update alternative compiler section

Author: ZhaoqiongZ

prototype_source/inductor_windows_cpu.rst

@@ -12,7 +12,6 @@ TorchInductor is the new compiler backend that compiles the FX Graphs generated
 This tutorial introduces the steps for utilizing TorchInductor on Windows CPU.
 
 
-
 Software Installation
 ---------------------
 
@@ -32,21 +31,6 @@ During Installation, chosse `Desktop Development with C++` in the `Desktop & Mob
     Windows inductor also support C++ compiler `LLVM Compiler <https://github.com/llvm/llvm-project/releases>`_ and `Intel Compiler <https://www.intel.com/content/www/us/en/developer/tools/oneapi/dpc-compiler-download.html>`_ for better performance.
     Please check `Alternative Compiler for better performance <#alternative-compiler-for-better-performance>`_.
 
-Alternative Compiler for better performance
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-
-To enhance performance on Windows inductor, you can use the Intel Compiler or LLVM Compiler. However, windows inductor rely on the runtime libraries from Microsoft Visual C++ (MSVC). Therefore, your first step should be to install MSVC.
-
-Intel Compiler
-~~~~~~~~~~~~~~
-#. Download and install `Intel Compiler <https://www.intel.com/content/www/us/en/developer/tools/oneapi/dpc-compiler-download.html>`_ with Windows version.
-#. Set compiler `CXX=icx-cl`
-
-LLVM Compiler
-~~~~~~~~~~~~~
-#. Download and install `LLVM Compiler <https://github.com/llvm/llvm-project/releases>`_ with Windows version.
-#. Set compiler `CXX=clang-cl` 
-
 Install Miniforge
 ^^^^^^^^^^^^^^^^^
 
@@ -65,6 +49,8 @@ Set Up Environment
 #. Create and activate customer conda environment::
 
     conda create -n inductor_cpu_windows python=3.10 -y 
+#. Activate customer conda environment::
+
     conda activate inductor_cpu_windows
 #. Install `PyTorch 2.5 <https://pytorch.org/get-started/locally/>`_ or later.
 #. Use torchinductor on Windows CPU::
@@ -100,7 +86,24 @@ Set Up Environment
             [ 5.7244e-04,  1.2799e+00,  1.3595e+00,  1.0907e+00,  3.7191e-01,
             1.4062e+00,  1.3672e+00,  6.8502e-02,  8.5216e-01,  8.6046e-01]])
 
+Alternative Compiler for better performance
+-------------------------------------------
+
+To enhance performance on Windows inductor, you can use the Intel Compiler or LLVM Compiler. However, windows inductor rely on the runtime libraries from Microsoft Visual C++ (MSVC). Therefore, your first step should be to install MSVC.
+
+Intel Compiler
+^^^^^^^^^^^^^^
+
+#. Download and install `Intel Compiler <https://www.intel.com/content/www/us/en/developer/tools/oneapi/dpc-compiler-download.html>`_ with Windows version.
+#. Set compiler `CXX=icx-cl`
+
+LLVM Compiler
+^^^^^^^^^^^^^
+
+#. Download and install `LLVM Compiler <https://github.com/llvm/llvm-project/releases>`_ with Windows version.
+#. Set compiler `CXX=clang-cl` 
+
 Conclusion
 ----------
 
-With this tutorial, we introduce how to use Inductor on Windows CPU with PyTorch 2.5 or later.
+With this tutorial, we introduce how to use Inductor on Windows CPU with PyTorch 2.5 or later. We can use Intel Compiler or LLVM Compiler to get better performance.