diff --git a/numba_dpex/core/typing/dpnpdecl.py b/numba_dpex/core/typing/dpnpdecl.py
index 6856f8ea1f..5cf7fd78d9 100644
--- a/numba_dpex/core/typing/dpnpdecl.py
+++ b/numba_dpex/core/typing/dpnpdecl.py
@@ -2,6 +2,8 @@
 #
 # SPDX-License-Identifier: Apache-2.0
 
+import logging
+
 import dpnp
 import numpy as np
 from numba.core import types
@@ -34,14 +36,33 @@ class DpnpRulesArrayOperator(NumpyRulesArrayOperator):
     @property
     def ufunc(self):
         try:
-            op = getattr(dpnp, self._op_map[self.key])
+            dpnpop = getattr(dpnp, self._op_map[self.key])
             npop = getattr(np, self._op_map[self.key])
-            op.nin = npop.nin
-            op.nout = npop.nout
-            op.nargs = npop.nargs
-            op.types = npop.types
-            op.is_dpnp_ufunc = True
-            return op
+            if not hasattr(dpnpop, "nin"):
+                dpnpop.nin = npop.nin
+            if not hasattr(dpnpop, "nout"):
+                dpnpop.nout = npop.nout
+            if not hasattr(dpnpop, "nargs"):
+                dpnpop.nargs = dpnpop.nin + dpnpop.nout
+
+            # Check if the dpnp operation has a `types` attribute and if an
+            # AttributeError gets raised then "monkey patch" the attribute from
+            # numpy. If the attribute lookup raised a ValueError, it indicates
+            # that dpnp could not be resolve the supported types for the
+            # operation. Dpnp will fail to resolve the `types` if no SYCL
+            # devices are available on the system. For such a scenario, we print
+            # a user-level warning.
+            try:
+                dpnpop.types
+            except ValueError:
+                logging.exception(
+                    f"The types attribute for the {dpnpop} fuction could not "
+                    "be determined."
+                )
+            except AttributeError:
+                dpnpop.types = npop.types
+            dpnpop.is_dpnp_ufunc = True
+            return dpnpop
         except:
             pass
 
diff --git a/numba_dpex/dpnp_iface/dpnp_ufunc_db.py b/numba_dpex/dpnp_iface/dpnp_ufunc_db.py
index def71adb17..3cd1945595 100644
--- a/numba_dpex/dpnp_iface/dpnp_ufunc_db.py
+++ b/numba_dpex/dpnp_iface/dpnp_ufunc_db.py
@@ -3,6 +3,7 @@
 # SPDX-License-Identifier: Apache-2.0
 
 import copy
+import logging
 
 import dpnp
 import numpy as np
@@ -56,6 +57,7 @@ def _fill_ufunc_db_with_dpnp_ufuncs(ufunc_db):
     # variable is passed by value
     from numba.np.ufunc_db import _ufunc_db
 
+    failed_dpnpop_types_lst = []
     for ufuncop in dpnpdecl.supported_ufuncs:
         if ufuncop == "erf":
             op = getattr(dpnp, "erf")
@@ -72,20 +74,50 @@ def _fill_ufunc_db_with_dpnp_ufuncs(ufunc_db):
                 "d->d": mathimpl.lower_ocl_impl[("erf", (_unary_d_d))],
             }
         else:
-            op = getattr(dpnp, ufuncop)
+            dpnpop = getattr(dpnp, ufuncop)
             npop = getattr(np, ufuncop)
-            op.nin = npop.nin
-            op.nout = npop.nout
-            op.nargs = npop.nargs
-            op.types = npop.types
-            op.is_dpnp_ufunc = True
+            if not hasattr(dpnpop, "nin"):
+                dpnpop.nin = npop.nin
+            if not hasattr(dpnpop, "nout"):
+                dpnpop.nout = npop.nout
+            if not hasattr(dpnpop, "nargs"):
+                dpnpop.nargs = dpnpop.nin + dpnpop.nout
+
+            # Check if the dpnp operation has a `types` attribute and if an
+            # AttributeError gets raised then "monkey patch" the attribute from
+            # numpy. If the attribute lookup raised a ValueError, it indicates
+            # that dpnp could not be resolve the supported types for the
+            # operation. Dpnp will fail to resolve the `types` if no SYCL
+            # devices are available on the system. For such a scenario, we log
+            # dpnp operations for which the ValueError happened and print them
+            # as a user-level warning. It is done this way so that the failure
+            # to load the dpnpdecl registry due to the ValueError does not
+            # impede a user from importing numba-dpex.
+            try:
+                dpnpop.types
+            except ValueError:
+                failed_dpnpop_types_lst.append(ufuncop)
+            except AttributeError:
+                dpnpop.types = npop.types
+
+            dpnpop.is_dpnp_ufunc = True
             cp = copy.copy(_ufunc_db[npop])
-            ufunc_db.update({op: cp})
-            for key in list(ufunc_db[op].keys()):
+            ufunc_db.update({dpnpop: cp})
+            for key in list(ufunc_db[dpnpop].keys()):
                 if (
                     "FF->" in key
                     or "DD->" in key
                     or "F->" in key
                     or "D->" in key
                 ):
-                    ufunc_db[op].pop(key)
+                    ufunc_db[dpnpop].pop(key)
+
+    if failed_dpnpop_types_lst:
+        try:
+            getattr(dpnp, failed_dpnpop_types_lst[0]).types
+        except ValueError:
+            ops = " ".join(failed_dpnpop_types_lst)
+            logging.exception(
+                "The types attribute for the following dpnp ops could not be "
+                f"determined: {ops}"
+            )