Small update for GPU configuration related doc (#10770)

* Small doc fix for dGPU type name

* Further fixes

* Further fix

* Small fix

docs/readthedocs/source/doc/LLM/Overview/install_gpu.md

@@ -135,7 +135,7 @@ Please also set the following environment variable if you would like to run LLMs
          set SYCL_CACHE_PERSISTENT=1
          set BIGDL_LLM_XMX_DISABLED=1
 
-   .. tab:: Intel Arc™ A-Series
+   .. tab:: Intel Arc™ A-Series Graphics
 
       .. code-block:: cmd
 
@@ -581,6 +581,12 @@ To use GPU acceleration on Linux, several environment variables are required or
 
 ```
 
+```eval_rst
+.. note::
+
+   For **the first time** that **each model** runs on Intel iGPU/Intel Arc™ A300-Series or Pro A60, it may take several minutes to compile.
+```
+
 ### Known issues
 
 #### 1. Potential suboptimal performance with Linux kernel 6.2.0

docs/readthedocs/source/doc/LLM/Quickstart/install_linux_gpu.md

@@ -67,7 +67,7 @@ IPEX-LLM currently supports the Ubuntu 20.04 operating system and later, and sup
     sudo tee /etc/apt/sources.list.d/intel-gpu-jammy.list
     ```
 
-  > <img src="https://llm-assets.readthedocs.io/en/latest/_images/wget.png" width=100%; />
+    <img src="https://llm-assets.readthedocs.io/en/latest/_images/wget.png" width=100%; />
 
 * Install drivers
 
@@ -89,7 +89,7 @@ IPEX-LLM currently supports the Ubuntu 20.04 operating system and later, and sup
     sudo reboot
     ```
 
-  > <img src="https://llm-assets.readthedocs.io/en/latest/_images/gawk.png" width=100%; />
+    <img src="https://llm-assets.readthedocs.io/en/latest/_images/gawk.png" width=100%; />
 
 
 * Configure permissions
@@ -229,6 +229,12 @@ To use GPU acceleration on Linux, several environment variables are required or
 
 ```
 
+  ```eval_rst
+  .. seealso::
+
+     Please refer to `this guide <../Overview/install_gpu.html#id5>`_ for more details regarding runtime configuration.
+  ```
+
 ## A Quick Example
 
 Now let's play with a real LLM. We'll be using the [phi-1.5](https://huggingface.co/microsoft/phi-1_5) model, a 1.3 billion parameter LLM for this demostration. Follow the steps below to setup and run the model, and observe how it responds to a prompt "What is AI?". 

docs/readthedocs/source/doc/LLM/Quickstart/install_windows_gpu.md

@@ -125,7 +125,7 @@ You can verify if `ipex-llm` is successfully installed following below steps.
   ```eval_rst
   .. seealso::
 
-     For other Intel dGPU Series, please refer to `this guide <https://ipex-llm.readthedocs.io/en/latest/doc/LLM/Overview/install_gpu.html#runtime-configuration>`_ for more details regarding runtime configuration.
+     For other Intel dGPU Series, please refer to `this guide <../Overview/install_gpu.html#runtime-configuration>`_ for more details regarding runtime configuration.
   ```
 
 ### Step 2: Run Python Code

docs/readthedocs/source/doc/LLM/Quickstart/webui_quickstart.md

@@ -59,11 +59,10 @@ Configure oneAPI variables by running the following command in **Anaconda Prompt
 ```
 
 ```cmd
-call "C:\Program Files (x86)\Intel\oneAPI\setvars.bat"
+set SYCL_CACHE_PERSISTENT=1
 ```
 If you're running on iGPU, set additional environment variables by running the following commands:
 ```cmd
-set SYCL_CACHE_PERSISTENT=1
 set BIGDL_LLM_XMX_DISABLED=1
 ```