README: replace PTDB with DLE (#2708)

Fixes #2690.

Author: pbchekin

.github/README.md

@@ -13,12 +13,12 @@ Intel® XPU Backend for Triton\* is a out of tree backend module for [Triton](ht
 * GPU Cards:
   * [Intel® Data Center GPU Max Series](https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/max-series.html)
   * [Intel® Data Center Flex Series](https://www.intel.com/content/www/us/en/products/details/discrete-gpus/data-center-gpu/flex-series.html)
-  * [Intel Arc A770](https://www.intel.com/content/www/us/en/products/sku/229151/intel-arc-a770-graphics-16gb/specifications.html)
+  * [Intel® Arc A770](https://www.intel.com/content/www/us/en/products/sku/229151/intel-arc-a770-graphics-16gb/specifications.html)
 * GPU Drivers:
   * 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 [PyTorch Prerequisites for Intel GPUs](https://www.intel.com/content/www/us/en/developer/articles/tool/pytorch-prerequisites-for-intel-gpus.html)
+  * 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)
 
 Note that Intel® XPU Backend for Triton\* is not compatible with Intel® Extension for PyTorch\* and Intel® oneAPI Base Toolkit\*.
 
@@ -27,8 +27,7 @@ Note that Intel® XPU Backend for Triton\* is not compatible with Intel® Extens
 ## 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 [PyTorch Prerequisites for Intel GPUs](https://www.intel.com/content/www/us/en/developer/articles/tool/pytorch-prerequisites-for-intel-gpus.html)
-3. Latest release of [Profiling Tools Interfaces for Intel GPU (PTI for GPU)](https://www.intel.com/content/www/us/en/developer/articles/tool/pytorch-prerequisites-for-intel-gpus.html)
+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)
 
 ## Install PyTorch and Triton from nightly wheels
 
@@ -45,7 +44,7 @@ Before using Intel® XPU Backend for Triton\* you need to initialize the toolcha
 The default location is `/opt/intel/oneapi` (if installed as a `root` user) or `~/intel/oneapi` (if installed as a regular user).
 
 ```shell
-# replace /opt/intel/oneapi with the actual location of PyTorch Prerequisites for Intel GPUs
+# replace /opt/intel/oneapi with the actual location of Intel® Deep Learning Essentials
 source /opt/intel/oneapi/setvars.sh
 ```
 
@@ -54,8 +53,7 @@ source /opt/intel/oneapi/setvars.sh
 ## 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 [PyTorch Prerequisites for Intel GPUs](https://www.intel.com/content/www/us/en/developer/articles/tool/pytorch-prerequisites-for-intel-gpus.html)
-3. Latest release of [Profiling Tools Interfaces for Intel GPU (PTI for GPU)](https://www.intel.com/content/www/us/en/developer/articles/tool/pytorch-prerequisites-for-intel-gpus.html)
+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)
 
 ## Compile PyTorch and Triton from source
 
@@ -65,7 +63,7 @@ Before compiling PyTorch and Intel® XPU Backend for Triton\* you need to initia
 The default location is `/opt/intel/oneapi` (if installed as a `root` user) or `~/intel/oneapi` (if installed as a regular user).
 
 ```shell
-# replace /opt/intel/oneapi with the actual location of PyTorch Prerequisites for Intel GPUs
+# replace /opt/intel/oneapi with the actual location of Intel® Deep Learning Essentials
 source /opt/intel/oneapi/setvars.sh
 ```