Update intermediate_source/pinmem_nonblock.py

Vincent Moens · web-flow · commit 12d1b6952267 · 2024-07-30T19:30:46.000+01:00
diff --git a/intermediate_source/pinmem_nonblock.py b/intermediate_source/pinmem_nonblock.py
@@ -718,11 +718,11 @@ def pin_copy_to_device_nonblocking(*tensors):
 #
 #   .. _pinned_memory_resources:
 #
-#  If you are dealing with issues with memory copies when using CUDA devices or want to learn more about
-#  what was discussed in this tutorial, check the following references:
+# If you are dealing with issues with memory copies when using CUDA devices or want to learn more about
+# what was discussed in this tutorial, check the following references:
 #
-#  - `CUDA toolkit memory management doc <https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__MEMORY.html>`_
-#  - `CUDA pin-memory note <https://forums.developer.nvidia.com/t/pinned-memory/268474>`_
-#  - `How to Optimize Data Transfers in CUDA C/C++ <https://developer.nvidia.com/blog/how-optimize-data-transfers-cuda-cc/>`_
-#  - tensordict :meth:`~tensordict.TensorDict.to` method;
+# - `CUDA toolkit memory management doc <https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__MEMORY.html>`_;
+# - `CUDA pin-memory note <https://forums.developer.nvidia.com/t/pinned-memory/268474>`_;
+# - `How to Optimize Data Transfers in CUDA C/C++ <https://developer.nvidia.com/blog/how-optimize-data-transfers-cuda-cc/>`_;
+# - tensordict :meth:`~tensordict.TensorDict.to` method.
 #

Original file line number	Diff line number	Diff line change
`@@ -718,11 +718,11 @@ def pin_copy_to_device_nonblocking(*tensors):`
`718`	`718`	`#`
`719`	`719`	`# .. _pinned_memory_resources:`
`720`	`720`	`#`
`721`		`-# If you are dealing with issues with memory copies when using CUDA devices or want to learn more about`
`722`		`-# what was discussed in this tutorial, check the following references:`
	`721`	`+# If you are dealing with issues with memory copies when using CUDA devices or want to learn more about`
	`722`	`+# what was discussed in this tutorial, check the following references:`
`723`	`723`	`#`
`724`		-# - `CUDA toolkit memory management doc <https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__MEMORY.html>`_
`725`		-# - `CUDA pin-memory note <https://forums.developer.nvidia.com/t/pinned-memory/268474>`_
`726`		-# - `How to Optimize Data Transfers in CUDA C/C++ <https://developer.nvidia.com/blog/how-optimize-data-transfers-cuda-cc/>`_
`727`		-# - tensordict :meth:`~tensordict.TensorDict.to` method;
	`724`	+# - `CUDA toolkit memory management doc <https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__MEMORY.html>`_;
	`725`	+# - `CUDA pin-memory note <https://forums.developer.nvidia.com/t/pinned-memory/268474>`_;
	`726`	+# - `How to Optimize Data Transfers in CUDA C/C++ <https://developer.nvidia.com/blog/how-optimize-data-transfers-cuda-cc/>`_;
	`727`	+# - tensordict :meth:`~tensordict.TensorDict.to` method.
`728`	`728`	`#`