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  • Mejores prácticas para integrar la inteligencia visual en tu app

    Descubre cómo la inteligencia visual puede transformar la búsqueda de contenido en tu app. Explora cómo definir entidades, procesar imágenes y manejar múltiples tipos de resultados de manera eficaz. Obtén información sobre las mejores prácticas para optimizar la velocidad y la relevancia, y descubre cómo las intenciones permiten realizar acciones directas, como abrir o reproducir contenido con un solo toque.

    Capítulos

    • 0:07 - Introducción
    • 2:02 - Definición del contenido
    • 5:03 - Implementación de una consulta
    • 8:18 - Apertura de resultados
    • 10:03 - Adopción en la Mac y en el iPad
    • 12:27 - Devolución de varios tipos de resultados
    • 12:56 - Continuación de la búsqueda dentro de la app
    • 14:27 - Integraciones con almacenes de datos del sistema
    • 17:16 - Próximos pasos

    Recursos

    • Integrating your app with visual intelligence
    • Visual Intelligence
      • Video HD
      • Video SD
  • Buscar este video…
    • 3:21 - Define the content you want to return as an App Entity

      // Define the content you want to return as an App Entity
        import AppIntents
        
        struct AlbumEntity: AppEntity {
            var id: String
            @Property var name: String
            @Property var artistName: String
            var coverArtData: Data
            
            var displayRepresentation: DisplayRepresentation {
                DisplayRepresentation( 
                    title: "\(name)",
                    subtitle: "\(artistName)",
                    image: .init(data: coverArtData)
                )   
            }   
            
            static let defaultQuery = AlbumEntityQuery()
            
            static var typeDisplayRepresentation: TypeDisplayRepresentation { "Album" }
        }   
        
        struct AlbumEntityQuery: EntityQuery {
            @Dependency var catalog: AlbumCatalog
            func entities(for identifiers: [String]) async throws -> [AlbumEntity] {
                catalog.albums(for: identifiers)
            }
        }
    • 5:39 - Adopt IntentValueQuery to return results

      // Adopt IntentValueQuery to return visual search results
        import AppIntents
        import VisualIntelligence
        
        struct SearchHandler: IntentValueQuery {
            @Dependency var catalog: AlbumCatalog
            @Dependency var concertFinder: ConcertFinder
            
            func values(for input: SemanticContentDescriptor) async throws -> [VisualSearchResult] {
                guard let pixelBuffer = input.pixelBuffer else {
                    return []
                }   
                
                let albums = try await catalog.search(matching: pixelBuffer)
                
                return albums.map { VisualSearchResult.album($0) }
            }
        }
    • 6:24 - Build a catalog of albums with precomputed feature prints

      // Build a catalog of albums with precomputed feature prints
        import Vision
        
        @Observable
        class AlbumCatalog {
            static let shared = AlbumCatalog()
            
            struct CatalogEntry: Sendable {
                let album: AlbumEntity
                let featurePrint: FeaturePrintObservation
            }   
            
            private(set) var entries: [CatalogEntry] = []
            
            private func generateFeaturePrint(
                for image: CGImage
            ) async throws -> FeaturePrintObservation {
                let request = GenerateImageFeaturePrintRequest()
                let result = try await request.perform(on: image)
                return result
            }
        }
    • 6:45 - Search the catalog for albums matching the captured image

      // Search the catalog for albums matching the captured image
        func search(matching pixelBuffer: CVReadOnlyPixelBuffer, limit: Int = 10, maxDistance: Double = 1.0) async throws ->
        [AlbumEntity] {
            var cgImage: CGImage?
            _ = pixelBuffer.withUnsafeBuffer { VTCreateCGImageFromCVPixelBuffer($0, options: nil, imageOut: &cgImage) }
            guard let cgImage else { return [] }
            
            let queryPrint = try await generateFeaturePrint(for: cgImage)
            
            return try entries.compactMap { entry -> (album: AlbumEntity, distance: Double)? in
                let distance = try queryPrint.distance(to: entry.featurePrint)
                guard distance <= maxDistance else { return nil }
                return (entry.album, distance)
            }   
            .sorted { $0.distance < $1.distance }
            .prefix(limit)
            .map { $0.album }
        }
    • 8:27 - Create an open intent to land users on the right screen

      // Create an open intent to land users on the right screen
        import AppIntents
        
        struct OpenAlbumIntent: OpenIntent {
            static let title: LocalizedStringResource = "Open Album"
            
            @Parameter(title: "Album")
            var target: AlbumEntity
            
            @Dependency var appState: AppState
            
            func perform() async throws -> some IntentResult {
                await appState.openAlbum(id: target.id)
                return .result()
            }
        }
    • 12:05 - Use UnionValue to return multiple visual search result types

      // Use UnionValue to return multiple visual search result types
        @UnionValue
        enum VisualSearchResult {
            case album(AlbumEntity)
            case concert(ConcertEntity)
        }   
        
        struct OpenConcertIntent: OpenIntent {
            static let title: LocalizedStringResource = "Open Concert"
            
            @Parameter(title: "Concert")
            var target: ConcertEntity
            
            @Dependency var appState: AppState
            
            func perform() async throws -> some IntentResult {
                await appState.openConcert(id: target.id)
                return .result()
            }
        }
    • 12:18 - Expand the IntentValueQuery to return the UnionValue

      // Expand the IntentValueQuery to return the UnionValue
        struct SearchHandler: IntentValueQuery {
            @Dependency var catalog: AlbumCatalog
            @Dependency var concertFinder: ConcertFinder
            
            func values(for input: SemanticContentDescriptor) async throws -> [VisualSearchResult] {
                guard let pixelBuffer = input.pixelBuffer else {
                    return []
                }   
                
                let albums = try await catalog.search(matching: pixelBuffer)
                
                let artists = albums.map { $0.artistName }
                
                let concerts = await concertFinder.findNearby(byArtists: artists)
      
                return albums.map { VisualSearchResult.album($0) }
                    + concerts.map { VisualSearchResult.concert($0) }
            }
        }
    • 13:13 - Provide a link to in-app search

      // Provide a link to in-app search
        @AppIntent(schema: .visualIntelligence.semanticContentSearch)
        struct SemanticContentSearchIntent: AppIntent {
            static let title: LocalizedStringResource = "Search in app"
            static let openAppWhenRun: Bool = true
            
            var semanticContent: SemanticContentDescriptor
            @Dependency var catalog: AlbumCatalog
            @Dependency var concertFinder: ConcertFinder
            @Dependency var appState: AppState
            
            func perform() async throws -> some IntentResult {
                guard let pixelBuffer = semanticContent.pixelBuffer else { return .result() }
                let albums = try await catalog.search(matching: pixelBuffer)
                let artists = albums.map { $0.artistName }
                let concerts = await concertFinder.findNearby(byArtists: artists)
                await appState.openSearch(albums: albums, concerts: concerts)
                return .result()
            }   
        }
    • 15:24 - Request calendar access and fetch upcoming concerts

      // Request calendar access and fetch upcoming concerts
        import EventKit
        
        @Observable
        class UpcomingConcertManager {
            private let eventStore = EKEventStore()
            var upcomingConcerts: [EKEvent] = []
            var authorizationStatus: EKAuthorizationStatus = .notDetermined
            
            func requestAccessAndFetch() async throws {
                let granted = try await eventStore.requestFullAccessToEvents()
                guard granted else {
                    authorizationStatus = .denied
                    return
                }   
                authorizationStatus = .fullAccess
                await fetchUpcomingConcerts()
      
                // ...
            }
        }
    • 15:42 - Filter for upcoming events that match known artists in our catalog

      // Filter for upcoming events that match known artists in our catalog
        class UpcomingConcertManager {
            func fetchUpcomingConcerts() async {
                let predicate = eventStore.predicateForEvents(
                    withStart: .now,
                    end: .now.addingTimeInterval(90 * 24 * 60 * 60),
                    calendars: nil
                )   
                
                let events = eventStore.events(matching: predicate)
                
                upcomingConcerts = events.filter { event in
                    AlbumCatalog.shared.entries.contains { entry in
                        event.title?.localizedCaseInsensitiveContains(entry.album.artistName) == true
                    }
                }
            }
        }
    • 15:44 - Observe newly created events

      // Observe newly created events
        @Observable
        class UpcomingConcertManager {
            // ...
      
            func requestAccessAndFetch() async throws {
                // ...
      
                for await _ in NotificationCenter.default
                    .notifications(
                        named: .EKEventStoreChanged
                    ) {
                    await fetchUpcomingConcerts()
                }
            }
        }

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