Merge branch 'master' into chatbot_tutorial_typofix

Author: lewha0

Makefile

@@ -108,8 +108,9 @@ docs:
 	touch docs/.nojekyll
 
 html-noplot:
+	make clean
 	$(SPHINXBUILD) -D plot_gallery=0 -b html $(SPHINXOPTS) "$(SOURCEDIR)" "$(BUILDDIR)/html"
-	bash .jenkins/remove_invisible_code_block_batch.sh "$(BUILDDIR)/html"
+	# bash .jenkins/remove_invisible_code_block_batch.sh "$(BUILDDIR)/html"
 	@echo
 	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
 

README.md

@@ -15,7 +15,7 @@ Here's how to create a new tutorial:
 1. Create a notebook styled python file. If you want it executed while inserted into documentation, save the file with suffix `tutorial` so that file name is `your_tutorial.py`.
 2. Put it in one of the beginner_source, intermediate_source, advanced_source based on the level.
 2. Include it in the right TOC tree at index.rst
-3. Create a thumbnail in the index file using a command like `.. galleryitem:: beginner/your_tutorial.py`. (This is a custom directive. See `custom_directives.py` for more info.) 
+3. Create a thumbnail in the index.rst file using a command like `.. customcarditem:: beginner/your_tutorial.html`. (This is a custom directive. See `custom_directives.py` for more info.) 
 
 In case you prefer to write your tutorial in jupyter, 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 the sections headings etc are in logical order.
 
@@ -28,4 +28,4 @@ In case you prefer to write your tutorial in jupyter, you can use [this script](
 - Then you can build using `make docs`. This will download the data, execute the tutorials and build the documentation to `docs/` directory. This will take about 60-120 min for systems with GPUs. If you do not have a GPU installed on your system, then see next step.
 - You can skip the computationally intensive graph generation by running `make html-noplot` to build basic html documentation to `_build/html`. This way, you can quickly preview your tutorial.
 
-> If you get **ModuleNotFoundError: No module named 'pytorch_sphinx_theme' make: *** [html-noplot] Error 2**, from /tutorials/src/pytorch_sphinx_theme run `python setup.py install`. 
+> If you get **ModuleNotFoundError: No module named 'pytorch_sphinx_theme' make: *** [html-noplot] Error 2**, from /tutorials/src/pytorch-sphinx-theme run `python setup.py install`. 

index.rst

@@ -9,7 +9,7 @@ Welcome to PyTorch Tutorials
 .. Add callout items below this line
 
 .. customcalloutitem::
-   :description: The 60 min blitz is the most common starting point and provides a broad view on how to use PyTorch. It covers the basics all to the way constructing deep neural networks.
+   :description: The 60 min blitz is the most common starting point and provides a broad view on how to use PyTorch. It covers the basics all the way to constructing deep neural networks.
    :header: New to PyTorch?
    :button_link: beginner/deep_learning_60min_blitz.html
    :button_text: Start 60-min blitz