Switch to PTQ for sseg (#2374)

* Switch to PTQ for sseg

* Update log messages

Author: sovrasov

src/otx/algorithms/action/adapters/openvino/task.py

@@ -334,4 +334,4 @@ def optimize(
 
         if optimization_parameters is not None:
             optimization_parameters.update_progress(100, None)
-        logger.info("POT optimization completed")
+        logger.info("PTQ optimization completed")

src/otx/algorithms/anomaly/tasks/openvino.py

@@ -333,7 +333,7 @@ def optimize(
 
         if optimization_parameters is not None:
             optimization_parameters.update_progress(100, None)
-        logger.info("POT optimization completed")
+        logger.info("PTQ optimization completed")
 
     def load_inferencer(self) -> OpenVINOInferencer:
         """Create the OpenVINO inferencer object.

src/otx/algorithms/segmentation/adapters/openvino/task.py

@@ -403,4 +403,4 @@ def optimize(
 
         if optimization_parameters is not None:
             optimization_parameters.update_progress(100, None)
-        logger.info("POT optimization completed")
+        logger.info("PTQ optimization completed")

src/otx/algorithms/segmentation/configs/ocr_lite_hrnet_18_mod2/ptq_optimization_config.py

@@ -18,7 +18,6 @@
             statistics_type=StatisticsType.QUANTILE, aggregator_type=AggregatorType.MAX, quantile_outlier_prob=1e-4
         ),
     ),
-    backend_params={"use_pot": True},
 )
 
 preset = QuantizationPreset.MIXED

src/otx/algorithms/segmentation/configs/ocr_lite_hrnet_s_mod2/ptq_optimization_config.py

@@ -18,7 +18,6 @@
             statistics_type=StatisticsType.QUANTILE, aggregator_type=AggregatorType.MAX, quantile_outlier_prob=1e-4
         ),
     ),
-    backend_params={"use_pot": True},
 )
 
 preset = QuantizationPreset.MIXED

src/otx/algorithms/segmentation/configs/ocr_lite_hrnet_x_mod3/ptq_optimization_config.py

@@ -18,7 +18,6 @@
             statistics_type=StatisticsType.QUANTILE, aggregator_type=AggregatorType.MAX, quantile_outlier_prob=1e-4
         ),
     ),
-    backend_params={"use_pot": True},
 )
 
 preset = QuantizationPreset.PERFORMANCE

src/otx/algorithms/visual_prompting/tasks/openvino.py

@@ -487,4 +487,4 @@ def optimize(
 
         if optimization_parameters is not None:
             optimization_parameters.update_progress(100, None)
-        logger.info("POT optimization completed")
+        logger.info("PTQ optimization completed")