Update recipes_source/recipes/tuning_guide.py

svekars · web-flow · commit 6dcfa953b22a · 2025-07-08T14:04:16.000-07:00
diff --git a/recipes_source/recipes/tuning_guide.py b/recipes_source/recipes/tuning_guide.py
@@ -513,7 +513,7 @@ def gelu(x):
 # for PyTorch models. The key takeaways include:
 #
 # * **General optimizations**: Enable async data loading, disable gradients for
-#   inference, fuse operations with torch.compile, and use efficient memory formats
+#   inference, fuse operations with ``torch.compile``, and use efficient memory formats
 # * **CPU optimizations**: Leverage NUMA controls, optimize OpenMP settings, and
 #   use efficient memory allocators
 # * **GPU optimizations**: Enable Tensor cores, use CUDA graphs, enable cuDNN

Original file line number	Diff line number	Diff line change
`@@ -513,7 +513,7 @@ def gelu(x):`
`513`	`513`	`# for PyTorch models. The key takeaways include:`
`514`	`514`	`#`
`515`	`515`	`# * General optimizations: Enable async data loading, disable gradients for`
`516`		`-# inference, fuse operations with torch.compile, and use efficient memory formats`
	`516`	+# inference, fuse operations with ``torch.compile``, and use efficient memory formats
`517`	`517`	`# * CPU optimizations: Leverage NUMA controls, optimize OpenMP settings, and`
`518`	`518`	`# use efficient memory allocators`
`519`	`519`	`# * GPU optimizations: Enable Tensor cores, use CUDA graphs, enable cuDNN`