Skip to content

LLM_FEATURES.md

Latest commit

 

History

History
156 lines (123 loc) · 5.22 KB

LLM_FEATURES.md

File metadata and controls

156 lines (123 loc) · 5.22 KB
Raw

🤖 LLM Model Management Features

✅ Comprehensive LLM Integration Added!

Your MeshAdmin Performance Analytics Dashboard now includes a complete LLM model management system with all the features you requested:

🎯 New Features Added

1. Model Discovery & Display

  • ✅ Automatic model scanning from /Volumes/Seagate-5TB/models
  • ✅ 92 models detected and displayed in a responsive grid
  • ✅ Model cards showing name, size, format, and status
  • ✅ Real-time status indicators (Loaded/Available)

2. Model Loading & Management

  • ✅ Load models with one-click buttons
  • ✅ Unload models to free memory
  • ✅ Status tracking showing which model is currently loaded
  • ✅ Error handling with user-friendly messages

3. Model Directory Configuration

  • ✅ Change models directory through the dashboard
  • ✅ Configuration modal with all LLM settings:
    • Models Directory Path
    • Default Model
    • Max Tokens (1-8192)
    • Temperature (0-2.0)
    • Context Window (512-32768)
    • GPU Enable/Disable
  • ✅ Real-time directory rescanning when path changes

4. Model Upload System

  • ✅ Drag & drop upload interface
  • ✅ Click to browse file selection
  • ✅ Supported formats: .gguf, .bin, .safetensors, .pt, .pth
  • ✅ Upload progress tracking
  • ✅ Automatic model refresh after upload

5. Model Deletion

  • ✅ Delete models directly from the dashboard
  • ✅ Confirmation dialog to prevent accidental deletion
  • ✅ Automatic grid refresh after deletion
  • ✅ Safety checks and error handling

🎨 UI/UX Features

Dark Mode Design

  • ✅ Professional dark theme throughout
  • ✅ Smooth animations and hover effects
  • ✅ Color-coded status indicators
  • ✅ Responsive grid layout for models

Interactive Elements

  • ✅ Modal dialogs for configuration and upload
  • ✅ Form validation for all settings
  • ✅ Real-time feedback and status updates
  • ✅ Drag & drop visual feedback

🔧 API Endpoints Added

GET  /api/llm/status     - Get LLM integration status
GET  /api/llm/models     - List all available models
POST /api/llm/load       - Load a specific model
POST /api/llm/unload     - Unload current model
GET  /api/llm/config     - Get current configuration
POST /api/llm/config     - Update configuration
POST /api/llm/upload     - Upload new model file
POST /api/llm/delete     - Delete existing model

📱 How to Use

Access the Dashboard

python enhanced_dashboard.py
# Open http://localhost:8080

Model Management Section

  1. Scroll down to the "🤖 LLM Model Management" section
  2. View all 92 models in the grid layout
  3. Load/Unload models with the action buttons
  4. Configure settings with the ⚙️ Configuration button
  5. Upload new models with the 📤 Upload Model button

Configuration

  • Change models directory to any path you prefer
  • Adjust LLM parameters for optimal performance
  • Save settings and see immediate updates

Upload Models

  • Drag files directly onto the upload area
  • Click to browse for model files
  • Watch upload progress in real-time
  • See new models appear automatically

Delete Models

  • Click 🗑️ Delete on any model card
  • Confirm deletion in the safety dialog
  • Models removed from filesystem and grid

🔍 Model Information Display

Each model card shows:

  • 📝 Model Name (clickable for actions)
  • 📊 File Size in MB
  • 📁 Format (.gguf, .bin, etc.)
  • ⚡ Status (Loaded/Available)
  • 🎯 Action Buttons (Load/Unload/Delete)

🚀 Integration with Analytics

The LLM models can be used for:

  • 🧠 Intelligent performance analysis
  • 📊 Natural language insights
  • 🚨 AI-powered alert explanations
  • 💡 Smart optimization suggestions
  • 📈 Predictive analytics descriptions

🛠 Technical Details

Model Loading

  • Uses llama-cpp-python for optimal performance
  • GPU acceleration support (configurable)
  • Memory management with load/unload capability
  • Error handling for unsupported models

File Management

  • Safe deletion with confirmation
  • Atomic uploads with progress tracking
  • Automatic directory scanning
  • Format validation for supported types

Configuration Persistence

  • Real-time updates to LLM settings
  • Directory path changes trigger model rescanning
  • Parameter validation for all inputs
  • Graceful error handling

🎉 Ready to Use!

Your dashboard now has complete LLM model management capabilities:

✅ Change models directory - Switch between drives/folders ✅ Load/unload models - Manage memory and performance
✅ Upload new models - Add models via drag & drop ✅ Delete models - Remove unwanted files safely ✅ Configure parameters - Optimize for your use case ✅ Beautiful dark UI - Professional and easy on the eyes ✅ Real-time updates - Immediate feedback on all actions

Access your enhanced dashboard at: http://localhost:8080

The LLM Model Management section is at the bottom of the page with full functionality for all your model management needs!