TorchServe IPEX Blog pytorch#2 (pytorch#2079)

* Create torchserve_with_ipex_2.rst * create torchserve-ipex-images-2 * add torchserve-ipex-images-2 png * add png * update wording * update wording * update wording * update wording * add tutorial to matrix and left nav * Delete placeholder * link github * tutorial -> blog Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * tutorial -> blog Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * grammar fix Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * grammar fix Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * grammar fix Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * blog -> tutorial Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * un-tuned -> untuned, submetircs -> sub-metrics * blog -> tutorial, we'll -> we will * with torch.autograd.profiler.emit_itt() * grammar fix Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * grammar fix Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we've -> we have Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * 2 -> two Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * e.g., -> for example, refer to -> see Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * etc -> and more * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll -> we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * we'll we will Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * un-tuned -> untuned Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * take-aways -> conclusion Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * blog -> tutorial, we've -> we have Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * fix linking Co-authored-by: Svetlana Karslioglu <svekars@fb.com> * fix png sizes * my lin <url>__ * (1) add content under each heading (2) fix heading syntax * update * blog -> tutorial Co-authored-by: Svetlana Karslioglu <svekars@fb.com>
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diff --git a/index.rst b/index.rst
@@ -496,6 +496,13 @@ What's new in PyTorch tutorials?
    :link: intermediate/torchserve_with_ipex
    :tags: Model-Optimization,Production
 
+.. customcarditem::
+   :header: Grokking PyTorch Intel CPU Performance from First Principles (Part 2)
+   :card_description: A case study on the TorchServe inference framework optimized with Intel® Extension for PyTorch (Part 2).
+   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
+   :link: intermediate/torchserve_with_ipex_2
+   :tags: Model-Optimization,Production
+
 .. customcarditem::
    :header: Introduction to nvFuser
    :card_description: An introduction to nvFuser

diff --git a/intermediate_source/torchserve_with_ipex_2.rst b/intermediate_source/torchserve_with_ipex_2.rst