[ONNX] Update PyTorch version and clean up tutorial (#3566)

Updated prerequisite version of PyTorch and removed optimization section
because optimization is now default.

@svekars @titaiwangms @xadupre

Co-authored-by: Svetlana Karslioglu <[email protected]>

Author: justinchuby

beginner_source/onnx/export_control_flow_model_to_onnx_tutorial.py

@@ -28,12 +28,11 @@
 #
 # - How to refactor the model to use :func:`torch.cond` for exporting.
 # - How to export a model with control flow logic to ONNX.
-# - How to optimize the exported model using the ONNX optimizer.
 #
 # Prerequisites
 # ~~~~~~~~~~~~~
 #
-# * ``torch >= 2.6``
+# * ``torch >= 2.8``
 
 
 import torch
@@ -138,13 +137,6 @@ def neg(x):
 onnx_program = torch.onnx.export(model, (x,), dynamo=True)  
 print(onnx_program.model) 
 
-
-###############################################################################
-# We can optimize the model and get rid of the model local functions created to capture the control flow branches.  
-
-onnx_program.optimize()  
-print(onnx_program.model)  
-
 ###############################################################################
 # Conclusion
 # ----------