Upgrade nncf version for 1.4 release (#2459)

* Upgrade nncf version

* Fix nncf interface warning

* Set the exact nncf version

* Update FQ refs after NNCF upgrade

* Use NNCF from pypi

Author: sovrasov

requirements/openvino.txt

@@ -1,6 +1,6 @@
 # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
 # OpenVINO Requirements.                                                      #
-nncf==2.5.0
+nncf==2.6.0
 onnx==1.13.0
 openvino-model-api==0.1.3
 openvino==2023.0

src/otx/algorithms/common/tasks/nncf_task.py

@@ -245,7 +245,7 @@ def model_builder(
 
         if is_export:
             compression_ctrl.prepare_for_export()
-            model.disable_dynamic_graph_building()
+            model.nncf.disable_dynamic_graph_building()
 
         if return_compression_ctrl:
             return compression_ctrl, model

tests/e2e/cli/anomaly/reference/ote_anomaly_classification_padim/compressed_model.yml

@@ -1,5 +1,5 @@
 TestToolsAnomalyClassification:
   nncf:
-    number_of_fakequantizers: 26
-  pot:
     number_of_fakequantizers: 27
+  pot:
+    number_of_fakequantizers: 28

tests/e2e/cli/anomaly/reference/ote_anomaly_detection_padim/compressed_model.yml

@@ -1,5 +1,5 @@
 TestToolsAnomalyDetection:
   nncf:
-    number_of_fakequantizers: 26
-  pot:
     number_of_fakequantizers: 27
+  pot:
+    number_of_fakequantizers: 28

tests/e2e/cli/anomaly/reference/ote_anomaly_segmentation_padim/compressed_model.yml

@@ -1,5 +1,5 @@
 TestToolsAnomalySegmentation:
   nncf:
-    number_of_fakequantizers: 26
-  pot:
     number_of_fakequantizers: 27
+  pot:
+    number_of_fakequantizers: 28

tests/e2e/cli/instance_segmentation/reference/Custom_Counting_Instance_Segmentation_MaskRCNN_EfficientNetB2B/compressed_model.yml

@@ -2,9 +2,9 @@ TestToolsMPAInstanceSegmentation:
   nncf:
     number_of_fakequantizers: 204
   pot:
-    number_of_fakequantizers: 162
+    number_of_fakequantizers: 137
 TestToolsTilingInstanceSegmentation:
   nncf:
     number_of_fakequantizers: 204
   pot:
-    number_of_fakequantizers: 162
+    number_of_fakequantizers: 137

tests/e2e/cli/instance_segmentation/reference/Custom_Counting_Instance_Segmentation_MaskRCNN_ResNet50/compressed_model.yml

@@ -2,9 +2,9 @@ TestToolsMPAInstanceSegmentation:
   nncf:
     number_of_fakequantizers: 97
   pot:
-    number_of_fakequantizers: 124
+    number_of_fakequantizers: 99
 TestToolsTilingInstanceSegmentation:
   nncf:
     number_of_fakequantizers: 97
   pot:
-    number_of_fakequantizers: 124
+    number_of_fakequantizers: 99