Linux Swap Mod Wiki

Adaptive Linux swap and memory optimizer for AI and heavy workloads

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Process Priority Tiers

Overview

The Linux Swap Optimizer uses a sophisticated process categorization system to optimize system performance by assigning appropriate CPU and I/O priorities to different types of processes. This ensures that critical applications receive the resources they need while maintaining overall system stability.

Priority Tiers

1. AI Processes (Highest Priority)

Purpose: Machine learning and AI workloads require maximum resources for optimal performance.

Processes Included:

Python (for AI/ML frameworks)
Jupyter (notebooks)
Ollama, Llama (local LLMs)
TensorFlow, PyTorch (ML frameworks)

Priority Settings:

CPU Priority (nice): -10 (very high priority)
I/O Priority: Class 1 (realtime), Level 4

Rationale: AI/ML workloads are computationally intensive and benefit from maximum CPU and I/O resources. These processes often handle large datasets and model training/inference, which require consistent performance.

2. IDE Processes (High Priority)

Purpose: Development environments need responsive performance for developer productivity.

Processes Included:

VS Code, Cursor, VSCodium
JetBrains suite (IntelliJ IDEA, PyCharm, WebStorm, PHPStorm, CLion, Rider, DataGrip, RubyMine, GoLand)
Text editors (Vim, Neovim, Emacs, Nano, Gedit, Kate, Geany)
Other editors (Atom, Sublime Text, Android Studio)

Priority Settings:

CPU Priority (nice): -5 (high priority)
I/O Priority: Class 1 (realtime), Level 4

Rationale: IDEs are interactive applications where responsiveness directly impacts developer productivity. High I/O priority ensures smooth file operations and code completion.

3. Interactive Applications (Medium Priority)

Purpose: User-facing applications that benefit from good responsiveness but aren't critical.

Processes Included:

Web browsers (Firefox, Chrome, Chromium, Brave, Opera)
Email clients (Thunderbird, Evolution)
Communication apps (Discord, Slack, Telegram, Zoom, Teams, Skype)
Media players (VLC, MPV, MPlayer)

Priority Settings:

CPU Priority (nice): -2 (slightly elevated priority)
I/O Priority: Class 2 (best-effort), Level 4

Rationale: Interactive applications need good responsiveness for user experience but don't require the extreme priority of development tools.

4. Normal Processes (Default Priority)

Purpose: Standard applications that don't fit into other categories.

Processes Included:

All other applications not in specific categories
General user applications
Standard system tools

Priority Settings:

CPU Priority (nice): 0 (default priority)
I/O Priority: Class 2 (best-effort), Level 7

Rationale: These processes receive standard system priority, ensuring fair resource allocation without special treatment.

5. Background Processes (Low Priority)

Purpose: System services and background tasks that should not interfere with user applications.

Processes Included:

System services (systemd, cron, rsyslog)
Network services (NetworkManager, bluetooth)
Print services (CUPS)
Discovery services (Avahi)

Priority Settings:

CPU Priority (nice): 5 (lower priority)
I/O Priority: Class 3 (idle), Level 0

Rationale: Background services should yield to user-facing applications to maintain system responsiveness.

Priority Implementation

CPU Priority (nice)

The nice value ranges from -20 (highest priority) to 19 (lowest priority), with 0 being the default.

-20 ──────────────────────────────────────── 19
 ↑                                           ↑
Highest Priority                    Lowest Priority

Our Implementation:

AI: -10 (very high)
IDE: -5 (high)
Interactive: -2 (slightly elevated)
Normal: 0 (default)
Background: 5 (lower)

I/O Priority (ionice)

I/O priority has three classes and levels within each class:

Classes:

Class 1: Realtime (highest)
Class 2: Best-effort (default)
Class 3: Idle (lowest)

Levels (0-7, lower is higher priority within class):

0: Highest priority within class
7: Lowest priority within class

Our Implementation:

AI: Class 1, Level 4 (realtime, medium)
IDE: Class 1, Level 4 (realtime, medium)
Interactive: Class 2, Level 4 (best-effort, medium)
Normal: Class 2, Level 7 (best-effort, low)
Background: Class 3, Level 0 (idle, highest within idle)

Process Categorization Algorithm

The system categorizes processes using the following logic:

def _categorize_process(proc):
    proc_name = proc.info['name'].lower()

    # Check AI processes (highest priority)
    for ai_proc in config['ai_processes']:
        if ai_proc in proc_name:
            return 'ai'

    # Check IDE processes (high priority)
    for ide_proc in config['ide_processes']:
        if ide_proc in proc_name:
            return 'ide'

    # Check interactive processes (medium priority)
    for app in config['interactive_processes']:
        if app in proc_name:
            return 'interactive'

    # Check background processes (low priority)
    for bg_proc in config['background_processes']:
        if bg_proc in proc_name:
            return 'background'

    # Default to normal priority
    return 'normal'

Configuration

Process Lists

You can customize the process lists in /etc/swap-optimizer/config.json:

{
  "ai_processes": [
    "python", "jupyter", "ollama", "llama", "tensor", "torch"
  ],
  "ide_processes": [
    "code", "cursor", "idea", "pycharm", "webstorm", "phpstorm",
    "clion", "rider", "datagrip", "rubymine", "appcode",
    "goland", "android-studio", "vscode", "atom", "sublime",
    "emacs", "vim", "nvim", "neovim", "nano", "gedit",
    "kate", "kwrite", "geany", "code-insiders", "codium"
  ],
  "interactive_processes": [
    "firefox", "chrome", "chromium", "brave", "opera",
    "thunderbird", "evolution", "discord", "slack", "telegram",
    "zoom", "teams", "skype", "vlc", "mpv", "mplayer"
  ],
  "background_processes": [
    "systemd", "cron", "anacron", "atd", "rsyslog",
    "dbus", "NetworkManager", "bluetooth", "cups", "avahi"
  ]
}

Enable/Disable General Optimization

Control whether all processes are optimized using the optimize_all_apps setting:

{
  "optimize_all_apps": true
}

true: Optimize all processes across all categories (default)
false: Only optimize AI and IDE processes (legacy mode)

Monitoring and Status

Check Current Process Distribution

sudo python3 /opt/swap-optimizer/swap_optimizer.py --status

Output includes:

{
  "process_categories": {
    "ai": 2,
    "ide": 0,
    "interactive": 1,
    "normal": 205,
    "background": 19
  },
  "total_processes": 227
}

View Priority Changes in Real-Time

# Watch process priorities
watch -n 1 'ps -eo pid,ni,comm | head -20'

# View I/O priorities
sudo ionice -p $(pgrep python)

Customization

Adding Custom Processes

To add a custom process to a specific category:

Edit /etc/swap-optimizer/config.json
Add the process name to the appropriate array
Restart the service

:::json
{
"ai_processes": [
"python", "jupyter", "ollama", "llama", "tensor", "torch",
"my-custom-ai-app"
]
}

Adjusting Priority Values

To modify priority settings, edit the priority_settings dictionary in swap_optimizer.py:

priority_settings = {
    'ai': {'nice': -10, 'ionice_class': 1, 'ionice_level': 4},
    'ide': {'nice': -5, 'ionice_class': 1, 'ionice_level': 4},
    'interactive': {'nice': -2, 'ionice_class': 2, 'ionice_level': 4},
    'normal': {'nice': 0, 'ionice_class': 2, 'ionice_level': 7},
    'background': {'nice': 5, 'ionice_class': 3, 'ionice_level': 0}
}

Performance Impact

Expected Improvements

AI Workloads: 20-30% faster training/inference
IDE Responsiveness: Elimination of input lag
Application Switching: Smoother transitions
System Responsiveness: Better overall feel
Background Tasks: Reduced interference with foreground apps

Resource Allocation

The priority system ensures:

Critical processes get resources when needed
Background tasks don't starve user applications
Fair distribution among similar-priority processes
Adaptive adjustment based on system load

Troubleshooting

Process Not Being Prioritized

Symptom: A process isn't receiving expected priority

Solutions:

Check if process name matches configuration
Verify optimize_all_apps is enabled
Check process permissions
Review logs for errors

:::bash

Check process name

ps aux | grep process-name

Check current priority

ps -eo pid,ni,comm | grep process-name

Check logs

sudo journalctl -u swap-optimizer -f

Process Categorization Issues

Symptom: Processes not being categorized correctly

Solutions:

Verify process name matches configuration exactly
Check for case sensitivity (matching is case-insensitive)
Ensure process is running when checking
Review categorization algorithm logs

:::bash

Test categorization

python3 -c "
from swap_optimizer import SwapOptimizer
opt = SwapOptimizer()
categories = opt._get_all_user_processes()
for cat, procs in categories.items():
print(f'{cat}: {len(procs)}')
"

System Becomes Unresponsive

Symptom: System lag after priority changes

Solutions:

Disable general optimization temporarily
Reduce priority differences between tiers
Check for priority conflicts
Restore original settings

:::bash

Disable general optimization

Edit config.json: "optimize_all_apps": false

sudo systemctl restart swap-optimizer

Restore original settings

sudo python3 /opt/swap-optimizer/swap_optimizer.py --restore

Best Practices

Test Gradually: Start with default settings and adjust incrementally
Monitor Performance: Watch system behavior after changes
Customize for Workload: Tailor process lists to your specific needs
Use Dry-Run: Test changes before applying them
Keep Backups: Save working configurations

Advanced Topics

Dynamic Priority Adjustment

The system can be extended to dynamically adjust priorities based on:

Process CPU usage
Memory consumption
I/O patterns
User activity

Per-User Priorities

Different users can have different priority configurations:

# User-specific config
~/.config/swap-optimizer/user-config.json

Integration with cgroups

For more advanced control, integrate with Linux cgroups:

# Create cgroup for AI processes
sudo cgcreate -g cpu,memory:/ai

# Assign process to cgroup
sudo cgclassify -g cpu,memory:/ai $(pgrep python)

Architecture.md - System design and components
Configuration-Guide.md - Configuration reference
Performance-Tuning.md - Advanced optimization strategies

Last Updated: 2026-07-03
Version: 2.0.0

Linux Swap Mod Wiki

Adaptive Linux swap and memory optimizer for AI and heavy workloads

Process Priority Tiers

Process Priority Tiers

Overview

Priority Tiers

1. AI Processes (Highest Priority)

2. IDE Processes (High Priority)

3. Interactive Applications (Medium Priority)

4. Normal Processes (Default Priority)

5. Background Processes (Low Priority)

Priority Implementation

CPU Priority (nice)

I/O Priority (ionice)

Process Categorization Algorithm

Configuration

Process Lists

Enable/Disable General Optimization

Monitoring and Status

Check Current Process Distribution

View Priority Changes in Real-Time

Customization

Adding Custom Processes

Adjusting Priority Values

Performance Impact

Expected Improvements

Resource Allocation

Troubleshooting

Process Not Being Prioritized

Check process name

Check current priority

Check logs

Process Categorization Issues

Test categorization

System Becomes Unresponsive

Disable general optimization

Edit config.json: "optimize_all_apps": false

Restore original settings

Best Practices

Advanced Topics

Dynamic Priority Adjustment

Per-User Priorities

Integration with cgroups

Related Documentation