update README and DEVELOPMENT for docs

Signed-off-by: sirutBuasai <sirutbuasai27@outlook.com>

Author: sirutBuasai

docs/DEVELOPMENT.md

@@ -1,14 +1,6 @@
-# Documentation Development Guide
+# Content Development Guide
 
-Guide for developers working with AWS Deep Learning Containers documentation.
-
-## Quick Start
-
-```bash
-cd /path/to/deep-learning-containers
-source .venv/bin/activate
-cd docs/src && python main.py --verbose
-```
+Guide for adding and modifying generated content in AWS Deep Learning Containers documentation. For site setup and local development, see [README.md](README.md).
 
 ## Directory Structure
 
@@ -42,7 +34,7 @@ docs/
 └── mkdocs.yml
 ```
 
-______________________________________________________________________
+---
 
 ## Adding a New Image
 
@@ -76,7 +68,7 @@ See `docs/src/data/template/image-template.yml` for all available fields.
 cd docs/src && python main.py --verbose
 ```
 
-______________________________________________________________________
+---
 
 ## Adding Support Policy Dates
 
@@ -94,7 +86,7 @@ eop: "2026-10-15"   # End of Patch date
 
 **Validation:** All images in the same framework group with the same full version (X.Y.Z) must have identical GA/EOP dates.
 
-______________________________________________________________________
+---
 
 ## Adding Release Notes
 
@@ -143,7 +135,7 @@ Section headers in optional sections are rendered via the section key.
 To format your optional section headers, add a new field in `docs/src/global.yml` under `display_names` section.
 Eg: deprecation_notice section will render its header as `## deprecation_notice` unless a formatted string is provided in `docs/src/global.yml`.
 
-______________________________________________________________________
+---
 
 ## Adding a New Repository
 
@@ -171,7 +163,7 @@ ______________________________________________________________________
      - my-repo
    ```
 
-______________________________________________________________________
+---
 
 ## Editing Table Columns
 
@@ -190,7 +182,7 @@ columns:
 To add additional fields, ensure that the image configuration YAML file contains said field of the same name.
 Additionally, if you require the field to be formatted, add an additional attribute in `ImageConfig` class of `display_<field_name>` to grab the formatted field.
 
-______________________________________________________________________
+---
 
 ## Legacy Support Data
 
@@ -205,7 +197,7 @@ pytorch:
 
 Generally, this is only required if an image configuration file does not already exist and the image is already past its support.
 
-______________________________________________________________________
+---
 
 ## Global Configuration
 
@@ -217,67 +209,18 @@ ______________________________________________________________________
 - **table_order:** Order of tables displayed within the documentations website (eg: available_images.md and support_policy.md)
 - **platforms/accelerators:** Display mappings
 
-______________________________________________________________________
-
-## Running Generation
-
-```bash
-# Help
-python main.py --help
-
-# Full generation
-python main.py --verbose
-
-# Specific outputs
-python main.py --available-images-only
-python main.py --support-policy-only
-python main.py --release-notes-only
-
-# Preview site
-cd docs && mkdocs serve
-```
-
-______________________________________________________________________
-
-## Local Documentation Development
-
-### Generation Only (No Server)
-
-Run `main.py` to generate documentation without serving:
-
-```bash
-cd docs/src && python main.py --verbose
-```
-
-This automatically clones `tutorials/` repository and generates markdown files in `reference/` and `releasenotes/` directories without starting a web server.
-
-### Serving Locally
-
-Use `mkdocs serve` to automatically clone `tutorials/` and generate documentation in `reference/` and `releasenotes/` and serve the website:
-
-```bash
-cd docs && mkdocs serve
-```
-
-The site is typically available at `http://127.0.0.1:8000/deep-learning-containers/` - check the command output for the actual URL.
-
-### Live Reload
-
-Enable automatic reload on content changes:
-
-```bash
-mkdocs serve --livereload
-```
+---
 
-**Note:** Live reload only detects changes to:
+## Tutorials Changes
 
-- Markdown file content
-- `.nav.yml` content
-- `mkdocs.yml` content
+For any changes required to the tutorial pages, create a new PR in
+[aws-samples/sample-aws-deep-learning-containers](https://github.com/aws-samples/sample-aws-deep-learning-containers.git).
 
-Live reload does **not** detect changes requiring documentation regeneration (e.g., image config YAML files, templates). To regenerate documentation, stop the server (`Ctrl+C`) and rerun `mkdocs serve`.
+> **Important**: When making changes to the tutorials page, make sure that you update the tutorials
+> [index.md](https://github.com/aws-samples/sample-aws-deep-learning-containers/blob/main/index.md) and
+> [.nav.yaml](https://github.com/aws-samples/sample-aws-deep-learning-containers/blob/main/.nav.yml) accordingly.
 
-______________________________________________________________________
+---
 
 ## Troubleshooting
 
@@ -286,4 +229,4 @@ ______________________________________________________________________
 | "Display name not found" | Add repository to `display_names` in `global.yml` |
 | "Inconsistent dates" | Ensure all images in same framework group/version have identical GA/EOP |
 | Images not appearing | Check repository is in `table_order` |
-| Release notes not generating | Ensure `announcements` and `packages` fields are present |
+| Release notes not generating | Ensure `announcements` and `packages` fields are present |

docs/README.md

@@ -1,25 +1,59 @@
-# Documentation Development Runbook
+# Documentation Website Guide
 
-## Prerequisites
+Guide for setting up, running, and configuring the MkDocs documentation site. For adding or modifying generated content (images, release notes, support policy), see [DEVELOPMENT.md](DEVELOPMENT.md).
 
-Follow the environment setup instructions in [DEVELOPMENT.md](../DEVELOPMENT.md), then install documentation dependencies:
+## Prerequisites
 
 ```bash
+# Set up virtual environment from repository root
+cd /path/to/deep-learning-containers
+python -m venv .venv
+source .venv/bin/activate
 pip install -r docs/requirements.txt
 ```
 
 ## Local Development
 
-Start the development server with live reload:
+### Generation Only
+
+Run the generation system without serving:
+```bash
+cd docs/src && python main.py --verbose
+```
+This clones the `tutorials/` repository and generates markdown files in `reference/` and `releasenotes/` directories.
+
+Generation flags:
+```bash
+python main.py --available-images-only
+python main.py --support-policy-only
+python main.py --release-notes-only
+python main.py --index-only
+```
 
+### Serving
+
+Use `mkdocs serve` to generate documentation and serve the website:
 ```bash
-mkdocs serve
+cd docs && mkdocs serve
 ```
+The site is typically available at `http://127.0.0.1:8000/deep-learning-containers/` - check the command output for the actual URL.
+
+### Live Reload
+
+Enable automatic reload on content changes:
+```bash
+mkdocs serve --livereload
+```
+**Note:** Live reload only detects changes to:
+- Markdown file content
+- `.nav.yml` content
+- `mkdocs.yml` content
+
+Live reload does **not** detect changes requiring documentation regeneration (e.g., image config YAML files, templates). To regenerate documentation, stop the server (`Ctrl+C`) and rerun `mkdocs serve`.
 
 ## Navigation
 
 Site navigation is managed centrally in `docs/.nav.yml` using the `awesome-nav` plugin. Structure:
-
 ```yaml
 nav:
   - Home: index.md
@@ -34,7 +68,6 @@ nav:
 Key settings in `mkdocs.yaml`:
 
 **Theme Palette** - Modify color scheme under `theme.palette`:
-
 ```yaml
 theme:
   palette:
@@ -44,19 +77,10 @@ theme:
 ```
 
 **Plugins** - Add/remove plugins under `plugins`:
-
 ```yaml
 plugins:
   - search
   - autorefs
   - awesome-nav
 ```
 
-## Tutorials Changes
-
-For any changes required to the tutorial pages, create a new PR in
-[aws-samples/sample-aws-deep-learning-containers](https://github.com/aws-samples/sample-aws-deep-learning-containers.git).
-
-> **Important**: When making changes to the tutorials page, make sure that you update the tutorials
-> [index.md](https://github.com/aws-samples/sample-aws-deep-learning-containers/blob/main/index.md) and
-> [.nav.yaml](https://github.com/aws-samples/sample-aws-deep-learning-containers/blob/main/.nav.yml) accordingly.