diff --git a/pytensor/ipython.py b/pytensor/ipython.py
index 33adf5792d..9fd50d1443 100644
--- a/pytensor/ipython.py
+++ b/pytensor/ipython.py
@@ -4,7 +4,7 @@
 from IPython.display import display
 
 from pytensor.graph import FunctionGraph, Variable, rewrite_graph
-from pytensor.graph.features import FullHistory
+from pytensor.graph.features import AlreadyThere, FullHistory
 
 
 class CodeBlockWidget(anywidget.AnyWidget):
@@ -45,29 +45,41 @@ class CodeBlockWidget(anywidget.AnyWidget):
 
 class InteractiveRewrite:
     """
-    A class that wraps a graph history object with interactive widgets
-    to navigate through history and display the graph at each step.
-
-    Includes an option to display the reason for the last change.
+    Visualize a graph history through a series of rewrites.
     """
 
-    def __init__(self, fg, display_reason=True):
+    def __init__(
+        self,
+        fg,
+        display_reason=True,
+        rewrite_options: dict | None = None,
+        dprint_options: dict | None = None,
+    ):
         """
-        Initialize with a history object that has a goto method
-        and tracks a FunctionGraph.
-
         Parameters:
         -----------
         fg : FunctionGraph (or Variables)
             The function graph to track
         display_reason : bool, optional
             Whether to display the reason for each rewrite
+        rewrite_options : dict, optional
+            Options for rewriting the graph. Defaults to {'include': ('fast_run',), 'exclude': ('inplace',)}
+        print_options : dict, optional
+            Print options passed to `debugprint` used to generate the text representation of the graph.
+            Useful options are {'print_shape': True, 'print_op_info': True}
         """
+        self.dprint_options = dprint_options or {}
+        self.rewrite_options = rewrite_options or dict(
+            include=("fast_run",), exclude=("inplace",)
+        )
         self.history = FullHistory(callback=self._history_callback)
         if not isinstance(fg, FunctionGraph):
             outs = [fg] if isinstance(fg, Variable) else fg
             fg = FunctionGraph(outputs=outs)
-        fg.attach_feature(self.history)
+        try:
+            fg.attach_feature(self.history)
+        except AlreadyThere:
+            self.history.end()
 
         self.updating_from_callback = False  # Flag to prevent recursion
         self.code_widget = CodeBlockWidget(content="")
@@ -163,7 +175,7 @@ def _update_display(self):
                 reason = ""
             else:
                 reason = self.history.fw[self.history.pointer].reason
-                reason = getattr(reason, "name", str(reason))
+                reason = getattr(reason, "name", None) or str(reason)
 
             self.reason_label.value = f"""
                 <div style='padding: 5px; margin-bottom: 10px; background-color: #e6f7ff; border-left: 4px solid #1890ff;'>
@@ -172,7 +184,9 @@ def _update_display(self):
             """
 
         # Update the graph display
-        self.code_widget.content = self.history.fg.dprint(file="str")
+        self.code_widget.content = self.history.fg.dprint(
+            file="str", **self.dprint_options
+        )
 
         # Update slider range if history length has changed
         history_len = len(self.history.fw) + 1
@@ -189,14 +203,13 @@ def _update_display(self):
             f"History: {self.history.pointer + 1}/{history_len - 1}"
         )
 
-    def rewrite(self, *args, include=("fast_run",), exclude=("inplace",), **kwargs):
+    def rewrite(self, *args, **kwargs):
         """Apply rewrites to the current graph"""
         rewrite_graph(
             self.history.fg,
             *args,
-            include=include,
-            exclude=exclude,
             **kwargs,
+            **self.rewrite_options,
             clone=False,
         )
         self._update_display()