Avoid recreating Ops in `local_uint_constant_indices`

pytensor/tensor/rewriting/subtensor.py

@@ -1805,7 +1805,8 @@ def local_join_subtensors(fgraph, node):
 def local_uint_constant_indices(fgraph, node):
     """Convert constant indices to unsigned dtypes."""
 
-    if isinstance(node.op, IncSubtensor | AdvancedIncSubtensor | AdvancedIncSubtensor1):
+    op = node.op
+    if isinstance(op, IncSubtensor | AdvancedIncSubtensor | AdvancedIncSubtensor1):
         x, y, *indices = node.inputs
     else:
         x, *indices = node.inputs
@@ -1864,21 +1865,18 @@ def local_uint_constant_indices(fgraph, node):
     if not has_new_index:
         return False
 
-    new_out = x[tuple(new_indices)]
-
-    if y is not None:
-        new_out = inc_subtensor(
-            new_out,
-            y,
-            inplace=node.op.inplace,
-            set_instead_of_inc=node.op.set_instead_of_inc,
-            ignore_duplicates=getattr(node.op, "ignore_duplicates", False),
-        )
-
-    new_outs = new_out.owner.outputs
-    copy_stack_trace(node.outputs, new_outs)
-
-    return new_outs
+    if isinstance(op, Subtensor | IncSubtensor):
+        # Basic index Ops contain information about the dtype of the indices, so wee have to recreate them
+        props = op._props_dict()
+        props["idx_list"] = new_indices
+        op = type(op)(**props)
+        # Basic index Ops don't expect slices, but the respective start/step/stop
+        new_indices = get_slice_elements(new_indices)
+
+    new_args = (x, *new_indices) if y is None else (x, y, *new_indices)
+    new_out = op(*new_args)
+    copy_stack_trace(node.outputs[0], new_out)
+    return [new_out]
 
 
 @register_canonicalize("shape_unsafe")

pytensor/tensor/subtensor.py

@@ -550,7 +550,10 @@ def indexed_result_shape(array_shape, indices, indices_are_shapes=False):
     return res_shape
 
 
-def get_slice_elements(idxs: list, cond: Callable) -> list:
+def get_slice_elements(
+    idxs: list,
+    cond: Callable = lambda x: isinstance(x, Variable),
+) -> list:
     """Extract slice elements conditional on a given predicate function.
 
     Parameters