diff --git a/onedal/datatypes/_data_conversion.py b/onedal/datatypes/_data_conversion.py
index d1dedba81c..46384c19be 100644
--- a/onedal/datatypes/_data_conversion.py
+++ b/onedal/datatypes/_data_conversion.py
@@ -32,10 +32,14 @@
     dpctl_available = False
 
 
-def _apply_and_pass(func, *args):
+def _apply_and_pass(func, *args, **kwargs):
     if len(args) == 1:
-        return func(args[0])
-    return tuple(map(func, args))
+        return func(args[0], **kwargs) if len(kwargs) > 0 else func(args[0])
+    return (
+        tuple(func(arg, **kwargs) for arg in args)
+        if len(kwargs) > 0
+        else tuple(func(arg) for arg in args)
+    )
 
 
 def from_table(*args):
@@ -59,7 +63,7 @@ def to_table(*args):
 if _is_dpc_backend:
     from ..common._policy import _HostInteropPolicy
 
-    def _convert_to_supported(policy, *data):
+    def _convert_to_supported(policy, *data, xp=np):
         def func(x):
             return x
 
@@ -71,13 +75,13 @@ def func(x):
         device = policy._queue.sycl_device
 
         def convert_or_pass(x):
-            if (x is not None) and (x.dtype == np.float64):
+            if (x is not None) and (x.dtype == xp.float64):
                 warnings.warn(
                     "Data will be converted into float32 from "
                     "float64 because device does not support it",
                     RuntimeWarning,
                 )
-                return x.astype(np.float32)
+                return x.astype(xp.float32)
             else:
                 return x
 
@@ -88,7 +92,7 @@ def convert_or_pass(x):
 
 else:
 
-    def _convert_to_supported(policy, *data):
+    def _convert_to_supported(policy, *data, xp=np):
         def func(x):
             return x