Raxol.AI.PerformanceOptimization (Raxol v0.2.0)
View SourceRuntime AI features for intelligent performance optimization.
This module provides AI-driven performance optimizations including:
- Predictive rendering - Intelligently determine what needs to be rendered
- Resource allocation - Dynamically allocate system resources based on usage patterns
- Component caching - Smart caching of frequently used components
- Prefetching - Predict and preload content likely to be needed soon
- Adaptive throttling - Adjust refresh rates based on current activity
- Runtime profiling - Continuously monitor and analyze performance patterns
Summary
Functions
Analyzes performance and suggests optimizations.
Recommends components for prefetching based on usage patterns.
Gets the recommended refresh rate for a component based on current activity.
Initializes the performance optimization system.
Records component usage for optimization analysis.
Records component render time for optimization analysis.
Sets the optimization level for the system.
Determines if a component should be rendered based on current conditions. Uses predictive rendering to optimize performance.
Enables or disables a specific optimization feature.
Functions
Analyzes performance and suggests optimizations.
Examples
iex> analyze_performance()
[
%{type: :component, name: "data_table", issue: :slow_rendering, suggestion: "Consider virtual scrolling"},
%{type: :pattern, issue: :excessive_updates, suggestion: "Implement throttling for search inputs"}
]
Recommends components for prefetching based on usage patterns.
Examples
iex> get_prefetch_recommendations("user_profile")
["user_settings", "user_activity"]
Gets the recommended refresh rate for a component based on current activity.
Examples
iex> get_refresh_rate("animated_progress")
16 # milliseconds (approximately 60fps)
Initializes the performance optimization system.
Options
:optimization_level
- Level of optimization to apply (:minimal, :balanced, :aggressive):features
- List of features to enable
Examples
iex> init(optimization_level: :balanced)
:ok
Records component usage for optimization analysis.
Examples
iex> record_component_usage("dropdown_menu")
:ok
Records component render time for optimization analysis.
Examples
iex> record_render_time("user_profile", 25)
:ok
Sets the optimization level for the system.
Examples
iex> set_optimization_level(:aggressive)
:ok
Determines if a component should be rendered based on current conditions. Uses predictive rendering to optimize performance.
Examples
iex> should_render?("large_table", %{visible: false, scroll_position: 500})
false
Enables or disables a specific optimization feature.
Examples
iex> toggle_feature(:predictive_rendering, true)
:ok