diff --git a/iotdb-core/ainode/iotdb/ainode/core/inference/pipeline/basic_pipeline.py b/iotdb-core/ainode/iotdb/ainode/core/inference/pipeline/basic_pipeline.py
index f1704fb90c4c..f37d617748aa 100644
--- a/iotdb-core/ainode/iotdb/ainode/core/inference/pipeline/basic_pipeline.py
+++ b/iotdb-core/ainode/iotdb/ainode/core/inference/pipeline/basic_pipeline.py
@@ -48,7 +48,7 @@ def postprocess(self, outputs, **infer_kwargs):
 
 class ForecastPipeline(BasicPipeline):
     def __init__(self, model_info: ModelInfo, **model_kwargs):
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(
         self,
@@ -199,7 +199,7 @@ def postprocess(
 
 class ClassificationPipeline(BasicPipeline):
     def __init__(self, model_info: ModelInfo, **model_kwargs):
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(self, inputs, **kwargs):
         return inputs
@@ -214,7 +214,7 @@ def postprocess(self, outputs, **kwargs):
 
 class ChatPipeline(BasicPipeline):
     def __init__(self, model_info: ModelInfo, **model_kwargs):
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(self, inputs, **kwargs):
         return inputs
diff --git a/iotdb-core/ainode/iotdb/ainode/core/model/chronos2/pipeline_chronos2.py b/iotdb-core/ainode/iotdb/ainode/core/model/chronos2/pipeline_chronos2.py
index 3fdc7b41b17a..b28f8f35a664 100644
--- a/iotdb-core/ainode/iotdb/ainode/core/model/chronos2/pipeline_chronos2.py
+++ b/iotdb-core/ainode/iotdb/ainode/core/model/chronos2/pipeline_chronos2.py
@@ -34,7 +34,7 @@
 
 class Chronos2Pipeline(ForecastPipeline):
     def __init__(self, model_info, **model_kwargs):
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(self, inputs, **infer_kwargs):
         """
diff --git a/iotdb-core/ainode/iotdb/ainode/core/model/sktime/pipeline_sktime.py b/iotdb-core/ainode/iotdb/ainode/core/model/sktime/pipeline_sktime.py
index 964ab156e264..12b2668543ef 100644
--- a/iotdb-core/ainode/iotdb/ainode/core/model/sktime/pipeline_sktime.py
+++ b/iotdb-core/ainode/iotdb/ainode/core/model/sktime/pipeline_sktime.py
@@ -31,7 +31,7 @@
 class SktimePipeline(ForecastPipeline):
     def __init__(self, model_info: ModelInfo, **model_kwargs):
         model_kwargs.pop("device", None)  # sktime models run on CPU
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(
         self,
diff --git a/iotdb-core/ainode/iotdb/ainode/core/model/sundial/pipeline_sundial.py b/iotdb-core/ainode/iotdb/ainode/core/model/sundial/pipeline_sundial.py
index 1715f190e32d..8aa9b175169c 100644
--- a/iotdb-core/ainode/iotdb/ainode/core/model/sundial/pipeline_sundial.py
+++ b/iotdb-core/ainode/iotdb/ainode/core/model/sundial/pipeline_sundial.py
@@ -28,7 +28,7 @@
 
 class SundialPipeline(ForecastPipeline):
     def __init__(self, model_info: ModelInfo, **model_kwargs):
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(self, inputs, **infer_kwargs) -> torch.Tensor:
         """
diff --git a/iotdb-core/ainode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py b/iotdb-core/ainode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py
index bb54eed4ec6e..213e6102c8b6 100644
--- a/iotdb-core/ainode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py
+++ b/iotdb-core/ainode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py
@@ -28,7 +28,7 @@
 
 class TimerPipeline(ForecastPipeline):
     def __init__(self, model_info: ModelInfo, **model_kwargs):
-        super().__init__(model_info, model_kwargs=model_kwargs)
+        super().__init__(model_info, **model_kwargs)
 
     def preprocess(self, inputs, **infer_kwargs) -> torch.Tensor:
         """