Refactor structure for essential steps

README.md

@@ -11,6 +11,15 @@ _TL;DR_: A guide to setting up a fully local and private language model server a
   - [System Requirements](#system-requirements)
   - [Prerequisites](#prerequisites)
   - [Essential Setup](#essential-setup)
+    - [General](#general)
+    - [Drivers](#drivers)
+      - [Nvidia GPUs](#nvidia-gpus)
+      - [AMD GPUs](#amd-gpus)
+    - [Ollama](#ollama)
+    - [Startup Script](#startup-script)
+    - [Scheduling Startup Script](#scheduling-startup-script)
+    - [Configuring Script Permissions](#configuring-script-permissions)
+    - [Configuring Auto-Login](#configuring-auto-login)
   - [Additional Setup](#additional-setup)
     - [SSH](#ssh)
     - [Firewall](#firewall)
@@ -20,19 +29,19 @@ _TL;DR_: A guide to setting up a fully local and private language model server a
       - [Open WebUI Integration](#open-webui-integration)
       - [Downloading Voices](#downloading-voices)
   - [Verifying](#verifying)
-    - [Ollama](#ollama)
+    - [Ollama](#ollama-1)
     - [Open WebUI](#open-webui-1)
     - [OpenedAI Speech](#openedai-speech-1)
   - [Updating](#updating)
-    - [General](#general)
+    - [General](#general-1)
     - [Nvidia Drivers \& CUDA](#nvidia-drivers--cuda)
-    - [Ollama](#ollama-1)
+    - [Ollama](#ollama-2)
     - [Open WebUI](#open-webui-2)
     - [OpenedAI Speech](#openedai-speech-2)
   - [Troubleshooting](#troubleshooting)
     - [`ssh`](#ssh-1)
     - [Nvidia Drivers](#nvidia-drivers)
-    - [Ollama](#ollama-2)
+    - [Ollama](#ollama-3)
     - [Open WebUI](#open-webui-3)
     - [OpenedAI Speech](#openedai-speech-3)
   - [Monitoring](#monitoring)
@@ -91,15 +100,18 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
 
 ## Essential Setup
 
-1. ### Update the system
+### General
-    - Run the following commands:
+Update the system by running the following commands:
 ```
 sudo apt update
 sudo apt upgrade
 ```
 
-2. ### Install drivers
+### Drivers
-    - #### Nvidia
+
+Now, we'll install the required GPU drivers that allow programs to utilize their compute capabilities.
+
+#### Nvidia GPUs
 - Follow Nvidia's [guide on downloading CUDA Toolkit](https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&Distribution=Debian). The instructions are specific to your machine and the website will lead you to them interactively.
 - Run the following commands:
     ```
@@ -112,7 +124,7 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
     nvidia-smi
     ```
   
-    - #### AMD
+#### AMD GPUs
 - Run the following commands:
     ```
     deb http://deb.debian.org/debian bookworm main contrib non-free-firmware
@@ -120,7 +132,7 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
     ```
 - Reboot the server.
 
-3. ### Install `ollama`
+### Ollama
 
 Ollama, a Docker-based wrapper of `llama.cpp`, serves the inference engine and enables inference from the language models you will download. It'll be installed as a service, so it runs automatically at boot.
 
@@ -148,11 +160,11 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
     ```
 
 > [!TIP]
-    > If you installed `ollama` manually or don't use it as a service, remember to run `ollama serve` to properly start the server. Refer to [Ollama's troubleshooting steps](#ollama-2) if you encounter an error.
+> If you installed `ollama` manually or don't use it as a service, remember to run `ollama serve` to properly start the server. Refer to [Ollama's troubleshooting steps](#ollama-3) if you encounter an error.
 
-4. ### Create the `init.bash` script
+### Startup Script
 
-    This script will be run at boot to set the GPU power limit and start the server using `ollama`. We set the GPU power limit lower because it has been seen in testing and inference that there is only a 5-15% performance decrease for a 30% reduction in power consumption. This is especially important for servers that are running 24/7.
+In this step, we'll create a script called `init.bash`. This script will be run at boot to set the GPU power limit and start the server using `ollama`. We set the GPU power limit lower because it has been seen in testing and inference that there is only a 5-15% performance decrease for a 30% reduction in power consumption. This is especially important for servers that are running 24/7.
 
 - Run the following commands:
     ```
@@ -178,7 +190,7 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
     chmod +x init.bash
     ```
 
-5. ### Add `init.bash` to the crontab
+### Scheduling Startup Script
 
 Adding the `init.bash` script to the crontab will schedule it to run at boot.
 
@@ -198,9 +210,9 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
     ```
 - Save and exit the file.
 
-6. ### Give `nvidia-persistenced` and `nvidia-smi` passwordless `sudo` permissions
+### Configuring Script Permissions
 
-    We want `init.bash` to run the `nvidia-smi` commands without having to enter a password. This is done by editing the `sudoers` file.
+We want `init.bash` to run the `nvidia-smi` commands without having to enter a password. This is done by giving `nvidia-persistenced` and `nvidia-smi` passwordless `sudo` permissions, and can be achieved by editing the `sudoers` file.
 
 AMD users can skip this step as power limiting is not supported on AMD GPUs.
 
@@ -214,12 +226,12 @@ I also recommend installing a lightweight desktop environment like XFCE for ease
     (username) ALL=(ALL) NOPASSWD: /usr/bin/nvidia-smi
     ```
     > Replace `(username)` with your username.
+- Save and exit the file.
 
 > [!IMPORTANT]
 > Ensure that you add these lines AFTER `%sudo ALL=(ALL:ALL) ALL`. The order of the lines in the file matters - the last matching line will be used so if you add these lines before `%sudo ALL=(ALL:ALL) ALL`, they will be ignored.
-    - Save and exit the file.
 
-7. ### Configure auto-login
+### Configuring Auto-Login
 
 When the server boots up, we want it to automatically log in to a user account and run the `init.bash` script. This is done by configuring the `lightdm` display manager.