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ultralytics/engine/exporter.py

@@ -1045,11 +1045,10 @@ class Exporter:
         check_requirements("mct-nightly")
         import model_compression_toolkit as mct
         import onnx
+        from model_compression_toolkit.core import BitWidthConfig
+        from model_compression_toolkit.core.common.network_editors import NodeNameScopeFilter
         from model_compression_toolkit.core.pytorch.pytorch_device_config import get_working_device, set_working_device
         from sony_custom_layers.pytorch.object_detection.nms import multiclass_nms
-        from model_compression_toolkit.core.common.network_editors import NodeNameScopeFilter
-        from model_compression_toolkit.core import BitWidthConfig
-
 
         set_working_device(str(self.device))
 
@@ -1098,26 +1097,27 @@ class Exporter:
                 yield [img]
 
         tpc = mct.get_target_platform_capabilities(
-            fw_name="pytorch", 
-            target_platform_name="imx500", 
-            target_platform_version="v3"
+            fw_name="pytorch", target_platform_name="imx500", target_platform_version="v3"
         )
-        
+
         # Configure MCT manually for specific layers
         bit_cfg = BitWidthConfig()
         bit_cfg.set_manual_activation_bit_width(
-            [NodeNameScopeFilter('mul'),
-            NodeNameScopeFilter('sub'),
-            # NodeNameScopeFilter('sub_1'),
-            NodeNameScopeFilter('add_6'),
-            # NodeNameScopeFilter('add_7'),
-            # NodeNameScopeFilter('stack')
-            ], 16)
+            [
+                NodeNameScopeFilter("mul"),
+                NodeNameScopeFilter("sub"),
+                # NodeNameScopeFilter('sub_1'),
+                NodeNameScopeFilter("add_6"),
+                # NodeNameScopeFilter('add_7'),
+                # NodeNameScopeFilter('stack')
+            ],
+            16,
+        )
 
         config = mct.core.CoreConfig(
             mixed_precision_config=mct.core.MixedPrecisionQuantizationConfig(num_of_images=10),
             quantization_config=mct.core.QuantizationConfig(concat_threshold_update=True),
-            bit_width_config=bit_cfg
+            bit_width_config=bit_cfg,
         )
 
         resource_utilization = mct.core.ResourceUtilization(weights_memory=3146176 * 0.76)