README: Deep Learning Essentials 2025.0.1 instead of the latest one (#3869)

Fixes #3806.

Author: pbchekin

.github/README.md

@@ -18,7 +18,7 @@ Intel® XPU Backend for Triton\* is a out of tree backend module for [Triton](ht
   * Latest [Long Term Support (LTS) Release](https://dgpu-docs.intel.com/driver/installation.html)
   * Latest [Rolling Release](https://dgpu-docs.intel.com/driver/installation-rolling.html)
 * Toolchain:
-  * Latest [Intel® Deep Learning Essentials](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-lin=offline&dl-essentials-os=linux)
+  * [Intel® Deep Learning Essentials 2025.0.1](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-lin=offline&dl-essentials-os=linux)
 
 Note that Intel® XPU Backend for Triton\* is not compatible with Intel® Extension for PyTorch\* and Intel® oneAPI Base Toolkit\*.
 
@@ -29,7 +29,7 @@ See also: [experimental support for Windows](WINDOWS.md).
 ## Prerequisites
 
 1. Latest [Rolling Release](https://dgpu-docs.intel.com/driver/installation-rolling.html) or [Long Term Support Release](https://dgpu-docs.intel.com/driver/installation.html) of GPU driver
-2. Latest release of [Intel® Deep Learning Essentials](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-lin=offline&dl-essentials-os=linux)
+2. [Intel® Deep Learning Essentials 2025.0.1](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-lin=offline&dl-essentials-os=linux)
 
 ## Install PyTorch and Triton from nightly wheels
 

.github/WINDOWS.md

@@ -39,7 +39,7 @@ Install Microsoft Visual Studio 2022 and make sure the following [components](ht
 
 ### Intel® Deep Learning Essentials
 
-Install the latest [Intel® Deep Learning Essentials](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-essentials-os=windows&dl-win=offline).
+Install [Intel® Deep Learning Essentials 2025.0.1](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-essentials-os=windows&dl-win=offline).
 By default, it is installed to `C:\Program Files (x86)\Intel\oneAPI`.
 
 ### Level Zero SDK