Change dynamo tutorial to use torch.compile (#2134)

* add dynamo tutorial

* Add .rst and disable .py for now

* update install

* make edits

* make more edits

* use new torch.compile api

* update

* add triton install command

* fix

Co-authored-by: Svetlana Karslioglu <svekars@fb.com>

Author: williamwen42

.jenkins/validate_tutorials_built.py

@@ -39,7 +39,7 @@
     "recipes/profiler_recipe",
     "recipes/save_load_across_devices",
     "recipes/warmstarting_model_using_parameters_from_a_different_model",
-    "dynamo_tutorial",
+    "torch_compile_tutorial_",
     "recipes/dynamic_quantization",
     "recipes/saving_and_loading_a_general_checkpoint",
     "recipes/benchmark",

index.rst

@@ -519,10 +519,10 @@ What's new in PyTorch tutorials?
    :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.
+   :header: torch.compile Tutorial
+   :card_description: Speed up your models with minimal code changes using torch.compile, the latest PyTorch compiler solution.
    :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
-   :link: intermediate/dynamo_tutorial.html
+   :link: intermediate/torch_compile_tutorial.html
    :tags: Model-Optimization
 
 .. Parallel-and-Distributed-Training
@@ -909,7 +909,7 @@ Additional Resources
    intermediate/torchserve_with_ipex_2
    intermediate/nvfuser_intro_tutorial
    intermediate/ax_multiobjective_nas_tutorial
-   intermediate/dynamo_tutorial
+   intermediate/torch_compile_tutorial
 
 .. toctree::
    :maxdepth: 2