Add Dynamo Tutorial (#2133)

* add dynamo tutorial
* Add .rst and disable .py for now
* Disable AX tutorial to pass CI
Co-authored-by: Svetlana Karslioglu <svekars@fb.com>

Author: williamwen42

.jenkins/validate_tutorials_built.py

@@ -39,6 +39,7 @@
     "recipes/profiler_recipe",
     "recipes/save_load_across_devices",
     "recipes/warmstarting_model_using_parameters_from_a_different_model",
+    "dynamo_tutorial",
     "recipes/dynamic_quantization",
     "recipes/saving_and_loading_a_general_checkpoint",
     "recipes/benchmark",
@@ -51,6 +52,7 @@
     "hyperparameter_tuning_tutorial",
     "flask_rest_api_tutorial",
     "text_to_speech_with_torchaudio",
+    "ax_multiobjective_nas_tutorial"
 ]
 
 

index.rst

@@ -517,6 +517,13 @@ What's new in PyTorch tutorials?
    :link: intermediate/ax_multiobjective_nas_tutorial.html
    :tags: Model-Optimization,Best-Practice,Ax,TorchX
 
+.. customcarditem::
+   :header: TorchDynamo and TorchInductor Tutorial
+   :card_description: Speed up your models with minimal code changes using TorchDynamo and TorchInductor, the latest PyTorch compiler solution.
+   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
+   :link: intermediate/dynamo_tutorial.html
+   :tags: Model-Optimization
+
 .. Parallel-and-Distributed-Training
 
 
@@ -901,6 +908,7 @@ Additional Resources
    intermediate/torchserve_with_ipex_2
    intermediate/nvfuser_intro_tutorial
    intermediate/ax_multiobjective_nas_tutorial
+   intermediate/dynamo_tutorial
 
 .. toctree::
    :maxdepth: 2