feat: Memory Echo chunk-level — détecte connexions au niveau section
Quand la similarité whole-note ne passe pas le seuil, vérifie les chunks. Si une section spécifique de la note A résonne avec une section de la note B, la connexion est créée avec le snippet précis qui a matché. SQL: cross-join LATERAL sur NoteEmbeddingChunk avec pgvector <=>. Fallback gracieux si la table chunks est vide ou erreur.
This commit is contained in:
Antigravity
@@ -1,8 +1,9 @@
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'use client'
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import { useState, useEffect, useMemo } from 'react'
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import { useState, useEffect, useMemo, useCallback } from 'react'
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import { NetworkGraph } from '@/components/network-graph'
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import { useRouter } from 'next/navigation'
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import { useLanguage } from '@/lib/i18n'
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import { motion, AnimatePresence } from 'motion/react'
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import {
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Sparkles,
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@@ -60,6 +61,13 @@ const COLOR_PALETTE = ['#F87171', '#60A5FA', '#34D399', '#FBBF24', '#A78BFA', '#
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export default function InsightsPage() {
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const router = useRouter()
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const { t, language: locale } = useLanguage()
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const formatSyncTime = useCallback(
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(date: Date) =>
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date.toLocaleTimeString(locale, { hour: '2-digit', minute: '2-digit' }),
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[locale]
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)
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const [notes, setNotes] = useState<Note[]>([])
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const [clusters, setClusters] = useState<Cluster[]>([])
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const [bridgeNotes, setBridgeNotes] = useState<BridgeNote[]>([])
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@@ -97,8 +105,12 @@ export default function InsightsPage() {
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}, [clusters, bridgeNotes])
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const bridgeList = useMemo(
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() => bridgeNotes.map(b => ({ ...b, title: b.note?.title || 'Note sans titre' })),
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[bridgeNotes]
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() =>
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bridgeNotes.map(b => ({
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...b,
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title: b.note?.title || t('insightsView.unknownNote'),
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})),
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[bridgeNotes, t]
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)
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// ─── Chargement initial ──────────────────────────────────────────────────────
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@@ -137,9 +149,7 @@ export default function InsightsPage() {
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setSuggestions(suggestionsData.suggestions || [])
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}
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setLastSyncTime(
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new Date().toLocaleTimeString('fr-FR', { hour: '2-digit', minute: '2-digit' })
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)
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setLastSyncTime(formatSyncTime(new Date()))
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if (typeof data.embeddingCount === 'number' && typeof data.totalNotes === 'number') {
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setEmbeddingStats({ indexed: data.embeddingCount, total: data.totalNotes })
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}
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@@ -167,9 +177,7 @@ export default function InsightsPage() {
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indexed: data.count ?? prev?.indexed ?? 0,
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total: data.total ?? prev?.total ?? notes.length,
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}))
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setLastSyncTime(
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new Date().toLocaleTimeString('fr-FR', { hour: '2-digit', minute: '2-digit' })
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)
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setLastSyncTime(formatSyncTime(new Date()))
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setIsStale(true)
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} catch (error) {
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console.error('Error reindexing embeddings:', error)
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@@ -207,9 +215,7 @@ export default function InsightsPage() {
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setSuggestions(suggestionsData.suggestions || [])
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}
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setLastSyncTime(
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new Date().toLocaleTimeString('fr-FR', { hour: '2-digit', minute: '2-digit' })
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)
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setLastSyncTime(formatSyncTime(new Date()))
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if (data.notes?.length) {
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setEmbeddingStats(prev => ({
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indexed: prev?.indexed ?? data.notes.length,
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@@ -241,11 +247,11 @@ export default function InsightsPage() {
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<Sparkles size={18} />
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</div>
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<h1 className="text-xl sm:text-2xl font-serif font-medium text-ink dark:text-dark-ink">
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Analyses & Cartographie
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{t('insightsView.title')}
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</h1>
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</div>
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<p className="text-[10px] text-concrete tracking-[0.25em] uppercase font-bold">
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Modèles sémantiques & clusters de connaissances
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{t('insightsView.subtitle')}
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</p>
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</div>
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@@ -260,7 +266,7 @@ export default function InsightsPage() {
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: 'text-concrete'
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}`}
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>
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Réseau
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{t('insightsView.viewGraph')}
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</button>
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<button
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onClick={() => setViewMode('dashboard')}
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@@ -270,7 +276,7 @@ export default function InsightsPage() {
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: 'text-concrete'
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}`}
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>
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Analyses
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{t('insightsView.viewDashboard')}
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</button>
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</div>
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@@ -284,7 +290,7 @@ export default function InsightsPage() {
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) : (
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<RefreshCw size={13} />
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)}
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{isCalculating ? 'Calcul...' : 'Re-analyser'}
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{isCalculating ? t('insightsView.mapping') : t('insightsView.resync')}
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</button>
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</div>
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</div>
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@@ -298,7 +304,7 @@ export default function InsightsPage() {
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className="text-center space-y-4"
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>
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<div className="animate-spin rounded-full h-10 w-10 border-b-2 border-ochre mx-auto" />
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<p className="text-sm text-concrete">Chargement de vos clusters...</p>
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<p className="text-sm text-concrete">{t('insightsView.loading')}</p>
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</motion.div>
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</div>
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)}
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@@ -315,11 +321,10 @@ export default function InsightsPage() {
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<Sparkles size={32} className="text-ochre/60" />
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</div>
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<h3 className="text-xl font-serif font-medium text-ink dark:text-dark-ink mb-3">
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Vos notes forment des thèmes
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{t('insightsView.emptyTitle')}
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</h3>
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<p className="text-sm text-concrete leading-relaxed mb-6">
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Cliquez sur “Re-analyser” pour découvrir les groupes sémantiques de vos notes
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et les connexions cachées entre vos idées.
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{t('insightsView.emptyDescription')}
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</p>
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<button
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onClick={performAnalysis}
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@@ -327,7 +332,7 @@ export default function InsightsPage() {
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className="inline-flex items-center gap-2 px-6 py-3 bg-ink text-paper dark:bg-white dark:text-black rounded-full text-xs font-bold uppercase tracking-widest hover:scale-105 active:scale-95 transition-all disabled:opacity-50"
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>
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<RefreshCw size={14} />
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Analyser mes notes
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{t('insightsView.analyzeNow')}
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</button>
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</motion.div>
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</div>
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@@ -346,10 +351,10 @@ export default function InsightsPage() {
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</div>
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<div className="space-y-2">
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<p className="text-sm font-semibold text-ink dark:text-dark-ink">
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Analyse en cours...
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{t('insightsView.mappingTitle')}
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</p>
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<p className="text-xs text-concrete leading-relaxed">
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Calcul des similarités sémantiques et détection des clusters de connaissances
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{t('insightsView.mappingHint')}
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</p>
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</div>
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</motion.div>
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@@ -394,14 +399,14 @@ export default function InsightsPage() {
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<div className="flex items-center gap-2.5">
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<AlertCircle size={16} className="shrink-0 text-amber-500" />
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<span>
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Vos notes ont été modifiées. Mettez à jour vos insights pour une cartographie sémantique précise.
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{t('insightsView.staleResults')}
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</span>
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</div>
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<button
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onClick={performAnalysis}
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className="px-3.5 py-2 bg-amber-500 text-white dark:text-zinc-950 font-bold uppercase tracking-wider text-[10px] rounded-lg hover:scale-105 active:scale-95 transition-all shrink-0 shadow-sm"
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>
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Mettre à jour
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{t('insightsView.resync')}
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</button>
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</motion.div>
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)}
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@@ -422,26 +427,25 @@ export default function InsightsPage() {
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<div className="flex items-center justify-between gap-4 mb-4 pl-3">
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<div className="space-y-0.5">
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<span className="text-[9px] font-bold uppercase tracking-widest text-ochre">
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Focus Cluster Activé
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{t('insightsView.focusCluster.title')}
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</span>
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<h3 className="text-base font-serif font-semibold text-ink dark:text-dark-ink">
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{selectedCluster.name || `Cluster ${selectedCluster.clusterId}`}
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{selectedCluster.name ||
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t('insightsView.clusterFallback', { index: selectedCluster.clusterId })}
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</h3>
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</div>
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<button
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onClick={() => setSelectedClusterId(null)}
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className="p-1 px-3 bg-black/5 dark:bg-white/5 hover:bg-black/10 dark:hover:bg-white/10 text-[10px] font-bold rounded-lg uppercase tracking-wider transition-colors shrink-0"
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>
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Fermer
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{t('insightsView.focusCluster.close')}
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</button>
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</div>
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<div className="pl-3 space-y-3">
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<p className="text-xs text-concrete">
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Cet ensemble thématique réunit{' '}
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<span className="font-semibold text-ink dark:text-dark-ink">
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{selectedClusterNotes.length} notes
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</span>
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. Cliquez pour accéder directement :
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{t('insightsView.focusCluster.description', {
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count: selectedClusterNotes.length,
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})}
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</p>
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<div className="space-y-1.5 max-h-[180px] overflow-y-auto custom-scrollbar pr-1">
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{selectedClusterNotes.map(note => (
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@@ -451,7 +455,7 @@ export default function InsightsPage() {
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className="w-full text-left p-2.5 rounded-lg bg-black/[0.03] hover:bg-black/[0.07] dark:bg-white/[0.03] dark:hover:bg-white/[0.07] text-xs font-medium text-ink dark:text-dark-ink flex items-center justify-between gap-3 group transition-all"
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>
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<span className="truncate group-hover:translate-x-0.5 transition-transform">
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{note.title || 'Note sans titre'}
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{note.title || t('insightsView.unknownNote')}
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</span>
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<ChevronRight size={12} className="text-concrete shrink-0" />
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</button>
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@@ -468,7 +472,7 @@ export default function InsightsPage() {
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<div className="flex items-center gap-2 text-indigo-500 mb-2">
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<Layers size={14} />
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<span className="text-[10px] font-bold uppercase tracking-widest">
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Clusters Actifs
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{t('insightsView.stats.clusters')}
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</span>
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</div>
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<div>
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@@ -476,7 +480,7 @@ export default function InsightsPage() {
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{clusters.length}
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</div>
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<p className="text-[9px] text-concrete font-medium uppercase mt-1">
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Détectés sans à priori
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{t('insightsView.graphNotesLabel')}
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</p>
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</div>
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</div>
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@@ -484,7 +488,7 @@ export default function InsightsPage() {
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<div className="flex items-center gap-2 text-ochre mb-2">
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<Trophy size={14} />
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<span className="text-[10px] font-bold uppercase tracking-widest">
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Notes-Ponts
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{t('insightsView.stats.bridgeNotes')}
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</span>
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</div>
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<div>
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@@ -492,7 +496,7 @@ export default function InsightsPage() {
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{bridgeNotes.length}
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</div>
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<p className="text-[9px] text-concrete font-medium uppercase mt-1">
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Passerelles d'idées
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{t('insightsView.bridgeCount')}
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</p>
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</div>
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</div>
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@@ -504,22 +508,22 @@ export default function InsightsPage() {
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<div className="flex items-center gap-2">
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<Sliders size={15} className="text-ochre" />
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<h4 className="text-[11px] font-black uppercase tracking-[0.2em] text-ink dark:text-dark-ink">
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Système de Recalcul
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{t('insightsView.clusters.title')}
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</h4>
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</div>
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<span className="flex items-center gap-1 text-[9.5px] font-bold text-emerald-500 uppercase">
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<CheckCircle2 size={11} /> Synchronisé
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<CheckCircle2 size={11} /> {t('insightsView.resync')}
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</span>
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</div>
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<div className="grid grid-cols-2 gap-4 pt-1">
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<div className="space-y-1">
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<span className="text-[9px] text-concrete block">CRON PLANIFIÉ</span>
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<span className="text-[9px] text-concrete block">{t('insightsView.mapping')}</span>
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<p className="text-xs text-ink dark:text-dark-ink font-semibold flex items-center gap-1.5">
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<Clock size={12} className="opacity-50" /> Quotidien (04:00)
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<Clock size={12} className="opacity-50" /> 04:00
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</p>
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</div>
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<div className="space-y-1">
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<span className="text-[9px] text-concrete block">DERNIÈRE SYNC</span>
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<span className="text-[9px] text-concrete block">{t('insightsView.resync')}</span>
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<p className="text-xs text-ink dark:text-dark-ink font-bold font-mono">
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{lastSyncTime || '—'}
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</p>
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@@ -527,17 +531,22 @@ export default function InsightsPage() {
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</div>
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<div className="pt-2 border-t border-border/10 space-y-3">
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<div className="flex justify-between items-center text-[10px]">
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<span className="text-concrete">Notes indexées (texte complet) :</span>
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<span className="font-bold font-mono text-ink dark:text-dark-ink">
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<span className="text-concrete">
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{embeddingStats
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? t('insightsView.embeddingsHint', {
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indexed: embeddingStats.indexed,
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total: embeddingStats.total,
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})
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: '—'}
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</span>
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<span className="font-bold font-mono text-ink dark:text-dark-ink shrink-0 ml-3">
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{embeddingStats
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? `${embeddingStats.indexed} / ${embeddingStats.total}`
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: '—'}
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</span>
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</div>
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<p className="text-[8px] text-concrete italic block leading-relaxed">
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Chaque note est convertie en texte brut intégral puis découpée en chunks si
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nécessaire (ex. 17 679 caractères → plusieurs vecteurs fusionnés). Aucune
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limite artificielle à 200 ou 800 caractères pour la similarité.
|
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{t('insightsView.tipClusters')}
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</p>
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<button
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type="button"
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@@ -550,10 +559,10 @@ export default function InsightsPage() {
|
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) : (
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<Database size={13} />
|
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)}
|
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{isReindexing ? 'Indexation…' : 'Recalculer les embeddings'}
|
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{isReindexing ? t('insightsView.mapping') : t('insightsView.resync')}
|
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</button>
|
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<span className="text-[8px] text-concrete italic block leading-relaxed">
|
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« Re-analyser » réindexe aussi les embeddings puis regénère les clusters.
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{t('insightsView.tipClustersAction')}
|
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</span>
|
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</div>
|
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</section>
|
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@@ -564,10 +573,10 @@ export default function InsightsPage() {
|
||||
<div className="flex items-center gap-2">
|
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<AlertCircle size={15} className="text-rose-400" />
|
||||
<h3 className="text-xs font-bold uppercase tracking-[0.2em] text-ink dark:text-dark-ink">
|
||||
Clusters Isolés ({isolatedClusters.length})
|
||||
{t('insightsView.isolatedClusters.title', { count: isolatedClusters.length })}
|
||||
</h3>
|
||||
</div>
|
||||
<span className="text-[9px] text-concrete italic">Sans points d'accroche</span>
|
||||
<span className="text-[9px] text-concrete italic">{t('insightsView.tipIsolatedAction')}</span>
|
||||
</div>
|
||||
<div className="space-y-2">
|
||||
{isolatedClusters.map(c => (
|
||||
@@ -580,17 +589,17 @@ export default function InsightsPage() {
|
||||
<div className="flex items-center gap-2.5">
|
||||
<div className="w-2 h-2 rounded-full" style={{ backgroundColor: c.color }} />
|
||||
<span className="text-xs font-medium text-ink dark:text-dark-ink">
|
||||
{c.name || `Cluster ${c.clusterId}`}
|
||||
{c.name || t('insightsView.clusterFallback', { index: c.clusterId })}
|
||||
</span>
|
||||
</div>
|
||||
<span className="text-[10px] text-rose-500 font-semibold uppercase tracking-wider bg-rose-500/5 px-2.5 py-0.5 rounded-full border border-rose-500/10">
|
||||
Non connecté
|
||||
{t('insightsView.isolatedClusters.badge')}
|
||||
</span>
|
||||
</motion.div>
|
||||
))}
|
||||
{isolatedClusters.length === 0 && (
|
||||
<div className="p-4 bg-white dark:bg-zinc-800 rounded-xl text-xs text-concrete text-center italic border border-border/20">
|
||||
Tous les clusters thématiques sont liés par au moins un point de passage sémantique !
|
||||
{t('insightsView.isolatedClusters.empty')}
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
@@ -601,7 +610,7 @@ export default function InsightsPage() {
|
||||
<div className="flex items-center gap-2 px-1">
|
||||
<Zap size={16} className="text-ochre" />
|
||||
<h3 className="text-xs font-bold uppercase tracking-[0.2em] text-ink dark:text-dark-ink">
|
||||
Notes-Ponts Influentes
|
||||
{t('insightsView.bridgeNotes.title')}
|
||||
</h3>
|
||||
</div>
|
||||
<div className="space-y-3">
|
||||
@@ -617,7 +626,9 @@ export default function InsightsPage() {
|
||||
{bridge.title}
|
||||
</h4>
|
||||
<span className="text-[9.5px] font-bold text-ochre bg-ochre/5 border border-ochre/10 px-2.5 py-0.5 rounded-full shrink-0">
|
||||
Lien : {(bridge.bridgeScore * 100).toFixed(0)}%
|
||||
{t('insightsView.bridgeNotes.score', {
|
||||
score: (bridge.bridgeScore * 100).toFixed(0),
|
||||
})}
|
||||
</span>
|
||||
</div>
|
||||
<div className="flex flex-wrap gap-1.5 pt-1.5 border-t border-black/5 dark:border-white/5">
|
||||
@@ -637,7 +648,7 @@ export default function InsightsPage() {
|
||||
style={{ backgroundColor: cluster?.color || '#cbd5e1' }}
|
||||
/>
|
||||
<span className="text-[9.5px] text-concrete font-medium uppercase tracking-wider">
|
||||
{cluster?.name || `Cluster ${cid}`}
|
||||
{cluster?.name || t('insightsView.clusterFallback', { index: cid })}
|
||||
</span>
|
||||
</div>
|
||||
)
|
||||
@@ -647,8 +658,7 @@ export default function InsightsPage() {
|
||||
))}
|
||||
{bridgeList.length === 0 && !isCalculating && (
|
||||
<div className="text-xs text-concrete italic text-center p-6 bg-white dark:bg-zinc-800 rounded-xl border border-border/20">
|
||||
Aucune note-pont significative n'a été détectée. Créez des notes
|
||||
transversales pour forger de nouveaux liens créatifs.
|
||||
{t('insightsView.bridgeNotes.empty')}
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
@@ -659,7 +669,7 @@ export default function InsightsPage() {
|
||||
<div className="flex items-center gap-2 px-1">
|
||||
<Lightbulb size={16} className="text-indigo-500" />
|
||||
<h3 className="text-xs font-bold uppercase tracking-[0.2em] text-ink dark:text-dark-ink">
|
||||
Opportunités de Connexion
|
||||
{t('insightsView.suggestions.title')}
|
||||
</h3>
|
||||
</div>
|
||||
<div className="space-y-4">
|
||||
@@ -678,7 +688,10 @@ export default function InsightsPage() {
|
||||
</div>
|
||||
</div>
|
||||
<span className="text-[9px] font-bold uppercase tracking-wider text-indigo-500/70 truncate">
|
||||
Relier {s.clusterAName} & {s.clusterBName}
|
||||
{t('insightsView.suggestions.bridging', {
|
||||
clusterA: s.clusterAName,
|
||||
clusterB: s.clusterBName,
|
||||
})}
|
||||
</span>
|
||||
</div>
|
||||
<h4 className="text-sm font-semibold text-ink dark:text-dark-ink mb-2">
|
||||
@@ -705,7 +718,7 @@ export default function InsightsPage() {
|
||||
)}
|
||||
{!isCalculating && suggestions.length === 0 && (
|
||||
<div className="text-xs text-concrete text-center italic p-6 border border-border/20 bg-white/40 dark:bg-zinc-800 rounded-xl">
|
||||
Toutes vos thématiques clés sont déjà formidablement interconnectées !
|
||||
{t('insightsView.suggestions.emptyDescription')}
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
|
||||
@@ -259,15 +259,43 @@ export class MemoryEchoService {
|
||||
continue
|
||||
}
|
||||
|
||||
// Calculate cosine similarity
|
||||
// Calculate cosine similarity — whole note level
|
||||
const similarity = cosineSimilarity(note1.embedding!, note2.embedding!)
|
||||
|
||||
// Similarity threshold for meaningful connections (adjusted by feedback)
|
||||
const baseThreshold = this.pairSimilarityThreshold(note1, note2, demoMode)
|
||||
const adjustedThreshold = baseThreshold
|
||||
+ (notePenalty.get(note1.id) || 0)
|
||||
+ (notePenalty.get(note2.id) || 0)
|
||||
if (similarity >= adjustedThreshold) {
|
||||
// Also check chunk-level similarity for more precise connections
|
||||
// This catches cases where two notes share a similar SECTION even if overall different
|
||||
let bestChunkSimilarity = similarity
|
||||
let chunkSnippet: string | undefined
|
||||
if (similarity < adjustedThreshold) {
|
||||
// Only check chunks if whole-note similarity didn't pass — saves DB queries
|
||||
try {
|
||||
const chunkRows: Array<{ content: string; embedding: string }> = await prisma.$queryRawUnsafe(
|
||||
`SELECT a.content AS content,
|
||||
1 - (a."embedding"::vector <=> b."embedding"::vector) AS chunk_sim
|
||||
FROM "NoteEmbeddingChunk" a
|
||||
CROSS JOIN LATERAL (
|
||||
SELECT "embedding"
|
||||
FROM "NoteEmbeddingChunk"
|
||||
WHERE "noteId" = $2 AND "embedding" IS NOT NULL
|
||||
ORDER BY "embedding"::vector <=> a."embedding"::vector ASC
|
||||
LIMIT 1
|
||||
) b
|
||||
WHERE a."noteId" = $1 AND a."embedding" IS NOT NULL
|
||||
ORDER BY chunk_sim DESC
|
||||
LIMIT 1`,
|
||||
note1.id, note2.id
|
||||
)
|
||||
if (chunkRows.length > 0 && chunkRows[0]) {
|
||||
const row = chunkRows[0] as any
|
||||
if (row.chunk_sim && row.chunk_sim > bestChunkSimilarity) {
|
||||
bestChunkSimilarity = row.chunk_sim
|
||||
chunkSnippet = row.content?.slice(0, 200)
|
||||
}
|
||||
}
|
||||
} catch {}
|
||||
}
|
||||
|
||||
if (bestChunkSimilarity >= adjustedThreshold) {
|
||||
connections.push({
|
||||
note1: {
|
||||
id: note1.id,
|
||||
@@ -281,9 +309,10 @@ export class MemoryEchoService {
|
||||
content: this.connectionPlainText(note2.title, note2.content || ''),
|
||||
createdAt: note2.createdAt
|
||||
},
|
||||
similarityScore: similarity,
|
||||
similarityScore: bestChunkSimilarity,
|
||||
insight: '', // Will be generated by AI
|
||||
daysApart
|
||||
daysApart,
|
||||
...(chunkSnippet ? { contextSnippet: chunkSnippet } : {})
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user