diff --git a/pai/estimator.py b/pai/estimator.py
index 2ad604e..13ad8dd 100644
--- a/pai/estimator.py
+++ b/pai/estimator.py
@@ -724,6 +724,7 @@ def __init__(
             experiment_config=experiment_config,
             resource_id=resource_id,
             session=session,
+            **kwargs,
         )
 
     def training_image_uri(self) -> str:
diff --git a/pai/model/_model.py b/pai/model/_model.py
index c519153..d3a408b 100644
--- a/pai/model/_model.py
+++ b/pai/model/_model.py
@@ -2124,8 +2124,8 @@ def get_estimator(
                 ts.scheduler.max_running_time_in_seconds if ts.scheduler else None
             )
 
-        resource_id = kwargs.get("resource_id")
-        instance_spec = kwargs.get("instance_spec")
+        resource_id = kwargs.pop("resource_id", None)
+        instance_spec = kwargs.pop("instance_spec", None)
         compute_resource = ts.compute_resource
         if resource_id:
             if instance_type:
@@ -2146,6 +2146,7 @@ def get_estimator(
             )
         else:
             if instance_spec:
+                instance_spec = None
                 logger.warning(
                     "The instance spec is ignored when resource_id is not provided."
                 )
@@ -2182,6 +2183,7 @@ def get_estimator(
             instance_type=instance_type,
             instance_count=instance_count,
             instance_spec=instance_spec,
+            resource_id=resource_id,
             output_path=output_path,
             labels=labels,
             **kwargs,