Merge branch 'main' into jafraust/ddp

Author: jafraustro

.ci/docker/requirements.txt

@@ -16,7 +16,7 @@ pandocfilters==1.5.1
 markdown==3.8.2
 
 # PyTorch Theme
--e git+https://github.com/pytorch/pytorch_sphinx_theme.git@pytorch_sphinx_theme2#egg=pytorch_sphinx_theme2
+-e git+https://github.com/pytorch/pytorch_sphinx_theme.git@e0cbfaf789a51899859f2c7626e0ad3a78ad4c2e#egg=pytorch_sphinx_theme2
 
 # Tutorial dependencies
 tqdm==4.66.1

CONTRIBUTING.md

@@ -71,8 +71,7 @@ There are three types of tutorial content that we host on
   reStructuredText files. The build system only converts them into HTML;
   the code in them does not run on build. These tutorials are easier to
   create and maintain but they do not provide an interactive experience.
-  An example is the [Dynamic Quantization
-  tutorial](https://pytorch.org/tutorials/recipes/recipes/dynamic_quantization.html).
+
 
 * **Recipes** are tutorials that provide bite-sized, actionable
   examples of how to use specific features, which differentiates them
@@ -265,7 +264,7 @@ search, you need to include it in `index.rst`, or for recipes, in
 1. Open the relevant file
    [`index.rst`](https://github.com/pytorch/tutorials/blob/main/index.rst)
    or
-   [`recipes_index.rst`](https://github.com/pytorch/tutorials/blob/main/recipes_source/recipes_index.rst)
+   [`recipes_index.rst`](https://github.com/pytorch/tutorials/blob/main/recipes_index.rst)
 1. Add a _card_ in reStructuredText format similar to the following:
 
 ```

README.md

@@ -27,7 +27,7 @@ NOTE: Before submitting a new tutorial, read [PyTorch Tutorial Submission Policy
 1. Create a Python file. If you want it executed while inserted into documentation, save the file with the suffix `tutorial` so that the file name is `your_tutorial.py`.
 2. Put it in one of the `beginner_source`, `intermediate_source`, `advanced_source` directory based on the level of difficulty. If it is a recipe, add it to `recipes_source`. For tutorials demonstrating unstable prototype features, add to the `prototype_source`.
 3. For Tutorials (except if it is a prototype feature), include it in the `toctree` directive and create a `customcarditem` in [index.rst](./index.rst).
-4. For Tutorials (except if it is a prototype feature), create a thumbnail in the [index.rst file](https://github.com/pytorch/tutorials/blob/main/index.rst) using a command like `.. customcarditem:: beginner/your_tutorial.html`. For Recipes, create a thumbnail in the [recipes_index.rst](https://github.com/pytorch/tutorials/blob/main/recipes_source/recipes_index.rst)
+4. For Tutorials (except if it is a prototype feature), create a thumbnail in the [index.rst file](https://github.com/pytorch/tutorials/blob/main/index.rst) using a command like `.. customcarditem:: beginner/your_tutorial.html`. For Recipes, create a thumbnail in the [recipes_index.rst](https://github.com/pytorch/tutorials/blob/main/recipes_index.rst)
 
 If you are starting off with a Jupyter notebook, you can use [this script](https://gist.github.com/chsasank/7218ca16f8d022e02a9c0deb94a310fe) to convert the notebook to Python file. After conversion and addition to the project, please make sure that section headings and other things are in logical order.
 

_static/img/thumbnails/cropped/understanding_leaf_vs_nonleaf.png

@@ -8,7 +8,3 @@ Advanced Tutorials
 2. numpy_extensions_tutorial.py
 	Creating Extensions Using numpy and scipy
 	https://pytorch.org/tutorials/advanced/numpy_extensions_tutorial.html
-
-3. cpp_extension.rst
-	Custom C Extensions for PyTorch
-	https://docs.pytorch.org/tutorials/advanced/cpp_extension.html