From 1d49a4455232b85fe37c93f8c3d4a479368c39f3 Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Mon, 21 Oct 2024 09:18:36 +0800 Subject: [PATCH 01/20] update link to a intel compiler guide with performance data --- prototype_source/inductor_windows_cpu.rst | 2 ++ 1 file changed, 2 insertions(+) diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst index 801ebe060e0..638d1660dc3 100644 --- a/prototype_source/inductor_windows_cpu.rst +++ b/prototype_source/inductor_windows_cpu.rst @@ -115,6 +115,8 @@ Intel Compiler #. Download and install `Intel Compiler `_ with Windows version. #. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=icx-cl``. +Here is a detailed step-by-step `guide `_ with performance data. + LLVM Compiler ^^^^^^^^^^^^^ From d3f2ca03161bc7aa11e50c50f1a2f375cacac363 Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Mon, 21 Oct 2024 09:25:22 +0800 Subject: [PATCH 02/20] update --- prototype_source/inductor_windows_cpu.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst index 638d1660dc3..c9bc87723dd 100644 --- a/prototype_source/inductor_windows_cpu.rst +++ b/prototype_source/inductor_windows_cpu.rst @@ -115,7 +115,7 @@ Intel Compiler #. Download and install `Intel Compiler `_ with Windows version. #. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=icx-cl``. -Here is a detailed step-by-step `guide `_ with performance data. +Here is a comprehensive step-by-step `guide `_, complete with performance data. LLVM Compiler ^^^^^^^^^^^^^ From 7335f5bcf7aa3b7484859c9129089d17cf75a443 Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Mon, 21 Oct 2024 13:39:03 +0800 Subject: [PATCH 03/20] add title on the link --- prototype_source/inductor_windows_cpu.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst index c9bc87723dd..5114e3b03c5 100644 --- a/prototype_source/inductor_windows_cpu.rst +++ b/prototype_source/inductor_windows_cpu.rst @@ -115,7 +115,7 @@ Intel Compiler #. Download and install `Intel Compiler `_ with Windows version. #. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=icx-cl``. -Here is a comprehensive step-by-step `guide `_, complete with performance data. +Here is a comprehensive step-by-step guide `Intel® oneAPI DPC++/C++ Compiler Boosts PyTorch* Inductor Performance on Windows* for CPU Devices `_, complete with performance data. LLVM Compiler ^^^^^^^^^^^^^ From a773e9b9da9e66a4937136f4044652d730e69a12 Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Mon, 21 Oct 2024 13:40:56 +0800 Subject: [PATCH 04/20] update --- prototype_source/inductor_windows_cpu.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst index 5114e3b03c5..9d2b73e56b1 100644 --- a/prototype_source/inductor_windows_cpu.rst +++ b/prototype_source/inductor_windows_cpu.rst @@ -115,7 +115,7 @@ Intel Compiler #. Download and install `Intel Compiler `_ with Windows version. #. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=icx-cl``. -Here is a comprehensive step-by-step guide `Intel® oneAPI DPC++/C++ Compiler Boosts PyTorch* Inductor Performance on Windows* for CPU Devices `_, complete with performance data. +Intel also provides a comprehensive step-by-step guide `Intel® oneAPI DPC++/C++ Compiler Boosts PyTorch* Inductor Performance on Windows* for CPU Devices `_, complete with performance data. LLVM Compiler ^^^^^^^^^^^^^ From 53f3886c0d43509e6880e035e7e71f55b63260fb Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Mon, 21 Oct 2024 14:14:42 +0800 Subject: [PATCH 05/20] rephrase the sentence --- prototype_source/inductor_windows_cpu.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst index 9d2b73e56b1..96e1bf46909 100644 --- a/prototype_source/inductor_windows_cpu.rst +++ b/prototype_source/inductor_windows_cpu.rst @@ -115,7 +115,7 @@ Intel Compiler #. Download and install `Intel Compiler `_ with Windows version. #. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=icx-cl``. -Intel also provides a comprehensive step-by-step guide `Intel® oneAPI DPC++/C++ Compiler Boosts PyTorch* Inductor Performance on Windows* for CPU Devices `_, complete with performance data. +Intel also provides a comprehensive step-by-step guide, complete with performance data. Please check `Intel® oneAPI DPC++/C++ Compiler Boosts PyTorch* Inductor Performance on Windows* for CPU Devices `_. LLVM Compiler ^^^^^^^^^^^^^ From 3f0939067c158f4de38e53661c42aebb3930c9f4 Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Mon, 31 Mar 2025 14:08:13 +0800 Subject: [PATCH 06/20] update inductor windows with xpu support --- prototype_source/inductor_windows.rst | 111 ++++++++++++++++++ prototype_source/inductor_windows_cpu.rst | 130 ---------------------- prototype_source/prototype_index.rst | 4 +- 3 files changed, 113 insertions(+), 132 deletions(-) create mode 100644 prototype_source/inductor_windows.rst delete mode 100644 prototype_source/inductor_windows_cpu.rst diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst new file mode 100644 index 00000000000..ede209e2836 --- /dev/null +++ b/prototype_source/inductor_windows.rst @@ -0,0 +1,111 @@ +How to use ``torch.compile`` on Windows CPU/XPU +=============================================== + +**Author**: `Zhaoqiong Zheng `_, `Xu, Han `_ + + +Introduction +------------ + +TorchInductor is the new compiler backend that compiles the FX Graphs generated by TorchDynamo into optimized C++/Triton kernels. + +This tutorial introduces the steps for utilizing TorchInductor via ``torch.compile`` on Windows CPU/XPU. + + +Software Installation +--------------------- + +Now, we will walk you through a step-by-step tutorial for how to use ``torch.compile`` on Windows CPU/XPU. + +Install a Compiler +^^^^^^^^^^^^^^^^^^ + +C++ compiler is required for torchinductor optimization, let's take Microsoft Visual C++ (MSVC) as an example. + +Download and install `MSVC `_. + +During Installation, select ``Workloads`` table then ``Desktop & Mobile`` Section, check mark on ``Desktop Development with C++`` and then install. + +.. note:: + + Windows CPU inductor also support C++ compiler `LLVM Compiler `_ and `Intel Compiler `_ for better performance. + Please check `Alternative Compiler for better performance on CPU <#alternative-compiler-for-better-performance>`_. + +Conda Installation +^^^^^^^^^^^^^^^^^^ + +Prepare Conda Environment by Miniforge or Anaconda. +For example, download and install `Miniforge `_. + +Set Up Environment +^^^^^^^^^^^^^^^^^^ + +#. Open a command line environment via cmd.exe. +#. Activate ``MSVC`` via below command:: + + "C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Auxiliary/Build/vcvars64.bat" +#. Activate ``conda`` via below command:: + + "C:/ProgramData/miniforge3/Scripts/activate.bat" +#. Create and activate customer conda environment:: + + conda create -n inductor_windows python=3.10 -y +#. Activate customer conda environment:: + + conda activate inductor_windows +#. Install `PyTorch 2.5 `_ or later for CPU Usage. Install PyTorch 2.7 or later refer to `Getting Started on Intel GPU `_ for XPU usage. +#. Use torchinductor on Windows:: + + import torch + device="cpu" # or "xpu" for XPU + def foo(x, y): + a = torch.sin(x) + b = torch.cos(x) + return a + b + opt_foo1 = torch.compile(foo) + print(opt_foo1(torch.randn(10, 10).to(device), torch.randn(10, 10).to(device))) + +#. Output of the above example:: + + tensor([[-3.9074e-02, 1.3994e+00, 1.3894e+00, 3.2630e-01, 8.3060e-01, + 1.1833e+00, 1.4016e+00, 7.1905e-01, 9.0637e-01, -1.3648e+00], + [ 1.3728e+00, 7.2863e-01, 8.6888e-01, -6.5442e-01, 5.6790e-01, + 5.2025e-01, -1.2647e+00, 1.2684e+00, -1.2483e+00, -7.2845e-01], + [-6.7747e-01, 1.2028e+00, 1.1431e+00, 2.7196e-02, 5.5304e-01, + 6.1945e-01, 4.6654e-01, -3.7376e-01, 9.3644e-01, 1.3600e+00], + [-1.0157e-01, 7.7200e-02, 1.0146e+00, 8.8175e-02, -1.4057e+00, + 8.8119e-01, 6.2853e-01, 3.2773e-01, 8.5082e-01, 8.4615e-01], + [ 1.4140e+00, 1.2130e+00, -2.0762e-01, 3.3914e-01, 4.1122e-01, + 8.6895e-01, 5.8852e-01, 9.3310e-01, 1.4101e+00, 9.8318e-01], + [ 1.2355e+00, 7.9290e-02, 1.3707e+00, 1.3754e+00, 1.3768e+00, + 9.8970e-01, 1.1171e+00, -5.9944e-01, 1.2553e+00, 1.3394e+00], + [-1.3428e+00, 1.8400e-01, 1.1756e+00, -3.0654e-01, 9.7973e-01, + 1.4019e+00, 1.1886e+00, -1.9194e-01, 1.3632e+00, 1.1811e+00], + [-7.1615e-01, 4.6622e-01, 1.2089e+00, 9.2011e-01, 1.0659e+00, + 9.0892e-01, 1.1932e+00, 1.3888e+00, 1.3898e+00, 1.3218e+00], + [ 1.4139e+00, -1.4000e-01, 9.1192e-01, 3.0175e-01, -9.6432e-01, + -1.0498e+00, 1.4115e+00, -9.3212e-01, -9.0964e-01, 1.0127e+00], + [ 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 on CPU +-------------------------------------------------- + +To enhance performance for inductor on Windows CPU, you can use the Intel Compiler or LLVM Compiler. However, they 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 `_ with Windows version. +#. Set Windows Inductor Compiler via environment variable ``set CXX=icx-cl`` + +LLVM Compiler +^^^^^^^^^^^^^ + +#. Download and install `LLVM Compiler `_ and choose win64 version. +#. Set Windows Inductor Compiler via environment variable ``set CXX=clang-cl`` + +Conclusion +---------- + +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. diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst deleted file mode 100644 index 96e1bf46909..00000000000 --- a/prototype_source/inductor_windows_cpu.rst +++ /dev/null @@ -1,130 +0,0 @@ -How to use TorchInductor on Windows CPU -======================================= - -**Author**: `Zhaoqiong Zheng `_, `Xu, Han `_ - - - -TorchInductor is a compiler backend that transforms FX Graphs generated by TorchDynamo into highly optimized C++/Triton kernels. -This tutorial will guide you through the process of using TorchInductor on a Windows CPU. - -.. grid:: 2 - - .. grid-item-card:: :octicon:`mortar-board;1em;` What you will learn - :class-card: card-prerequisites - - * How to compile and execute a Python function with PyTorch, optimized for Windows CPU - * Basics of TorchInductor's optimization using C++/Triton kernels. - - .. grid-item-card:: :octicon:`list-unordered;1em;` Prerequisites - :class-card: card-prerequisites - - * PyTorch v2.5 or later - * Microsoft Visual C++ (MSVC) - * Miniforge for Windows - -Install the Required Software ------------------------------ - -First, let's install the required software. C++ compiler is required for TorchInductor optimization. -We will use Microsoft Visual C++ (MSVC) for this example. - -1. Download and install `MSVC `_. - -2. During the installation, choose **Desktop Development with C++** in the **Desktop & Mobile** section in **Workloads** table. Then install the software - -.. note:: - - We recommend C++ compiler `Clang `_ and `Intel Compiler `_. - Please check `Alternative Compiler for better performance <#alternative-compiler-for-better-performance>`_. - -3. Download and install `Miniforge3-Windows-x86_64.exe `__. - -Set Up the Environment ----------------------- - -#. Open the command line environment via ``cmd.exe``. -#. Activate ``MSVC`` with the following command: - - .. code-block:: sh - - "C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Auxiliary/Build/vcvars64.bat" -#. Activate ``conda`` with the following command: - - .. code-block:: sh - - "C:/ProgramData/miniforge3/Scripts/activate.bat" -#. Create and activate a custom conda environment: - - .. code-block:: sh - - conda create -n inductor_cpu_windows python=3.10 -y - conda activate inductor_cpu_windows - -#. Install `PyTorch 2.5 `_ or later. - -Using TorchInductor on Windows CPU ----------------------------------- - -Here’s a simple example to demonstrate how to use TorchInductor: - -.. code-block:: python - - - import torch - def foo(x, y): - a = torch.sin(x) - b = torch.cos(y) - return a + b - opt_foo1 = torch.compile(foo) - print(opt_foo1(torch.randn(10, 10), torch.randn(10, 10))) - -Here is the sample output that this code might return: - -.. code-block:: sh - - tensor([[-3.9074e-02, 1.3994e+00, 1.3894e+00, 3.2630e-01, 8.3060e-01, - 1.1833e+00, 1.4016e+00, 7.1905e-01, 9.0637e-01, -1.3648e+00], - [ 1.3728e+00, 7.2863e-01, 8.6888e-01, -6.5442e-01, 5.6790e-01, - 5.2025e-01, -1.2647e+00, 1.2684e+00, -1.2483e+00, -7.2845e-01], - [-6.7747e-01, 1.2028e+00, 1.1431e+00, 2.7196e-02, 5.5304e-01, - 6.1945e-01, 4.6654e-01, -3.7376e-01, 9.3644e-01, 1.3600e+00], - [-1.0157e-01, 7.7200e-02, 1.0146e+00, 8.8175e-02, -1.4057e+00, - 8.8119e-01, 6.2853e-01, 3.2773e-01, 8.5082e-01, 8.4615e-01], - [ 1.4140e+00, 1.2130e+00, -2.0762e-01, 3.3914e-01, 4.1122e-01, - 8.6895e-01, 5.8852e-01, 9.3310e-01, 1.4101e+00, 9.8318e-01], - [ 1.2355e+00, 7.9290e-02, 1.3707e+00, 1.3754e+00, 1.3768e+00, - 9.8970e-01, 1.1171e+00, -5.9944e-01, 1.2553e+00, 1.3394e+00], - [-1.3428e+00, 1.8400e-01, 1.1756e+00, -3.0654e-01, 9.7973e-01, - 1.4019e+00, 1.1886e+00, -1.9194e-01, 1.3632e+00, 1.1811e+00], - [-7.1615e-01, 4.6622e-01, 1.2089e+00, 9.2011e-01, 1.0659e+00, - 9.0892e-01, 1.1932e+00, 1.3888e+00, 1.3898e+00, 1.3218e+00], - [ 1.4139e+00, -1.4000e-01, 9.1192e-01, 3.0175e-01, -9.6432e-01, - -1.0498e+00, 1.4115e+00, -9.3212e-01, -9.0964e-01, 1.0127e+00], - [ 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]]) - -Using an Alternative Compiler for Better Performance -------------------------------------------- - -To enhance performance on Windows inductor, you can use the Intel Compiler or LLVM Compiler. However, they 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 `_ with Windows version. -#. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=icx-cl``. - -Intel also provides a comprehensive step-by-step guide, complete with performance data. Please check `Intel® oneAPI DPC++/C++ Compiler Boosts PyTorch* Inductor Performance on Windows* for CPU Devices `_. - -LLVM Compiler -^^^^^^^^^^^^^ - -#. Download and install `LLVM Compiler `_ and choose win64 version. -#. Set Windows Inductor Compiler with the CXX environment variable ``set CXX=clang-cl``. - -Conclusion ----------- - -In this tutorial, we have learned how to use Inductor on Windows CPU with PyTorch. In addition, we discussed -further performance improvements with Intel Compiler and LLVM Compiler. diff --git a/prototype_source/prototype_index.rst b/prototype_source/prototype_index.rst index 927f5f694b8..9d66f236de2 100644 --- a/prototype_source/prototype_index.rst +++ b/prototype_source/prototype_index.rst @@ -221,7 +221,7 @@ Prototype features are not available as part of binary distributions like PyPI o :header: Inductor Windows CPU Tutorial :card_description: Speed up your models with Inductor On Windows CPU :image: ../_static/img/thumbnails/cropped/generic-pytorch-logo.png - :link: ../prototype/inductor_windows_cpu.html + :link: ../prototype/inductor_windows.html :tags: Model-Optimization .. customcarditem:: @@ -271,7 +271,7 @@ Prototype features are not available as part of binary distributions like PyPI o prototype/flight_recorder_tutorial.html prototype/graph_mode_dynamic_bert_tutorial.html prototype/inductor_cpp_wrapper_tutorial.html - prototype/inductor_windows_cpu.html + prototype/inductor_windows.html prototype/pt2e_quantizer.html prototype/pt2e_quant_ptq.html prototype/pt2e_quant_qat.html From ab6da28d4314916aad59179a2a47699fd2e69f7c Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Tue, 1 Apr 2025 09:23:34 +0800 Subject: [PATCH 07/20] Update conclusion inductor_windows.rst --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index ede209e2836..ebb5134db92 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -108,4 +108,4 @@ LLVM Compiler Conclusion ---------- -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. +With this tutorial, we introduce how to use Inductor on Windows CPU/XPU with PyTorch. We can use Intel Compiler or LLVM Compiler to get better performance on CPU. From 615f97b0360cb4a0d040e7aa6824eb338eea175e Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Tue, 1 Apr 2025 09:26:56 +0800 Subject: [PATCH 08/20] Update inductor_windows.rst --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index ebb5134db92..9428ea88181 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -108,4 +108,4 @@ LLVM Compiler Conclusion ---------- -With this tutorial, we introduce how to use Inductor on Windows CPU/XPU with PyTorch. We can use Intel Compiler or LLVM Compiler to get better performance on CPU. +With this tutorial, we introduce how to use Inductor on Windows CPU with PyTorch 2.5 later, and on Windows XPU with PyTorch 2.7 or later. We can also use Intel Compiler or LLVM Compiler to get better performance on CPU. From 8cac36252d1c933c2210a18cc6ec5fef57f279de Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Thu, 3 Apr 2025 09:35:07 +0800 Subject: [PATCH 09/20] add inductor_windows_cpu and redirect to inductor_windows --- prototype_source/inductor_windows_cpu.rst | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 prototype_source/inductor_windows_cpu.rst diff --git a/prototype_source/inductor_windows_cpu.rst b/prototype_source/inductor_windows_cpu.rst new file mode 100644 index 00000000000..24ce55a82f9 --- /dev/null +++ b/prototype_source/inductor_windows_cpu.rst @@ -0,0 +1,7 @@ +This tutorial has been moved to https://pytorch.org/tutorials/prototype/inductor_windows.html. + +Redirecting in 3 seconds... + +.. raw:: html + + From e40b26645a4eccb44ebf877f5aa107cd60f5ac59 Mon Sep 17 00:00:00 2001 From: "Zheng, Zhaoqiong" Date: Fri, 4 Apr 2025 19:26:33 +0800 Subject: [PATCH 10/20] update inductor_windows --- _static/img/install_msvc.png | Bin 0 -> 133837 bytes 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During Installation, select ``Workloads`` table then ``Desktop & Mobile`` Section, check mark on ``Desktop Development with C++`` and then install. +.. image:: ../_static/img/install_msvc.png + + .. note:: Windows CPU inductor also support C++ compiler `LLVM Compiler `_ and `Intel Compiler `_ for better performance. Please check `Alternative Compiler for better performance on CPU <#alternative-compiler-for-better-performance>`_. -Conda Installation -^^^^^^^^^^^^^^^^^^ - -Prepare Conda Environment by Miniforge or Anaconda. -For example, download and install `Miniforge `_. - Set Up Environment ^^^^^^^^^^^^^^^^^^ @@ -44,17 +41,9 @@ Set Up Environment #. Activate ``MSVC`` via below command:: "C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Auxiliary/Build/vcvars64.bat" -#. Activate ``conda`` via below command:: - - "C:/ProgramData/miniforge3/Scripts/activate.bat" -#. Create and activate customer conda environment:: - - conda create -n inductor_windows python=3.10 -y -#. Activate customer conda environment:: - - conda activate inductor_windows +#. Create and activate a virtualvirtual environment:: #. Install `PyTorch 2.5 `_ or later for CPU Usage. Install PyTorch 2.7 or later refer to `Getting Started on Intel GPU `_ for XPU usage. -#. Use torchinductor on Windows:: +#. Use TorchInductor on Windows:: import torch device="cpu" # or "xpu" for XPU From a81c441a3cc64f9830f58c682e2c19da1c34e582 Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:49:29 +0800 Subject: [PATCH 11/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 30daa03559f..f70c0c418e4 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -86,7 +86,7 @@ Intel Compiler ^^^^^^^^^^^^^^ #. Download and install `Intel Compiler `_ with Windows version. -#. Set Windows Inductor Compiler via environment variable ``set CXX=icx-cl`` +#. Set Windows Inductor Compiler via environment variable ``set CXX=icx-cl``. LLVM Compiler ^^^^^^^^^^^^^ From 836b2b945cc0b011b31d3770b24be39bca3328e2 Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:49:41 +0800 Subject: [PATCH 12/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index f70c0c418e4..24dd39590db 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -97,4 +97,4 @@ LLVM Compiler Conclusion ---------- -With this tutorial, we introduce how to use Inductor on Windows CPU with PyTorch 2.5 later, and on Windows XPU with PyTorch 2.7 or later. We can also use Intel Compiler or LLVM Compiler to get better performance on CPU. +In this tutorial, we introduce how to use Inductor on Windows CPU with PyTorch 2.5 or later, and on Windows XPU with PyTorch 2.7 or later. We can also use Intel Compiler or LLVM Compiler to get better performance on CPU. From 5af0cd5d0599b8506422f6aeb293a5eb99b190cd Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:49:50 +0800 Subject: [PATCH 13/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 24dd39590db..086ecedc296 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -22,7 +22,7 @@ Install a Compiler C++ compiler is required for TorchInductor optimization, let's take Microsoft Visual C++ (MSVC) as an example. -Download and install `MSVC `_. +1. Download and install `MSVC `_. During Installation, select ``Workloads`` table then ``Desktop & Mobile`` Section, check mark on ``Desktop Development with C++`` and then install. From c8f5f6ccabddd6d8464858b3b09567d331a0dbb8 Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:03 +0800 Subject: [PATCH 14/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 086ecedc296..29b5aaf9cf1 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -24,7 +24,8 @@ C++ compiler is required for TorchInductor optimization, let's take Microsoft Vi 1. Download and install `MSVC `_. -During Installation, select ``Workloads`` table then ``Desktop & Mobile`` Section, check mark on ``Desktop Development with C++`` and then install. +1. During Installation, select **Workloads** and then **Desktop & Mobile**. +1. Select a checkmark on **Desktop Development with C++** and install. .. image:: ../_static/img/install_msvc.png From 62358bed10df90e0f6d2493950e724a0c3d1a7da Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:14 +0800 Subject: [PATCH 15/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 29b5aaf9cf1..52b2c3948fc 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -42,7 +42,7 @@ Set Up Environment #. Activate ``MSVC`` via below command:: "C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Auxiliary/Build/vcvars64.bat" -#. Create and activate a virtualvirtual environment:: +#. Create and activate a virtual environment: :: #. Install `PyTorch 2.5 `_ or later for CPU Usage. Install PyTorch 2.7 or later refer to `Getting Started on Intel GPU `_ for XPU usage. #. Use TorchInductor on Windows:: From fcbd3716840c701a7a8916cbccb9f2c83a23c62c Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:21 +0800 Subject: [PATCH 16/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 52b2c3948fc..2a5019a30b1 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -37,6 +37,7 @@ C++ compiler is required for TorchInductor optimization, let's take Microsoft Vi Set Up Environment ^^^^^^^^^^^^^^^^^^ +Next, let's configure our environment. #. Open a command line environment via cmd.exe. #. Activate ``MSVC`` via below command:: From a90c38a8fb6a5eebec578131c32684d49f8c73f6 Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:30 +0800 Subject: [PATCH 17/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 2a5019a30b1..e2899e3ab69 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -45,7 +45,8 @@ Next, let's configure our environment. "C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Auxiliary/Build/vcvars64.bat" #. Create and activate a virtual environment: :: #. Install `PyTorch 2.5 `_ or later for CPU Usage. Install PyTorch 2.7 or later refer to `Getting Started on Intel GPU `_ for XPU usage. -#. Use TorchInductor on Windows:: +#. Here is an example of how to use TorchInductor on Windows: +.. code-block:: python import torch device="cpu" # or "xpu" for XPU From 8202be74cde7c6fb4506775403e733907fcc8a8e Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:38 +0800 Subject: [PATCH 18/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index e2899e3ab69..c0b8d52a6de 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -57,7 +57,7 @@ Next, let's configure our environment. opt_foo1 = torch.compile(foo) print(opt_foo1(torch.randn(10, 10).to(device), torch.randn(10, 10).to(device))) -#. Output of the above example:: +#. Below is the output of the above example:: tensor([[-3.9074e-02, 1.3994e+00, 1.3894e+00, 3.2630e-01, 8.3060e-01, 1.1833e+00, 1.4016e+00, 7.1905e-01, 9.0637e-01, -1.3648e+00], From b41b86cbf0abd3a3b960acf41e9d7b54183ca3e1 Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:49 +0800 Subject: [PATCH 19/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index c0b8d52a6de..0380dfb02e0 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -9,7 +9,7 @@ Introduction TorchInductor is the new compiler backend that compiles the FX Graphs generated by TorchDynamo into optimized C++/Triton kernels. -This tutorial introduces the steps for utilizing TorchInductor via ``torch.compile`` on Windows CPU/XPU. +This tutorial introduces the steps for using TorchInductor via ``torch.compile`` on Windows CPU/XPU. Software Installation From 2ce29a036abc36fdcae75de7f80ecf4bf9b19da6 Mon Sep 17 00:00:00 2001 From: ZhaoqiongZ <106125927+ZhaoqiongZ@users.noreply.github.com> Date: Thu, 17 Apr 2025 10:50:57 +0800 Subject: [PATCH 20/20] Update prototype_source/inductor_windows.rst Co-authored-by: Svetlana Karslioglu --- prototype_source/inductor_windows.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prototype_source/inductor_windows.rst b/prototype_source/inductor_windows.rst index 0380dfb02e0..ae1b454865e 100644 --- a/prototype_source/inductor_windows.rst +++ b/prototype_source/inductor_windows.rst @@ -95,7 +95,7 @@ LLVM Compiler ^^^^^^^^^^^^^ #. Download and install `LLVM Compiler `_ and choose win64 version. -#. Set Windows Inductor Compiler via environment variable ``set CXX=clang-cl`` +#. Set Windows Inductor Compiler via environment variable ``set CXX=clang-cl``. Conclusion ----------