Crate widget_intelligence 

Widget Intelligence

A Rust library for intelligent widget suggestion and learning based on user behavior patterns.

This crate provides functionality for:

• Learning from widget usage patterns
• Suggesting widget values based on similarity
• Persistent storage using Sled database
• Integration with Tauri applications
• Extracting widget information from Kyma JSON data

Features

• Similarity Engine: Core algorithm for finding similar widgets based on multiple features
• Persistence: Sled-based storage for long-term learning
• Kyma Integration: Extract widget data from Kyma JSON format
• Tauri Commands: Ready-to-use Tauri commands for frontend integration

Example

use widget_intelligence::{WidgetSuggestionEngine, Widget};

let mut engine = WidgetSuggestionEngine::new();

let widget = Widget {
    label: Some("Master Volume".to_string()),
    minimum: Some(0.0),
    maximum: Some(127.0),
    current_value: Some(95.0),
    is_generated: Some(false),
    display_type: Some("slider".to_string()),
};

engine.store_widget(widget);

let suggestions = engine.get_suggestions(&Widget {
    label: Some("Volume".to_string()),
    ..Default::default()
}, 5);

Re-exports

pub use similarity_engine::FilteredWidgetDescription;

pub use similarity_engine::Preset;

pub use similarity_engine::Suggestion;

pub use similarity_engine::ValueStats;

pub use similarity_engine::Widget;

pub use similarity_engine::WidgetFeatures;

pub use similarity_engine::WidgetRecord;

pub use similarity_engine::WidgetSuggestionEngine;

pub use similarity_engine::WidgetValue;

pub use persistence::ExportData;

pub use persistence::PersistentWidgetSuggestionEngine;

pub use persistence::SledPersistenceError;

pub use persistence::SledPersistenceManager;

pub use kyma_extractor::KymaWidgetExtractor;

pub use kyma_extractor::WidgetMetadata;

pub use tauri_examples::IntelligenceStats;

pub use tauri_examples::PresetData;

pub use tauri_examples::StandaloneIntelligenceService;

pub use tauri_examples::SuggestionResponse;

pub use tauri_examples::WidgetInsightResponse;

Modules

kyma_extractor

persistence

similarity_engine

tauri_examples

Functions

create_test_widget

Utility function to create a simple widget for testing

init_intelligence_system

Initialize the widget intelligence system with a database path

init_standalone_service

Initialize the standalone intelligence service

validate_widget

Utility function to validate widget data