Files
Reflect/Shared/Views/InsightsView/InsightsViewModel.swift
Trey t 70400b7790 Optimize AI generation speed and add richer insight data
Speed optimizations:
- Add session.prewarm() in InsightsViewModel and ReportsViewModel init
  for 40% faster first-token latency
- Cap maximumResponseTokens on all 8 AI respond() calls (100-600 per use case)
- Add prompt brevity constraints ("1-2 sentences", "2 sentences")
- Reduce report batch concurrency from 4 to 2 to prevent device contention
- Pre-fetch health data once and share across all 3 insight periods

Richer insight data in MoodDataSummarizer:
- Tag-mood correlations: overall frequency + good day vs bad day tag breakdown
- Weather-mood correlations: avg mood by condition and temperature range
- Absence pattern detection: logging gap count with pre/post-gap mood averages
- Entry source breakdown: % of entries from App, Widget, Watch, Siri, etc.
- Update insight prompt to leverage tags, weather, and gap data when available

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-04 11:52:14 -05:00

233 lines
8.0 KiB
Swift

//
// InsightsViewModel.swift
// Reflect
//
// Created by Claude Code on 12/9/24.
//
import Foundation
import SwiftUI
/// Represents a single insight to display in the UI
struct Insight: Identifiable {
let id = UUID()
let icon: String
let title: String
let description: String
let mood: Mood?
}
/// Loading state for each insight section
enum InsightLoadingState: Equatable {
case idle
case loading
case loaded
case error(String)
}
/// ViewModel for the Insights tab - uses Apple Foundation Models for AI-powered insights
@MainActor
class InsightsViewModel: ObservableObject {
// MARK: - Published Properties
@Published var monthInsights: [Insight] = []
@Published var yearInsights: [Insight] = []
@Published var allTimeInsights: [Insight] = []
@Published var monthLoadingState: InsightLoadingState = .idle
@Published var yearLoadingState: InsightLoadingState = .idle
@Published var allTimeLoadingState: InsightLoadingState = .idle
@Published var isAIAvailable: Bool = false
// MARK: - Dependencies
/// Stored as Any? to avoid referencing @available(iOS 26, *) type at the property level
private var insightService: Any?
private let healthService = HealthService.shared
private let calendar = Calendar.current
// MARK: - Initialization
private var dataListenerToken: DataController.DataListenerToken?
init() {
if #available(iOS 26, *) {
let service = FoundationModelsInsightService()
insightService = service
isAIAvailable = service.isAvailable
service.prewarm()
} else {
insightService = nil
isAIAvailable = false
}
dataListenerToken = DataController.shared.addNewDataListener { [weak self] in
self?.onDataChanged()
}
}
deinit {
if let token = dataListenerToken {
Task { @MainActor in
DataController.shared.removeDataListener(token: token)
}
}
}
/// Called when mood data changes in another tab. Invalidates cached insights
/// so they are regenerated with fresh data on next view appearance.
private func onDataChanged() {
if #available(iOS 26, *), let service = insightService as? FoundationModelsInsightService {
service.invalidateCache()
}
monthLoadingState = .idle
yearLoadingState = .idle
allTimeLoadingState = .idle
}
// MARK: - Public Methods
/// Generate insights for all time periods
func generateInsights() {
Task {
await generateAllInsights()
}
}
/// Force refresh all insights (invalidates cache)
func refreshInsights() {
if #available(iOS 26, *), let service = insightService as? FoundationModelsInsightService {
service.invalidateCache()
}
generateInsights()
}
// MARK: - Private Methods
private func generateAllInsights() async {
let now = Date()
// Get date ranges
let monthStart = calendar.date(from: calendar.dateComponents([.year, .month], from: now))!
let yearStart = calendar.date(from: calendar.dateComponents([.year], from: now))!
let allTimeStart = Date(timeIntervalSince1970: 0)
// Fetch entries for each period
let monthEntries = DataController.shared.getData(startDate: monthStart, endDate: now, includedDays: [1, 2, 3, 4, 5, 6, 7])
let yearEntries = DataController.shared.getData(startDate: yearStart, endDate: now, includedDays: [1, 2, 3, 4, 5, 6, 7])
let allTimeEntries = DataController.shared.getData(startDate: allTimeStart, endDate: now, includedDays: [1, 2, 3, 4, 5, 6, 7])
// Pre-fetch health data once (instead of 3x per period)
var sharedHealthAverages: HealthService.HealthAverages?
if healthService.isEnabled && healthService.isAuthorized {
let allValidEntries = allTimeEntries.filter { ![.missing, .placeholder].contains($0.mood) }
if !allValidEntries.isEmpty {
let healthData = await healthService.fetchHealthData(for: allValidEntries)
sharedHealthAverages = healthService.computeHealthAverages(entries: allValidEntries, healthData: healthData)
}
}
// Generate insights concurrently for all three periods
await withTaskGroup(of: Void.self) { group in
group.addTask { @MainActor in
await self.generatePeriodInsights(
entries: monthEntries,
periodName: "this month",
healthAverages: sharedHealthAverages,
updateState: { self.monthLoadingState = $0 },
updateInsights: { self.monthInsights = $0 }
)
}
group.addTask { @MainActor in
await self.generatePeriodInsights(
entries: yearEntries,
periodName: "this year",
healthAverages: sharedHealthAverages,
updateState: { self.yearLoadingState = $0 },
updateInsights: { self.yearInsights = $0 }
)
}
group.addTask { @MainActor in
await self.generatePeriodInsights(
entries: allTimeEntries,
periodName: "all time",
healthAverages: sharedHealthAverages,
updateState: { self.allTimeLoadingState = $0 },
updateInsights: { self.allTimeInsights = $0 }
)
}
}
}
private func generatePeriodInsights(
entries: [MoodEntryModel],
periodName: String,
healthAverages: HealthService.HealthAverages?,
updateState: @escaping (InsightLoadingState) -> Void,
updateInsights: @escaping ([Insight]) -> Void
) async {
// Filter valid entries
let validEntries = entries.filter { ![.missing, .placeholder].contains($0.mood) }
// Handle empty data case
guard !validEntries.isEmpty else {
updateInsights([Insight(
icon: "questionmark.circle",
title: "No Data Yet",
description: "Start logging your moods to see insights for \(periodName).",
mood: nil
)])
updateState(.loaded)
return
}
// Check if AI is available
guard isAIAvailable else {
updateInsights([Insight(
icon: "brain.head.profile",
title: "AI Unavailable",
description: "Apple Intelligence is required for personalized insights. Please enable it in Settings.",
mood: nil
)])
updateState(.error("AI not available"))
return
}
updateState(.loading)
if #available(iOS 26, *), let service = insightService as? FoundationModelsInsightService {
do {
let insights = try await service.generateInsights(
for: validEntries,
periodName: periodName,
count: 5,
healthAverages: healthAverages
)
updateInsights(insights)
updateState(.loaded)
} catch {
// On error, provide a helpful message
updateInsights([Insight(
icon: "exclamationmark.triangle",
title: "Insights Unavailable",
description: "Unable to generate AI insights right now. Please try again later.",
mood: nil
)])
updateState(.error(error.localizedDescription))
}
} else {
updateInsights([Insight(
icon: "brain.head.profile",
title: "AI Unavailable",
description: "Apple Intelligence is required for personalized insights. Please enable it in Settings.",
mood: nil
)])
updateState(.error("AI not available"))
}
}
}