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  • Bonnes pratiques pour intégrer l’intelligence visuelle à votre app

    Comprenez comment l'intelligence visuelle peut transformer la découverte de contenu dans votre app. Découvrez comment définir des entités, traiter des images et gérer efficacement plusieurs types de résultats. Apprenez les bonnes pratiques pour optimiser la vitesse et la pertinence, et découvrez comment les intents permettent d'effectuer des actions directes comme ouvrir ou lire du contenu d'un simple toucher.

    Chapitres

    • 0:07 - Introduction
    • 2:02 - Définir votre contenu
    • 5:03 - Implémenter une requête
    • 8:18 - Ouverture des résultats
    • 10:03 - Adoption sur Mac et iPad
    • 12:27 - Renvoyer plusieurs types de résultats
    • 12:56 - Poursuivre la recherche dans votre app
    • 14:27 - Intégrations aux stores système
    • 17:16 - Étapes suivantes

    Ressources

    • Integrating your app with visual intelligence
    • Visual Intelligence
      • Vidéo HD
      • Vidéo SD
  • Rechercher dans cette vidéo…
    • 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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