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Core Features

Headlamp-KAITO provides a comprehensive set of features designed to simplify AI model deployment and management in Kubernetes environments.

Model Catalog Management​

Dynamic Model Discovery​

  • Real-time Model Loading: Automatically discovers and displays available KAITO preset models from the official repository
  • Smart Filtering: Filter models by company, use case, or specific requirements
  • Search Functionality: Quickly find models using the integrated search feature
  • Model Information: View detailed information about each model including resource requirements and capabilities

One-Click Deployment​

  • Visual YAML Editor: Interactive YAML editor with syntax highlighting and validation
  • Auto-Configuration: Automatically selects appropriate instance types based on model requirements
  • Template Generation: Generates complete Workspace YAML configurations with best practices
  • Validation: Real-time validation of YAML configurations before deployment

Workspace Management​

Comprehensive Monitoring​

  • Real-time Status Updates: Monitor deployment progress with live status indicators
  • Resource Tracking: View GPU node provisioning and resource allocation
  • Health Monitoring: Track inference readiness and job execution status
  • Event Logging: Access detailed event logs for troubleshooting

Visual Status Indicators​

  • Color-coded Status: Intuitive visual indicators for different deployment states
  • Progress Tracking: Clear visibility into deployment phases
  • Error Reporting: Detailed error messages and resolution guidance
  • Performance Metrics: Monitor resource utilization and performance

Interactive Chat Interface​

Advanced Chat Features​

  • Streaming Responses: Real-time message streaming for natural conversation flow
  • Message History: Persistent conversation history during sessions
  • Markdown Support: Rich text formatting with code syntax highlighting
  • Error Handling: Robust error handling with automatic retry mechanisms

Model Configuration​

  • Model Selection: Choose from available deployed models
  • Parameter Tuning: Adjust temperature, max tokens, top P, top K
  • Session Management: Manage multiple chat sessions with different models
  • Response Formatting: Customizable response formatting and display options

Port Forwarding Integration​

Seamless Connectivity​

  • Automatic Port Forwarding: Built-in port forwarding to model inference endpoints
  • Connection Status: Real-time connection status monitoring
  • Error Recovery: Automatic reconnection and error recovery
  • Security: Secure tunneling through Kubernetes API server

GPU Resource Management​

Intelligent Provisioning​

  • Auto-scaling: Automatic GPU node provisioning based on model requirements
  • Resource Optimization: Intelligent resource allocation and optimization
  • Multi-tenant Support: Support for multiple workspaces and users
  • Cost Management: Efficient resource utilization to minimize costs

Instance Type Selection​

  • Smart Recommendations: Automatic instance type recommendations based on model size
  • Custom Configuration: Override default instance types for specific requirements
  • Resource Validation: Validate resource availability before deployment
  • Performance Optimization: Optimize instance selection for best performance

Integration Capabilities​

Kubernetes Native​

  • CRD Integration: Native integration with KAITO Custom Resource Definitions
  • RBAC Support: Role-based access control integration
  • Namespace Isolation: Multi-tenant namespace support
  • API Compatibility: Full compatibility with Kubernetes API standards

Headlamp Plugin Architecture​

  • Plugin Framework: Built on Headlamp's extensible plugin architecture
  • Theme Integration: Seamless integration with Headlamp themes and styling
  • Navigation: Integrated navigation with Headlamp's sidebar and routing
  • State Management: Consistent state management with Headlamp's React context

Developer Experience​

Modern UI/UX​

  • Dark/Light Mode: Support for both dark and light themes
  • Accessibility: WCAG compliant accessibility features
  • Intuitive Navigation: User-friendly navigation and workflow design

Documentation Integration​

  • Contextual Help: Built-in help and documentation links
  • Tooltips: Helpful tooltips and guidance throughout the interface
  • Best Practices: Embedded best practices and recommendations
  • Troubleshooting: Integrated troubleshooting guides and error resolution