[CI] Correction files for conformance tests (#2824)

### Changes

Consistent apply of correction files until OV version is greater that
version of correction file.

### Reason 

A new file needs to be added for the any new versions of OV.

tests/openvino/native/common.py

@@ -88,9 +88,8 @@ def get_openvino_major_minor_version() -> Tuple[int]:
 
 
 def get_openvino_version() -> str:
-    major_verison, minor_version = get_openvino_major_minor_version()
-
-    return f"{major_verison}.{minor_version}"
+    major_version, minor_version = get_openvino_major_minor_version()
+    return f"{major_version}.{minor_version}"
 
 
 def get_actual_reference_for_current_openvino(rel_path: Path) -> Path:

tests/post_training/test_quantize_conformance.py

@@ -9,6 +9,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import re
 import time
 import traceback
 from collections import OrderedDict
@@ -19,6 +20,7 @@
 import pandas as pd
 import pytest
 import yaml
+from packaging import version
 
 import nncf
 from tests.openvino.native.common import get_openvino_version
@@ -28,6 +30,8 @@
 from tests.post_training.pipelines.base import BaseTestPipeline
 from tests.post_training.pipelines.base import RunInfo
 
+DATA_ROOT = Path(__file__).parent / "data"
+
 
 @pytest.fixture(scope="session", name="data_dir")
 def fixture_data(pytestconfig):
@@ -76,28 +80,44 @@ def fixture_extra_columns(pytestconfig):
     return pytestconfig.getoption("extra_columns")
 
 
+def _parse_version(s: Path):
+    version_str = re.search(r".*_(\d+\.\d+).(?:yaml|yml)", s.name).group(1)
+    return version.parse(version_str)
+
+
 def ref_data_correction(data: Dict, file_name: str):
-    correction_data_path = Path(__file__).parent / "data" / f"{file_name}_{get_openvino_version()}.yaml"
-    if correction_data_path.exists():
-        with correction_data_path.open() as f:
+    """
+    Apply corrections from reference YAML files according current of OV version to the provided data dictionary.
+
+    This function reads correction data from YAML files that match the given
+    file name pattern (ptq|wc)_reference_data_(ov_version).yaml
+    """
+    ov_version = version.parse(get_openvino_version())
+
+    for file_path in sorted(DATA_ROOT.glob(f"{file_name}_*.yaml"), key=_parse_version):
+        file_ov_version = _parse_version(file_path)
+        if file_ov_version > ov_version:
+            break
+        with file_path.open() as f:
             correction_data = yaml.safe_load(f)
-
         for m_name, c_data in correction_data.items():
             data[m_name].update(c_data)
+        print(f"Applied correction file {file_path}")
+
     return data
 
 
 @pytest.fixture(scope="session", name="ptq_reference_data")
 def fixture_ptq_reference_data():
-    path_reference = Path(__file__).parent / "data" / "ptq_reference_data.yaml"
+    path_reference = DATA_ROOT / "ptq_reference_data.yaml"
     with path_reference.open() as f:
         data = yaml.safe_load(f)
     return ref_data_correction(data, "ptq_reference_data")
 
 
 @pytest.fixture(scope="session", name="wc_reference_data")
 def fixture_wc_reference_data():
-    path_reference = Path(__file__).parent / "data" / "wc_reference_data.yaml"
+    path_reference = DATA_ROOT / "wc_reference_data.yaml"
     with path_reference.open() as f:
         data = yaml.safe_load(f)
         fp32_test_cases = defaultdict(dict)