }
 
     def __init__(self):
         super().__init__()
@@ -311,6 +356,21 @@ def check_reorg(self):
         assert torch.equal(self.fc1.bias, fc_bias_1)
         assert torch.equal(self.fc2.weight, fc_weights_2)
 
+    def check_custom_external_reorg(self):
+        device = get_model_device(self)
+        ref_bias_1 = torch.Tensor([self.V11, self.V13, 1]).to(device)
+        ref_weights_1 = ref_bias_1.reshape(3, 1, 1, 1).to(device)
+
+        fc_weights_1 = torch.Tensor([[3, 2, 1], [4, 5, 6]]).to(device)
+        fc_bias_1 = torch.Tensor([3, 4]).to(device)
+        fc_weights_2 = torch.Tensor([[2, 1], [3, 4], [6, 5]]).to(device)  # last layer don't change the output order
+
+        assert torch.equal(self.conv.weight, ref_weights_1)
+        assert torch.equal(self.conv.bias, ref_bias_1)
+        assert torch.equal(self.fc1.weight, fc_weights_1)
+        assert torch.equal(self.fc1.bias, fc_bias_1)
+        assert torch.equal(self.fc2.weight, fc_weights_2)
+
     def get_minimal_subnet_output(self, x):
         device = get_model_device(self)
         fc_weight_1 = torch.Tensor([[5]]).to(device)
@@ -335,6 +395,9 @@ class TwoSequentialFcLNTestModel(nn.Module):
     # fc1 -> ln1 -> fc2 -> ln2
     #
     INPUT_SIZE = [1, 1]
+    IMPORTANCE = {
+        "TwoSequentialFcLNTestModel/NNCFLinear[fc1]/linear_0": torch.Tensor([[0.9], [0.1]]),
+    }
 
     def __init__(self):
         super().__init__()
@@ -366,6 +429,19 @@ def check_reorg(self):
         assert torch.equal(self.ln1.weight, ref_ln_weights_1)
         assert torch.equal(self.ln1.bias, ref_ln_bias_1)
 
+    def check_custom_external_reorg(self):
+        device = get_model_device(self)
+        ref_fc_weights_1 = torch.Tensor([[3], [4]]).to(device)
+        ref_fc_bias_1 = torch.Tensor([3, 4]).to(device)
+        ref_ln_weights_1 = torch.Tensor([0, 1]).to(device)
+        ref_ln_bias_1 = torch.Tensor([0, 1]).to(device)
+        ref_fc_weights_2 = torch.Tensor([[2, 1], [3, 4], [6, 5]]).to(device)
+        assert torch.equal(self.fc1.weight, ref_fc_weights_1)
+        assert torch.equal(self.fc1.bias, ref_fc_bias_1)
+        assert torch.equal(self.fc2.weight, ref_fc_weights_2)
+        assert torch.equal(self.ln1.weight, ref_ln_weights_1)
+        assert torch.equal(self.ln1.bias, ref_ln_bias_1)
+
     def get_minimal_subnet_output(self, x):
         device = get_model_device(self)
         fc_weight_1 = torch.Tensor([[4]]).to(device)
diff --git a/tests/torch/nas/test_all_elasticity.py b/tests/torch/nas/test_all_elasticity.py
index 51fd84aa74e..23d37ca6ff4 100644
--- a/tests/torch/nas/test_all_elasticity.py
+++ b/tests/torch/nas/test_all_elasticity.py
@@ -262,6 +262,7 @@ def check_output_and_weights_after_training_step(model, ref_model, actual_optimi
                             "elasticity_params": {
                                 "add_dynamic_inputs": None,
                                 "filter_importance": "L1",
+                                "external_importance_path": None,
                                 "max_num_widths": -1,
                                 "min_width": 1,
                                 "overwrite_groups": None,
diff --git a/tests/torch/nas/test_elastic_width.py b/tests/torch/nas/test_elastic_width.py
index 3cedeaf4a31..f1b4c87eca0 100644
--- a/tests/torch/nas/test_elastic_width.py
+++ b/tests/torch/nas/test_elastic_width.py
@@ -9,6 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 import copy
+import tempfile
 
 import pytest
 import torch
@@ -39,7 +40,12 @@
 
 @pytest.fixture(
     name="basic_model",
-    params=(TwoSequentialFcLNTestModel, ConvTwoFcTestModel, TwoConvAddConvTestModel, TwoSequentialConvBNTestModel),
+    params=(
+        TwoSequentialFcLNTestModel,
+        ConvTwoFcTestModel,
+        TwoConvAddConvTestModel,
+        TwoSequentialConvBNTestModel,
+    ),
 )
 def fixture_basic_model(request):
     model_cls = request.param
@@ -50,6 +56,7 @@ def fixture_basic_model(request):
 
 BASIC_ELASTIC_WIDTH_PARAMS = {
     "filter_importance": "L1",
+    "external_importance_path": None,
     "add_dynamic_inputs": None,
     "max_num_widths": -1,
     "min_width": 1,
@@ -147,6 +154,37 @@ def test_width_reorg(basic_model):
     compare_tensors_ignoring_the_order(after_reorg, before_reorg)
 
 
+def test_width_custom_external_reorg(basic_model):
+    config = get_empty_config(input_sample_sizes=basic_model.INPUT_SIZE)
+    external_importance = basic_model.IMPORTANCE
+    with tempfile.NamedTemporaryFile() as external_importance_tempfile:
+        torch.save(external_importance, external_importance_tempfile)
+        config.update(
+            {
+                "bootstrapNAS": {
+                    "training": {
+                        "elasticity": {
+                            "width": {
+                                "filter_importance": "external",
+                                "external_importance_path": external_importance_tempfile.name,
+                            }
+                        },
+                    }
+                }
+            }
+        )
+        model, ctrl = create_bootstrap_training_model_and_ctrl(basic_model, config)
+    model.eval()
+    device = next(model.parameters()).device
+    dummy_input = torch.Tensor([1]).reshape(basic_model.INPUT_SIZE).to(device)
+    before_reorg = model(dummy_input)
+    ctrl.multi_elasticity_handler.width_handler.reorganize_weights()
+    after_reorg = model(dummy_input)
+
+    model.check_custom_external_reorg()
+    compare_tensors_ignoring_the_order(after_reorg, before_reorg)
+
+
 @pytest.fixture(name="nas_model_name", scope="function", params=NAS_MODELS_SCOPE)
 def fixture_nas_model_name(request):
     return request.param

From 1493149ae35987442a13a60de151e7842159955f Mon Sep 17 00:00:00 2001
From: Daniil Lyakhov <daniil.lyakhov@intel.com>
Date: Fri, 10 Nov 2023 11:35:42 +0100
Subject: [PATCH 12/27] [Torch][PTQ] Examples are updated for the new PTQ TORCH
 backend  (#2246)

### Changes

- Do not filter constant nodes for torch backend in the inference graph
- Fix version in requarements.txt for examples of
post_training_quantization
- for ssd300_vgg16 is not available to use torch 2.1.0 (failed on export
to onnx Unsupported: ONNX export of operator get_pool_ceil_padding,
tracing is not supporting too)
    - Update metrics
- Add to PTEngine convert inputs to model's device to sync behavior with
`create_compress_model`
- Mobilenet_v2 example converting PyTorch model to IR by tracing
(without onnx).
- nncf.quantize for PyTorch works with copy of the target model

### Reason for changes

To make PTQ work properly with disconnected graphs (like in
[example](https://github.com/openvinotoolkit/nncf/blob/develop/examples/post_training_quantization/torch/ssd300_vgg16/main.py))

### Related tickets
124417

### Tests

test_examples build 128

---------

Co-authored-by: Alexander Dokuchaev <alexander.dokuchaev@intel.com>
---
 .../torch/mobilenet_v2/main.py                | 39 ++++++-------------
 .../torch/mobilenet_v2/requirements.txt       |  9 ++---
 .../torch/ssd300_vgg16/main.py                | 21 +++++-----
 .../torch/ssd300_vgg16/requirements.txt       | 10 ++---
 .../algorithms/min_max/algorithm.py           |  1 +
 nncf/quantization/passes.py                   |  5 ++-
 nncf/torch/engine.py                          | 10 +++++
 nncf/torch/quantization/quantize_model.py     |  4 +-
 .../test_constant_filtering_model_after.dot   | 12 ++++++
 .../test_constant_filtering_model_before.dot  | 18 +++++++++
 tests/common/quantization/test_passes.py      | 29 +++++++++++---
 tests/cross_fw/examples/example_scope.json    |  8 ++--
 tests/cross_fw/examples/test_examples.py      |  6 +--
 tests/post_training/test_templates/models.py  | 27 +++++++++++++
 tests/torch/test_transform_fn.py              | 27 +++++++++++--
 15 files changed, 160 insertions(+), 66 deletions(-)
 create mode 100644 tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot
 create mode 100644 tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot

diff --git a/examples/post_training_quantization/torch/mobilenet_v2/main.py b/examples/post_training_quantization/torch/mobilenet_v2/main.py
index 35f9b35c06c..152ffc7e31f 100644
--- a/examples/post_training_quantization/torch/mobilenet_v2/main.py
+++ b/examples/post_training_quantization/torch/mobilenet_v2/main.py
@@ -13,7 +13,7 @@
 import re
 import subprocess
 from pathlib import Path
-from typing import List, Optional
+from typing import List, Optional, Tuple
 
 import numpy as np
 import openvino as ov
@@ -24,9 +24,9 @@
 from torchvision import datasets
 from torchvision import models
 from torchvision import transforms
-from tqdm import tqdm
 
 import nncf
+from nncf.common.logging.track_progress import track
 
 ROOT = Path(__file__).parent.resolve()
 CHECKPOINT_URL = "https://huggingface.co/alexsu52/mobilenet_v2_imagenette/resolve/main/pytorch_model.bin"
@@ -53,7 +53,7 @@ def validate(model: ov.Model, val_loader: torch.utils.data.DataLoader) -> float:
     compiled_model = ov.compile_model(model)
     output = compiled_model.outputs[0]
 
-    for images, target in tqdm(val_loader):
+    for images, target in track(val_loader, description="Validating"):
         pred = compiled_model(images)[output]
         predictions.append(np.argmax(pred, axis=1))
         references.append(target)
@@ -84,9 +84,9 @@ def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> fl
         bin_size /= 1024
     model_size = xml_size + bin_size
     if verbose:
-        print(f"Model graph (xml):   {xml_size:.3f} Mb")
-        print(f"Model weights (bin): {bin_size:.3f} Mb")
-        print(f"Model size:          {model_size:.3f} Mb")
+        print(f"Model graph (xml):   {xml_size:.3f} {m_type}")
+        print(f"Model weights (bin): {bin_size:.3f} {m_type}")
+        print(f"Model size:          {model_size:.3f} {m_type}")
     return model_size
 
 
@@ -123,7 +123,7 @@ def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> fl
 # >>    model(transform_fn(data_item))
 
 
-def transform_fn(data_item):
+def transform_fn(data_item: Tuple[torch.Tensor, int]) -> torch.Tensor:
     images, _ = data_item
     return images
 
@@ -149,28 +149,11 @@ def transform_fn(data_item):
 # Benchmark performance, calculate compression rate and validate accuracy
 
 dummy_input = torch.randn(1, 3, 224, 224)
-
-fp32_onnx_path = f"{ROOT}/mobilenet_v2_fp32.onnx"
-torch.onnx.export(
-    torch_model.cpu(),
-    dummy_input,
-    fp32_onnx_path,
-    input_names=["input"],
-    output_names=["output"],
-    dynamic_axes={"input": {0: "-1"}},
-)
-ov_model = mo.convert_model(fp32_onnx_path)
-
-int8_onnx_path = f"{ROOT}/mobilenet_v2_int8.onnx"
-torch.onnx.export(
-    torch_quantized_model.cpu(),
-    dummy_input,
-    int8_onnx_path,
-    input_names=["input"],
-    output_names=["output"],
-    dynamic_axes={"input": {0: "-1"}},
+ov_input_shape = (-1, 3, 224, 224)
+ov_model = mo.convert_model(torch_model.cpu(), example_input=dummy_input, input_shape=ov_input_shape)
+ov_quantized_model = mo.convert_model(
+    torch_quantized_model.cpu(), example_input=dummy_input, input_shape=ov_input_shape
 )
-ov_quantized_model = mo.convert_model(int8_onnx_path)
 
 fp32_ir_path = f"{ROOT}/mobilenet_v2_fp32.xml"
 ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False)
diff --git a/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt b/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt
index 189882bdf42..7f0bf782ccf 100644
--- a/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt
+++ b/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt
@@ -1,6 +1,5 @@
-torchvision>=0.10.1,<0.16
-tqdm
-scikit-learn
-fastdownload
+fastdownload==0.0.7
 openvino-dev==2023.1
-onnx
+scikit-learn
+torch==2.1.0
+torchvision==0.16.0
diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/main.py b/examples/post_training_quantization/torch/ssd300_vgg16/main.py
index 6c495ec03ce..6d6b9365a34 100644
--- a/examples/post_training_quantization/torch/ssd300_vgg16/main.py
+++ b/examples/post_training_quantization/torch/ssd300_vgg16/main.py
@@ -13,6 +13,7 @@
 import re
 import subprocess
 from pathlib import Path
+from typing import Callable, Tuple, Dict
 
 # nncf.torch must be imported before torchvision
 import nncf
@@ -27,7 +28,7 @@
 from torchmetrics.detection.mean_ap import MeanAveragePrecision
 from torchvision.models.detection.ssd import SSD
 from torchvision.models.detection.ssd import GeneralizedRCNNTransform
-from tqdm import tqdm
+from nncf.common.logging.track_progress import track
 
 ROOT = Path(__file__).parent.resolve()
 DATASET_URL = "https://ultralytics.com/assets/coco128.zip"
@@ -49,9 +50,9 @@ def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> fl
         bin_size /= 1024
     model_size = xml_size + bin_size
     if verbose:
-        print(f"Model graph (xml):   {xml_size:.3f} Mb")
-        print(f"Model weights (bin): {bin_size:.3f} Mb")
-        print(f"Model size:          {model_size:.3f} Mb")
+        print(f"Model graph (xml):   {xml_size:.3f} {m_type}")
+        print(f"Model weights (bin): {bin_size:.3f} {m_type}")
+        print(f"Model size:          {model_size:.3f} {m_type}")
     return model_size
 
 
@@ -73,7 +74,7 @@ class COCO128Dataset(torch.utils.data.Dataset):
         61,62,63,64,65,67,70,72,73,74,75,76,77,78,79,80,81,82,84,85,86,87,88,89,90
     ]  # fmt: skip
 
-    def __init__(self, data_path, transform):
+    def __init__(self, data_path: str, transform: Callable):
         super().__init__()
         self.transform = transform
         self.data_path = Path(data_path)
@@ -81,7 +82,7 @@ def __init__(self, data_path, transform):
         self.labels_path = self.data_path / "labels" / "train2017"
         self.image_ids = sorted(map(lambda p: int(p.stem), self.images_path.glob("*.jpg")))
 
-    def __getitem__(self, item):
+    def __getitem__(self, item: int) -> Tuple[torch.Tensor, Dict]:
         image_id = self.image_ids[item]
 
         img = Image.open(self.images_path / f"{image_id:012d}.jpg")
@@ -106,16 +107,16 @@ def __getitem__(self, item):
         img, target = self.transform(img, target)
         return img, target
 
-    def __len__(self):
+    def __len__(self) -> int:
         return len(self.image_ids)
 
 
-def validate(model, dataset, device):
+def validate(model: torch.nn.Module, dataset: COCO128Dataset, device: torch.device):
     model.to(device)
     model.eval()
     metric = MeanAveragePrecision()
     with torch.no_grad():
-        for img, target in tqdm(dataset, desc="Validating"):
+        for img, target in track(dataset, description="Validating"):
             prediction = model(img.to(device)[None])[0]
             for k in prediction.keys():
                 prediction[k] = prediction[k].to(torch.device("cpu"))
@@ -124,7 +125,7 @@ def validate(model, dataset, device):
     return computed_metrics["map_50"]
 
 
-def transform_fn(data_item):
+def transform_fn(data_item: Tuple[torch.Tensor, Dict]) -> torch.Tensor:
     # Skip label and add a batch dimension to an image tensor
     images, _ = data_item
     return images[None]
diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt b/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt
index b3f92061890..952c35e0a94 100644
--- a/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt
+++ b/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt
@@ -1,7 +1,7 @@
-fastdownload
+fastdownload==0.0.7
+onnx==1.13.1
 openvino-dev==2023.1
+pycocotools==2.0.7
+torch==2.0.1  # ssd300_vgg16 can not be exported with 2.1.0, reference: https://github.com/pytorch/pytorch/issues/113155
 torchmetrics==1.0.1
-pycocotools
-torchvision~=0.15.1
-tqdm
-onnx
+torchvision==0.15.2
diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py
index 5f6ad5f0376..e698c77946b 100644
--- a/nncf/quantization/algorithms/min_max/algorithm.py
+++ b/nncf/quantization/algorithms/min_max/algorithm.py
@@ -540,6 +540,7 @@ def _get_quantization_target_points(
             self._backend_entity.shapeof_metatypes,
             self._backend_entity.dropout_metatypes,
             self._backend_entity.read_variable_metatypes,
+            nncf_graph_contains_constants=backend != BackendType.TORCH,
         )
 
         quantizer_setup = self._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns)
diff --git a/nncf/quantization/passes.py b/nncf/quantization/passes.py
index b3eb27c18c7..055f1f27a5b 100644
--- a/nncf/quantization/passes.py
+++ b/nncf/quantization/passes.py
@@ -23,6 +23,7 @@ def transform_to_inference_graph(
     shapeof_metatypes: List[OperatorMetatype],
     dropout_metatypes: List[OperatorMetatype],
     read_variable_metatypes: Optional[List[OperatorMetatype]] = None,
+    nncf_graph_contains_constants: bool = True,
 ) -> NNCFGraph:
     """
     This method contains inplace pipeline of the passes that uses to provide inference graph without constant flows.
@@ -32,11 +33,13 @@ def transform_to_inference_graph(
     :param dropout_metatypes: List of backend-specific Dropout metatypes.
     :param read_variable_metatypes: List of backend-specific metatypes
         that also can be interpreted as inputs (ReadValue).
+    :param nncf_graph_contains_constants: Whether NNCFGraph contains constant nodes or not.
     :return: NNCFGraph in the inference style.
     """
     remove_shapeof_subgraphs(nncf_graph, shapeof_metatypes, read_variable_metatypes)
     remove_nodes_and_reconnect_graph(nncf_graph, dropout_metatypes)
-    filter_constant_nodes(nncf_graph, read_variable_metatypes)
+    if nncf_graph_contains_constants:
+        filter_constant_nodes(nncf_graph, read_variable_metatypes)
     return nncf_graph
 
 
diff --git a/nncf/torch/engine.py b/nncf/torch/engine.py
index b30ba4dbef1..63b4e93f114 100644
--- a/nncf/torch/engine.py
+++ b/nncf/torch/engine.py
@@ -15,6 +15,9 @@
 from torch import nn
 
 from nncf.common.engine import Engine
+from nncf.torch.nested_objects_traversal import objwalk
+from nncf.torch.utils import get_model_device
+from nncf.torch.utils import is_tensor
 
 
 class PTEngine(Engine):
@@ -31,6 +34,7 @@ def __init__(self, model: nn.Module):
 
         self._model = model
         self._model.eval()
+        self._device = get_model_device(model)
 
     def infer(
         self, input_data: Union[torch.Tensor, Tuple[torch.Tensor], Dict[str, torch.Tensor]]
@@ -41,6 +45,12 @@ def infer(
         :param input_data: Inputs for the model.
         :return: Model outputs.
         """
+
+        def send_to_device(tensor):
+            return tensor.to(self._device)
+
+        input_data = objwalk(input_data, is_tensor, send_to_device)
+
         if isinstance(input_data, dict):
             return self._model(**input_data)
         if isinstance(input_data, tuple):
diff --git a/nncf/torch/quantization/quantize_model.py b/nncf/torch/quantization/quantize_model.py
index 205b2e187a6..152c7d59dc9 100644
--- a/nncf/torch/quantization/quantize_model.py
+++ b/nncf/torch/quantization/quantize_model.py
@@ -9,6 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+from copy import deepcopy
 from typing import Optional, Union
 
 import torch
@@ -68,7 +69,8 @@ def quantize_impl(
     if target_device == TargetDevice.CPU_SPR:
         raise RuntimeError("target_device == CPU_SPR is not supported")
 
-    nncf_network = create_nncf_network_ptq(model.eval(), calibration_dataset)
+    copied_model = deepcopy(model)
+    nncf_network = create_nncf_network_ptq(copied_model.eval(), calibration_dataset)
 
     quantization_algorithm = PostTrainingQuantization(
         preset=preset,
diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot
new file mode 100644
index 00000000000..3dc12b5ad16
--- /dev/null
+++ b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot
@@ -0,0 +1,12 @@
+strict digraph  {
+"0 /Input_1_0" [id=0, type=Input_1];
+"1 /ReadVariable_0" [id=1, type=ReadVariable];
+"4 /Conv_0" [id=4, type=Conv];
+"6 /Conv2_0" [id=6, type=Conv2];
+"7 /Add_0" [id=7, type=Add];
+"8 /Final_node_0" [id=8, type=Final_node];
+"0 /Input_1_0" -> "4 /Conv_0";
+"1 /ReadVariable_0" -> "7 /Add_0";
+"6 /Conv2_0" -> "7 /Add_0";
+"7 /Add_0" -> "8 /Final_node_0";
+}
diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot
new file mode 100644
index 00000000000..b4590b212a3
--- /dev/null
+++ b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot
@@ -0,0 +1,18 @@
+strict digraph  {
+"0 /Input_1_0" [id=0, type=Input_1];
+"1 /ReadVariable_0" [id=1, type=ReadVariable];
+"2 /Weights_0" [id=2, type=Weights];
+"3 /AnyNodeBetweenWeightAndConv_0" [id=3, type=AnyNodeBetweenWeightAndConv];
+"4 /Conv_0" [id=4, type=Conv];
+"5 /Weights2_0" [id=5, type=Weights2];
+"6 /Conv2_0" [id=6, type=Conv2];
+"7 /Add_0" [id=7, type=Add];
+"8 /Final_node_0" [id=8, type=Final_node];
+"0 /Input_1_0" -> "4 /Conv_0";
+"1 /ReadVariable_0" -> "7 /Add_0";
+"2 /Weights_0" -> "3 /AnyNodeBetweenWeightAndConv_0";
+"3 /AnyNodeBetweenWeightAndConv_0" -> "4 /Conv_0";
+"5 /Weights2_0" -> "6 /Conv2_0";
+"6 /Conv2_0" -> "7 /Add_0";
+"7 /Add_0" -> "8 /Final_node_0";
+}
diff --git a/tests/common/quantization/test_passes.py b/tests/common/quantization/test_passes.py
index c744c2297a4..87d38d09805 100644
--- a/tests/common/quantization/test_passes.py
+++ b/tests/common/quantization/test_passes.py
@@ -14,8 +14,10 @@
 
 import pytest
 
+from nncf.quantization.passes import filter_constant_nodes
 from nncf.quantization.passes import remove_nodes_and_reconnect_graph
 from tests.post_training.test_templates.models import NNCFGraphDropoutRemovingCase
+from tests.post_training.test_templates.models import NNCFGraphToTestConstantFiltering
 from tests.shared.nx_graph import compare_nx_graph_with_reference
 from tests.shared.paths import TEST_ROOT
 
@@ -28,13 +30,14 @@ class TestModes(Enum):
     WRONG_PARALLEL_EDGES = "wrong_parallel_edges"
 
 
+def _check_graphs(dot_file_name, nncf_graph) -> None:
+    nx_graph = nncf_graph.get_graph_for_structure_analysis()
+    path_to_dot = DATA_ROOT / dot_file_name
+    compare_nx_graph_with_reference(nx_graph, path_to_dot, check_edge_attrs=True)
+
+
 @pytest.mark.parametrize("mode", [TestModes.VALID, TestModes.WRONG_TENSOR_SHAPE, TestModes.WRONG_PARALLEL_EDGES])
 def test_remove_nodes_and_reconnect_graph(mode: TestModes):
-    def _check_graphs(dot_file_name, nncf_graph) -> None:
-        nx_graph = nncf_graph.get_graph_for_structure_analysis()
-        path_to_dot = DATA_ROOT / dot_file_name
-        compare_nx_graph_with_reference(nx_graph, path_to_dot, check_edge_attrs=True)
-
     dot_reference_path_before = Path("passes") / "dropout_synthetic_model_before.dot"
     dot_reference_path_after = Path("passes") / "dropout_synthetic_model_after.dot"
     dropout_metatype = "DROPOUT_METATYPE"
@@ -52,3 +55,19 @@ def _check_graphs(dot_file_name, nncf_graph) -> None:
     _check_graphs(dot_reference_path_before, nncf_graph)
     remove_nodes_and_reconnect_graph(nncf_graph, [dropout_metatype])
     _check_graphs(dot_reference_path_after, nncf_graph)
+
+
+@pytest.mark.xfail
+def test_filter_constant_nodes():
+    dot_reference_path_before = Path("passes") / "test_constant_filtering_model_before.dot"
+    dot_reference_path_after = Path("passes") / "test_constant_filtering_model_after.dot"
+
+    constant_metatype = "CONSTANT_METATYPE"
+    read_variable_metatype = "READ_VARIABLE_METATYPE"
+
+    nncf_graph = NNCFGraphToTestConstantFiltering(constant_metatype, read_variable_metatype).nncf_graph
+    _check_graphs(dot_reference_path_before, nncf_graph)
+    filter_constant_nodes(
+        nncf_graph, read_variable_metatypes=[read_variable_metatype], constant_nodes_metatypes=[constant_metatype]
+    )
+    _check_graphs(dot_reference_path_after, nncf_graph)
diff --git a/tests/cross_fw/examples/example_scope.json b/tests/cross_fw/examples/example_scope.json
index a215b096679..1bb9f43f0b0 100644
--- a/tests/cross_fw/examples/example_scope.json
+++ b/tests/cross_fw/examples/example_scope.json
@@ -110,7 +110,7 @@
         "cpu": "Intel(R) Core(TM) i9-10980XE CPU @ 3.00GHz",
         "accuracy_metrics": {
             "fp32_top1": 0.9864968152866243,
-            "int8_top1": 0.9829299363057324,
+            "int8_top1": 0.9836942675159236,
             "accuracy_drop": 0.0035668789808918078
         },
         "performance_metrics": {
@@ -129,8 +129,8 @@
         "requirements": "examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt",
         "cpu": "Intel(R) Core(TM) i9-10980XE CPU @ 3.00GHz",
         "accuracy_metrics": {
-            "fp32_mAP": 0.5232756733894348,
-            "int8_mAP": 0.5140125155448914,
+            "fp32_mAP": 0.5228869318962097,
+            "int8_mAP": 0.5148677825927734,
             "accuracy_drop": 0.009263157844543457
         },
         "performance_metrics": {
@@ -144,4 +144,4 @@
             "model_compression_rate": 3.8631822183889652
         }
     }
-}
\ No newline at end of file
+}
diff --git a/tests/cross_fw/examples/test_examples.py b/tests/cross_fw/examples/test_examples.py
index 8f98961da15..e9708d7daaa 100644
--- a/tests/cross_fw/examples/test_examples.py
+++ b/tests/cross_fw/examples/test_examples.py
@@ -34,7 +34,7 @@
 
 ACCURACY_METRICS = "accuracy_metrics"
 MODEL_SIZE_METRICS = "model_size_metrics"
-PERFORMNACE_METRICS = "performance_metrics"
+PERFORMANCE_METRICS = "performance_metrics"
 
 
 def example_test_cases():
@@ -85,6 +85,6 @@ def test_examples(
         for name, value in example_params[MODEL_SIZE_METRICS].items():
             assert measured_metrics[name] == pytest.approx(value, rel=MODEL_SIZE_RELATIVE_TOLERANCE)
 
-    if is_check_performance and PERFORMNACE_METRICS in example_params:
-        for name, value in example_params[PERFORMNACE_METRICS].items():
+    if is_check_performance and PERFORMANCE_METRICS in example_params:
+        for name, value in example_params[PERFORMANCE_METRICS].items():
             assert measured_metrics[name] == pytest.approx(value, rel=PERFORMANCE_RELATIVE_TOLERANCE)
diff --git a/tests/post_training/test_templates/models.py b/tests/post_training/test_templates/models.py
index 5d83db95117..fd0c4e773aa 100644
--- a/tests/post_training/test_templates/models.py
+++ b/tests/post_training/test_templates/models.py
@@ -297,3 +297,30 @@ def __init__(
                 dtype=Dtype.FLOAT,
                 parallel_input_port_ids=list(range(1, 10)),
             )
+
+
+class NNCFGraphToTestConstantFiltering:
+    def __init__(self, constant_metatype, read_variable_metatype, nncf_graph_cls=NNCFGraph) -> None:
+        nodes = [
+            NodeWithType("Input_1", InputNoopMetatype),
+            NodeWithType("Conv", None),
+            NodeWithType("Weights", constant_metatype),
+            NodeWithType("AnyNodeBetweenWeightAndConv", None),
+            NodeWithType("Weights2", constant_metatype),
+            NodeWithType("Conv2", None),
+            NodeWithType("ReadVariable", read_variable_metatype),
+            NodeWithType("Add", None),
+            NodeWithType("Final_node", None),
+        ]
+
+        edges = [
+            ("Input_1", "Conv"),
+            ("Weights", "AnyNodeBetweenWeightAndConv"),
+            ("AnyNodeBetweenWeightAndConv", "Conv"),
+            ("Weights2", "Conv2"),
+            ("Conv2", "Add"),
+            ("ReadVariable", "Add"),
+            ("Add", "Final_node"),
+        ]
+        original_mock_graph = create_mock_graph(nodes, edges)
+        self.nncf_graph = get_nncf_graph_from_mock_nx_graph(original_mock_graph, nncf_graph_cls)
diff --git a/tests/torch/test_transform_fn.py b/tests/torch/test_transform_fn.py
index f0a19438cbb..3d3d80acbb0 100644
--- a/tests/torch/test_transform_fn.py
+++ b/tests/torch/test_transform_fn.py
@@ -14,6 +14,7 @@
 from torch import nn
 
 import nncf
+from nncf.torch.nested_objects_traversal import objwalk
 from tests.torch.test_models.alexnet import AlexNet as ModelWithSingleInput
 
 
@@ -43,11 +44,18 @@ def single_input_transform_fn(data_item):
     return data_item[0]
 
 
-def test_transform_fn_single_input():
+def test_transform_fn_single_input(use_cuda):
+    if use_cuda and not torch.cuda.is_available():
+        pytest.skip("There are no available CUDA devices")
+
     model = ModelWithSingleInput()
+    input_data = single_input_transform_fn(next(iter(dataloader)))
+    if use_cuda:
+        model = model.cuda()
+        input_data = input_data.cuda()
 
     # Check the transformation function
-    model(single_input_transform_fn(next(iter(dataloader))))
+    model(input_data)
     # Start quantization
     calibration_dataset = nncf.Dataset(dataloader, single_input_transform_fn)
     nncf.quantize(model, calibration_dataset)
@@ -64,15 +72,26 @@ def multiple_inputs_transform_dict_fn(data_item):
 @pytest.mark.parametrize(
     "transform_fn", (multiple_inputs_transform_tuple_fn, multiple_inputs_transform_dict_fn), ids=["tuple", "dict"]
 )
-def test_transform_fn_multiple_inputs(transform_fn):
+def test_transform_fn_multiple_inputs(transform_fn, use_cuda):
+    if use_cuda and not torch.cuda.is_available():
+        pytest.skip("There are no available CUDA devices")
+
     model = ModelWithMultipleInputs()
+    input_data = transform_fn(next(iter(dataloader)))
+    if use_cuda:
+        model = model.cuda()
+
+        def send_to_cuda(tensor):
+            return tensor.cuda()
+
+        input_data = objwalk(input_data, lambda _: True, send_to_cuda)
 
     # Check the transformation function
-    input_data = transform_fn(next(iter(dataloader)))
     if isinstance(input_data, tuple):
         model(*input_data)
     if isinstance(input_data, dict):
         model(**input_data)
+
     # Start quantization
     calibration_dataset = nncf.Dataset(dataloader, transform_fn)
     nncf.quantize(model, calibration_dataset)

From b2511f106906203f395efab83ad93d7b7c9342c1 Mon Sep 17 00:00:00 2001
From: Vasily Shamporov <vasily.shamporov@intel.com>
Date: Fri, 10 Nov 2023 14:29:12 +0100
Subject: [PATCH 13/27] Add a provisional section on pytest code style w.r.t.
 fixtures (#2220)

### Changes
As stated in the title

### Reason for changes
This doesn't seem obvious to some developers, so will state this in the style guide.

### Related tickets
N/A

### Tests
N/A
---
 docs/styleguide/PyGuide.md | 138 +++++++++++++++++++++++++++++++++++++
 1 file changed, 138 insertions(+)

diff --git a/docs/styleguide/PyGuide.md b/docs/styleguide/PyGuide.md
index 40e70432fb7..070e35cad43 100644
--- a/docs/styleguide/PyGuide.md
+++ b/docs/styleguide/PyGuide.md
@@ -31,6 +31,12 @@
       - [4.7.4 File Naming](#s4.7.4-file-naming)
     - [4.8 Main](#s4.8-main)
 - [5 API documentation rules](#s5-api-doc-rules)
+- [6 Test suite coding rules](#s6-test-suite-coding-rules)
+  - [6.1 Basic style](#61-basic-style)
+  - [6.2 Parametrization](#62-parametrization)
+  - [6.3 Folder structure](#63-folder-structure)
+  - [6.4 Test runtime considerations](#64-test-runtime-considerations)
+  - [6.5 BKC management](#65-bkc-management)
 
 </details>
 
@@ -226,6 +232,9 @@ with open("hello.txt") as hello_file:
         print(line)
 ```
 
+Use `pathlib.Path` instead of `os.*` methods for handling paths.
+It is preferrable to have `pathlib.Path` objects instead of `str` to represent file paths in the code logic if performance is not critical, converting these to `str` for external APIs that cannot handle `Path` objects.
+
 <a id="s3.7-abstract-classes"></a>
 <a id="37-abstract-classes"></a>
 <a id="abstract-classes"></a>
@@ -794,3 +803,132 @@ This is required so that the autogenerated API documentation is rendered properl
 
 If the autogenerated API documentation does not show type hints for certain arguments despite the fact that the type hints are present in the object's implementation code,
 or if the type hints do not refer to the API symbol's canonical alias, then the type hint should be explicitly declared in the docstring using the `:type *param_name*:` directive (or `:rtype:` for return types).
+
+<a id="s6-test-suite-coding-rules"></a>
+<a id="6-test-suite-coding-rules"></a>
+<a id="test-suite-coding-rules"></a>
+
+## 6 Test suite coding rules
+
+Unit tests are written and executed using the [pytest](https://pytest.org) framework.
+
+Do not test the functionality of third-party libraries.
+
+<a id="s61-basic-style"></a>
+<a id="61-basic-style"></a>
+<a id="basic-style"></a>
+
+### 6.1 Basic style
+
+Parameters of test cases and fixtures should be type-hinted just like any other function.
+Test cases should ideally all have docstrings, except for the simple ones which are sufficiently described either by their names or by the simplicity of the code.
+
+For purposes of setting up test environment for a given case, or reusing setup/teardown code, or parametrizing complex cases the [fixture](https://docs.pytest.org/en/7.4.x/explanation/fixtures.html#about-fixtures) approach should be used.
+[Fixture scoping](https://docs.pytest.org/en/7.4.x/how-to/fixtures.html#scope-sharing-fixtures-across-classes-modules-packages-or-session) should be leveraged depending on the use case - for instance, a class-scoped fixture can be utilized to provide a storage object for data gathered in individual cases inside the class, and to post-process this data after the test cases in the class have all been executed.
+The fixtures that are meant to be reused in multiple test files should be defined in a corresponding `conftest.py` file, instead of importing these where they are needed from another non-`conftest.py` file where they were defined - otherwise the linters will try to remove it as an unused import and also the import itself may have an effect on how the fixture is executed based on its scope.
+
+The xunit-style setup and teardown functions ([described here](https://docs.pytest.org/en/7.4.x/how-to/xunit_setup.html#xunitsetup)) are disallowed.
+Xunit-style testing seems to be outdated ("old", as stated in pytest docs) since, as it seems, everything that is accomplished using xunit-style methods can be done via fixtures with [associated benefits](https://docs.pytest.org/en/7.4.x/explanation/fixtures.html#improvements-over-xunit-style-setup-teardown-functions).
+
+<a id="s62-parametrization"></a>
+<a id="62-parametrization"></a>
+<a id="parametrization"></a>
+
+### 6.2 Parametrization
+
+Test cases may be parametrized either using a `@pytest.mark.parametrize` decorator (for simple parametrizations), or by using [parametrized fixtures](https://docs.pytest.org/en/7.4.x/how-to/fixtures.html#parametrizing-fixtures) in case the test requires complex parametrization, or in case the parameters have to be preprocessed in a complex fashion before being passed into the test.
+The parameter set ("test structs") for each test case should be represented as a collection of type-hinted class objects (or dataclass objects).
+Do not use tuples, or namedtuples, or dicts to represent an individual parameter - these cannot be typed or refactored effectively, and for complex cases it is hard to visually tell by looking at the definiton of the parameter (test struct) just what each sub-parameter means.
+A set of IDs should be defined manually or by using an `idfn` for each case defined by the structs so that it is easier to distinguish visually between the test cases.
+When instantiating a test struct object, specify init arguments explicitly as keywords for increased visibility.
+
+Bad:
+
+```python3
+@pytest.mark.parametrize("param", [(42, "foo", None), (1337, "bar", RuntimeError)])
+def test_case_parametrized(param):
+    assert function_call() == param[0]
+    assert another_object.attribute != param[1]
+    if param[2] is not None:
+        with pytest.raises(param[2]):
+            should_raise()
+```
+
+Good:
+
+```python3
+@dataclass
+class StructForTest:
+    expected_return_value: int
+    prohibited_attribute_value: str
+    raises: Optional[Type[Exception]]
+
+
+def idfn(x: StructForTest) -> str:
+    return f"{x.expected_return_value}-{x.prohibited_attribute_value}-{x.raises}"
+
+
+@pytest.mark.parametrize(
+    "ts",
+    [
+        StructForTest(
+            expected_return_value=42, prohibited_attribute_value="foo", raises=None
+        ),
+        StructForTest(
+            expected_return_value=1337,
+            prohibited_attribute_value="bar",
+            raises=RuntimeError,
+        ),
+    ],
+    idfn=idfn,
+)
+def test_case_parametrized(ts: StructForTest):
+    assert function_call() == ts.expected_return_value
+    assert another_object.attribute != ts.prohibited_attribute_value
+    if ts.raises is not None:
+        with pytest.raises(ts.raises):
+            should_raise()
+```
+
+<a id="s63-folder-structure"></a>
+<a id="63-folder-structure"></a>
+<a id="folder-structure"></a>
+
+### 6.3 Folder structure
+
+Test files should be grouped into directories based on what is being tested, and in the scope of which backend.
+Framework-specific tests go into framework-specific directories respectively.
+Tests that check only common code functionality without backend-specific dependencies go into the `common` folder.
+Test cases that reuse the same testing code for multiple frameworks or test templates should be located in the `cross_fw` folder.
+Auxiliary code (non-test-case) that could be reused across the tests should be stored in the `shared` folder.
+
+<a id="s64-test-runtime-considerations"></a>
+<a id="64-test-runtime-considerations"></a>
+<a id="test-runtime-considerations"></a>
+
+### 6.4 Test runtime considerations
+
+Test cases should strive to have a low runtime while still testing what they were meant to test.
+Use mocking approach (with `unittest.mock` or `pytest-mock` functionality) to simulate behaviour of heavy/compute-intensive functionality (especially external) to save runtime.
+If a test is templated to be run for many backends, and if the common tested code has a significant runtime, consider passing mocks into backend-specific interfaces instead of actually running the common code, and test common code part separately.
+
+<a id="s65-bkc-management"></a>
+<a id="65-bkc-management"></a>
+<a id="bkc-management"></a>
+
+### 6.5 BKC management
+
+Python-level requirements for test runs are specified in `requirements.txt` files at the top levels of the corresponding test subdirectories.
+The versions for each package requirement must be specified exactly.
+
+Bad (e.g. `tests/example/requirements.txt`):
+
+```bash
+torch
+```
+
+Good:
+
+```bash
+torch==2.1.0
+```

From 898faf16601349dceec43ebd1cef14063038791f Mon Sep 17 00:00:00 2001
From: Alexander Suslov <alexander.suslov@intel.com>
Date: Fri, 10 Nov 2023 18:07:23 +0400
Subject: [PATCH 14/27] Introduced nncf.torch.wrap_model(...) (#2251)

### Changes

Introduced `nncf.torch.wrap_model(model: torch.nn.Module, example_input:
Any) -> NNCFNetwork`

### Reason for changes

Making it easier to obtain `NNCFNetwork`.

### Related tickets

N/A

### Tests

test_wrap_model.py
---
 nncf/torch/__init__.py                        |  1 +
 nncf/torch/dynamic_graph/io_handling.py       | 22 ++++--
 nncf/torch/model_creation.py                  | 21 +++++
 nncf/torch/quantization/quantize_model.py     | 27 +------
 .../torch/ptq/test_quantize_model_helpers.py  | 42 ----------
 tests/torch/ptq/test_wrap_model.py            | 78 +++++++++++++++++++
 6 files changed, 120 insertions(+), 71 deletions(-)
 delete mode 100644 tests/torch/ptq/test_quantize_model_helpers.py
 create mode 100644 tests/torch/ptq/test_wrap_model.py

diff --git a/nncf/torch/__init__.py b/nncf/torch/__init__.py
index 8910cdc95a5..0b6d0ebdc2a 100644
--- a/nncf/torch/__init__.py
+++ b/nncf/torch/__init__.py
@@ -48,6 +48,7 @@
 # listed below for importing convenience
 
 from nncf.torch.model_creation import create_compressed_model
+from nncf.torch.model_creation import wrap_model
 from nncf.torch.checkpoint_loading import load_state
 from nncf.torch.initialization import register_default_init_args
 from nncf.torch.layers import register_module
diff --git a/nncf/torch/dynamic_graph/io_handling.py b/nncf/torch/dynamic_graph/io_handling.py
index 47a020a9bcb..639ba0784f4 100644
--- a/nncf/torch/dynamic_graph/io_handling.py
+++ b/nncf/torch/dynamic_graph/io_handling.py
@@ -237,6 +237,20 @@ def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
         kwargs_at_device = objwalk(kwargs_copy, is_tensor, to_device_fn)
         return args_at_device, kwargs_at_device
 
+    @classmethod
+    def from_example_input(cls, example_input: Any) -> "ExactInputsInfo":
+        """
+        Builds an ExactInputsInfo object based on the example input.
+
+        :param dataset: An nncf.Dataset whose first element will be used as an example model input
+        :return: An initialized ExactInputsInfo object.
+        """
+        if isinstance(example_input, tuple):
+            return ExactInputsInfo(example_input, {})
+        if isinstance(example_input, dict):
+            return ExactInputsInfo(tuple(), example_input)
+        return ExactInputsInfo((example_input,), {})
+
     @classmethod
     def from_nncf_dataset(cls, dataset: Dataset) -> "ExactInputsInfo":
         """
@@ -246,12 +260,8 @@ def from_nncf_dataset(cls, dataset: Dataset) -> "ExactInputsInfo":
         :param dataset: An nncf.Dataset whose first element will be used as an example model input
         :return: An initialized ExactInputsInfo object.
         """
-        dataset_data_element = next(iter(dataset.get_inference_data()))
-        if isinstance(dataset_data_element, tuple):
-            return ExactInputsInfo(dataset_data_element, {})
-        if isinstance(dataset_data_element, dict):
-            return ExactInputsInfo(tuple(), dataset_data_element)
-        return ExactInputsInfo((dataset_data_element,), {})
+        example_input = next(iter(dataset.get_inference_data()))
+        return cls.from_example_input(example_input)
 
     @classmethod
     def from_nncf_config_dataloaders(cls, config: NNCFConfig) -> Optional["ExactInputsInfo"]:
diff --git a/nncf/torch/model_creation.py b/nncf/torch/model_creation.py
index 21586912f1e..f2e6b0ce9b0 100644
--- a/nncf/torch/model_creation.py
+++ b/nncf/torch/model_creation.py
@@ -309,3 +309,24 @@ def create_compression_algorithm_builder_from_algo_names(
     else:
         builder = PTCompositeCompressionAlgorithmBuilder(config, should_init=should_init)
     return builder
+
+
+def wrap_model(model: torch.nn.Module, example_input: Any) -> NNCFNetwork:
+    """
+    Wraps a PyTorch model to the NNCFNetwork class.
+
+    This function dynamically extends the instance of PyTorch model with NNCF-enabling functionality.
+
+    :param model: PyTorch model.
+    :example_input: An example input that will be used for model tracing. A tuple is interpreted as an example input
+        of a set of non keyword arguments, and a dict as an example input of a set of keywords arguments.
+    :return: A model wrapped by NNCFNetwork.
+    """
+
+    input_info = ExactInputsInfo.from_example_input(example_input)
+
+    with training_mode_switcher(model, is_training=False):
+        nncf_network = NNCFNetwork(model, input_info=input_info)
+        nncf_network.nncf.get_tracing_context().disable_trace_dynamic_graph()
+
+    return nncf_network
diff --git a/nncf/torch/quantization/quantize_model.py b/nncf/torch/quantization/quantize_model.py
index 152c7d59dc9..be68ba40f3a 100644
--- a/nncf/torch/quantization/quantize_model.py
+++ b/nncf/torch/quantization/quantize_model.py
@@ -22,34 +22,13 @@
 from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters
 from nncf.quantization.algorithms.post_training.algorithm import PostTrainingQuantization
 from nncf.scopes import IgnoredScope
-from nncf.torch.dynamic_graph.io_handling import ExactInputsInfo
+from nncf.torch.model_creation import wrap_model
 from nncf.torch.nncf_module_replacement import replace_modules_by_nncf_modules
-from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.quantization.weights_compression import insert_pre_compression_operations
-from nncf.torch.utils import training_mode_switcher
 
 DEFAULT_RANGE_TYPE = "mean_min_max"
 
 
-def create_nncf_network_ptq(model: torch.nn.Module, dataset: Dataset) -> NNCFNetwork:
-    """
-    Creates NNCFNetwork instance for the PyTorch model where the first item of dataset
-    is used for model tracing.
-
-    :param model: PyTorch model
-    :param dataset: Dataset for model tracing
-    :return: NNCFNetwork instance for the input model
-    """
-
-    input_info = ExactInputsInfo.from_nncf_dataset(dataset)
-
-    with training_mode_switcher(model, is_training=False):
-        nncf_network = NNCFNetwork(model, input_info=input_info)
-        nncf_network.nncf.get_tracing_context().disable_trace_dynamic_graph()
-
-    return nncf_network
-
-
 def quantize_impl(
     model: torch.nn.Module,
     calibration_dataset: Dataset,
@@ -70,7 +49,9 @@ def quantize_impl(
         raise RuntimeError("target_device == CPU_SPR is not supported")
 
     copied_model = deepcopy(model)
-    nncf_network = create_nncf_network_ptq(copied_model.eval(), calibration_dataset)
+
+    example_input = next(iter(calibration_dataset.get_inference_data()))
+    nncf_network = wrap_model(copied_model.eval(), example_input)
 
     quantization_algorithm = PostTrainingQuantization(
         preset=preset,
diff --git a/tests/torch/ptq/test_quantize_model_helpers.py b/tests/torch/ptq/test_quantize_model_helpers.py
deleted file mode 100644
index efc7e6d5f3d..00000000000
--- a/tests/torch/ptq/test_quantize_model_helpers.py
+++ /dev/null
@@ -1,42 +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 torch
-from torch import nn
-
-from nncf.data import Dataset
-from nncf.torch.quantization.quantize_model import create_nncf_network_ptq
-
-
-class TestModel(nn.Module):
-    def __init__(self, input_shape) -> None:
-        super().__init__()
-        self._input_shape = input_shape
-
-    def forward(self, x):
-        assert x.shape == self._input_shape
-        return x
-
-
-def test_create_nncf_network_with_nncf_dataset():
-    input_shape = (1, 3, 5, 5)
-    model = TestModel(input_shape)
-
-    def transform_fn(inputs):
-        x, _ = inputs
-        return x
-
-    dataset = Dataset([(torch.empty(input_shape), 1)] * 3, transform_fn)
-    nncf_network = create_nncf_network_ptq(model, dataset)
-    nncf_graph = nncf_network.nncf.get_original_graph()
-    all_nodes = nncf_graph.get_all_nodes()
-    assert len(all_nodes) == 2
-    assert sorted([node.node_type for node in all_nodes]) == ["nncf_model_input", "nncf_model_output"]
diff --git a/tests/torch/ptq/test_wrap_model.py b/tests/torch/ptq/test_wrap_model.py
new file mode 100644
index 00000000000..ac48bf66fe8
--- /dev/null
+++ b/tests/torch/ptq/test_wrap_model.py
@@ -0,0 +1,78 @@
+# 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 pytest
+import torch
+from torch import nn
+
+from nncf.torch.dynamic_graph.context import no_nncf_trace
+from nncf.torch.model_creation import wrap_model
+
+
+class ArgumentModel(nn.Module):
+    def __init__(self, example_input) -> None:
+        super().__init__()
+        self._example_input = example_input
+
+    def forward(self, x):
+        with no_nncf_trace():
+            assert x == self._example_input
+        return x
+
+
+class NonKeyWordArgumentsModel(nn.Module):
+    def __init__(self, example_input) -> None:
+        super().__init__()
+        self._example_input = example_input
+
+    def forward(self, x, y):
+        with no_nncf_trace():
+            assert x == self._example_input[0]
+            assert y == self._example_input[1]
+        return x, y
+
+
+class KeyWordArgumentsModel(nn.Module):
+    def __init__(self, example_input) -> None:
+        super().__init__()
+        self._example_input = example_input
+
+    def forward(self, *, x, y):
+        with no_nncf_trace():
+            assert x == self._example_input["x"]
+            assert y == self._example_input["y"]
+        return x, y
+
+
+@pytest.mark.parametrize(
+    ("example_input", "model_cls"),
+    [
+        (torch.empty(1), ArgumentModel),
+        ((torch.empty(1), torch.empty(1)), NonKeyWordArgumentsModel),
+        ({"x": torch.empty(1), "y": torch.empty(1)}, KeyWordArgumentsModel),
+    ],
+    ids=("tensor", "tuple", "dict"),
+)
+def test_wrap_model_with_example_input(example_input, model_cls):
+    model = model_cls(example_input)
+    nncf_network = wrap_model(model, example_input)
+    nncf_graph = nncf_network.nncf.get_original_graph()
+    all_nodes = nncf_graph.get_all_nodes()
+
+    num_nodes = 2
+    if isinstance(example_input, (tuple, dict)):
+        num_nodes *= len(example_input)
+
+    assert len(all_nodes) == num_nodes
+
+    num_io_nodes = num_nodes // 2
+    nodes = ["nncf_model_input"] * num_io_nodes + ["nncf_model_output"] * num_io_nodes
+    assert sorted([node.node_type for node in all_nodes]) == nodes

From 13e794beed8f0780c2db255cb79386832f32fd4e Mon Sep 17 00:00:00 2001
From: Vasily Shamporov <vasily.shamporov@intel.com>
Date: Mon, 13 Nov 2023 16:06:07 +0100
Subject: [PATCH 15/27] Update networkx and remove pyparsing limitation (#2241)

### Changes
Networkx was updated to allow 3.1, pyparsing limitation was removed.
Will now replace the disallowed colon symbols `:` during reads and
writes of .dot graphs.

### Reason for changes
OV is now at the networkx 3.1, and we should be aligned at least on the
major version for better DX.

### Related tickets
69520

### Tests
Existing graph-checking tests
---
 nncf/common/graph/graph.py                    | 36 +------
 .../quantizer_propagation/graph.py            |  3 +-
 nncf/common/utils/dot_file_rw.py              | 99 ++++++++++++++++++-
 setup.py                                      |  8 +-
 .../reference_graphs/dot_rw_reference.dot     |  9 ++
 tests/common/graph/test_dot_file_rw.py        | 55 +++++++++++
 6 files changed, 162 insertions(+), 48 deletions(-)
 create mode 100644 tests/common/data/reference_graphs/dot_rw_reference.dot
 create mode 100644 tests/common/graph/test_dot_file_rw.py

diff --git a/nncf/common/graph/graph.py b/nncf/common/graph/graph.py
index f3633772f72..7831aae397b 100644
--- a/nncf/common/graph/graph.py
+++ b/nncf/common/graph/graph.py
@@ -603,7 +603,7 @@ def get_graph_for_structure_analysis(self, extended: bool = False) -> nx.DiGraph
                 else:
                     attrs_edge["label"] = ", ".join((f"{k}:{v}" for k, v in label.items()))
             out_graph.add_edge(u, v, **attrs_edge)
-        return relabel_graph_for_dot_visualization(out_graph)
+        return out_graph
 
     def _get_graph_for_visualization(self) -> nx.DiGraph:
         """
@@ -634,7 +634,7 @@ def _get_graph_for_visualization(self) -> nx.DiGraph:
         for node in out_graph.nodes.values():
             node.pop("label")
 
-        return relabel_graph_for_dot_visualization(out_graph)
+        return out_graph
 
     def get_node_by_name(self, name: NNCFNodeName) -> NNCFNode:
         node_ids = self._node_name_to_node_id_map.get(name, None)
@@ -760,35 +760,3 @@ def find_matching_subgraphs(self, patterns: GraphPattern, strict: bool = True) -
                 subgraph_list.append(self.get_node_by_key(node_key))
             output.append(subgraph_list)
         return output
-
-
-def relabel_graph_for_dot_visualization(nx_graph: nx.Graph) -> nx.Graph:
-    """
-    Relabels NetworkX graph nodes to exclude reserved symbols in keys.
-        In case replaced names match for two different nodes, integer index is added to its keys.
-        While nodes keys are being updated, visualized nodes names corresponds to the original nodes names.
-
-    :param nx_graph: NetworkX graph to visualize via dot.
-    :return: NetworkX graph with reserved symbols in nodes keys replaced.
-    """
-    # .dot format reserves ':' character in node names
-    __RESERVED_DOT_CHARACTER = ":"
-    __CHARACTER_REPLACE_TO = "^"
-
-    hits = defaultdict(lambda: 0)
-    mapping = {}
-    for original_name in nx_graph.nodes():
-        dot_name = original_name.replace(__RESERVED_DOT_CHARACTER, __CHARACTER_REPLACE_TO)
-        hits[dot_name] += 1
-        if hits[dot_name] > 1:
-            dot_name = f"{dot_name}_{hits}"
-        if original_name != dot_name:
-            mapping[original_name] = dot_name
-
-    relabeled_graph = nx.relabel_nodes(nx_graph, mapping)
-    nx.set_node_attributes(
-        relabeled_graph,
-        name="label",
-        values={dot_key: original_key for original_key, dot_key in mapping.items()},
-    )
-    return relabeled_graph
diff --git a/nncf/common/quantization/quantizer_propagation/graph.py b/nncf/common/quantization/quantizer_propagation/graph.py
index 0adadc627b9..a46968ea974 100644
--- a/nncf/common/quantization/quantizer_propagation/graph.py
+++ b/nncf/common/quantization/quantizer_propagation/graph.py
@@ -20,7 +20,6 @@
 from nncf import nncf_logger
 from nncf.common.graph import NNCFNode
 from nncf.common.graph import NNCFNodeName
-from nncf.common.graph.graph import relabel_graph_for_dot_visualization
 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
@@ -997,7 +996,7 @@ def get_visualized_graph(self):
                     label="Unified group {}".format(gid),
                 )
 
-        return relabel_graph_for_dot_visualization(out_graph)
+        return out_graph
 
     def traverse_graph(
         self,
diff --git a/nncf/common/utils/dot_file_rw.py b/nncf/common/utils/dot_file_rw.py
index a67dd9d5df8..f956b22c8ac 100644
--- a/nncf/common/utils/dot_file_rw.py
+++ b/nncf/common/utils/dot_file_rw.py
@@ -8,17 +8,20 @@
 # 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 copy
 import pathlib
+from collections import defaultdict
+from typing import Dict
 
 import networkx as nx
 
 
 def write_dot_graph(G: nx.DiGraph, path: pathlib.Path):
     # NOTE: writing dot files with colons even in labels or other node/edge/graph attributes leads to an
-    # error. See https://github.com/networkx/networkx/issues/5962. This limits the networkx version in
-    # NNCF to 2.8.3 unless this is fixed upstream or an inconvenient workaround is made in NNCF.
-    nx.nx_pydot.write_dot(G, str(path))
+    # error. See https://github.com/networkx/networkx/issues/5962. If `relabel` is True in this function,
+    # then the colons (:) will be replaced with (^) symbols.
+    relabeled = relabel_graph_for_dot_visualization(G)
+    nx.nx_pydot.write_dot(relabeled, str(path))
 
 
 def get_graph_without_data(G: nx.DiGraph) -> nx.DiGraph:
@@ -36,4 +39,90 @@ def get_graph_without_data(G: nx.DiGraph) -> nx.DiGraph:
 
 
 def read_dot_graph(path: pathlib.Path) -> nx.DiGraph:
-    return nx.nx_pydot.read_dot(str(path))
+    loaded = nx.DiGraph(nx.nx_pydot.read_dot(str(path)))
+    return relabel_graph_for_dot_visualization(loaded, from_reference=True)
+
+
+RESERVED_CHAR = ":"
+REPLACEMENT_CHAR = "^"
+
+
+def _maybe_escape_colons_in_attrs(data: Dict):
+    for attr_name in data:
+        attr_val = data[attr_name]
+        if RESERVED_CHAR in attr_val and not (attr_val[0] == '"' or attr_val[-1] == '"'):
+            data[attr_name] = '"' + data[attr_name] + '"'  # escaped colons are allowed
+
+
+def _unescape_colons_in_attrs_with_colons(data: Dict):
+    for attr_name in data:
+        attr_val = data[attr_name]
+        if RESERVED_CHAR in attr_val and (attr_val[0] == '"' and attr_val[-1] == '"'):
+            data[attr_name] = data[attr_name][1:-1]
+
+
+def _remove_cosmetic_labels(graph: nx.DiGraph):
+    for node_name, node_data in graph.nodes(data=True):
+        if "label" in node_data:
+            label = node_data["label"]
+            if node_name == label or '"' + node_name + '"' == label:
+                del node_data["label"]
+
+
+def _add_cosmetic_labels(graph: nx.DiGraph, relabeled_node_mapping: Dict[str, str]):
+    for original_name, dot_name in relabeled_node_mapping.items():
+        node_data = graph.nodes[dot_name]
+        if "label" not in node_data:
+            node_data["label"] = '"' + original_name + '"'
+
+
+def relabel_graph_for_dot_visualization(nx_graph: nx.Graph, from_reference: bool = False) -> nx.DiGraph:
+    """
+    Relabels NetworkX graph nodes to exclude reserved symbols in keys.
+        In case replaced names match for two different nodes, integer index is added to its keys.
+        While nodes keys are being updated, visualized nodes names corresponds to the original nodes names.
+
+    :param nx_graph: NetworkX graph to visualize via dot.
+    :return: NetworkX graph with reserved symbols in nodes keys replaced.
+    """
+
+    nx_graph = copy.deepcopy(nx_graph)
+
+    # .dot format reserves ':' character in node names
+    if not from_reference:
+        # dumping to disk
+        __CHARACTER_REPLACE_FROM = RESERVED_CHAR
+        __CHARACTER_REPLACE_TO = REPLACEMENT_CHAR
+    else:
+        # loading from disk
+        __CHARACTER_REPLACE_FROM = REPLACEMENT_CHAR
+        __CHARACTER_REPLACE_TO = RESERVED_CHAR
+
+    hits = defaultdict(lambda: 0)
+    mapping = {}
+    for original_name in nx_graph.nodes():
+        dot_name = original_name.replace(__CHARACTER_REPLACE_FROM, __CHARACTER_REPLACE_TO)
+        hits[dot_name] += 1
+        if hits[dot_name] > 1:
+            dot_name = f"{dot_name}_{hits}"
+        if original_name != dot_name:
+            mapping[original_name] = dot_name
+
+    relabeled_graph = nx.relabel_nodes(nx_graph, mapping)
+
+    if not from_reference:
+        # dumping to disk
+        _add_cosmetic_labels(relabeled_graph, mapping)
+        for _, node_data in relabeled_graph.nodes(data=True):
+            _maybe_escape_colons_in_attrs(node_data)
+        for _, _, edge_data in relabeled_graph.edges(data=True):
+            _maybe_escape_colons_in_attrs(edge_data)
+    else:
+        # loading from disk
+        _remove_cosmetic_labels(relabeled_graph)
+        for _, node_data in relabeled_graph.nodes(data=True):
+            _unescape_colons_in_attrs_with_colons(node_data)
+        for _, _, edge_data in relabeled_graph.edges(data=True):
+            _unescape_colons_in_attrs_with_colons(edge_data)
+
+    return relabeled_graph
diff --git a/setup.py b/setup.py
index 7663a33a528..05a8239ca71 100644
--- a/setup.py
+++ b/setup.py
@@ -104,7 +104,7 @@ def find_version(*file_paths):
     "jsonschema>=3.2.0",
     "jstyleson>=0.0.2",
     "natsort>=7.1.0",
-    "networkx>=2.6, <=2.8.2",  # see ticket 94048 or https://github.com/networkx/networkx/issues/5962
+    "networkx>=2.6, <=3.1",  # see ticket 94048 or https://github.com/networkx/networkx/issues/5962
     "ninja>=1.10.0.post2, <1.11",
     "numpy>=1.19.1, <1.27",
     "openvino-telemetry>=2023.2.0",
@@ -113,12 +113,6 @@ def find_version(*file_paths):
     "psutil",
     "pydot>=1.4.1",
     "pymoo>=0.6.0.1",
-    # The recent pyparsing major version update seems to break
-    # integration with networkx - the graphs parsed from current .dot
-    # reference files no longer match against the graphs produced in tests.
-    # Using 2.x versions of pyparsing seems to fix the issue.
-    # Ticket: 69520
-    "pyparsing<3.0",
     "rich>=13.5.2",
     "scikit-learn>=0.24.0",
     "scipy>=1.3.2",
diff --git a/tests/common/data/reference_graphs/dot_rw_reference.dot b/tests/common/data/reference_graphs/dot_rw_reference.dot
new file mode 100644
index 00000000000..90ce0a6b826
--- /dev/null
+++ b/tests/common/data/reference_graphs/dot_rw_reference.dot
@@ -0,0 +1,9 @@
+strict digraph  {
+"Node^^A" [label=":baz"];
+"Node^^B" [label="qux:"];
+"Node^^C" [label="Node::C"];
+D;
+E [label=no_label];
+F [label="has^label"];
+"Node^^A" -> "Node^^B"  [label="foo:bar"];
+}
diff --git a/tests/common/graph/test_dot_file_rw.py b/tests/common/graph/test_dot_file_rw.py
new file mode 100644
index 00000000000..75b965b88b5
--- /dev/null
+++ b/tests/common/graph/test_dot_file_rw.py
@@ -0,0 +1,55 @@
+# 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 filecmp
+from copy import deepcopy
+from pathlib import Path
+
+import networkx as nx
+import pytest
+
+from nncf.common.utils.dot_file_rw import read_dot_graph
+from nncf.common.utils.dot_file_rw import write_dot_graph
+from tests.shared.nx_graph import check_nx_graph
+from tests.shared.paths import TEST_ROOT
+
+
+@pytest.fixture(scope="module")
+def ref_graph() -> nx.DiGraph:
+    graph = nx.DiGraph()
+    graph.add_node("Node::A", label=":baz")
+    graph.add_node("Node::B", label="qux:")
+    graph.add_node("Node::C")
+    graph.add_node("D")
+    graph.add_node("E", label="no_label")
+    graph.add_node("F", label="has^label")
+    graph.add_node("F", label="has^label")
+    graph.add_edge("Node::A", "Node::B", label="foo:bar"),
+    return graph
+
+
+REF_DOT_REPRESENTATION_GRAPH_PATH = TEST_ROOT / "common" / "data" / "reference_graphs" / "dot_rw_reference.dot"
+
+
+def test_writing_does_not_modify_original_graph(tmp_path: Path, ref_graph: nx.DiGraph):
+    ref_graph_copy = deepcopy(ref_graph)
+    write_dot_graph(ref_graph_copy, tmp_path / "graph.dot")
+    assert nx.utils.graphs_equal(ref_graph_copy, ref_graph)
+
+
+def test_colons_are_replaced_in_written_dot_file(tmp_path: Path, ref_graph: nx.DiGraph):
+    tmp_path_to_graph = tmp_path / "graph.dot"
+    write_dot_graph(ref_graph, tmp_path_to_graph)
+    assert filecmp.cmp(tmp_path_to_graph, REF_DOT_REPRESENTATION_GRAPH_PATH)
+
+
+def test_read_dot_file_gives_graph_with_colons(tmp_path: Path, ref_graph: nx.DiGraph):
+    test_graph = read_dot_graph(REF_DOT_REPRESENTATION_GRAPH_PATH)
+    check_nx_graph(test_graph, ref_graph, check_edge_attrs=True)

From 75a3403ed722a6503f9f30f06e5cd4be2c0d1e77 Mon Sep 17 00:00:00 2001
From: Alexander Suslov <alexander.suslov@intel.com>
Date: Tue, 14 Nov 2023 11:19:56 +0400
Subject: [PATCH 16/27] Supports multi-device model inference and wrapped
 forward functions (#2253)

### Changes

Supports multi-device model inference and wrapped forward functions

### Reason for changes

Support tracing "bigscience/bloomz-560m" model from HF

### Related tickets

N/A

### Tests

test_no_self_forward,  test_multidevice_model
---
 examples/torch/common/export.py          |  2 +-
 nncf/torch/dynamic_graph/graph_tracer.py | 16 ++++-
 nncf/torch/dynamic_graph/io_handling.py  | 38 +++++-----
 nncf/torch/exporter.py                   |  8 ++-
 nncf/torch/model_creation.py             |  7 +-
 nncf/torch/model_transformer.py          | 12 +++-
 nncf/torch/nncf_module_replacement.py    |  4 ++
 nncf/torch/nncf_network.py               | 32 +++++----
 nncf/torch/utils.py                      | 20 +++++-
 tests/torch/test_graph_building.py       | 10 +--
 tests/torch/test_nncf_network.py         | 90 +++++++++++++++++++++---
 tests/torch/test_transform_fn.py         | 29 ++++----
 12 files changed, 199 insertions(+), 69 deletions(-)

diff --git a/examples/torch/common/export.py b/examples/torch/common/export.py
index 7d98bcbf70d..0eb72071b80 100644
--- a/examples/torch/common/export.py
+++ b/examples/torch/common/export.py
@@ -29,7 +29,7 @@ def export_model(ctrl: CompressionAlgorithmController, save_path: str, no_strip_
 
     model = model.eval().cpu()
 
-    export_args = get_export_args(model)
+    export_args = get_export_args(model, device="cpu")
     input_names = generate_input_names_list(count_tensors(export_args))
 
     with torch.no_grad():
diff --git a/nncf/torch/dynamic_graph/graph_tracer.py b/nncf/torch/dynamic_graph/graph_tracer.py
index ee5c84e4e19..89880beda81 100644
--- a/nncf/torch/dynamic_graph/graph_tracer.py
+++ b/nncf/torch/dynamic_graph/graph_tracer.py
@@ -13,10 +13,14 @@
 
 import torch
 
+from nncf.common.logging import nncf_logger
 from nncf.torch.dynamic_graph.context import TracingContext
 from nncf.torch.dynamic_graph.graph import DynamicGraph
+from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
+from nncf.torch.dynamic_graph.io_handling import LoaderInputInfo
 from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.utils import get_model_device
+from nncf.torch.utils import is_multidevice
 
 
 class GraphTracer:
@@ -65,8 +69,16 @@ def default_dummy_forward_fn(model):
         from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_inputs_with_objwalk
         from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk
 
-        device = get_model_device(model)
-        args, kwargs = input_info.get_forward_inputs(device=str(device))
+        device = None
+        if isinstance(input_info, (FillerInputInfo, LoaderInputInfo)):
+            if is_multidevice(model):
+                nncf_logger.warning(
+                    "Multidevice model detected when tracing the model's dynamic graph - will pass example "
+                    "inputs to the model as-is without changing their device."
+                )
+            else:
+                device = get_model_device(model)
+        args, kwargs = input_info.get_forward_inputs(device)
 
         if with_input_tracing:
             if wrap_inputs_fn is None:
diff --git a/nncf/torch/dynamic_graph/io_handling.py b/nncf/torch/dynamic_graph/io_handling.py
index 639ba0784f4..9d0b7b8e721 100644
--- a/nncf/torch/dynamic_graph/io_handling.py
+++ b/nncf/torch/dynamic_graph/io_handling.py
@@ -13,7 +13,7 @@
 from functools import partial
 from inspect import Parameter
 from inspect import Signature
-from typing import Any, Dict, List, Optional, Protocol, Set, Tuple, Type
+from typing import Any, Dict, List, Optional, Protocol, Set, Tuple, Type, Union
 
 import torch
 
@@ -87,7 +87,7 @@ class ModelInputInfo(abc.ABC):
     """
 
     @abc.abstractmethod
-    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
+    def get_forward_inputs(self, device: Optional[Union[str, torch.device]] = None) -> Tuple[Tuple, Dict]:
         """
         Returns the tuple of (args, kwargs) for passing into the compressed model's forward method when necessary.
         The returned arguments should be such that the model's forward with these arguments executes the main
@@ -204,7 +204,9 @@ def from_nncf_config(cls, config: NNCFConfig):
             return FillerInputInfo(elements)
         raise RuntimeError("Invalid input_infos specified in config - should be either dict or list of dicts")
 
-    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple[torch.Tensor, ...], Dict[str, torch.Tensor]]:
+    def get_forward_inputs(
+        self, device: Optional[Union[str, torch.device]] = None
+    ) -> Tuple[Tuple[torch.Tensor, ...], Dict[str, torch.Tensor]]:
         args_list = []
         kwargs = {}
         for fe in self.elements:
@@ -227,7 +229,7 @@ def __init__(self, forward_args: Tuple, forward_kwargs: Dict):
         self._forward_args = forward_args
         self._forward_kwargs = forward_kwargs
 
-    def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
+    def get_forward_inputs(self, device: Optional[Union[str, torch.device]] = None) -> Tuple[Tuple, Dict]:
         if device is None:
             return self._forward_args, self._forward_kwargs
         to_device_fn = partial(torch.Tensor.to, device=device)
@@ -237,34 +239,38 @@ def get_forward_inputs(self, device: str = None) -> Tuple[Tuple, Dict]:
         kwargs_at_device = objwalk(kwargs_copy, is_tensor, to_device_fn)
         return args_at_device, kwargs_at_device
 
+
+class ExampleInputInfo(ExactInputsInfo):
     @classmethod
-    def from_example_input(cls, example_input: Any) -> "ExactInputsInfo":
+    def from_example_input(cls, example_input: Any) -> "ExampleInputInfo":
         """
-        Builds an ExactInputsInfo object based on the example input.
+        Builds an ExampleInputInfo object based on the example input.
 
         :param dataset: An nncf.Dataset whose first element will be used as an example model input
-        :return: An initialized ExactInputsInfo object.
+        :return: An initialized ExampleInputInfo object.
         """
         if isinstance(example_input, tuple):
-            return ExactInputsInfo(example_input, {})
+            return ExampleInputInfo(example_input, {})
         if isinstance(example_input, dict):
-            return ExactInputsInfo(tuple(), example_input)
-        return ExactInputsInfo((example_input,), {})
+            return ExampleInputInfo(tuple(), example_input)
+        return ExampleInputInfo((example_input,), {})
 
     @classmethod
-    def from_nncf_dataset(cls, dataset: Dataset) -> "ExactInputsInfo":
+    def from_nncf_dataset(cls, dataset: Dataset) -> "ExampleInputInfo":
         """
-        Checks the first element of the provided nncf.Dataset and builds an ExactInputsInfo object that would
+        Checks the first element of the provided nncf.Dataset and builds an ExampleInputInfo object that would
         provide the same input to the model at corresponding compression stages.
 
         :param dataset: An nncf.Dataset whose first element will be used as an example model input
-        :return: An initialized ExactInputsInfo object.
+        :return: An initialized ExampleInputInfo object.
         """
         example_input = next(iter(dataset.get_inference_data()))
         return cls.from_example_input(example_input)
 
+
+class LoaderInputInfo(ExactInputsInfo):
     @classmethod
-    def from_nncf_config_dataloaders(cls, config: NNCFConfig) -> Optional["ExactInputsInfo"]:
+    def from_nncf_config_dataloaders(cls, config: NNCFConfig) -> Optional["LoaderInputInfo"]:
         """
         Examines the user-provided structures registered with the NNCFConfig instance used for compression to find
         structures that contain a dataloader. The dataloader's first element is used to provide an example input to
@@ -273,7 +279,7 @@ def from_nncf_config_dataloaders(cls, config: NNCFConfig) -> Optional["ExactInpu
         :param config: An nncf.NNCFConfig instance. Must have at least one NNCFExtraConfigStruct attached that can
           provide a dataloader (these are listed in nncf.torch.dynamic_graph.io_handling.EXTRA_STRUCTS_WITH_DATALOADERS)
 
-        :return: An initialized ExactInputsInfo object.
+        :return: An initialized LoaderInputInfo object.
         """
         extra_structs = config.get_all_extra_structs()
         for extra_struct in extra_structs:
@@ -283,7 +289,7 @@ def from_nncf_config_dataloaders(cls, config: NNCFConfig) -> Optional["ExactInpu
                 wrapped_dataloader = wrap_dataloader_for_init(dataloader)
                 dataloader_output = next(iter(wrapped_dataloader))
                 args, kwargs = wrapped_dataloader.get_inputs(dataloader_output)
-                return ExactInputsInfo(args, kwargs)
+                return LoaderInputInfo(args, kwargs)
         # config extra structs had no suitable dataloaders
         return None
 
diff --git a/nncf/torch/exporter.py b/nncf/torch/exporter.py
index 0a9a8d45bb4..4aa35e1bd9e 100644
--- a/nncf/torch/exporter.py
+++ b/nncf/torch/exporter.py
@@ -45,8 +45,10 @@ def counter_fn(x: torch.Tensor) -> torch.Tensor:
     return count
 
 
-def get_export_args(model: NNCFNetwork, model_args: Optional[Tuple[Any, ...]] = None) -> Tuple:
-    args, kwargs = model.nncf.input_infos.get_forward_inputs()
+def get_export_args(
+    model: NNCFNetwork, model_args: Optional[Tuple[Any, ...]] = None, device: Optional[str] = None
+) -> Tuple:
+    args, kwargs = model.nncf.input_infos.get_forward_inputs(device)
 
     if model_args is not None:
         args = tuple(list(args) + list(model_args[:-1]))
@@ -142,7 +144,7 @@ def _export_to_onnx(self, save_path: str, opset_version: int) -> None:
         original_device = get_model_device(self._model)
         model = self._model.eval().cpu()
 
-        export_args = get_export_args(self._model, model_args=self._model_args)
+        export_args = get_export_args(self._model, model_args=self._model_args, device="cpu")
 
         if self._input_names is not None:
             input_names = self._input_names
diff --git a/nncf/torch/model_creation.py b/nncf/torch/model_creation.py
index f2e6b0ce9b0..0e04c804f3e 100644
--- a/nncf/torch/model_creation.py
+++ b/nncf/torch/model_creation.py
@@ -35,8 +35,9 @@
 from nncf.torch.dynamic_graph.graph_tracer import WrapInputsFnType
 from nncf.torch.dynamic_graph.graph_tracer import WrapOutputsFnType
 from nncf.torch.dynamic_graph.io_handling import EXTRA_STRUCTS_WITH_DATALOADERS
-from nncf.torch.dynamic_graph.io_handling import ExactInputsInfo
+from nncf.torch.dynamic_graph.io_handling import ExampleInputInfo
 from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
+from nncf.torch.dynamic_graph.io_handling import LoaderInputInfo
 from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.utils import is_dist_avail_and_initialized
@@ -167,7 +168,7 @@ def get_input_info_from_config(config: NNCFConfig) -> ModelInputInfo:
     nncf_logger.debug(
         "Config has no 'input_info' section, trying to use dataloader output as model inputs " "for graph building."
     )
-    exact_info = ExactInputsInfo.from_nncf_config_dataloaders(config)
+    exact_info = LoaderInputInfo.from_nncf_config_dataloaders(config)
     if exact_info is not None:
         return exact_info
     raise RuntimeError(
@@ -323,7 +324,7 @@ def wrap_model(model: torch.nn.Module, example_input: Any) -> NNCFNetwork:
     :return: A model wrapped by NNCFNetwork.
     """
 
-    input_info = ExactInputsInfo.from_example_input(example_input)
+    input_info = ExampleInputInfo.from_example_input(example_input)
 
     with training_mode_switcher(model, is_training=False):
         nncf_network = NNCFNetwork(model, input_info=input_info)
diff --git a/nncf/torch/model_transformer.py b/nncf/torch/model_transformer.py
index db4bf2fec72..087ea85df6c 100644
--- a/nncf/torch/model_transformer.py
+++ b/nncf/torch/model_transformer.py
@@ -32,6 +32,8 @@
 from nncf.torch.nncf_network import NNCFNetwork
 from nncf.torch.nncf_network import PTInsertionPoint
 from nncf.torch.quantization.external_quantizer import ExternalQuantizerCallHook
+from nncf.torch.utils import get_model_device
+from nncf.torch.utils import is_multidevice
 
 
 class PTModelTransformer(ModelTransformer):
@@ -119,15 +121,21 @@ def _apply_quantizer_insertion_transformations(
             model.nncf.register_compression_module_type(compression_model_type)
 
         insertion_commands: List[PTInsertionCommand] = []
+        device = None
+        if not is_multidevice(model):
+            device = get_model_device(model)
 
         for transformation_command in transformations:
             target_point: PTTargetPoint = transformation_command.target_point
-            fn = transformation_command.quantizer
+            quantizer_module = transformation_command.quantizer
+            if device is not None:
+                quantizer_module = quantizer_module.to(device)
+            fn = quantizer_module
 
             if target_point.type is not TargetType.OPERATION_WITH_WEIGHTS:
                 quantizer_id = NonWeightQuantizerId(target_point.target_node_name, target_point.input_port_id)
                 storage_key = str(quantizer_id)
-                model.nncf.add_compression_module(storage_key, transformation_command.quantizer, compression_model_type)
+                model.nncf.add_compression_module(storage_key, quantizer_module, compression_model_type)
                 fn = ExternalQuantizerCallHook(model.nncf.get_tracing_context(), storage_key)
 
             insertion_commands.append(
diff --git a/nncf/torch/nncf_module_replacement.py b/nncf/torch/nncf_module_replacement.py
index fdaaaf0d8bd..38d6a3c5254 100644
--- a/nncf/torch/nncf_module_replacement.py
+++ b/nncf/torch/nncf_module_replacement.py
@@ -25,6 +25,7 @@
 from nncf.torch.layers import NNCF_WRAPPED_USER_MODULES_DICT
 from nncf.torch.layers import UNWRAPPED_USER_MODULES
 from nncf.torch.layers import add_nncf_functionality_to_user_module
+from nncf.torch.utils import get_model_device
 
 
 def is_nncf_module(module: nn.Module) -> bool:
@@ -181,11 +182,14 @@ def replace_modules_by_nncf_modules(
             scope_set, ignored_scopes, target_scopes, eval_op_scopes
         ) and not _is_module_only_in_user_module(scope_set)
         if should_process:
+            device = get_model_device(module)
+
             if custom_replacer is not None:
                 replaced_module = custom_replacer(module)
             else:
                 replaced_module = nncf_module_from(module)
 
+            replaced_module.to(device)
             inter_dict[replaced_module] = scope_set
 
             new_scope_set = set()
diff --git a/nncf/torch/nncf_network.py b/nncf/torch/nncf_network.py
index 0cc9eda854a..29eb4b63d03 100644
--- a/nncf/torch/nncf_network.py
+++ b/nncf/torch/nncf_network.py
@@ -145,7 +145,7 @@ def get_original_forward(self) -> Callable:
         have its 0-th implicit `self` argument bound to the model object.
         """
         if self._original_instance_forward is not None:
-            return functools.partial(self._original_instance_forward, self._model_ref)
+            return self._original_instance_forward
         return functools.partial(self._original_unbound_forward, self._model_ref)
 
     @contextmanager
@@ -224,8 +224,6 @@ def __init__(
         self._user_dummy_forward_fn = dummy_forward_fn
         self._kd_loss_handler = None
 
-        device = get_model_device(model)
-
         if wrap_inputs_fn is not None:
             self._wrap_inputs_fn = wrap_inputs_fn
         elif self._input_info is not None:
@@ -254,7 +252,7 @@ def __init__(
         eval_op_scopes = self._collect_eval_op_scopes(model, _orig_graph_build_forward_fn)
 
         # all modules called in eval mode should be replaced prior to graph building
-        self._replace_modules_by_nncf_modules(model, device, eval_op_scopes)
+        self._replace_modules_by_nncf_modules(model, eval_op_scopes)
 
         _orig_context = TracingContext()
 
@@ -458,13 +456,10 @@ def wrapped_user_dummy_forward_fn(*args, **kwargs):
 
         return wrapped_user_dummy_forward_fn
 
-    def _replace_modules_by_nncf_modules(
-        self, model: torch.nn.Module, device: torch.device, eval_op_scopes: List[Scope] = None
-    ):
+    def _replace_modules_by_nncf_modules(self, model: torch.nn.Module, eval_op_scopes: List[Scope] = None):
         _, self._nncf_replaced_modules = replace_modules_by_nncf_modules(
             model, ignored_scopes=self._ignored_scopes, target_scopes=self._target_scopes, eval_op_scopes=eval_op_scopes
         )
-        model.to(device)
         return model
 
     def get_nncf_module_scopes(self) -> List[List[Scope]]:
@@ -836,10 +831,12 @@ def __call__(
         new_class.forward = _get_nncf_forward_function_with_signature(inspect.signature(original_class.forward))
 
         # In case of overriding forward by code like `model.forward = wrapper(model.forward)`
-        forward_inst_attr_fn = original_model.__dict__.get("forward")
-        if forward_inst_attr_fn is not None:
-            new_inst_forward = _get_nncf_forward_function_with_signature(inspect.signature(forward_inst_attr_fn))
-            original_model.__dict__["forward"] = functools.partial(new_inst_forward, original_model)
+        original_instance_forward = original_model.__dict__.get("forward")
+        if original_instance_forward is not None:
+            bound_new_instance_forward = _get_nncf_forward_function_with_signature(
+                inspect.signature(original_instance_forward), bind_self_to=original_model
+            )
+            original_model.__dict__["forward"] = bound_new_instance_forward
 
         # Make resulting class keep __module__ attributes of the original class,
         # otherwise these will point to NNCF
@@ -884,15 +881,22 @@ def __eq__(cls, other):
         return other is NNCFNetwork
 
 
-def _get_nncf_forward_function_with_signature(signature: inspect.Signature):
+def _get_nncf_forward_function_with_signature(
+    signature: inspect.Signature, bind_self_to: torch.nn.Module = None
+) -> Callable:
     """
-    Create forward function with copy signature of forward function.
+    Creates a function that executes code from NNCFNetwork.forward, but with a final signature equal to the provided
+     one.
     :param signature: Signature of function that will used for forward function.
+    :param bind_self_to: If provided, will bind the `self` argument of the returned function to the provided model
+      object. This should be the model object that we are currently constructing the NNCFNetwork with.
     :return: New copy of function NNCFNetwork.forward with specified signature.
     """
     fn = NNCFNetwork.forward
     new_forward = types.FunctionType(fn.__code__, fn.__globals__, fn.__name__, fn.__defaults__, fn.__closure__)
     new_forward.__dict__.update(fn.__dict__)
+    if bind_self_to is not None:
+        new_forward = functools.partial(new_forward, bind_self_to)
     new_forward.__signature__ = signature
     if is_debug():
         new_forward = debuggable_forward(new_forward)
diff --git a/nncf/torch/utils.py b/nncf/torch/utils.py
index 8e3a735d6be..546e0172f70 100644
--- a/nncf/torch/utils.py
+++ b/nncf/torch/utils.py
@@ -11,7 +11,7 @@
 import random
 from collections import OrderedDict
 from contextlib import contextmanager
-from typing import Any, Dict, List
+from typing import Any, Dict, Generator, List
 
 import numpy as np
 import torch
@@ -420,6 +420,24 @@ def get_model_device(model: torch.nn.Module) -> torch.device:
     return device
 
 
+def get_all_model_devices_generator(model: torch.nn.Module) -> Generator[torch.device, None, None]:
+    for p in model.parameters():
+        yield p.device
+
+
+def is_multidevice(model: torch.nn.Module) -> bool:
+    device_generator = get_all_model_devices_generator(model)
+    try:
+        curr_device = next(device_generator)
+    except StopIteration:  # no parameters
+        return False
+
+    for d in device_generator:
+        if d != curr_device:
+            return True
+    return False
+
+
 def get_model_dtype(model: torch.nn.Module) -> torch.dtype:
     try:
         dtype = next(model.parameters()).dtype
diff --git a/tests/torch/test_graph_building.py b/tests/torch/test_graph_building.py
index 84815d1af8c..cf08db48644 100644
--- a/tests/torch/test_graph_building.py
+++ b/tests/torch/test_graph_building.py
@@ -42,9 +42,10 @@
 from nncf.torch.dynamic_graph.graph_tracer import GraphTracer
 from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn
 from nncf.torch.dynamic_graph.io_handling import EXTRA_STRUCTS_WITH_DATALOADERS
-from nncf.torch.dynamic_graph.io_handling import ExactInputsInfo
+from nncf.torch.dynamic_graph.io_handling import ExampleInputInfo
 from nncf.torch.dynamic_graph.io_handling import FillerInputElement
 from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
+from nncf.torch.dynamic_graph.io_handling import LoaderInputInfo
 from nncf.torch.dynamic_graph.io_handling import ModelInputInfo
 from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk
 from nncf.torch.dynamic_graph.trace_tensor import trace_tensors
@@ -646,9 +647,10 @@ def test_filler_input_info_arg_generation(filler_gen_test_struct: FillerInputInf
     "input_info",
     [
         FillerInputInfo([FillerInputElement([1, 3, 3, 3])]),
-        ExactInputsInfo((torch.Tensor([1]), torch.Tensor([1])), {"a": torch.Tensor([1]), "b": torch.Tensor([1])}),
+        ExampleInputInfo((torch.Tensor([1]), torch.Tensor([1])), {"a": torch.Tensor([1]), "b": torch.Tensor([1])}),
+        LoaderInputInfo((torch.Tensor([1]), torch.Tensor([1])), {"a": torch.Tensor([1]), "b": torch.Tensor([1])}),
     ],
-    ids=["filler", "exact"],
+    ids=["filler", "example", "loader"],
 )
 @pytest.mark.parametrize("device", ["cuda", "cpu"])
 def test_input_infos_respect_device_setting(input_info: ModelInputInfo, device: str):
@@ -704,7 +706,7 @@ def test_compressed_model_creation_can_build_exact_input_infos_from_dataloader_i
 
     _ = create_compressed_model(mock_model_with_stub_forward, config)
     input_info_received_by_nncf_network_init = nncf_network_init_spy.call_args.kwargs["input_info"]  # input_info
-    assert isinstance(input_info_received_by_nncf_network_init, ExactInputsInfo)
+    assert isinstance(input_info_received_by_nncf_network_init, LoaderInputInfo)
     test_args, test_kwargs = input_info_received_by_nncf_network_init.get_forward_inputs()
 
     for idx, arg in enumerate(test_args):
diff --git a/tests/torch/test_nncf_network.py b/tests/torch/test_nncf_network.py
index 96eceba0941..54a8fe767a5 100644
--- a/tests/torch/test_nncf_network.py
+++ b/tests/torch/test_nncf_network.py
@@ -8,11 +8,13 @@
 # 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 abc
 import functools
 import inspect
 from abc import ABCMeta
 from abc import abstractmethod
 from copy import deepcopy
+from typing import Callable, Type
 
 import pytest
 import torch
@@ -25,6 +27,7 @@
 from nncf.common.graph.operator_metatypes import UnknownMetatype
 from nncf.common.graph.transformations.commands import TargetType
 from nncf.torch import register_module
+from nncf.torch.dynamic_graph.io_handling import ExampleInputInfo
 from nncf.torch.dynamic_graph.io_handling import FillerInputElement
 from nncf.torch.dynamic_graph.io_handling import FillerInputInfo
 from nncf.torch.dynamic_graph.operation_address import OperationAddress
@@ -405,29 +408,74 @@ def test_replacing_forward_with_another_own_method(_nncf_caplog):
     assert "set_original_unbound_forward" in _nncf_caplog.text
 
 
-def test_replacing_forward_of_original_model():
-    def decorator(func):
-        def wrap(*args):
-            return func(*args)
+class ReplacementForwardProvider(abc.ABC):
+    @abstractmethod
+    def get_replacement_forward(self, model: torch.nn.Module) -> Callable:
+        pass
+
+
+class ArgDecoratorForward(ReplacementForwardProvider):
+    def get_replacement_forward(self, model: torch.nn.Module) -> Callable:
+        def decorator(func):
+            def wrap(*args):
+                return func(*args)
+
+            return wrap
+
+        return decorator(model.forward)
+
+
+class ArgAndKwargWrapsForward(ReplacementForwardProvider):
+    def get_replacement_forward(self, model: torch.nn.Module) -> Callable:
+        old_forward = model.forward
+
+        @functools.wraps(old_forward)
+        def new_forward(*args, **kwargs):
+            return old_forward(*args, **kwargs)
+
+        return new_forward
+
+
+class EvilSelfForwardProvider(ReplacementForwardProvider):
+    def get_replacement_forward(self, model: torch.nn.Module) -> Callable:
+        old_forward = model.forward
+
+        def evil_forward(self):
+            # since `self` is just a name, and not a reserved word,
+            # in this function `self` will refer just to the 0-th actual (tensor) arg of the forward function
+            return old_forward(self)
 
-        return wrap
+        return evil_forward
 
+
+@pytest.mark.parametrize(
+    "replacement_forward_provider_cls", [ArgDecoratorForward, ArgAndKwargWrapsForward, EvilSelfForwardProvider]
+)
+def test_replacing_forward_of_original_model(replacement_forward_provider_cls: Type[ReplacementForwardProvider]):
     model = BasicConvTestModel()
-    model.forward = decorator(model.forward)
+    provider = replacement_forward_provider_cls()
+    replacement_forward = provider.get_replacement_forward(model)
+    model.forward = replacement_forward
+    input_info = FillerInputInfo([FillerInputElement(model.INPUT_SIZE)])
+    input_args, input_kwargs = input_info.get_forward_inputs()
+    original_output = model.forward(*input_args, **input_kwargs)
 
     fn_id = id(model.__dict__["forward"])
     fn_sign = inspect.signature(model.forward)
     # type of current
-    assert isinstance(model.__dict__["forward"], type(decorator))
+    assert isinstance(model.__dict__["forward"], type(replacement_forward))
 
-    nncf_net = NNCFNetwork(model, FillerInputInfo([FillerInputElement(model.INPUT_SIZE)]))
-    nncf_net.forward(torch.ones(model.INPUT_SIZE))
+    nncf_net = NNCFNetwork(model, input_info)
 
     # Check that forward was updated
     assert fn_id != id(nncf_net.__dict__["forward"])
     assert fn_sign == inspect.signature(nncf_net.forward)
     assert isinstance(nncf_net.forward, functools.partial)
 
+    # Check that the functional outputs are the same
+    new_output = nncf_net.forward(torch.ones(model.INPUT_SIZE))
+    assert torch.equal(new_output, original_output)
+
 
 def test_temporary_clean_view():
     model = TwoConvTestModelWithUserModule()
@@ -767,3 +815,27 @@ def test_is_compression_module_registered(compression_module_type, is_registered
         assert nncf_model.nncf.is_compression_module_registered(compression_module_type)
     else:
         assert not nncf_model.nncf.is_compression_module_registered(compression_module_type)
+
+
+class MultideviceModel(torch.nn.Module):
+    def __init__(self, linear_0, linear_1):
+        super().__init__()
+        self.linear_cpu = torch.nn.Linear(linear_0[0], linear_0[1], device="cpu")
+        self.linear_gpu = torch.nn.Linear(linear_1[0], linear_1[1], device="cuda")
+
+    def forward(self, x, y):
+        x1 = self.linear_cpu(x)
+        y1 = self.linear_gpu(y)
+        res = x1.to(y1.device) + y1
+        return res
+
+
+def test_multidevice_model():
+    if not torch.cuda.is_available():
+        pytest.skip("GPU required")
+
+    model = MultideviceModel((3, 3), (2, 3))
+    example_input = (torch.ones(3, 3, device="cpu"), torch.ones(3, 2, device="cuda"))
+    input_info = ExampleInputInfo.from_example_input(example_input)
+    nncf_model = NNCFNetwork(model, input_info)
+    nncf_model(*example_input)
diff --git a/tests/torch/test_transform_fn.py b/tests/torch/test_transform_fn.py
index 3d3d80acbb0..f5954189c24 100644
--- a/tests/torch/test_transform_fn.py
+++ b/tests/torch/test_transform_fn.py
@@ -9,12 +9,13 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+from functools import partial
+
 import pytest
 import torch
 from torch import nn
 
 import nncf
-from nncf.torch.nested_objects_traversal import objwalk
 from tests.torch.test_models.alexnet import AlexNet as ModelWithSingleInput
 
 
@@ -40,7 +41,9 @@ def forward(self, input_0, input_1):
 dataloader = torch.utils.data.DataLoader(dataset, batch_size=1)
 
 
-def single_input_transform_fn(data_item):
+def single_input_transform_fn(data_item, use_cuda):
+    if use_cuda:
+        return data_item[0].cuda()
     return data_item[0]
 
 
@@ -49,23 +52,26 @@ def test_transform_fn_single_input(use_cuda):
         pytest.skip("There are no available CUDA devices")
 
     model = ModelWithSingleInput()
-    input_data = single_input_transform_fn(next(iter(dataloader)))
+    input_data = single_input_transform_fn(next(iter(dataloader)), use_cuda)
     if use_cuda:
         model = model.cuda()
-        input_data = input_data.cuda()
 
     # Check the transformation function
     model(input_data)
     # Start quantization
-    calibration_dataset = nncf.Dataset(dataloader, single_input_transform_fn)
+    calibration_dataset = nncf.Dataset(dataloader, partial(single_input_transform_fn, use_cuda=use_cuda))
     nncf.quantize(model, calibration_dataset)
 
 
-def multiple_inputs_transform_tuple_fn(data_item):
+def multiple_inputs_transform_tuple_fn(data_item, use_cuda):
+    if use_cuda:
+        return data_item[0].cuda(), data_item[1].cuda()
     return data_item[0], data_item[1]
 
 
-def multiple_inputs_transform_dict_fn(data_item):
+def multiple_inputs_transform_dict_fn(data_item, use_cuda):
+    if use_cuda:
+        return {"input_0": data_item[0].cuda(), "input_1": data_item[1].cuda()}
     return {"input_0": data_item[0], "input_1": data_item[1]}
 
 
@@ -77,15 +83,10 @@ def test_transform_fn_multiple_inputs(transform_fn, use_cuda):
         pytest.skip("There are no available CUDA devices")
 
     model = ModelWithMultipleInputs()
-    input_data = transform_fn(next(iter(dataloader)))
+    input_data = transform_fn(next(iter(dataloader)), use_cuda)
     if use_cuda:
         model = model.cuda()
 
-        def send_to_cuda(tensor):
-            return tensor.cuda()
-
-        input_data = objwalk(input_data, lambda _: True, send_to_cuda)
-
     # Check the transformation function
     if isinstance(input_data, tuple):
         model(*input_data)
@@ -93,5 +94,5 @@ def send_to_cuda(tensor):
         model(**input_data)
 
     # Start quantization
-    calibration_dataset = nncf.Dataset(dataloader, transform_fn)
+    calibration_dataset = nncf.Dataset(dataloader, partial(transform_fn, use_cuda=use_cuda))
     nncf.quantize(model, calibration_dataset)

From ee435fd901c37fadcca77aace3b24dc238642284 Mon Sep 17 00:00:00 2001
From: Lyalyushkin Nikolay <nikolay.lyalyushkin@intel.com>
Date: Tue, 14 Nov 2023 12:03:19 +0100
Subject: [PATCH 17/27] Fixed NAS test on Windows (#2264)

### Changes

Use built-in `tmp_path` for temporary files to fix NAS tests on Windows

### Reason for changes

The PR (https://github.com/openvinotoolkit/nncf/pull/2234) introduced a new test which fails on Windows with error:

`PermissionError: [Errno 13] Permission denied: 'C:\\Users\\SYS_K8~1\\AppData\\Local\\Temp\\tmpmf1i25nd'`


### Related tickets

124904

### Tests

NAS tests on Windows
---
 tests/torch/nas/test_elastic_width.py | 33 +++++++++++++--------------
 1 file changed, 16 insertions(+), 17 deletions(-)

diff --git a/tests/torch/nas/test_elastic_width.py b/tests/torch/nas/test_elastic_width.py
index f1b4c87eca0..86fe556f7df 100644
--- a/tests/torch/nas/test_elastic_width.py
+++ b/tests/torch/nas/test_elastic_width.py
@@ -9,7 +9,6 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 import copy
-import tempfile
 
 import pytest
 import torch
@@ -154,26 +153,26 @@ def test_width_reorg(basic_model):
     compare_tensors_ignoring_the_order(after_reorg, before_reorg)
 
 
-def test_width_custom_external_reorg(basic_model):
+def test_width_custom_external_reorg(basic_model, tmp_path):
     config = get_empty_config(input_sample_sizes=basic_model.INPUT_SIZE)
     external_importance = basic_model.IMPORTANCE
-    with tempfile.NamedTemporaryFile() as external_importance_tempfile:
-        torch.save(external_importance, external_importance_tempfile)
-        config.update(
-            {
-                "bootstrapNAS": {
-                    "training": {
-                        "elasticity": {
-                            "width": {
-                                "filter_importance": "external",
-                                "external_importance_path": external_importance_tempfile.name,
-                            }
-                        },
-                    }
+    external_importance_tempfile = tmp_path / "importance_file"
+    torch.save(external_importance, external_importance_tempfile)
+    config.update(
+        {
+            "bootstrapNAS": {
+                "training": {
+                    "elasticity": {
+                        "width": {
+                            "filter_importance": "external",
+                            "external_importance_path": external_importance_tempfile,
+                        }
+                    },
                 }
             }
-        )
-        model, ctrl = create_bootstrap_training_model_and_ctrl(basic_model, config)
+        }
+    )
+    model, ctrl = create_bootstrap_training_model_and_ctrl(basic_model, config)
     model.eval()
     device = next(model.parameters()).device
     dummy_input = torch.Tensor([1]).reshape(basic_model.INPUT_SIZE).to(device)

From fd1882357f5142fb62b57f26454b2f7024bf0120 Mon Sep 17 00:00:00 2001
From: Vasily Shamporov <vasily.shamporov@intel.com>
Date: Tue, 14 Nov 2023 12:18:57 +0100
Subject: [PATCH 18/27] Fix torchvision version in the examples (#2259)

### Changes
Allow torchvision 0.16 in the examples

### Reason for changes
Otherwise the installation of the requirements for the torch examples
tries to install torchvision 0.16, which pulls the torch 2.0.1 which is
different from the BKC torch v2.1

### Related tickets
N/A

### Tests
torch_nightly, torch E2E
---
 examples/torch/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/torch/requirements.txt b/examples/torch/requirements.txt
index cf4ff6631de..7322c81c233 100644
--- a/examples/torch/requirements.txt
+++ b/examples/torch/requirements.txt
@@ -6,5 +6,5 @@ defusedxml>=0.7.0rc1
 mlflow>=2.5.0,<2.7.0
 returns>0.14
 opencv-python>=4.4.0.46
-torchvision>=0.10.0,<0.16  # the minor version should always match the torch minor version that is installed via NNCF's `pip install nncf[torch]`; TV minor version is torch minor version +1
+torchvision>=0.10.0,<0.17  # the minor version should always match the torch minor version that is installed via NNCF's `pip install nncf[torch]`; TV minor version is torch minor version +1
 efficientnet_pytorch

From b4b2e191f6c6d660cf7596eee8fabe19a921bbb0 Mon Sep 17 00:00:00 2001
From: Lyalyushkin Nikolay <nikolay.lyalyushkin@intel.com>
Date: Tue, 14 Nov 2023 13:44:25 +0100
Subject: [PATCH 19/27] Compress weights with a single reduction axis only
 (#2254)

### Changes

Exclude from weight compression nodes that has more than one reduction
axes

### Reason for changes

There's only one model that has multiple reduction axes.
It's `chatglm` with one embedding layer having [8132,32,2] shape. It was
decided to not quantize this layer, since it would save just 6Mb in 4Gb
model in case of int8 quantization with risk to reduce accuracy, and it
can't be quantized group-wise.

The idea is to switch to multiple reduction axes when it will be really
needed.

### Related tickets

n/a

### Tests

Tested on 104 models from share with IR's for llm models. In all cases
except chatglm there's a single reduction axis.
---
 nncf/common/graph/layer_attributes.py         |  2 +-
 nncf/common/graph/operator_metatypes.py       |  2 +-
 nncf/common/pruning/tensor_processor.py       |  2 +-
 nncf/common/tensor_statistics/collectors.py   |  2 +-
 nncf/onnx/graph/node_utils.py                 |  8 +--
 .../weight_compression/openvino_backend.py    | 70 ++++++++++---------
 .../quantization/test_weights_compression.py  | 14 ++--
 7 files changed, 52 insertions(+), 48 deletions(-)

diff --git a/nncf/common/graph/layer_attributes.py b/nncf/common/graph/layer_attributes.py
index ce934c23b8c..6ef514a1645 100644
--- a/nncf/common/graph/layer_attributes.py
+++ b/nncf/common/graph/layer_attributes.py
@@ -95,7 +95,7 @@ def __init__(
         :param weight_requires_grad: Is True if gradients need to be computed for the corresponding Tensor,
         False otherwise.
         :param weight_shape: shape of weight tensor.
-        :param filter_dimension_idx: the axis along which the filters are stored.
+        :param filter_dimension_idx: the axis, along which the filters are stored.
         """
         super().__init__(weight_requires_grad=weight_requires_grad, with_bias=with_bias)
         self.weight_shape = weight_shape
diff --git a/nncf/common/graph/operator_metatypes.py b/nncf/common/graph/operator_metatypes.py
index 305a3b66668..fc9d89f5f27 100644
--- a/nncf/common/graph/operator_metatypes.py
+++ b/nncf/common/graph/operator_metatypes.py
@@ -21,7 +21,7 @@ class OperatorMetatype:
 
     :param name: The name of the operator.
     :param hw_config_names: The names of the hardware configurations.
-    :param output_channel_axis: The axis along which the output channels of the operator are arranged.
+    :param output_channel_axis: The axis, along which the output channels of the operator are arranged.
     :param ignored_input_ports: Input ports of the operations that should not be considered for purposes of compression.
     """
 
diff --git a/nncf/common/pruning/tensor_processor.py b/nncf/common/pruning/tensor_processor.py
index c7c57432059..e160c045120 100644
--- a/nncf/common/pruning/tensor_processor.py
+++ b/nncf/common/pruning/tensor_processor.py
@@ -28,7 +28,7 @@ def concatenate(cls, tensors: List[NNCFTensor], axis: int) -> NNCFTensor:
         Join a list of NNCFTensors along an existing axis.
 
         :param tensors: List of NNCFTensors.
-        :param axis: The axis along which the tensors will be joined.
+        :param axis: The axis, along which the tensors will be joined.
         :returns: The concatenated List of the tensors.
         """
 
diff --git a/nncf/common/tensor_statistics/collectors.py b/nncf/common/tensor_statistics/collectors.py
index 894fe9a2a39..e1b01310216 100644
--- a/nncf/common/tensor_statistics/collectors.py
+++ b/nncf/common/tensor_statistics/collectors.py
@@ -358,7 +358,7 @@ def cat(x: List[NNCFTensor], axis: int) -> NNCFTensor:
         Join a sequence of arrays along an existing axis.
 
         :param x: The input tensor.
-        :param axis: The axis along which the arrays will be joined.
+        :param axis: The axis, along which the arrays will be joined.
         :return: The concatenated array.
         """
 
diff --git a/nncf/onnx/graph/node_utils.py b/nncf/onnx/graph/node_utils.py
index 1e9a162211d..7d46356904c 100644
--- a/nncf/onnx/graph/node_utils.py
+++ b/nncf/onnx/graph/node_utils.py
@@ -152,11 +152,11 @@ def get_reduction_shape(shape: List[int], axis: int) -> ReductionAxes:
 
 def _get_weight_quantization_axis(node: NNCFNode, port_id: int) -> int:
     """
-    Returns weight tensor axis along quantizer parameters are calculated.
+    Returns weight tensor axis, along which quantizer parameters are calculated.
 
     :param node: NNCFNode, which has a weight on input port_id.
     :param port_id: Input port id on which there is a weight of a node.
-    :return: Axis along quantizer parameters are calculated.
+    :return: Axis, along which quantizer parameters are calculated.
     """
     weight_channel_axis = node.metatype.weight_channel_axis
     if node.layer_attributes.has_node_attrs():
@@ -174,9 +174,9 @@ def _get_weight_quantization_axis(node: NNCFNode, port_id: int) -> int:
 
 def _get_activation_quantization_axis() -> int:
     """
-    Returns activation tensor axis along quantizer parameters are calculated.
+    Returns activation tensor axis, along which quantizer parameters are calculated.
 
-    :return: Axis along quantizer parameters are calculated.
+    :return: Axis, along which quantizer parameters are calculated.
     """
     return 1  # Activations have channel first layout: [N, C, Z, Y, X]
 
diff --git a/nncf/quantization/algorithms/weight_compression/openvino_backend.py b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
index a30b279d95b..a6b55a16889 100644
--- a/nncf/quantization/algorithms/weight_compression/openvino_backend.py
+++ b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
@@ -9,7 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 from dataclasses import dataclass
-from typing import List, Optional, Tuple, TypeVar, Union
+from typing import List, Optional, Tuple, TypeVar
 
 import numpy as np
 import openvino.runtime as ov
@@ -73,13 +73,23 @@ def do_compression(
                     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)
+                reduction_axes = get_channel_agnostic_reduction_axes(channel_axes, const_shape)
+                if isinstance(reduction_axes, tuple) and len(reduction_axes) != 1:
+                    nncf_logger.warning(
+                        f"Weight compression expects a single reduction axes, but given {len(reduction_axes)}. "
+                        f"Weight shape: {const_shape}, reduction axes: {reduction_axes}, node name: {nncf_node.name}. "
+                        "The node won't be quantized."
+                    )
+                    continue
+                reduction_axis = reduction_axes[0] if isinstance(reduction_axes, tuple) else reduction_axes
+
                 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)
+                weight_params = WeightNodeParams(
+                    reduction_axis, 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.INT8:
             primary_config = WeightCompressionConfig(mode=mode, group_size=group_size)
             _assign_mixed_precision(all_weight_params, ratio, primary_config)
@@ -98,7 +108,7 @@ def do_compression(
             config = wp.compression_config
             if config.mode == CompressWeightsMode.NF4:
                 original_shape = weight.shape
-                norm_weight, scale = _get_norm_weight_and_nf4_scale(weight, wp.reduction_axes, group_size)
+                norm_weight, scale = _get_norm_weight_and_nf4_scale(weight, wp.reduction_axis, 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)
@@ -107,7 +117,7 @@ def do_compression(
                 last_output = mul.output(0)
             else:
                 original_shape = weight.shape
-                compressed_weights, scale, zero_point = _do_integer_quantization(weight, wp.reduction_axes, config)
+                compressed_weights, scale, zero_point = _do_integer_quantization(weight, wp.reduction_axis, config)
                 compression_type = np.uint8 if config.num_bits == 8 else ov.Type.u4
                 compressed_weights_node = opset.constant(compressed_weights, dtype=compression_type, name=weight_name)
                 convert_weights_node = opset.convert(compressed_weights_node, original_weight_dtype)
@@ -153,7 +163,7 @@ class WeightNodeParams:
     """
     Information about weight node in the ov.Model that is useful for weight compression.
 
-    :param reduction_axes: Axis or axes along which to reduce (collect) different statistics (e.g. min, max).
+    :param reduction_axis: Axis, along which to reduce (collect) different statistics (e.g. min, max).
     :param num_weights: Number of elements in the weight array.
     :param fq_name: Name for the inserted weight compression operation.
     :param weight_node: The weight node itself.
@@ -161,7 +171,7 @@ class WeightNodeParams:
     :param compression_config: Configuration of weight compression for the weight node.
     """
 
-    reduction_axes: Union[int, Tuple[int]]
+    reduction_axis: int
     num_weights: int
     fq_name: str
     weight_node: ov.Node
@@ -170,7 +180,7 @@ class WeightNodeParams:
 
 
 def _do_integer_quantization(
-    weight: np.ndarray, reduction_axes: Union[int, Tuple[int]], config: WeightCompressionConfig
+    weight: np.ndarray, reduction_axis: int, config: WeightCompressionConfig
 ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]:
     """
     The method quantizes the given weights to integer data type in accordance with the compression config.
@@ -186,7 +196,7 @@ def _do_integer_quantization(
     (scales).
 
     :param weight: Weight array to compress.
-    :param reduction_axes: Axis or axes along which to reduce (collect) different statistics (e.g. min, max).
+    :param reduction_axis: Axis, along which to reduce (collect) different statistics (e.g. min, max).
     :param config: Information on how to compress (quantize) a specific weight.
     :return: The compressed weights, scale and zero point that was used for its quantization.
     """
@@ -200,16 +210,16 @@ def _do_integer_quantization(
 
     if group_size != -1:
         # weights are reshaped from [a1, r, a2] to [a1, r//gs, gs, a2]
-        weight, reduction_axes = _reshape_weights_for_grouped_quantization(weight, reduction_axes, group_size)
+        weight, reduction_axis = _reshape_weights_for_grouped_quantization(weight, reduction_axis, group_size)
 
     if mode in [CompressWeightsMode.INT8, CompressWeightsMode.INT4_ASYM]:
-        min_values = np.min(weight, axis=reduction_axes, keepdims=True)  # [a1, r, a2] -> [a1, 1, a2]
-        max_values = np.max(weight, axis=reduction_axes, keepdims=True)  # [a1, r, a2] -> [a1, 1, a2]
+        min_values = np.min(weight, axis=reduction_axis, keepdims=True)  # [a1, r, a2] -> [a1, 1, a2]
+        max_values = np.max(weight, axis=reduction_axis, keepdims=True)  # [a1, r, a2] -> [a1, 1, a2]
         scale, zero_point = calculate_scale_zero_point(
             min_values, max_values, level_low, level_high, narrow_range=False
         )
     else:
-        scale = np.max(np.abs(weight), axis=reduction_axes, keepdims=True)  # [a1, r//gs, 1, a2]
+        scale = np.max(np.abs(weight), axis=reduction_axis, keepdims=True)  # [a1, r//gs, 1, a2]
         level_low_sym = -(2 ** (num_bits - 1))
         level_high_sym = 2 ** (num_bits - 1) - 1
         scale = scale / level_high_sym
@@ -223,33 +233,31 @@ def _do_integer_quantization(
     return compressed_weights, scale, zero_point
 
 
-def _get_integer_quantization_error(
-    weight: np.ndarray, reduction_axes: Union[int, Tuple[int]], config: WeightCompressionConfig
-) -> float:
+def _get_integer_quantization_error(weight: np.ndarray, reduction_axis: int, config: WeightCompressionConfig) -> float:
     """
     Calculates a quantity characterizing the difference between floating point weights and fake quantized
     (compressed and decompressed) to integer ones.
 
     :param weight: Weight array to compress.
-    :param reduction_axes: Axis or axes along which to reduce (collect) different statistics (e.g. min, max).
+    :param reduction_axis: Axis, along which to reduce (collect) different statistics (e.g. min, max).
     :param config: Information on how to compress (quantize) a specific weight.
     :return: The quantity characterizing the error of integer quantization.
     """
     orig_shape = weight.shape
-    compressed_weights, scale, zero_point = _do_integer_quantization(weight, reduction_axes, config)
+    compressed_weights, scale, zero_point = _do_integer_quantization(weight, reduction_axis, config)
 
     decompressed_weight = compressed_weights.astype(dtype=scale.dtype)
     decompressed_weight = (compressed_weights - zero_point) * scale
 
     decompressed_weight = decompressed_weight.reshape(orig_shape)
     diff = (decompressed_weight - weight) ** 2
-    layer_err = np.mean(diff, axis=reduction_axes)
+    layer_err = np.mean(diff, axis=reduction_axis)
     val = np.max(layer_err)
     return val
 
 
 def _reshape_weights_for_grouped_quantization(
-    weight: np.ndarray, reduction_axes: Union[int, Tuple[int]], group_size: int
+    weight: np.ndarray, reduction_axis: int, group_size: int
 ) -> Tuple[np.ndarray, int]:
     """
     Reshapes weights for group-wise quantization and return a new reduction axis for collecting statistics per group
@@ -257,16 +265,12 @@ def _reshape_weights_for_grouped_quantization(
     [c_out, c_in // 128, 128].
 
     :param weight: Weight array to compress.
-    :param reduction_axes: Axis or axes along which to reduce (collect) different statistics (e.g. min, max).
+    :param reduction_axis: Axis, along which to reduce (collect) different statistics (e.g. min, max).
     :param group_size: Number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale).
     :return: reshaped weights and new reduction axis.
     """
     assert group_size != -1
-    if isinstance(reduction_axes, tuple) and len(reduction_axes) != 1:
-        raise RuntimeError(
-            f"group-quantization is supported for a single reduction axes, but got {len(reduction_axes)}"
-        )
-    reduction_axis = reduction_axes[0] if isinstance(reduction_axes, tuple) else reduction_axes
+    assert isinstance(reduction_axis, int)
     channel_size = weight.shape[reduction_axis]
     if channel_size % group_size != 0:
         raise RuntimeError(f"Channel size {channel_size} should be divisible by size of group {group_size}")
@@ -280,24 +284,24 @@ def _reshape_weights_for_grouped_quantization(
 
 
 def _get_norm_weight_and_nf4_scale(
-    weight: np.ndarray, reduction_axes: Tuple[int], group_size: int = -1
+    weight: np.ndarray, reduction_axis: int, group_size: int = -1
 ) -> Tuple[np.ndarray, np.ndarray]:
     """
     Calculates scale for nf4 quantization and normalizes weights by the scale.
     Weights are reshaped in case of positive value of group size.
 
     :param weight: Weight array to compress.
-    :param reduction_axes: Axis or axes along which to reduce (collect) different statistics (e.g. min, max).
+    :param reduction_axis: Axis, along which to reduce (collect) different statistics (e.g. min, max).
     :param group_size: Number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale).
         The value -1 means no grouping. Defaults to -1.
     :return: Normalized weights and nf4 scale.
     """
     if group_size != -1:
         # weights are reshaped: [a1, r, a2] -> [a1, r//gs, gs, a2]
-        weight, reduction_axis = _reshape_weights_for_grouped_quantization(weight, reduction_axes, group_size)
+        weight, reduction_axis = _reshape_weights_for_grouped_quantization(weight, reduction_axis, group_size)
         scale = np.max(np.abs(weight), axis=reduction_axis, keepdims=True)  # [a1, r//gs, 1, a2]
     else:
-        scale = np.max(np.abs(weight), axis=reduction_axes, keepdims=True)  # [a1, 1, a2]
+        scale = np.max(np.abs(weight), axis=reduction_axis, keepdims=True)  # [a1, 1, a2]
     eps = np.finfo(weight.dtype).eps
     # NOTE: adding machine epsilon to avoid division by zero
     scale[np.abs(scale) < eps] = eps
@@ -372,8 +376,8 @@ def _assign_mixed_precision(
     for weight_param in track(all_weight_params[1:-1], description="Searching for Mixed-Precision Configuration"):
         weight = get_const_value(weight_param.weight_node)
         backup_config = weight_param.compression_config
-        reduction_axes = weight_param.reduction_axes
-        backup_error = _get_integer_quantization_error(weight, reduction_axes, backup_config)
+        reduction_axis = weight_param.reduction_axis
+        backup_error = _get_integer_quantization_error(weight, reduction_axis, backup_config)
         eps = np.finfo(weight.dtype).eps
         error = 1 / (backup_error + eps)
         errors.append(error)
diff --git a/tests/openvino/native/quantization/test_weights_compression.py b/tests/openvino/native/quantization/test_weights_compression.py
index 94501cae790..561d1927509 100644
--- a/tests/openvino/native/quantization/test_weights_compression.py
+++ b/tests/openvino/native/quantization/test_weights_compression.py
@@ -298,7 +298,7 @@ def __str__(self):
 @pytest.mark.parametrize("desc", LIST_DESCS, ids=map(str, LIST_DESCS))
 def test_quantization_error_calculation(desc: QuantErrorDesc):
     weight = desc.weight
-    axis = (1,)
+    axis = 1
     actual_error = _get_integer_quantization_error(weight, axis, desc.config)
     ref_error = desc.ref_error
     atol = desc.atol if desc.atol is not None else 1e-8
@@ -374,20 +374,20 @@ def test_weight_compress_with_ignored_scope(ignored_scope, num_compressed):
 @pytest.mark.parametrize("desc", CALCULATE_SCALE_DESCS)
 def test_calculate_scale_per_group(desc: CalculateScaleDesc):
     reshaped_weight, reduction_axis = _reshape_weights_for_grouped_quantization(
-        desc.weight, reduction_axes=desc.axis, group_size=desc.group_size
+        desc.weight, reduction_axis=desc.axis, group_size=desc.group_size
     )
     act_scale = np.max(np.abs(reshaped_weight), axis=reduction_axis, keepdims=True)  # [a1, r//gs, 1, a2]
     assert np.allclose(act_scale, desc.ref_scale)
 
 
 def test_raise_error_for_many_axes():
-    with pytest.raises(RuntimeError):
-        _reshape_weights_for_grouped_quantization(WEIGHTS_2x4, reduction_axes=(0, 1), group_size=1)
+    with pytest.raises(AssertionError):
+        _reshape_weights_for_grouped_quantization(WEIGHTS_2x4, reduction_axis=(0, 1), group_size=1)
 
 
-def test_raise_error_with_incorrect_group_size():
-    with pytest.raises(RuntimeError):
-        _reshape_weights_for_grouped_quantization(WEIGHTS_2x4, reduction_axes=(0,), group_size=3)
+def test_raise_error_with_tuple():
+    with pytest.raises(AssertionError):
+        _reshape_weights_for_grouped_quantization(WEIGHTS_2x4, reduction_axis=(0,), group_size=3)
 
 
 def test_raise_error_with_int8_and_non_default_ratio(mocker):

From 610e8004d46832afe1691351b322942fae604013 Mon Sep 17 00:00:00 2001
From: Alexander Dokuchaev <alexander.dokuchaev@intel.com>
Date: Wed, 15 Nov 2023 07:56:19 +0200
Subject: [PATCH 20/27] Remove to_device from PTEngine (#2260)

### Changes

Remove logic to set device in `PTEngine`, to support multi-device model
https://github.com/openvinotoolkit/nncf/pull/2253
---
 .../torch/ssd300_vgg16/main.py                           | 7 ++++---
 nncf/torch/engine.py                                     | 9 ---------
 2 files changed, 4 insertions(+), 12 deletions(-)

diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/main.py b/examples/post_training_quantization/torch/ssd300_vgg16/main.py
index 6d6b9365a34..3bed9cfee45 100644
--- a/examples/post_training_quantization/torch/ssd300_vgg16/main.py
+++ b/examples/post_training_quantization/torch/ssd300_vgg16/main.py
@@ -29,6 +29,7 @@
 from torchvision.models.detection.ssd import SSD
 from torchvision.models.detection.ssd import GeneralizedRCNNTransform
 from nncf.common.logging.track_progress import track
+from functools import partial
 
 ROOT = Path(__file__).parent.resolve()
 DATASET_URL = "https://ultralytics.com/assets/coco128.zip"
@@ -125,10 +126,10 @@ def validate(model: torch.nn.Module, dataset: COCO128Dataset, device: torch.devi
     return computed_metrics["map_50"]
 
 
-def transform_fn(data_item: Tuple[torch.Tensor, Dict]) -> torch.Tensor:
+def transform_fn(data_item: Tuple[torch.Tensor, Dict], device: torch.device) -> torch.Tensor:
     # Skip label and add a batch dimension to an image tensor
     images, _ = data_item
-    return images[None]
+    return images[None].to(device)
 
 
 def main():
@@ -149,7 +150,7 @@ def main():
     disable_tracing(SSD.postprocess_detections)
 
     # Quantize model
-    calibration_dataset = nncf.Dataset(dataset, transform_fn)
+    calibration_dataset = nncf.Dataset(dataset, partial(transform_fn, device=device))
     quantized_model = nncf.quantize(model, calibration_dataset)
 
     # Convert to OpenVINO
diff --git a/nncf/torch/engine.py b/nncf/torch/engine.py
index 63b4e93f114..44271123d6b 100644
--- a/nncf/torch/engine.py
+++ b/nncf/torch/engine.py
@@ -15,9 +15,6 @@
 from torch import nn
 
 from nncf.common.engine import Engine
-from nncf.torch.nested_objects_traversal import objwalk
-from nncf.torch.utils import get_model_device
-from nncf.torch.utils import is_tensor
 
 
 class PTEngine(Engine):
@@ -34,7 +31,6 @@ def __init__(self, model: nn.Module):
 
         self._model = model
         self._model.eval()
-        self._device = get_model_device(model)
 
     def infer(
         self, input_data: Union[torch.Tensor, Tuple[torch.Tensor], Dict[str, torch.Tensor]]
@@ -46,11 +42,6 @@ def infer(
         :return: Model outputs.
         """
 
-        def send_to_device(tensor):
-            return tensor.to(self._device)
-
-        input_data = objwalk(input_data, is_tensor, send_to_device)
-
         if isinstance(input_data, dict):
             return self._model(**input_data)
         if isinstance(input_data, tuple):

From 8efd04aae0a76a8e4c7289224764a0daf35e2cf2 Mon Sep 17 00:00:00 2001
From: Lyalyushkin Nikolay <nikolay.lyalyushkin@intel.com>
Date: Wed, 15 Nov 2023 08:49:39 +0100
Subject: [PATCH 21/27] Fixed typo in the warning from compress_weights (#2267)

### Changes

renamed name to node_name in the warning

### Reason for changes

chatglm model support

### Related tickets

125045

### Tests

test_not_quantize_with_multiple_reduction_axes
---
 .../weight_compression/openvino_backend.py         |  4 ++--
 tests/openvino/native/models.py                    | 14 ++++++++++++++
 .../quantization/test_weights_compression.py       |  9 +++++++++
 3 files changed, 25 insertions(+), 2 deletions(-)

diff --git a/nncf/quantization/algorithms/weight_compression/openvino_backend.py b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
index a6b55a16889..4ba8462fa1b 100644
--- a/nncf/quantization/algorithms/weight_compression/openvino_backend.py
+++ b/nncf/quantization/algorithms/weight_compression/openvino_backend.py
@@ -77,8 +77,8 @@ def do_compression(
                 if isinstance(reduction_axes, tuple) and len(reduction_axes) != 1:
                     nncf_logger.warning(
                         f"Weight compression expects a single reduction axes, but given {len(reduction_axes)}. "
-                        f"Weight shape: {const_shape}, reduction axes: {reduction_axes}, node name: {nncf_node.name}. "
-                        "The node won't be quantized."
+                        f"Weight shape: {const_shape}, reduction axes: {reduction_axes}, "
+                        f"node name: {nncf_node.node_name}. The node won't be quantized."
                     )
                     continue
                 reduction_axis = reduction_axes[0] if isinstance(reduction_axes, tuple) else reduction_axes
diff --git a/tests/openvino/native/models.py b/tests/openvino/native/models.py
index ca563218df3..860efbdba69 100644
--- a/tests/openvino/native/models.py
+++ b/tests/openvino/native/models.py
@@ -786,3 +786,17 @@ def _create_ov_model(self):
         result.get_output_tensor(0).set_names(set(["Result"]))
         model = ov.Model([result], [input_node])
         return model
+
+
+class GatherWithTwoReductionAxes(OVReferenceModel):
+    def _create_ov_model(self):
+        input_1 = opset.parameter([2, 3], name="Input")
+        convert_1 = opset.convert(input_1, destination_type="i64", name="Convert_1")
+
+        gather_2_data = opset.constant(self._rng.random((3, 2, 1)), dtype=np.float32, name="gather_2_data")
+        gather_2 = opset.gather(gather_2_data, convert_1, axis=0, batch_dims=0)
+        gather_2.set_friendly_name("Gather_2")
+
+        result = opset.result(gather_2, name="Result")
+        model = ov.Model([result], [input_1])
+        return model
diff --git a/tests/openvino/native/quantization/test_weights_compression.py b/tests/openvino/native/quantization/test_weights_compression.py
index 561d1927509..b83cf386462 100644
--- a/tests/openvino/native/quantization/test_weights_compression.py
+++ b/tests/openvino/native/quantization/test_weights_compression.py
@@ -25,6 +25,7 @@
 from nncf.quantization.algorithms.weight_compression.openvino_backend import _reshape_weights_for_grouped_quantization
 from nncf.scopes import IgnoredScope
 from tests.openvino.native.common import get_openvino_version
+from tests.openvino.native.models import GatherWithTwoReductionAxes
 from tests.openvino.native.models import IntegerModel
 from tests.openvino.native.models import SequentialMatmulModel
 from tests.openvino.native.models import WeightsModel
@@ -202,6 +203,14 @@ def test_mixed_precision(ratio, group_size, ref_nf4_nodes):
             assert op.get_element_type() == ov.Type.nf4
 
 
+def test_not_quantize_with_multiple_reduction_axes():
+    model = GatherWithTwoReductionAxes().ov_model
+    compressed_model = compress_weights(model, mode=CompressWeightsMode.INT8)
+    for op in compressed_model.get_ordered_ops():
+        if op.get_type_name() == "Constant" and op.get_friendly_name() == "gather_2_data":
+            assert op.get_element_type() == ov.Type(np.float32)
+
+
 @dataclass
 class QuantErrorDesc:
     weight: List[float]

From 776670b56b50d1c71ba4134b0dc8650b4f252df2 Mon Sep 17 00:00:00 2001
From: Alexander Suslov <alexander.suslov@intel.com>
Date: Thu, 16 Nov 2023 01:33:10 +0400
Subject: [PATCH 22/27] Fixed output text in the ptq onnx example (#2272)

### Changes

Fixed output text in the ptq onnx example

### Reason for changes

Incorrect output text in the ptq onnx example

### Related tickets

N/A

### Tests

test_examples
---
 examples/post_training_quantization/onnx/mobilenet_v2/main.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/post_training_quantization/onnx/mobilenet_v2/main.py b/examples/post_training_quantization/onnx/mobilenet_v2/main.py
index 5f9850f8cbe..2d9f94d64be 100755
--- a/examples/post_training_quantization/onnx/mobilenet_v2/main.py
+++ b/examples/post_training_quantization/onnx/mobilenet_v2/main.py
@@ -140,11 +140,11 @@ def transform_fn(data_item):
 print("[4/7] Benchmark INT8 model:")
 int8_fps = run_benchmark(int8_model_path, shape=[1, 3, 224, 224], verbose=True)
 
-print("[5/7] Validate OpenVINO FP32 model:")
+print("[5/7] Validate ONNX FP32 model in OpenVINO:")
 fp32_top1 = validate(fp32_model_path, val_loader)
 print(f"Accuracy @ top1: {fp32_top1:.3f}")
 
-print("[6/7] Validate OpenVINO INT8 model:")
+print("[6/7] Validate ONNX INT8 model in OpenVINO:")
 int8_top1 = validate(int8_model_path, val_loader)
 print(f"Accuracy @ top1: {int8_top1:.3f}")
 

From 0eab0d82b7b9df8e1bc473dc6ae62be79fce7262 Mon Sep 17 00:00:00 2001
From: Nikita Malinin <nikita.malinin@intel.com>
Date: Fri, 17 Nov 2023 09:51:19 +0100
Subject: [PATCH 23/27] Release notes update (#2270)

### Changes

- Cherry-pick of 7d4e3d7ba9dd6e426985243b82f72cdbf35049d3
- Update for the `develop` branch in the `Installation.md`
---
 ReleaseNotes.md      | 47 ++++++++++++++++++++++++++++++++++++++++++++
 docs/Installation.md |  3 ++-
 nncf/version.py      |  2 +-
 3 files changed, 50 insertions(+), 2 deletions(-)

diff --git a/ReleaseNotes.md b/ReleaseNotes.md
index 4d9f3d83b6a..f90fff64e6d 100644
--- a/ReleaseNotes.md
+++ b/ReleaseNotes.md
@@ -1,5 +1,52 @@
 # Release Notes
 
+## New in Release 2.7.0
+
+Post-training Quantization:
+
+- Features:
+  - (OpenVINO) Added support for data-free 4-bit weights compression through NF4 and INT4 data types (`compress_weights(…)` pipeline).
+  - (OpenVINO) Added support for [IF operation](https://docs.openvino.ai/latest/openvino_docs_ops_infrastructure_If_8.html) quantization.
+  - (OpenVINO) Added `dump_intermediate_model` parameter support for AccuracyAwareAlgorithm (`quantize_with_accuracy_control(…)` pipeline).
+  - (OpenVINO) Added support for SmoothQuant and ChannelAlignment algorithms for HyperparameterTuner algorithm (`quantize_with_tune_hyperparams(…)` pipeline).
+  - (PyTorch) Post-training Quantization is now supported with `quantize(…)` pipeline and the common implementation of quantization algorithms. Deprecated `create_compressed_model()` method for Post-training Quantization.
+  - Added new types (AvgPool, GroupNorm, LayerNorm) to the ignored scope for `ModelType.Transformer` scheme.
+  - `QuantizationPreset.Mixed` was set as the default for `ModelType.Transformer` scheme.
+- Fixes:
+  - (OpenVINO, ONNX, PyTorch) Aligned/added patterns between backends (SE block, MVN layer, multiple activations, etc.) to restore performance/metrics.
+  - Fixed patterns for `ModelType.Transformer` to align with the [quantization scheme](https://docs.openvino.ai/latest/openvino_docs_OV_UG_lpt.html).
+- Improvements:
+  - Improved UX with the new progress bar for pipeline, new exceptions, and .dot graph visualization updates.
+  - (OpenVINO) Optimized WeightsCompression algorithm (`compress_weights(…)` pipeline) execution time for LLM's quantization, added ignored scope support.
+  - (OpenVINO) Optimized AccuracyAwareQuantization algorithm execution time with multi-threaded approach while calculating ranking score (`quantize_with_accuracy_control(…)` pipeline).
+  - (OpenVINO) Added [extract_ov_subgraph tool](tools/extract_ov_subgraph.py) for large IR subgraph extraction.
+  - (ONNX) Optimized quantization pipeline (up to 1.15x speed up).
+- Tutorials:
+  - [Post-Training Optimization of BLIP Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/233-blip-visual-language-processing)
+  - [Post-Training Optimization of DeepFloyd IF Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/238-deepfloyd-if)
+  - [Post-Training Optimization of Grammatical Error Correction Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/214-grammar-correction)
+  - [Post-Training Optimization of Dolly 2.0 Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/240-dolly-2-instruction-following)
+  - [Post-Training Optimization of Massively Multilingual Speech Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/255-mms-massively-multilingual-speech)
+  - [Post-Training Optimization of OneFormer Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/249-oneformer-segmentation)
+  - [Post-Training Optimization of InstructPix2Pix Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/231-instruct-pix2pix-image-editing)
+  - [Post-Training Optimization of LLaVA Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/257-llava-multimodal-chatbot)
+  - [Post-Training Optimization of Latent Consistency Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/263-latent-consistency-models-image-generation)
+  - [Post-Training Optimization of Distil-Whisper Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/267-distil-whisper-asr)
+  - [Post-Training Optimization of FastSAM Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/261-fast-segment-anything)
+- Known issues:
+  - (ONNX) `quantize(...)` method can generate inaccurate int8 results for models with the BatchNormalization layer that contains biases. To get the best accuracy, use the `do_constant_folding=True` option during export from PyTorch to ONNX.
+
+Compression-aware training:
+
+- Fixes:
+  - (PyTorch) Fixed Hessian trace calculation to solve [#2155](https://github.com/openvinotoolkit/nncf/issues/2155) issue.
+- Requirements:
+  - Updated PyTorch version (2.1.0).
+  - Updated numpy version (<1.27).
+- Deprecations/Removals:
+  - (PyTorch) Removed legacy external quantizer storage names.
+  - (PyTorch) Removed torch < 2.0 version support.
+
 ## New in Release 2.6.0
 
 Post-training Quantization:
diff --git a/docs/Installation.md b/docs/Installation.md
index 17063a177f0..e1a9624ce4f 100644
--- a/docs/Installation.md
+++ b/docs/Installation.md
@@ -69,7 +69,8 @@ as well as the supported versions of Python:
 
 | NNCF      | OpenVINO   | PyTorch  | ONNX     | TensorFlow | Python |
 |-----------|------------|----------|----------|------------|--------|
-| `develop` | `2023.1.0` | `2.1`    | `1.13.1` | `2.12.0`   | `3.8`  |
+| `develop` | `2023.2.0` | `2.1`    | `1.13.1` | `2.12.0`   | `3.8`  |
+| `2.7.0`   | `2023.2.0` | `2.1`    | `1.13.1` | `2.12.0`   | `3.8`  |
 | `2.6.0`   | `2023.1.0` | `2.0.1`  | `1.13.1` | `2.12.0`   | `3.8`  |
 | `2.5.0`   | `2023.0.0` | `1.13.1` | `1.13.1` | `2.11.1`   | `3.8`  |
 | `2.4.0`   | `2022.1.0` | `1.12.1` | `1.12.0` | `2.8.2`    | `3.8`  |
diff --git a/nncf/version.py b/nncf/version.py
index 7e34bdba420..fd30864ff0e 100644
--- a/nncf/version.py
+++ b/nncf/version.py
@@ -9,7 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-__version__ = "2.6.0"
+__version__ = "2.7.0"
 
 BKC_TORCH_VERSION = "2.1.0"
 BKC_TORCHVISION_VERSION = "0.16.0"

From 21f618cf8d50f81cb8cf79a22e0a6ddee1d7c8ac Mon Sep 17 00:00:00 2001
From: Nikita Malinin <nikita.malinin@intel.com>
Date: Fri, 17 Nov 2023 09:52:20 +0100
Subject: [PATCH 24/27] Update OV version (#2274)

### Changes

cherry picked from commit c2529611887fb38a40be26d10be92c16598c5a50
---
 Makefile                                                        | 1 +
 .../onnx/mobilenet_v2/requirements.txt                          | 2 +-
 .../requirements.txt                                            | 2 +-
 .../openvino/mobilenet_v2/requirements.txt                      | 2 +-
 .../post_training_quantization/openvino/yolov8/requirements.txt | 2 +-
 .../yolov8_quantize_with_accuracy_control/requirements.txt      | 2 +-
 .../torch/mobilenet_v2/requirements.txt                         | 2 +-
 .../torch/ssd300_vgg16/requirements.txt                         | 2 +-
 setup.py                                                        | 2 +-
 tests/onnx/benchmarking/requirements.txt                        | 2 +-
 tests/onnx/requirements.txt                                     | 2 +-
 tests/openvino/requirements.txt                                 | 2 +-
 tests/post_training/requirements.txt                            | 2 +-
 tests/torch/requirements.txt                                    | 2 +-
 14 files changed, 14 insertions(+), 13 deletions(-)

diff --git a/Makefile b/Makefile
index 5b71bb3eac1..afc0d578876 100644
--- a/Makefile
+++ b/Makefile
@@ -50,6 +50,7 @@ test-examples-onnx:
 install-openvino-test:
 	pip install -U pip
 	pip install -e .[openvino]
+	pip install tensorflow==2.12.0
 	pip install -r tests/openvino/requirements.txt
 	pip install -r tests/cross_fw/install/requirements.txt
 	pip install -r tests/cross_fw/examples/requirements.txt
diff --git a/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt b/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt
index 19438721560..70057807254 100644
--- a/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt
+++ b/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt
@@ -4,4 +4,4 @@ scikit-learn
 fastdownload
 onnx~=1.13.1
 onnxruntime~=1.14.1
-openvino-dev==2023.1
+openvino-dev==2023.2
diff --git a/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt b/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt
index c19233c3926..a2ffef7857a 100644
--- a/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt
+++ b/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt
@@ -1,2 +1,2 @@
 anomalib==0.6.0
-openvino-dev==2023.1
+openvino-dev==2023.2
diff --git a/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt b/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt
index b44e82c5d48..66fe07cc2d4 100644
--- a/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt
+++ b/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt
@@ -2,4 +2,4 @@ torchvision
 tqdm
 scikit-learn
 fastdownload
-openvino-dev==2023.1
\ No newline at end of file
+openvino-dev==2023.2
\ No newline at end of file
diff --git a/examples/post_training_quantization/openvino/yolov8/requirements.txt b/examples/post_training_quantization/openvino/yolov8/requirements.txt
index 40613340baa..8f9f710aa9e 100644
--- a/examples/post_training_quantization/openvino/yolov8/requirements.txt
+++ b/examples/post_training_quantization/openvino/yolov8/requirements.txt
@@ -1,3 +1,3 @@
 ultralytics==8.0.170
 onnx>=1.12.0
-openvino-dev==2023.1
\ No newline at end of file
+openvino-dev==2023.2
\ No newline at end of file
diff --git a/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt b/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt
index 40613340baa..8f9f710aa9e 100644
--- a/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt
+++ b/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt
@@ -1,3 +1,3 @@
 ultralytics==8.0.170
 onnx>=1.12.0
-openvino-dev==2023.1
\ No newline at end of file
+openvino-dev==2023.2
\ No newline at end of file
diff --git a/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt b/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt
index 7f0bf782ccf..c41054ec33a 100644
--- a/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt
+++ b/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt
@@ -1,5 +1,5 @@
 fastdownload==0.0.7
-openvino-dev==2023.1
+openvino-dev==2023.2
 scikit-learn
 torch==2.1.0
 torchvision==0.16.0
diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt b/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt
index 952c35e0a94..bcaa9b45ae6 100644
--- a/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt
+++ b/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt
@@ -1,6 +1,6 @@
 fastdownload==0.0.7
 onnx==1.13.1
-openvino-dev==2023.1
+openvino-dev==2023.2
 pycocotools==2.0.7
 torch==2.0.1  # ssd300_vgg16 can not be exported with 2.1.0, reference: https://github.com/pytorch/pytorch/issues/113155
 torchmetrics==1.0.1
diff --git a/setup.py b/setup.py
index 05a8239ca71..ce44ce1c96b 100644
--- a/setup.py
+++ b/setup.py
@@ -133,7 +133,7 @@ def find_version(*file_paths):
 
 ONNX_EXTRAS = ["onnx~=1.13.1", "onnxruntime~=1.14.1;python_version < '3.11'"]
 
-OPENVINO_EXTRAS = ["openvino==2023.1"]
+OPENVINO_EXTRAS = ["openvino==2023.2"]
 
 
 EXTRAS_REQUIRE = {
diff --git a/tests/onnx/benchmarking/requirements.txt b/tests/onnx/benchmarking/requirements.txt
index 53ef73b9603..544d7539e13 100644
--- a/tests/onnx/benchmarking/requirements.txt
+++ b/tests/onnx/benchmarking/requirements.txt
@@ -1,2 +1,2 @@
 pycocotools
-openvino-dev==2023.1
+openvino-dev==2023.2
diff --git a/tests/onnx/requirements.txt b/tests/onnx/requirements.txt
index bf62b68561f..fbfc2c1306c 100644
--- a/tests/onnx/requirements.txt
+++ b/tests/onnx/requirements.txt
@@ -5,7 +5,7 @@ pytest-ordering>=0.6
 torch~=1.13.0
 torchvision~=0.14.0
 yattag>=1.14.0
-openvino-dev==2023.1
+openvino-dev==2023.2
 fastdownload
 scikit-learn
 # Pandas requires it for styling in e2e report generation
diff --git a/tests/openvino/requirements.txt b/tests/openvino/requirements.txt
index 5138222f27a..102fe70a92a 100644
--- a/tests/openvino/requirements.txt
+++ b/tests/openvino/requirements.txt
@@ -2,6 +2,6 @@ pytest
 virtualenv
 pytest-cov
 pytest-mock>=3.3.1
-openvino-dev[onnx,pytorch,tensorflow2]==2023.1
+openvino-dev[onnx,pytorch,tensorflow2]==2023.2
 torch==2.1
 fastdownload
diff --git a/tests/post_training/requirements.txt b/tests/post_training/requirements.txt
index b516ca9ec75..5649f982813 100644
--- a/tests/post_training/requirements.txt
+++ b/tests/post_training/requirements.txt
@@ -7,7 +7,7 @@ onnx==1.13.1
 onnxruntime==1.14.1
 pytest
 pytest-cov
-openvino-dev==2023.1.0
+openvino-dev==2023.2.0
 optimum[onnxruntime,openvino]==1.8.8
 optimum-intel @ git+https://github.com/huggingface/optimum-intel@47428484598986443686b7c8ba825b4a3d7b4f73
 soundfile==0.12.1
diff --git a/tests/torch/requirements.txt b/tests/torch/requirements.txt
index 584c016f894..bcca16a2d79 100644
--- a/tests/torch/requirements.txt
+++ b/tests/torch/requirements.txt
@@ -16,4 +16,4 @@ transformers[torch]~=4.30.0
 datasets~=2.14.0
 evaluate==0.3.0
 timm==0.9.2
-openvino-dev==2023.1
+openvino-dev==2023.2

From 0c7a8d5efbc2a65e6d3576851d41a07a591fd937 Mon Sep 17 00:00:00 2001
From: Aleksei Kashapov <aleksei.kashapov@intel.com>
Date: Fri, 17 Nov 2023 13:33:58 +0100
Subject: [PATCH 25/27] Update Torch to ONNX export in conformance  (#2269)

### Changes

Do constant folding while exporting to ONNX from Torch

### Reason for changes

Conformance test regressgion of ONNX after updating torch to 2.1
Model graphs are updated and contain BatchNorm. Therefore bias locates
no more as Conv attribute but in BatchNorm layer. It leads to not
applying FBC and BC algorithms to these biases.

### Related tickets

125203

### Tests

N/A
---
 .../post_training/pipelines/image_classification_timm.py | 9 +--------
 tests/post_training/reference_data.yaml                  | 4 ++--
 2 files changed, 3 insertions(+), 10 deletions(-)

diff --git a/tests/post_training/pipelines/image_classification_timm.py b/tests/post_training/pipelines/image_classification_timm.py
index 00171d701b7..bd02f6635d7 100644
--- a/tests/post_training/pipelines/image_classification_timm.py
+++ b/tests/post_training/pipelines/image_classification_timm.py
@@ -54,14 +54,7 @@ def prepare_model(self) -> None:
 
         if self.backend == BackendType.ONNX:
             onnx_path = self.output_model_dir / "model_fp32.onnx"
-            torch.onnx.export(
-                timm_model,
-                self.dummy_tensor,
-                onnx_path,
-                export_params=True,
-                opset_version=13,
-                do_constant_folding=False,
-            )
+            torch.onnx.export(timm_model, self.dummy_tensor, onnx_path, export_params=True, opset_version=13)
             self.model = onnx.load(onnx_path)
             self.input_name = self.model.graph.input[0].name
 
diff --git a/tests/post_training/reference_data.yaml b/tests/post_training/reference_data.yaml
index 9309b93b7be..1ef8b61cc0b 100644
--- a/tests/post_training/reference_data.yaml
+++ b/tests/post_training/reference_data.yaml
@@ -175,7 +175,7 @@ timm/levit_128_backend_TORCH:
     metric_value: 0.73346
     metric_value_fp32: 0.7405
 timm/levit_128_backend_ONNX:
-    metric_value: 0.73184
+    metric_value: 0.73286
     metric_value_fp32: 0.7405
 timm/levit_128_backend_OV:
     metric_value: 0.7334
@@ -321,7 +321,7 @@ timm/visformer_small_backend_TORCH:
     metric_value: 0.77728
     metric_value_fp32: 0.77902
 timm/visformer_small_backend_ONNX:
-    metric_value: 0.77432
+    metric_value: 0.77678
     metric_value_fp32: 0.77902
 timm/visformer_small_backend_OV:
     metric_value: 0.77686

From 9898876a255a6d4c669fde26ba97f4daca78185b Mon Sep 17 00:00:00 2001
From: Alexander Suslov <alexander.suslov@intel.com>
Date: Fri, 17 Nov 2023 17:18:09 +0400
Subject: [PATCH 26/27] [OV] Support for ScaledDotProductAttention operation
 (#2268)

### Changes

- Introduced `OVScaledDotProductAttentionMetatype`
- target_input_ports attribute in `OperatorMetatype`
- Implement handling OVScaledDotProductAttentionMetatype into
`QuantizerPropagationSolver`

### Reason for changes

Support quantization of ScaledDotProductAttention operation from
OpenVINO opset13

### Related tickets

124573

### Tests

test_scaled_dot_product_attention_placement

---------

Co-authored-by: Nikita Malinin <nikita.malinin@intel.com>
---
 nncf/common/graph/graph.py                    |  2 +-
 nncf/common/graph/operator_metatypes.py       |  1 +
 nncf/common/hardware/configs/cpu.json         | 15 ++++++++-
 nncf/common/hardware/opset.py                 |  1 +
 .../quantizer_propagation/solver.py           |  3 ++
 nncf/openvino/graph/metatypes/groups.py       |  1 +
 .../graph/metatypes/openvino_metatypes.py     |  8 +++++
 .../algorithms/min_max/algorithm.py           | 22 +++++++++++++
 .../algorithms/min_max/backend.py             |  7 ++++
 .../algorithms/min_max/onnx_backend.py        |  4 +++
 .../algorithms/min_max/openvino_backend.py    |  4 +++
 .../algorithms/min_max/torch_backend.py       |  4 +++
 tests/openvino/native/common.py               | 11 +++++--
 .../scaled_dot_product_attention.dot          | 33 +++++++++++++++++++
 tests/openvino/native/models.py               | 15 +++++++++
 .../native/quantization/test_graphs.py        | 23 +++++++++++++
 16 files changed, 149 insertions(+), 5 deletions(-)
 create mode 100644 tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot

diff --git a/nncf/common/graph/graph.py b/nncf/common/graph/graph.py
index 7831aae397b..f9c8a306a1c 100644
--- a/nncf/common/graph/graph.py
+++ b/nncf/common/graph/graph.py
@@ -576,7 +576,7 @@ def get_graph_for_structure_analysis(self, extended: bool = False) -> nx.DiGraph
         """
         out_graph = nx.DiGraph()
         for node_name, node in self._nx_graph.nodes.items():
-            attrs_node = {"id": node[NNCFNode.ID_NODE_ATTR], "type": node[NNCFNode.NODE_TYPE_ATTR]}
+            attrs_node = {"id": str(node[NNCFNode.ID_NODE_ATTR]), "type": node[NNCFNode.NODE_TYPE_ATTR]}
             for attr in ["color", "label", "style"]:
                 if attr in node:
                     attrs_node[attr] = node[attr]
diff --git a/nncf/common/graph/operator_metatypes.py b/nncf/common/graph/operator_metatypes.py
index fc9d89f5f27..185f8151251 100644
--- a/nncf/common/graph/operator_metatypes.py
+++ b/nncf/common/graph/operator_metatypes.py
@@ -29,6 +29,7 @@ class OperatorMetatype:
     hw_config_names: List[str] = []
     output_channel_axis: Optional[int] = None
     ignored_input_ports: List[int] = []
+    target_input_ports: Optional[List[int]] = None
 
     @classmethod
     def get_all_aliases(cls) -> List[str]:
diff --git a/nncf/common/hardware/configs/cpu.json b/nncf/common/hardware/configs/cpu.json
index 9adf25550e7..19ca1b76246 100644
--- a/nncf/common/hardware/configs/cpu.json
+++ b/nncf/common/hardware/configs/cpu.json
@@ -2,6 +2,13 @@
     "target_device": "CPU",
     "config": {
         "quantization": {
+            "q8_a_sym": {
+                "bits": 8,
+                "mode": [
+                    "symmetric"
+                ],
+                "granularity": "pertensor"
+            },
             "q8_a": {
                 "bits": 8,
                 "mode": [
@@ -231,7 +238,6 @@
                 "activations": "q8_a"
             }
         },
-        {"type": "Reshape"},
         {
             "type": "Concat",
             "attributes": {
@@ -264,6 +270,13 @@
                 "activations": "q8_a"
             }
         },
+        {
+            "type": "ScaledDotProductAttention",
+            "quantization": {
+                "activations": "q8_a_sym"
+            }
+        },
+        {"type": "Reshape"},
         {"type": "Flatten"},
         {"type": "Squeeze"},
         {"type": "Unsqueeze"},
diff --git a/nncf/common/hardware/opset.py b/nncf/common/hardware/opset.py
index 32b7069013c..2526976d3c7 100644
--- a/nncf/common/hardware/opset.py
+++ b/nncf/common/hardware/opset.py
@@ -58,3 +58,4 @@ class HWConfigOpName:
     LSTMSEQUENCE = "LSTMSequence"
     GRUSEQUENCE = "GRUSequence"
     GROUPNORMALIZATION = "GroupNormalization"
+    SCALED_DOT_PRODUCT_ATTENTION = "ScaledDotProductAttention"
diff --git a/nncf/common/quantization/quantizer_propagation/solver.py b/nncf/common/quantization/quantizer_propagation/solver.py
index cfd856e3d62..c686a62d40d 100644
--- a/nncf/common/quantization/quantizer_propagation/solver.py
+++ b/nncf/common/quantization/quantizer_propagation/solver.py
@@ -1154,6 +1154,9 @@ def _setup_initial_quantizers_for_operator_node(
             if input_port_id in metatype.ignored_input_ports:
                 continue
 
+            if metatype.target_input_ports is not None and input_port_id not in metatype.target_input_ports:
+                continue
+
             edge = quant_prop_graph.edges[pred_ip_key, operator_node_key]
             if not edge[QuantizerPropagationStateGraph.IS_INTEGER_PATH_EDGE_ATTR]:
                 pred_ip_key_vs_qconf_dict[pred_ip_key] = qconf_list
diff --git a/nncf/openvino/graph/metatypes/groups.py b/nncf/openvino/graph/metatypes/groups.py
index ad75e9f63c7..bcddad3dc38 100644
--- a/nncf/openvino/graph/metatypes/groups.py
+++ b/nncf/openvino/graph/metatypes/groups.py
@@ -81,6 +81,7 @@
     ov_metatypes.OVLSTMSequenceMetatype,
     ov_metatypes.OVGRUSequenceMetatype,
     ov_metatypes.OVGroupNormalizationMetatype,
+    ov_metatypes.OVScaledDotProductAttentionMetatype,
 ]
 
 
diff --git a/nncf/openvino/graph/metatypes/openvino_metatypes.py b/nncf/openvino/graph/metatypes/openvino_metatypes.py
index 4da63cda226..a2654527e26 100644
--- a/nncf/openvino/graph/metatypes/openvino_metatypes.py
+++ b/nncf/openvino/graph/metatypes/openvino_metatypes.py
@@ -692,6 +692,14 @@ class OVGroupNormalizationMetatype(OVOpMetatype):
     hw_config_names = [HWConfigOpName.GROUPNORMALIZATION]
 
 
+@OV_OPERATOR_METATYPES.register()
+class OVScaledDotProductAttentionMetatype(OVOpMetatype):
+    name = "ScaledDotProductAttentionOp"
+    op_names = ["ScaledDotProductAttention"]
+    hw_config_names = [HWConfigOpName.SCALED_DOT_PRODUCT_ATTENTION]
+    target_input_ports = [0, 1]
+
+
 def get_operator_metatypes() -> List[Type[OperatorMetatype]]:
     """
     Returns a list of the operator metatypes.
diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py
index e698c77946b..0ed2af83cae 100644
--- a/nncf/quantization/algorithms/min_max/algorithm.py
+++ b/nncf/quantization/algorithms/min_max/algorithm.py
@@ -382,6 +382,25 @@ def _get_ignored_scope_by_algorithm(self, inference_nncf_graph: NNCFGraph) -> Ig
                 nncf_node_names.append(nncf_node.node_name)
         return IgnoredScope(names=nncf_node_names)
 
+    def _get_scope_overrides(self, inference_nncf_graph: NNCFGraph) -> Dict:
+        """
+        Returns a dictionary of quantization configuration overrides for inputs to matching operation nodes.
+
+        :param inference_nncf_graph: Inference NNCFGraph instance.
+        :return: A dictionary of quantization configuration overrides for inputs to matching operation nodes.
+        """
+        scaled_dot_product_attention_node_names = [
+            node.node_name
+            for node in inference_nncf_graph.get_nodes_by_metatypes(
+                self._backend_entity.scaled_dot_product_attention_metatypes
+            )
+        ]
+
+        scope_overrides_activations = {}
+        for node_name in scaled_dot_product_attention_node_names:
+            scope_overrides_activations[node_name] = {"mode": "symmetric"}
+        return {"activations": scope_overrides_activations}
+
     def _get_quantizer_setup(
         self,
         nncf_graph: NNCFGraph,
@@ -416,6 +435,8 @@ def _get_quantizer_setup(
             QuantizableWeightedLayerNode(node, qconf_list) for node, qconf_list in weighted_node_and_qconf_lists.items()
         ]
 
+        scope_overrides = self._get_scope_overrides(inference_nncf_graph)
+
         ip_graph = InsertionPointGraph(inference_nncf_graph)
         ip_graph = ip_graph.get_ip_graph_with_merged_hw_optimized_operations(hw_patterns)
         post_processing_types = self._backend_entity.post_processing_metatypes
@@ -434,6 +455,7 @@ def _get_quantizer_setup(
             post_processing_marker_metatypes=post_processing_types,
             metatypes_to_ignore=metatypes_to_ignore,
             scales_unification_map=self._backend_entity.scales_unification_map,
+            scope_overrides=scope_overrides,
         )
 
         quantization_proposal = solver.run_on_ip_graph(ip_graph)
diff --git a/nncf/quantization/algorithms/min_max/backend.py b/nncf/quantization/algorithms/min_max/backend.py
index 2c105309c8e..848a03995b9 100644
--- a/nncf/quantization/algorithms/min_max/backend.py
+++ b/nncf/quantization/algorithms/min_max/backend.py
@@ -95,6 +95,13 @@ def group_conv_metatypes(self) -> List[OperatorMetatype]:
         Property for the backend-specific Grouped Convolution metatypes.
         """
 
+    @property
+    @abstractmethod
+    def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]:
+        """
+        Property for the backend-specific Scaled Dot Product Attention metatypes.
+        """
+
     @property
     @abstractmethod
     def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]:
diff --git a/nncf/quantization/algorithms/min_max/onnx_backend.py b/nncf/quantization/algorithms/min_max/onnx_backend.py
index bdd04bb22c3..1af6bfe39af 100644
--- a/nncf/quantization/algorithms/min_max/onnx_backend.py
+++ b/nncf/quantization/algorithms/min_max/onnx_backend.py
@@ -80,6 +80,10 @@ def dropout_metatypes(self) -> List[OperatorMetatype]:
     def read_variable_metatypes(self) -> List[OperatorMetatype]:
         return []
 
+    @property
+    def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]:
+        return []
+
     @property
     def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]:
         return {om.ONNXConcatMetatype: self.overflow_fix_metatypes}
diff --git a/nncf/quantization/algorithms/min_max/openvino_backend.py b/nncf/quantization/algorithms/min_max/openvino_backend.py
index 60498893999..3bb0cc33806 100644
--- a/nncf/quantization/algorithms/min_max/openvino_backend.py
+++ b/nncf/quantization/algorithms/min_max/openvino_backend.py
@@ -86,6 +86,10 @@ def dropout_metatypes(self) -> List[OperatorMetatype]:
     def read_variable_metatypes(self) -> List[OperatorMetatype]:
         return [om.OVReadValueMetatype]
 
+    @property
+    def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]:
+        return [om.OVScaledDotProductAttentionMetatype]
+
     @property
     def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]:
         return {om.OVConcatMetatype: self.overflow_fix_metatypes}
diff --git a/nncf/quantization/algorithms/min_max/torch_backend.py b/nncf/quantization/algorithms/min_max/torch_backend.py
index e6dc15e46a9..0238b381a34 100644
--- a/nncf/quantization/algorithms/min_max/torch_backend.py
+++ b/nncf/quantization/algorithms/min_max/torch_backend.py
@@ -97,6 +97,10 @@ def add_metatypes(self) -> List[OperatorMetatype]:
     def group_conv_metatypes(self) -> List[OperatorMetatype]:
         return self.conv_metatypes
 
+    @property
+    def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]:
+        return []
+
     @property
     def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]:
         return {om.PTCatMetatype: self.overflow_fix_metatypes}
diff --git a/tests/openvino/native/common.py b/tests/openvino/native/common.py
index fdb4f534f45..f31751581e7 100644
--- a/tests/openvino/native/common.py
+++ b/tests/openvino/native/common.py
@@ -10,6 +10,7 @@
 # limitations under the License.
 import json
 from copy import deepcopy
+from typing import Tuple
 
 import numpy as np
 import openvino.runtime as ov
@@ -65,13 +66,17 @@ def dump_to_json(local_path, data):
         json.dump(deepcopy(data), file, indent=4, cls=NumpyEncoder)
 
 
-def get_openvino_version() -> str:
+def get_openvino_major_minor_version() -> Tuple[int]:
     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 tuple(map(int, ov_version.split(".")[:2]))
+
+
+def get_openvino_version() -> str:
+    major_verison, minor_version = get_openvino_major_minor_version()
 
-    return f"{version_major}.{version_minor}"
+    return f"{major_verison}.{minor_version}"
diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot
new file mode 100644
index 00000000000..9891a2b675a
--- /dev/null
+++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot
@@ -0,0 +1,33 @@
+strict digraph  {
+"0 Input_1" [id=0, type=Parameter];
+"1 Input_2" [id=1, type=Parameter];
+"2 Input_3" [id=2, type=Parameter];
+"3 Input_4" [id=3, type=Parameter];
+"4 Input_1/fq_output_0" [id=4, type=FakeQuantize];
+"5 Input_2/fq_output_0" [id=5, type=FakeQuantize];
+"6 ScaledDotProductAttention_5" [id=6, type=ScaledDotProductAttention];
+"7 Result" [id=7, type=Result];
+"8 Constant_2553" [id=8, type=Constant];
+"9 Constant_2552" [id=9, type=Constant];
+"10 Constant_2551" [id=10, type=Constant];
+"11 Constant_2550" [id=11, type=Constant];
+"12 Constant_2548" [id=12, type=Constant];
+"13 Constant_2547" [id=13, type=Constant];
+"14 Constant_2546" [id=14, type=Constant];
+"15 Constant_2545" [id=15, type=Constant];
+"0 Input_1" -> "4 Input_1/fq_output_0"  [label="[1, 1, 1, 64]", style=solid];
+"1 Input_2" -> "5 Input_2/fq_output_0"  [label="[1, 1, 1, 64]", style=solid];
+"2 Input_3" -> "6 ScaledDotProductAttention_5"  [label="[1, 1, 1, 64]", style=solid];
+"3 Input_4" -> "6 ScaledDotProductAttention_5"  [label="[1, 1, 1, 1]", style=solid];
+"4 Input_1/fq_output_0" -> "6 ScaledDotProductAttention_5"  [label="[1, 1, 1, 64]", style=solid];
+"5 Input_2/fq_output_0" -> "6 ScaledDotProductAttention_5"  [label="[1, 1, 1, 64]", style=solid];
+"6 ScaledDotProductAttention_5" -> "7 Result"  [label="[1, 1, 1, 64]", style=solid];
+"8 Constant_2553" -> "5 Input_2/fq_output_0"  [label="[]", style=solid];
+"9 Constant_2552" -> "5 Input_2/fq_output_0"  [label="[]", style=solid];
+"10 Constant_2551" -> "5 Input_2/fq_output_0"  [label="[]", style=solid];
+"11 Constant_2550" -> "5 Input_2/fq_output_0"  [label="[]", style=solid];
+"12 Constant_2548" -> "4 Input_1/fq_output_0"  [label="[]", style=solid];
+"13 Constant_2547" -> "4 Input_1/fq_output_0"  [label="[]", style=solid];
+"14 Constant_2546" -> "4 Input_1/fq_output_0"  [label="[]", style=solid];
+"15 Constant_2545" -> "4 Input_1/fq_output_0"  [label="[]", style=solid];
+}
diff --git a/tests/openvino/native/models.py b/tests/openvino/native/models.py
index 860efbdba69..89033891f0e 100644
--- a/tests/openvino/native/models.py
+++ b/tests/openvino/native/models.py
@@ -16,6 +16,7 @@
 import openvino.runtime as ov
 from openvino.runtime import opset9 as opset
 from openvino.runtime import opset12
+from openvino.runtime import opset13
 
 from nncf.common.utils.registry import Registry
 
@@ -800,3 +801,17 @@ def _create_ov_model(self):
         result = opset.result(gather_2, name="Result")
         model = ov.Model([result], [input_1])
         return model
+
+
+class ScaledDotProductAttentionModel(OVReferenceModel):
+    def _create_ov_model(self):
+        query = opset.parameter([1, 1, 1, 64], name="Input_1")
+        key = opset.parameter([1, 1, 1, 64], name="Input_2")
+        value = opset.parameter([1, 1, 1, 64], name="Input_3")
+        attn_mask = opset.parameter([1, 1, 1, 1], name="Input_4")
+
+        attn = opset13.scaled_dot_product_attention(query, key, value, attn_mask)
+        result = opset.result(attn, name="Result")
+        result.get_output_tensor(0).set_names(set(["Result"]))
+        model = ov.Model([result], [query, key, value, attn_mask])
+        return model
diff --git a/tests/openvino/native/quantization/test_graphs.py b/tests/openvino/native/quantization/test_graphs.py
index b65986b2956..34ad51886a2 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_major_minor_version
 from tests.openvino.native.common import get_openvino_version
 from tests.openvino.native.models import SYNTHETIC_MODELS
 from tests.openvino.native.models import DepthwiseConv3DModel
@@ -36,6 +37,7 @@
 from tests.openvino.native.models import GRUSequenceModel
 from tests.openvino.native.models import IfModel
 from tests.openvino.native.models import MatmulSoftmaxMatmulBlock
+from tests.openvino.native.models import ScaledDotProductAttentionModel
 from tests.openvino.native.quantization.test_fq_params_calculation import quantize_model
 from tests.openvino.omz_helpers import convert_model
 from tests.openvino.omz_helpers import download_model
@@ -196,3 +198,24 @@ def test_if_model_fq_placement():
     compare_nncf_graphs(quantized_model, QUANTIZED_REF_GRAPHS_DIR / main_model_path)
     compare_nncf_graphs(if_op.get_function(0), QUANTIZED_REF_GRAPHS_DIR / then_body_path)
     compare_nncf_graphs(if_op.get_function(1), QUANTIZED_REF_GRAPHS_DIR / else_body_path)
+
+
+@pytest.mark.parametrize("q_params", [{}, {"model_type": ModelType.TRANSFORMER}], ids=["default", "transformer"])
+def test_scaled_dot_product_attention_placement(q_params, tmp_path):
+    ov_major_version, ov_minor_version = get_openvino_major_minor_version()
+    if ov_major_version < 2023 or (ov_major_version == 2023 and ov_minor_version < 3):
+        pytest.xfail("ScaledDotProductAttention is not supported until 2023.3")
+    model = ScaledDotProductAttentionModel().ov_model
+    quantized_model = quantize_model(model, q_params)
+
+    if q_params:
+        params_str = "_".join([param.value for param in q_params.values()])
+    else:
+        params_str = "default"
+
+    path_ref_graph = QUANTIZED_REF_GRAPHS_DIR / "scaled_dot_product_attention.dot"
+    result_name = f"scaled_dot_product_attention_{params_str}"
+    xml_path = tmp_path / (result_name + ".xml")
+    bin_path = tmp_path / (result_name + ".bin")
+    dump_model(quantized_model, str(xml_path), str(bin_path))
+    compare_nncf_graphs(quantized_model, path_ref_graph)

From b6910ea3e5e30125dee714da9318b642d8cba7d5 Mon Sep 17 00:00:00 2001
From: Aleksei Kashapov <aleksei.kashapov@intel.com>
Date: Fri, 17 Nov 2023 14:18:50 +0100
Subject: [PATCH 27/27] [OV] remove workaround (#2262)

### Changes

Remove workaround for OV backend as the ticket was closed.

### Reason for changes

Code cleaning

### Related tickets

121115

### Tests

The current test validates this issue.
`test_if_model_fq_placement` in
`tests/openvino/native/quantization/test_graphs.py`
---
 nncf/openvino/graph/model_transformer.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/nncf/openvino/graph/model_transformer.py b/nncf/openvino/graph/model_transformer.py
index 9813fbdc684..4c9850738ff 100644
--- a/nncf/openvino/graph/model_transformer.py
+++ b/nncf/openvino/graph/model_transformer.py
@@ -567,5 +567,5 @@ def _apply_extract_if_body_transformation(
         name_to_node_mapping = OVModelTransformer._get_name_to_node_mapping(model)
         ov_node = name_to_node_mapping[transformation.if_node_name]
         if transformation.if_body_condition:
-            return ov.Model(ov_node.get_function(0))  # ticket: 121115
-        return ov.Model(ov_node.get_function(1))  # ticket: 121115
+            return ov_node.get_function(0)
+        return ov_node.get_function(1)