breakpilot-lehrer/admin-lehrer/app/(admin)/ai/rag-pipeline/_components/ArchitectureTab.tsx

'use client'

export function ArchitectureTab() {
  return (
    <div className="space-y-8">
      {/* What is this module */}
      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
        <h2 className="text-xl font-bold text-gray-900 dark:text-white mb-4">
          Was macht dieses Modul?
        </h2>
        <div className="prose dark:prose-invert max-w-none">
          <p className="text-gray-600 dark:text-gray-400">
            Das <strong>RAG-Indexierungs-Modul</strong> verarbeitet Dokumente und macht sie fuer die KI-gestuetzte Suche verfuegbar.
            Es handelt sich <strong>nicht</strong> um klassisches Machine-Learning-Training, sondern um:
          </p>
          <ul className="mt-4 space-y-2 text-gray-600 dark:text-gray-400">
            <li className="flex items-start gap-2">
              <span className="text-blue-500 mt-1">1.</span>
              <span><strong>Dokumentenextraktion:</strong> PDFs und Bilder werden per OCR in Text umgewandelt</span>
            </li>
            <li className="flex items-start gap-2">
              <span className="text-blue-500 mt-1">2.</span>
              <span><strong>Chunking:</strong> Lange Texte werden in suchbare Abschnitte (1000 Zeichen) aufgeteilt</span>
            </li>
            <li className="flex items-start gap-2">
              <span className="text-blue-500 mt-1">3.</span>
              <span><strong>Embedding:</strong> Jeder Chunk wird in einen Vektor (1536 Dimensionen) umgewandelt</span>
            </li>
            <li className="flex items-start gap-2">
              <span className="text-blue-500 mt-1">4.</span>
              <span><strong>Indexierung:</strong> Vektoren werden in Qdrant gespeichert fuer semantische Suche</span>
            </li>
          </ul>
        </div>
      </div>

      {/* Architecture Diagram */}
      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
        <h2 className="text-xl font-bold text-gray-900 dark:text-white mb-6">
          Technische Architektur
        </h2>

        {/* Visual Pipeline */}
        <div className="relative">
          {/* Data Sources Row */}
          <div className="grid grid-cols-4 gap-4 mb-8">
            <SourceCard icon="📄" title="NiBiS PDFs" subtitle="Erwartungshorizonte" color="blue" />
            <SourceCard icon="📤" title="Uploads" subtitle="Eigene EH" color="green" />
            <SourceCard icon="⚖️" title="Rechtskorpus" subtitle="DSGVO, AI Act" color="purple" />
            <SourceCard icon="📚" title="Schulordnungen" subtitle="Bundeslaender" color="orange" />
          </div>

          <ArrowDown />

          {/* Processing Layer */}
          <div className="bg-gray-50 dark:bg-gray-900 rounded-xl p-6 mb-8">
            <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase tracking-wide mb-4">
              Verarbeitungs-Pipeline
            </h3>
            <div className="flex items-center justify-between gap-4">
              <PipelineStep icon="🔍" title="OCR" subtitle="Text-Extraktion" />
              <ArrowRight />
              <PipelineStep icon="✂️" title="Chunking" subtitle="1000 Zeichen" />
              <ArrowRight />
              <PipelineStep icon="🧮" title="Embedding" subtitle="1536-dim Vektor" />
              <ArrowRight />
              <PipelineStep icon="💾" title="Speichern" subtitle="Qdrant" />
            </div>
          </div>

          <ArrowDown />

          {/* Storage Layer */}
          <div className="bg-gradient-to-r from-indigo-50 to-purple-50 dark:from-indigo-900/20 dark:to-purple-900/20 rounded-xl p-6 mb-8 border-2 border-indigo-200 dark:border-indigo-800">
            <h3 className="text-sm font-semibold text-indigo-600 dark:text-indigo-400 uppercase tracking-wide mb-4">
              Vektor-Datenbank (Qdrant)
            </h3>
            <div className="grid grid-cols-3 gap-4">
              <CollectionCard collection="bp_nibis_eh" label="Offizielle EH" />
              <CollectionCard collection="bp_eh" label="Benutzer EH" />
              <CollectionCard collection="bp_legal_corpus" label="Rechtskorpus" />
            </div>
          </div>

          <ArrowDown />

          {/* Usage Layer */}
          <div className="grid grid-cols-2 gap-4">
            <div className="p-4 bg-emerald-50 dark:bg-emerald-900/20 rounded-xl border-2 border-emerald-200 dark:border-emerald-800">
              <h4 className="font-medium text-emerald-700 dark:text-emerald-400 mb-2">Semantische Suche</h4>
              <p className="text-sm text-gray-600 dark:text-gray-400">
                Fragen werden in Vektoren umgewandelt und aehnliche Dokumente gefunden
              </p>
            </div>
            <div className="p-4 bg-amber-50 dark:bg-amber-900/20 rounded-xl border-2 border-amber-200 dark:border-amber-800">
              <h4 className="font-medium text-amber-700 dark:text-amber-400 mb-2">RAG-Antworten</h4>
              <p className="text-sm text-gray-600 dark:text-gray-400">
                LLM generiert Antworten basierend auf gefundenen Dokumenten
              </p>
            </div>
          </div>
        </div>
      </div>

      {/* Technical Details */}
      <div className="bg-white dark:bg-gray-800 rounded-2xl shadow-lg border border-gray-200 dark:border-gray-700 p-6">
        <h2 className="text-xl font-bold text-gray-900 dark:text-white mb-4">
          Technische Details
        </h2>
        <div className="grid grid-cols-2 gap-6">
          <div>
            <h3 className="font-medium text-gray-900 dark:text-white mb-3">Embedding-Service</h3>
            <table className="w-full text-sm">
              <tbody className="divide-y divide-gray-200 dark:divide-gray-700">
                <tr>
                  <td className="py-2 text-gray-500 dark:text-gray-400">Modell</td>
                  <td className="py-2 font-mono text-gray-900 dark:text-white">text-embedding-3-small</td>
                </tr>
                <tr>
                  <td className="py-2 text-gray-500 dark:text-gray-400">Dimensionen</td>
                  <td className="py-2 font-mono text-gray-900 dark:text-white">1536</td>
                </tr>
                <tr>
                  <td className="py-2 text-gray-500 dark:text-gray-400">Port</td>
                  <td className="py-2 font-mono text-gray-900 dark:text-white">8087</td>
                </tr>
              </tbody>
            </table>
          </div>
          <div>
            <h3 className="font-medium text-gray-900 dark:text-white mb-3">Chunk-Konfiguration</h3>
            <table className="w-full text-sm">
              <tbody className="divide-y divide-gray-200 dark:divide-gray-700">
                <tr>
                  <td className="py-2 text-gray-500 dark:text-gray-400">Chunk-Groesse</td>
                  <td className="py-2 font-mono text-gray-900 dark:text-white">1000 Zeichen</td>
                </tr>
                <tr>
                  <td className="py-2 text-gray-500 dark:text-gray-400">Ueberlappung</td>
                  <td className="py-2 font-mono text-gray-900 dark:text-white">200 Zeichen</td>
                </tr>
                <tr>
                  <td className="py-2 text-gray-500 dark:text-gray-400">Distanzmetrik</td>
                  <td className="py-2 font-mono text-gray-900 dark:text-white">COSINE</td>
                </tr>
              </tbody>
            </table>
          </div>
        </div>
      </div>
    </div>
  )
}

// --- Internal helper components ---

function SourceCard({ icon, title, subtitle, color }: {
  icon: string
  title: string
  subtitle: string
  color: string
}) {
  const colorClasses: Record<string, string> = {
    blue: 'bg-blue-50 dark:bg-blue-900/20 border-blue-200 dark:border-blue-800',
    green: 'bg-green-50 dark:bg-green-900/20 border-green-200 dark:border-green-800',
    purple: 'bg-purple-50 dark:bg-purple-900/20 border-purple-200 dark:border-purple-800',
    orange: 'bg-orange-50 dark:bg-orange-900/20 border-orange-200 dark:border-orange-800',
  }

  return (
    <div className={`p-4 rounded-xl border-2 text-center ${colorClasses[color]}`}>
      <div className="text-3xl mb-2">{icon}</div>
      <div className="font-medium text-gray-900 dark:text-white">{title}</div>
      <div className="text-xs text-gray-500">{subtitle}</div>
    </div>
  )
}

function PipelineStep({ icon, title, subtitle }: {
  icon: string
  title: string
  subtitle: string
}) {
  return (
    <div className="flex-1 p-4 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 text-center">
      <div className="text-2xl mb-1">{icon}</div>
      <div className="font-medium text-sm">{title}</div>
      <div className="text-xs text-gray-500">{subtitle}</div>
    </div>
  )
}

function CollectionCard({ collection, label }: { collection: string; label: string }) {
  return (
    <div className="p-3 bg-white dark:bg-gray-800 rounded-lg text-center">
      <div className="font-mono text-xs text-gray-500">{collection}</div>
      <div className="font-medium text-gray-900 dark:text-white">{label}</div>
    </div>
  )
}

function ArrowDown() {
  return (
    <div className="flex justify-center mb-4">
      <div className="text-4xl text-gray-400">↓</div>
    </div>
  )
}

function ArrowRight() {
  return <div className="text-2xl text-gray-400">→</div>
}