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breakpilot-pwa/docs-site/services/klausur-service/RAG-Admin-Spec/index.html
BreakPilot Dev 557305db5d
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feat: Add Academy, Whistleblower, Incidents SDK modules, pitch-deck, blog and CI/CD config 
- Academy, Whistleblower, Incidents frontend pages with API proxies and types
- Vendor compliance API proxy route
- Go backend handlers and models for all new SDK modules
- Investor pitch-deck app with interactive slides
- Blog section with DSGVO, AI Act, NIS2, glossary articles
- MkDocs documentation site
- CI/CD pipelines (Woodpecker, GitHub Actions), security scanning config
- Planning and implementation documentation

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-13 21:12:16 +01:00

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<article class="md-content__inner md-typeset">
<h1 id="rag-daten-management-spezifikation">RAG &amp; Daten-Management Spezifikation<a class="headerlink" href="#rag-daten-management-spezifikation" title="Permanent link">&para;</a></h1>
<h2 id="ubersicht">Übersicht<a class="headerlink" href="#ubersicht" title="Permanent link">&para;</a></h2>
<p>Admin-Frontend für die Verwaltung von Trainingsdaten und RAG-Systemen in BreakPilot.</p>
<p><strong>Location</strong>: <code>/admin/docs</code> → Tab "Daten &amp; RAG"
<strong>Backend</strong>: <code>klausur-service</code> (Port 8086)
<strong>Storage</strong>: MinIO (persistentes Docker Volume <code>minio_data</code>)
<strong>Vector DB</strong>: Qdrant (Port 6333)</p>
<h2 id="datenmodell">Datenmodell<a class="headerlink" href="#datenmodell" title="Permanent link">&para;</a></h2>
<h3 id="zwei-datentypen-mit-unterschiedlichen-regeln">Zwei Datentypen mit unterschiedlichen Regeln<a class="headerlink" href="#zwei-datentypen-mit-unterschiedlichen-regeln" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Typ</th>
<th>Quelle</th>
<th>Training erlaubt</th>
<th>Isolation</th>
<th>Collection</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>Landes-Daten</strong></td>
<td>NiBiS, andere Bundesländer</td>
<td>✅ Ja</td>
<td>Pro Bundesland</td>
<td><code>bp_{bundesland}_{usecase}</code></td>
</tr>
<tr>
<td><strong>Lehrer-Daten</strong></td>
<td>Lehrer-Upload (BYOEH)</td>
<td>❌ Nein</td>
<td>Pro Tenant (Schule/Lehrer)</td>
<td><code>bp_eh</code> (verschlüsselt)</td>
</tr>
</tbody>
</table>
<h3 id="bundesland-codes-iso-3166-2de">Bundesland-Codes (ISO 3166-2:DE)<a class="headerlink" href="#bundesland-codes-iso-3166-2de" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>NI = Niedersachsen BY = Bayern BW = Baden-Württemberg
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>NW = Nordrhein-Westf. HE = Hessen SN = Sachsen
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>BE = Berlin HH = Hamburg SH = Schleswig-Holstein
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>BB = Brandenburg MV = Meckl.-Vorp. ST = Sachsen-Anhalt
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>TH = Thüringen RP = Rheinland-Pfalz SL = Saarland
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>HB = Bremen
</code></pre></div>
<h3 id="use-cases-rag-sammlungen">Use Cases (RAG-Sammlungen)<a class="headerlink" href="#use-cases-rag-sammlungen" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Use Case</th>
<th>Collection Pattern</th>
<th>Beschreibung</th>
</tr>
</thead>
<tbody>
<tr>
<td>Klausurkorrektur</td>
<td><code>bp_{bl}_klausur</code></td>
<td>Erwartungshorizonte für Abitur</td>
</tr>
<tr>
<td>Zeugnisgenerator</td>
<td><code>bp_{bl}_zeugnis</code></td>
<td>Textbausteine für Zeugnisse</td>
</tr>
<tr>
<td>Lehrplan</td>
<td><code>bp_{bl}_lehrplan</code></td>
<td>Kerncurricula, Rahmenrichtlinien</td>
</tr>
</tbody>
</table>
<p>Beispiel: <code>bp_ni_klausur</code> = Niedersachsen Klausurkorrektur</p>
<h2 id="minio-bucket-struktur">MinIO Bucket-Struktur<a class="headerlink" href="#minio-bucket-struktur" title="Permanent link">&para;</a></h2>
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>breakpilot-rag/
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>├── landes-daten/
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>│ ├── ni/ # Niedersachsen
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a>│ │ ├── klausur/
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>│ │ │ ├── 2016/
<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>│ │ │ │ ├── manifest.json
<a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a>│ │ │ │ └── *.pdf
<a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a>│ │ │ ├── 2017/
<a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a>│ │ │ ├── ...
<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a>│ │ │ └── 2025/
<a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a>│ │ └── zeugnis/
<a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a>│ ├── by/ # Bayern
<a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a>│ └── .../
<a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a>│
<a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a>└── lehrer-daten/ # BYOEH - verschlüsselt
<a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a> └── {tenant_id}/
<a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a> └── {lehrer_id}/
<a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a> └── *.pdf.enc
</code></pre></div>
<h2 id="qdrant-schema">Qdrant Schema<a class="headerlink" href="#qdrant-schema" title="Permanent link">&para;</a></h2>
<h3 id="landes-daten-collection-zb-bp_ni_klausur">Landes-Daten Collection (z.B. <code>bp_ni_klausur</code>)<a class="headerlink" href="#landes-daten-collection-zb-bp_ni_klausur" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="p">{</span>
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;uuid-v5-from-string&quot;</span><span class="p">,</span>
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="nt">&quot;vector&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="mi">384</span><span class="w"> </span><span class="err">dime</span><span class="kc">ns</span><span class="err">io</span><span class="kc">ns</span><span class="p">],</span>
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="w"> </span><span class="nt">&quot;payload&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="w"> </span><span class="nt">&quot;original_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;nibis_2024_deutsch_ea_1_abc123_chunk_0&quot;</span><span class="p">,</span>
<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a><span class="w"> </span><span class="nt">&quot;doc_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;nibis_2024_deutsch_ea_1_abc123&quot;</span><span class="p">,</span>
<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a><span class="w"> </span><span class="nt">&quot;chunk_index&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span>
<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a><span class="w"> </span><span class="nt">&quot;text&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Der Erwartungshorizont...&quot;</span><span class="p">,</span>
<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a><span class="w"> </span><span class="nt">&quot;year&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">2024</span><span class="p">,</span>
<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="w"> </span><span class="nt">&quot;subject&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Deutsch&quot;</span><span class="p">,</span>
<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a><span class="w"> </span><span class="nt">&quot;niveau&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;eA&quot;</span><span class="p">,</span>
<a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a><span class="w"> </span><span class="nt">&quot;task_number&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span>
<a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a><span class="w"> </span><span class="nt">&quot;doc_type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;EWH&quot;</span><span class="p">,</span>
<a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a><span class="w"> </span><span class="nt">&quot;bundesland&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;NI&quot;</span><span class="p">,</span>
<a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a><span class="w"> </span><span class="nt">&quot;source&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;nibis&quot;</span><span class="p">,</span>
<a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a><span class="w"> </span><span class="nt">&quot;training_allowed&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">true</span><span class="p">,</span>
<a id="__codelineno-2-17" name="__codelineno-2-17" href="#__codelineno-2-17"></a><span class="w"> </span><span class="nt">&quot;minio_path&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;landes-daten/ni/klausur/2024/2024_Deutsch_eA_I_EWH.pdf&quot;</span>
<a id="__codelineno-2-18" name="__codelineno-2-18" href="#__codelineno-2-18"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-2-19" name="__codelineno-2-19" href="#__codelineno-2-19"></a><span class="p">}</span>
</code></pre></div>
<h3 id="lehrer-daten-collection-bp_eh">Lehrer-Daten Collection (<code>bp_eh</code>)<a class="headerlink" href="#lehrer-daten-collection-bp_eh" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="p">{</span>
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;uuid&quot;</span><span class="p">,</span>
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="nt">&quot;vector&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="mi">384</span><span class="w"> </span><span class="err">dime</span><span class="kc">ns</span><span class="err">io</span><span class="kc">ns</span><span class="p">],</span>
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="w"> </span><span class="nt">&quot;payload&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="w"> </span><span class="nt">&quot;tenant_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;schule_123&quot;</span><span class="p">,</span>
<a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a><span class="w"> </span><span class="nt">&quot;eh_id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;eh_abc&quot;</span><span class="p">,</span>
<a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="w"> </span><span class="nt">&quot;chunk_index&quot;</span><span class="p">:</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span>
<a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="w"> </span><span class="nt">&quot;subject&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;deutsch&quot;</span><span class="p">,</span>
<a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a><span class="w"> </span><span class="nt">&quot;encrypted_content&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;base64...&quot;</span><span class="p">,</span>
<a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a><span class="w"> </span><span class="nt">&quot;training_allowed&quot;</span><span class="p">:</span><span class="w"> </span><span class="kc">false</span>
<a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a><span class="w"> </span><span class="p">}</span>
<a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a><span class="p">}</span>
</code></pre></div>
<h2 id="frontend-komponenten">Frontend-Komponenten<a class="headerlink" href="#frontend-komponenten" title="Permanent link">&para;</a></h2>
<h3 id="1-sammlungen-ubersicht-adminragcollections">1. Sammlungen-Übersicht (<code>/admin/rag/collections</code>)<a class="headerlink" href="#1-sammlungen-ubersicht-adminragcollections" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>┌─────────────────────────────────────────────────────────────────┐
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>│ Daten &amp; RAG │
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a>├─────────────────────────────────────────────────────────────────┤
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a>│ │
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a>│ Sammlungen [+ Neu] │
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a>│ ───────────────────────────────────────────────────────────── │
<a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a>│ │
<a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a>│ ┌─────────────────────────────────────────────────────────┐ │
<a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a>│ │ 📚 Niedersachsen - Klausurkorrektur │ │
<a id="__codelineno-4-10" name="__codelineno-4-10" href="#__codelineno-4-10"></a>│ │ bp_ni_klausur | 630 Docs | 4.521 Chunks | 2016-2025 │ │
<a id="__codelineno-4-11" name="__codelineno-4-11" href="#__codelineno-4-11"></a>│ │ [Suchen] [Indexieren] [Details] │ │
<a id="__codelineno-4-12" name="__codelineno-4-12" href="#__codelineno-4-12"></a>│ └─────────────────────────────────────────────────────────┘ │
<a id="__codelineno-4-13" name="__codelineno-4-13" href="#__codelineno-4-13"></a>│ │
<a id="__codelineno-4-14" name="__codelineno-4-14" href="#__codelineno-4-14"></a>│ ┌─────────────────────────────────────────────────────────┐ │
<a id="__codelineno-4-15" name="__codelineno-4-15" href="#__codelineno-4-15"></a>│ │ 📚 Niedersachsen - Zeugnisgenerator │ │
<a id="__codelineno-4-16" name="__codelineno-4-16" href="#__codelineno-4-16"></a>│ │ bp_ni_zeugnis | 0 Docs | Leer │ │
<a id="__codelineno-4-17" name="__codelineno-4-17" href="#__codelineno-4-17"></a>│ │ [Suchen] [Indexieren] [Details] │ │
<a id="__codelineno-4-18" name="__codelineno-4-18" href="#__codelineno-4-18"></a>│ └─────────────────────────────────────────────────────────┘ │
<a id="__codelineno-4-19" name="__codelineno-4-19" href="#__codelineno-4-19"></a>│ │
<a id="__codelineno-4-20" name="__codelineno-4-20" href="#__codelineno-4-20"></a>└─────────────────────────────────────────────────────────────────┘
</code></pre></div>
<h3 id="2-upload-bereich-adminragupload">2. Upload-Bereich (<code>/admin/rag/upload</code>)<a class="headerlink" href="#2-upload-bereich-adminragupload" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>┌─────────────────────────────────────────────────────────────────┐
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>│ Dokumente hochladen │
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a>├─────────────────────────────────────────────────────────────────┤
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a>│ │
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a>│ Ziel-Sammlung: [Niedersachsen - Klausurkorrektur ▼] │
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a>│ │
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a>│ ┌─────────────────────────────────────────────────────────┐ │
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a>│ │ │ │
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a>│ │ 📁 ZIP-Datei oder Ordner hierher ziehen │ │
<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a>│ │ │ │
<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a>│ │ oder [Dateien auswählen] │ │
<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a>│ │ │ │
<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a>│ │ Unterstützt: .zip, .pdf, Ordner │ │
<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a>│ │ │ │
<a id="__codelineno-5-15" name="__codelineno-5-15" href="#__codelineno-5-15"></a>│ └─────────────────────────────────────────────────────────┘ │
<a id="__codelineno-5-16" name="__codelineno-5-16" href="#__codelineno-5-16"></a>│ │
<a id="__codelineno-5-17" name="__codelineno-5-17" href="#__codelineno-5-17"></a>│ Upload-Queue: │
<a id="__codelineno-5-18" name="__codelineno-5-18" href="#__codelineno-5-18"></a>│ ┌─────────────────────────────────────────────────────────┐ │
<a id="__codelineno-5-19" name="__codelineno-5-19" href="#__codelineno-5-19"></a>│ │ ✅ 2018.zip - 45 PDFs erkannt │ │
<a id="__codelineno-5-20" name="__codelineno-5-20" href="#__codelineno-5-20"></a>│ │ ⏳ 2019.zip - Wird analysiert... │ │
<a id="__codelineno-5-21" name="__codelineno-5-21" href="#__codelineno-5-21"></a>│ └─────────────────────────────────────────────────────────┘ │
<a id="__codelineno-5-22" name="__codelineno-5-22" href="#__codelineno-5-22"></a>│ │
<a id="__codelineno-5-23" name="__codelineno-5-23" href="#__codelineno-5-23"></a>│ [Hochladen &amp; Indexieren] │
<a id="__codelineno-5-24" name="__codelineno-5-24" href="#__codelineno-5-24"></a>│ │
<a id="__codelineno-5-25" name="__codelineno-5-25" href="#__codelineno-5-25"></a>└─────────────────────────────────────────────────────────────────┘
</code></pre></div>
<h3 id="3-ingestion-status-adminragingestion">3. Ingestion-Status (<code>/admin/rag/ingestion</code>)<a class="headerlink" href="#3-ingestion-status-adminragingestion" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a>┌─────────────────────────────────────────────────────────────────┐
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>│ Ingestion Status │
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>├─────────────────────────────────────────────────────────────────┤
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a>│ │
<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a>│ Aktueller Job: Niedersachsen Klausur 2024 │
<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a>│ ████████████████████░░░░░░░░░░ 65% (412/630 Docs) │
<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a>│ Chunks: 2.891 | Fehler: 3 | ETA: 4:32 │
<a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a>│ [Pausieren] [Abbrechen] │
<a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a>│ │
<a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a>│ ───────────────────────────────────────────────────────────── │
<a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a>│ │
<a id="__codelineno-6-12" name="__codelineno-6-12" href="#__codelineno-6-12"></a>│ Letzte Jobs: │
<a id="__codelineno-6-13" name="__codelineno-6-13" href="#__codelineno-6-13"></a>│ ┌─────────────────────────────────────────────────────────┐ │
<a id="__codelineno-6-14" name="__codelineno-6-14" href="#__codelineno-6-14"></a>│ │ ✅ 09.01.2025 15:30 - NI Klausur 2024 - 128 Chunks │ │
<a id="__codelineno-6-15" name="__codelineno-6-15" href="#__codelineno-6-15"></a>│ │ ✅ 09.01.2025 14:00 - NI Klausur 2017 - 890 Chunks │ │
<a id="__codelineno-6-16" name="__codelineno-6-16" href="#__codelineno-6-16"></a>│ │ ❌ 08.01.2025 10:15 - BY Klausur - Fehler: Timeout │ │
<a id="__codelineno-6-17" name="__codelineno-6-17" href="#__codelineno-6-17"></a>│ └─────────────────────────────────────────────────────────┘ │
<a id="__codelineno-6-18" name="__codelineno-6-18" href="#__codelineno-6-18"></a>│ │
<a id="__codelineno-6-19" name="__codelineno-6-19" href="#__codelineno-6-19"></a>└─────────────────────────────────────────────────────────────────┘
</code></pre></div>
<h3 id="4-suche-qualitatstest-adminragsearch">4. Suche &amp; Qualitätstest (<code>/admin/rag/search</code>)<a class="headerlink" href="#4-suche-qualitatstest-adminragsearch" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>┌─────────────────────────────────────────────────────────────────┐
<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a>│ RAG Suche &amp; Qualitätstest │
<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>├─────────────────────────────────────────────────────────────────┤
<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a>│ │
<a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a>│ Sammlung: [Niedersachsen - Klausurkorrektur ▼] │
<a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a>│ │
<a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a>│ Query: [Analyse eines Gedichts von Rilke ] │
<a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a>│ │
<a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a>│ Filter: │
<a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a>│ Jahr: [Alle ▼] Fach: [Deutsch ▼] Niveau: [eA ▼] │
<a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a>│ │
<a id="__codelineno-7-12" name="__codelineno-7-12" href="#__codelineno-7-12"></a>│ [🔍 Suchen] │
<a id="__codelineno-7-13" name="__codelineno-7-13" href="#__codelineno-7-13"></a>│ │
<a id="__codelineno-7-14" name="__codelineno-7-14" href="#__codelineno-7-14"></a>│ ───────────────────────────────────────────────────────────── │
<a id="__codelineno-7-15" name="__codelineno-7-15" href="#__codelineno-7-15"></a>│ │
<a id="__codelineno-7-16" name="__codelineno-7-16" href="#__codelineno-7-16"></a>│ Ergebnisse (3): Latenz: 45ms │
<a id="__codelineno-7-17" name="__codelineno-7-17" href="#__codelineno-7-17"></a>│ │
<a id="__codelineno-7-18" name="__codelineno-7-18" href="#__codelineno-7-18"></a>│ ┌─────────────────────────────────────────────────────────┐ │
<a id="__codelineno-7-19" name="__codelineno-7-19" href="#__codelineno-7-19"></a>│ │ #1 | Score: 0.847 | 2024 Deutsch eA Aufgabe 2 │ │
<a id="__codelineno-7-20" name="__codelineno-7-20" href="#__codelineno-7-20"></a>│ │ │ │
<a id="__codelineno-7-21" name="__codelineno-7-21" href="#__codelineno-7-21"></a>│ │ &quot;...Die Analyse des Rilke-Gedichts soll folgende │ │
<a id="__codelineno-7-22" name="__codelineno-7-22" href="#__codelineno-7-22"></a>│ │ Aspekte berücksichtigen: Aufbau, Bildsprache...&quot; │ │
<a id="__codelineno-7-23" name="__codelineno-7-23" href="#__codelineno-7-23"></a>│ │ │ │
<a id="__codelineno-7-24" name="__codelineno-7-24" href="#__codelineno-7-24"></a>│ │ Relevanz: [⭐⭐⭐⭐⭐] [⭐⭐⭐⭐] [⭐⭐⭐] [⭐⭐] [⭐] │ │
<a id="__codelineno-7-25" name="__codelineno-7-25" href="#__codelineno-7-25"></a>│ │ Notizen: [Optional: Warum relevant/nicht relevant? ] │ │
<a id="__codelineno-7-26" name="__codelineno-7-26" href="#__codelineno-7-26"></a>│ └─────────────────────────────────────────────────────────┘ │
<a id="__codelineno-7-27" name="__codelineno-7-27" href="#__codelineno-7-27"></a>│ │
<a id="__codelineno-7-28" name="__codelineno-7-28" href="#__codelineno-7-28"></a>└─────────────────────────────────────────────────────────────────┘
</code></pre></div>
<h3 id="5-metriken-dashboard-adminragmetrics">5. Metriken-Dashboard (<code>/admin/rag/metrics</code>)<a class="headerlink" href="#5-metriken-dashboard-adminragmetrics" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>┌─────────────────────────────────────────────────────────────────┐
<a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>│ RAG Qualitätsmetriken │
<a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a>├─────────────────────────────────────────────────────────────────┤
<a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a>│ │
<a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a>│ Zeitraum: [Letzte 7 Tage ▼] Sammlung: [Alle ▼] │
<a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a>│ │
<a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a>│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
<a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a>│ │ Precision@5 │ │ Recall@10 │ │ MRR │ │
<a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a>│ │ 0.78 │ │ 0.85 │ │ 0.72 │ │
<a id="__codelineno-8-10" name="__codelineno-8-10" href="#__codelineno-8-10"></a>│ │ ↑ +5% │ │ ↑ +3% │ │ ↓ -2% │ │
<a id="__codelineno-8-11" name="__codelineno-8-11" href="#__codelineno-8-11"></a>│ └──────────────┘ └──────────────┘ └──────────────┘ │
<a id="__codelineno-8-12" name="__codelineno-8-12" href="#__codelineno-8-12"></a>│ │
<a id="__codelineno-8-13" name="__codelineno-8-13" href="#__codelineno-8-13"></a>│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
<a id="__codelineno-8-14" name="__codelineno-8-14" href="#__codelineno-8-14"></a>│ │ Avg Latency │ │ Bewertungen │ │ Fehlerrate │ │
<a id="__codelineno-8-15" name="__codelineno-8-15" href="#__codelineno-8-15"></a>│ │ 52ms │ │ 127 │ │ 0.3% │ │
<a id="__codelineno-8-16" name="__codelineno-8-16" href="#__codelineno-8-16"></a>│ └──────────────┘ └──────────────┘ └──────────────┘ │
<a id="__codelineno-8-17" name="__codelineno-8-17" href="#__codelineno-8-17"></a>│ │
<a id="__codelineno-8-18" name="__codelineno-8-18" href="#__codelineno-8-18"></a>│ ───────────────────────────────────────────────────────────── │
<a id="__codelineno-8-19" name="__codelineno-8-19" href="#__codelineno-8-19"></a>│ │
<a id="__codelineno-8-20" name="__codelineno-8-20" href="#__codelineno-8-20"></a>│ Score-Verteilung: │
<a id="__codelineno-8-21" name="__codelineno-8-21" href="#__codelineno-8-21"></a>│ 0.9+ ████████████████ 23% │
<a id="__codelineno-8-22" name="__codelineno-8-22" href="#__codelineno-8-22"></a>│ 0.7+ ████████████████████████████ 41% │
<a id="__codelineno-8-23" name="__codelineno-8-23" href="#__codelineno-8-23"></a>│ 0.5+ ████████████████████ 28% │
<a id="__codelineno-8-24" name="__codelineno-8-24" href="#__codelineno-8-24"></a>│ &lt;0.5 ██████ 8% │
<a id="__codelineno-8-25" name="__codelineno-8-25" href="#__codelineno-8-25"></a>│ │
<a id="__codelineno-8-26" name="__codelineno-8-26" href="#__codelineno-8-26"></a>│ [Export CSV] [Detailbericht] │
<a id="__codelineno-8-27" name="__codelineno-8-27" href="#__codelineno-8-27"></a>│ │
<a id="__codelineno-8-28" name="__codelineno-8-28" href="#__codelineno-8-28"></a>└─────────────────────────────────────────────────────────────────┘
</code></pre></div>
<h2 id="api-endpoints">API Endpoints<a class="headerlink" href="#api-endpoints" title="Permanent link">&para;</a></h2>
<h3 id="collections-api">Collections API<a class="headerlink" href="#collections-api" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>GET /api/v1/admin/rag/collections
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a>POST /api/v1/admin/rag/collections
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a>GET /api/v1/admin/rag/collections/{id}
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a>DELETE /api/v1/admin/rag/collections/{id}
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a>GET /api/v1/admin/rag/collections/{id}/stats
</code></pre></div>
<h3 id="upload-api">Upload API<a class="headerlink" href="#upload-api" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a>POST /api/v1/admin/rag/upload
<a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a> Content-Type: multipart/form-data
<a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a> - file: ZIP oder PDF
<a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a> - collection_id: string
<a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a> - metadata: JSON (optional)
<a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a>
<a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a>POST /api/v1/admin/rag/upload/folder
<a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a> - Für Ordner-Upload (WebKitDirectory)
</code></pre></div>
<h3 id="ingestion-api">Ingestion API<a class="headerlink" href="#ingestion-api" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a>POST /api/v1/admin/rag/ingest
<a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a> - collection_id: string
<a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a> - filters: {year?, subject?, doc_type?}
<a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a>
<a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a>GET /api/v1/admin/rag/ingest/status
<a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a>GET /api/v1/admin/rag/ingest/history
<a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a>POST /api/v1/admin/rag/ingest/cancel
</code></pre></div>
<h3 id="search-api">Search API<a class="headerlink" href="#search-api" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a>POST /api/v1/admin/rag/search
<a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a> - query: string
<a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a> - collection_id: string
<a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a> - filters: {year?, subject?, niveau?}
<a id="__codelineno-12-5" name="__codelineno-12-5" href="#__codelineno-12-5"></a> - limit: int
<a id="__codelineno-12-6" name="__codelineno-12-6" href="#__codelineno-12-6"></a>
<a id="__codelineno-12-7" name="__codelineno-12-7" href="#__codelineno-12-7"></a>POST /api/v1/admin/rag/search/feedback
<a id="__codelineno-12-8" name="__codelineno-12-8" href="#__codelineno-12-8"></a> - result_id: string
<a id="__codelineno-12-9" name="__codelineno-12-9" href="#__codelineno-12-9"></a> - rating: 1-5
<a id="__codelineno-12-10" name="__codelineno-12-10" href="#__codelineno-12-10"></a> - notes: string (optional)
</code></pre></div>
<h3 id="metrics-api">Metrics API<a class="headerlink" href="#metrics-api" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a>GET /api/v1/admin/rag/metrics
<a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a> - collection_id?: string
<a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a> - from_date?: date
<a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a> - to_date?: date
<a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a>
<a id="__codelineno-13-6" name="__codelineno-13-6" href="#__codelineno-13-6"></a>GET /api/v1/admin/rag/metrics/export
<a id="__codelineno-13-7" name="__codelineno-13-7" href="#__codelineno-13-7"></a> - format: csv|json
</code></pre></div>
<h2 id="embedding-konfiguration">Embedding-Konfiguration<a class="headerlink" href="#embedding-konfiguration" title="Permanent link">&para;</a></h2>
<div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="c1"># Default: Lokale Embeddings (kein API-Key nötig)</span>
<a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a><span class="n">EMBEDDING_BACKEND</span> <span class="o">=</span> <span class="s2">&quot;local&quot;</span>
<a id="__codelineno-14-3" name="__codelineno-14-3" href="#__codelineno-14-3"></a><span class="n">LOCAL_EMBEDDING_MODEL</span> <span class="o">=</span> <span class="s2">&quot;all-MiniLM-L6-v2&quot;</span>
<a id="__codelineno-14-4" name="__codelineno-14-4" href="#__codelineno-14-4"></a><span class="n">VECTOR_DIMENSIONS</span> <span class="o">=</span> <span class="mi">384</span>
<a id="__codelineno-14-5" name="__codelineno-14-5" href="#__codelineno-14-5"></a>
<a id="__codelineno-14-6" name="__codelineno-14-6" href="#__codelineno-14-6"></a><span class="c1"># Optional: OpenAI (für Produktion)</span>
<a id="__codelineno-14-7" name="__codelineno-14-7" href="#__codelineno-14-7"></a><span class="n">EMBEDDING_BACKEND</span> <span class="o">=</span> <span class="s2">&quot;openai&quot;</span>
<a id="__codelineno-14-8" name="__codelineno-14-8" href="#__codelineno-14-8"></a><span class="n">EMBEDDING_MODEL</span> <span class="o">=</span> <span class="s2">&quot;text-embedding-3-small&quot;</span>
<a id="__codelineno-14-9" name="__codelineno-14-9" href="#__codelineno-14-9"></a><span class="n">VECTOR_DIMENSIONS</span> <span class="o">=</span> <span class="mi">1536</span>
</code></pre></div>
<h2 id="datenpersistenz">Datenpersistenz<a class="headerlink" href="#datenpersistenz" title="Permanent link">&para;</a></h2>
<h3 id="docker-volumes-wichtig-nicht-loschen">Docker Volumes (WICHTIG - nicht löschen!)<a class="headerlink" href="#docker-volumes-wichtig-nicht-loschen" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a><span class="nt">volumes</span><span class="p">:</span>
<a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a><span class="w"> </span><span class="nt">minio_data</span><span class="p">:</span><span class="w"> </span><span class="c1"># Alle hochgeladenen Dokumente</span>
<a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a><span class="w"> </span><span class="nt">qdrant_data</span><span class="p">:</span><span class="w"> </span><span class="c1"># Alle Vektoren und Embeddings</span>
<a id="__codelineno-15-4" name="__codelineno-15-4" href="#__codelineno-15-4"></a><span class="w"> </span><span class="nt">postgres_data</span><span class="p">:</span><span class="w"> </span><span class="c1"># Metadaten, Bewertungen, History</span>
</code></pre></div>
<h3 id="backup-strategie">Backup-Strategie<a class="headerlink" href="#backup-strategie" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a><span class="c1"># MinIO Backup</span>
<a id="__codelineno-16-2" name="__codelineno-16-2" href="#__codelineno-16-2"></a>docker<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>breakpilot-pwa-minio<span class="w"> </span>mc<span class="w"> </span>mirror<span class="w"> </span>/data<span class="w"> </span>/backup
<a id="__codelineno-16-3" name="__codelineno-16-3" href="#__codelineno-16-3"></a>
<a id="__codelineno-16-4" name="__codelineno-16-4" href="#__codelineno-16-4"></a><span class="c1"># Qdrant Backup</span>
<a id="__codelineno-16-5" name="__codelineno-16-5" href="#__codelineno-16-5"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:6333/collections/bp_ni_klausur/snapshots
<a id="__codelineno-16-6" name="__codelineno-16-6" href="#__codelineno-16-6"></a>
<a id="__codelineno-16-7" name="__codelineno-16-7" href="#__codelineno-16-7"></a><span class="c1"># Postgres Backup (bereits implementiert)</span>
<a id="__codelineno-16-8" name="__codelineno-16-8" href="#__codelineno-16-8"></a><span class="c1"># Läuft automatisch täglich um 2 Uhr</span>
</code></pre></div>
<h2 id="implementierungsreihenfolge">Implementierungsreihenfolge<a class="headerlink" href="#implementierungsreihenfolge" title="Permanent link">&para;</a></h2>
<ol>
<li>✅ Backend: Basis-Ingestion (nibis_ingestion.py)</li>
<li>✅ Backend: Lokale Embeddings (sentence-transformers)</li>
<li>✅ Backend: MinIO-Integration (minio_storage.py)</li>
<li>✅ Backend: Collections API (admin_api.py)</li>
<li>✅ Backend: Upload API mit ZIP-Support</li>
<li>✅ Backend: Metrics API mit PostgreSQL (metrics_db.py)</li>
<li>✅ Frontend: Sammlungen-Übersicht</li>
<li>✅ Frontend: Upload-Bereich (Drag &amp; Drop)</li>
<li>✅ Frontend: Ingestion-Status</li>
<li>✅ Frontend: Suche &amp; Qualitätstest (mit Stern-Bewertungen)</li>
<li>✅ Frontend: Metriken-Dashboard</li>
</ol>
<h2 id="technologie-stack">Technologie-Stack<a class="headerlink" href="#technologie-stack" title="Permanent link">&para;</a></h2>
<ul>
<li><strong>Frontend</strong>: Next.js 15 (<code>/website/app/admin/rag/page.tsx</code>)</li>
<li><strong>Backend</strong>: FastAPI (<code>klausur-service/backend/</code>)</li>
<li><strong>Vector DB</strong>: Qdrant v1.7.4 (384-dim Vektoren)</li>
<li><strong>Object Storage</strong>: MinIO (S3-kompatibel)</li>
<li><strong>Embeddings</strong>: sentence-transformers <code>all-MiniLM-L6-v2</code></li>
<li><strong>Metrics DB</strong>: PostgreSQL 16</li>
</ul>
<h2 id="entwickler-dokumentation">Entwickler-Dokumentation<a class="headerlink" href="#entwickler-dokumentation" title="Permanent link">&para;</a></h2>
<h3 id="projektstruktur">Projektstruktur<a class="headerlink" href="#projektstruktur" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a>klausur-service/
<a id="__codelineno-17-2" name="__codelineno-17-2" href="#__codelineno-17-2"></a>├── backend/
<a id="__codelineno-17-3" name="__codelineno-17-3" href="#__codelineno-17-3"></a>│ ├── main.py # FastAPI App + BYOEH Endpoints
<a id="__codelineno-17-4" name="__codelineno-17-4" href="#__codelineno-17-4"></a>│ ├── admin_api.py # RAG Admin API (Upload, Search, Metrics)
<a id="__codelineno-17-5" name="__codelineno-17-5" href="#__codelineno-17-5"></a>│ ├── nibis_ingestion.py # NiBiS Dokument-Ingestion Pipeline
<a id="__codelineno-17-6" name="__codelineno-17-6" href="#__codelineno-17-6"></a>│ ├── eh_pipeline.py # Chunking, Embeddings, Encryption
<a id="__codelineno-17-7" name="__codelineno-17-7" href="#__codelineno-17-7"></a>│ ├── qdrant_service.py # Qdrant Client + Search
<a id="__codelineno-17-8" name="__codelineno-17-8" href="#__codelineno-17-8"></a>│ ├── minio_storage.py # MinIO S3 Storage
<a id="__codelineno-17-9" name="__codelineno-17-9" href="#__codelineno-17-9"></a>│ ├── metrics_db.py # PostgreSQL Metrics
<a id="__codelineno-17-10" name="__codelineno-17-10" href="#__codelineno-17-10"></a>│ ├── requirements.txt # Python Dependencies
<a id="__codelineno-17-11" name="__codelineno-17-11" href="#__codelineno-17-11"></a>│ └── tests/
<a id="__codelineno-17-12" name="__codelineno-17-12" href="#__codelineno-17-12"></a>│ └── test_rag_admin.py
<a id="__codelineno-17-13" name="__codelineno-17-13" href="#__codelineno-17-13"></a>└── docs/
<a id="__codelineno-17-14" name="__codelineno-17-14" href="#__codelineno-17-14"></a> └── RAG-Admin-Spec.md # Diese Datei
</code></pre></div>
<h3 id="schnellstart-fur-entwickler">Schnellstart für Entwickler<a class="headerlink" href="#schnellstart-fur-entwickler" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a><span class="c1"># 1. Services starten</span>
<a id="__codelineno-18-2" name="__codelineno-18-2" href="#__codelineno-18-2"></a><span class="nb">cd</span><span class="w"> </span>/path/to/breakpilot-pwa
<a id="__codelineno-18-3" name="__codelineno-18-3" href="#__codelineno-18-3"></a>docker-compose<span class="w"> </span>up<span class="w"> </span>-d<span class="w"> </span>qdrant<span class="w"> </span>minio<span class="w"> </span>postgres
<a id="__codelineno-18-4" name="__codelineno-18-4" href="#__codelineno-18-4"></a>
<a id="__codelineno-18-5" name="__codelineno-18-5" href="#__codelineno-18-5"></a><span class="c1"># 2. Dependencies installieren</span>
<a id="__codelineno-18-6" name="__codelineno-18-6" href="#__codelineno-18-6"></a><span class="nb">cd</span><span class="w"> </span>klausur-service/backend
<a id="__codelineno-18-7" name="__codelineno-18-7" href="#__codelineno-18-7"></a>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
<a id="__codelineno-18-8" name="__codelineno-18-8" href="#__codelineno-18-8"></a>
<a id="__codelineno-18-9" name="__codelineno-18-9" href="#__codelineno-18-9"></a><span class="c1"># 3. Service starten</span>
<a id="__codelineno-18-10" name="__codelineno-18-10" href="#__codelineno-18-10"></a>python<span class="w"> </span>-m<span class="w"> </span>uvicorn<span class="w"> </span>main:app<span class="w"> </span>--port<span class="w"> </span><span class="m">8086</span><span class="w"> </span>--reload
<a id="__codelineno-18-11" name="__codelineno-18-11" href="#__codelineno-18-11"></a>
<a id="__codelineno-18-12" name="__codelineno-18-12" href="#__codelineno-18-12"></a><span class="c1"># 4. RAG-Services initialisieren (erstellt Bucket + Tabellen)</span>
<a id="__codelineno-18-13" name="__codelineno-18-13" href="#__codelineno-18-13"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>http://localhost:8086/api/v1/admin/rag/init
</code></pre></div>
<h3 id="api-referenz-implementiert">API-Referenz (Implementiert)<a class="headerlink" href="#api-referenz-implementiert" title="Permanent link">&para;</a></h3>
<h4 id="nibis-ingestion">NiBiS Ingestion<a class="headerlink" href="#nibis-ingestion" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><a id="__codelineno-19-1" name="__codelineno-19-1" href="#__codelineno-19-1"></a>GET /api/v1/admin/nibis/discover # Dokumente finden
<a id="__codelineno-19-2" name="__codelineno-19-2" href="#__codelineno-19-2"></a>POST /api/v1/admin/nibis/ingest # Indexierung starten
<a id="__codelineno-19-3" name="__codelineno-19-3" href="#__codelineno-19-3"></a>GET /api/v1/admin/nibis/status # Status abfragen
<a id="__codelineno-19-4" name="__codelineno-19-4" href="#__codelineno-19-4"></a>GET /api/v1/admin/nibis/stats # Statistiken
<a id="__codelineno-19-5" name="__codelineno-19-5" href="#__codelineno-19-5"></a>POST /api/v1/admin/nibis/search # Semantische Suche
<a id="__codelineno-19-6" name="__codelineno-19-6" href="#__codelineno-19-6"></a>GET /api/v1/admin/nibis/collections # Qdrant Collections
</code></pre></div>
<h4 id="rag-upload-storage">RAG Upload &amp; Storage<a class="headerlink" href="#rag-upload-storage" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><a id="__codelineno-20-1" name="__codelineno-20-1" href="#__codelineno-20-1"></a>POST /api/v1/admin/rag/upload # ZIP/PDF hochladen
<a id="__codelineno-20-2" name="__codelineno-20-2" href="#__codelineno-20-2"></a>GET /api/v1/admin/rag/upload/history # Upload-Verlauf
<a id="__codelineno-20-3" name="__codelineno-20-3" href="#__codelineno-20-3"></a>GET /api/v1/admin/rag/storage/stats # MinIO Statistiken
</code></pre></div>
<h4 id="metrics-feedback">Metrics &amp; Feedback<a class="headerlink" href="#metrics-feedback" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><a id="__codelineno-21-1" name="__codelineno-21-1" href="#__codelineno-21-1"></a>GET /api/v1/admin/rag/metrics # Qualitätsmetriken
<a id="__codelineno-21-2" name="__codelineno-21-2" href="#__codelineno-21-2"></a>POST /api/v1/admin/rag/search/feedback # Bewertung abgeben
<a id="__codelineno-21-3" name="__codelineno-21-3" href="#__codelineno-21-3"></a>POST /api/v1/admin/rag/init # Services initialisieren
</code></pre></div>
<h3 id="umgebungsvariablen">Umgebungsvariablen<a class="headerlink" href="#umgebungsvariablen" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><a id="__codelineno-22-1" name="__codelineno-22-1" href="#__codelineno-22-1"></a><span class="c1"># Qdrant</span>
<a id="__codelineno-22-2" name="__codelineno-22-2" href="#__codelineno-22-2"></a><span class="nv">QDRANT_URL</span><span class="o">=</span>http://localhost:6333
<a id="__codelineno-22-3" name="__codelineno-22-3" href="#__codelineno-22-3"></a>
<a id="__codelineno-22-4" name="__codelineno-22-4" href="#__codelineno-22-4"></a><span class="c1"># MinIO</span>
<a id="__codelineno-22-5" name="__codelineno-22-5" href="#__codelineno-22-5"></a><span class="nv">MINIO_ENDPOINT</span><span class="o">=</span>localhost:9000
<a id="__codelineno-22-6" name="__codelineno-22-6" href="#__codelineno-22-6"></a><span class="nv">MINIO_ACCESS_KEY</span><span class="o">=</span>breakpilot
<a id="__codelineno-22-7" name="__codelineno-22-7" href="#__codelineno-22-7"></a><span class="nv">MINIO_SECRET_KEY</span><span class="o">=</span>breakpilot123
<a id="__codelineno-22-8" name="__codelineno-22-8" href="#__codelineno-22-8"></a><span class="nv">MINIO_BUCKET</span><span class="o">=</span>breakpilot-rag
<a id="__codelineno-22-9" name="__codelineno-22-9" href="#__codelineno-22-9"></a>
<a id="__codelineno-22-10" name="__codelineno-22-10" href="#__codelineno-22-10"></a><span class="c1"># PostgreSQL</span>
<a id="__codelineno-22-11" name="__codelineno-22-11" href="#__codelineno-22-11"></a><span class="nv">DATABASE_URL</span><span class="o">=</span>postgres://breakpilot:breakpilot123@localhost:5432/breakpilot_db
<a id="__codelineno-22-12" name="__codelineno-22-12" href="#__codelineno-22-12"></a>
<a id="__codelineno-22-13" name="__codelineno-22-13" href="#__codelineno-22-13"></a><span class="c1"># Embeddings</span>
<a id="__codelineno-22-14" name="__codelineno-22-14" href="#__codelineno-22-14"></a><span class="nv">EMBEDDING_BACKEND</span><span class="o">=</span><span class="nb">local</span>
<a id="__codelineno-22-15" name="__codelineno-22-15" href="#__codelineno-22-15"></a><span class="nv">LOCAL_EMBEDDING_MODEL</span><span class="o">=</span>all-MiniLM-L6-v2
</code></pre></div>
<h3 id="aktuelle-indexierungs-statistik">Aktuelle Indexierungs-Statistik<a class="headerlink" href="#aktuelle-indexierungs-statistik" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>Dokumente</strong>: 579 Erwartungshorizonte (NiBiS)</li>
<li><strong>Chunks</strong>: 7.352</li>
<li><strong>Jahre</strong>: 2016, 2017, 2024, 2025</li>
<li><strong>Fächer</strong>: Deutsch, Englisch, Mathematik, Physik, Chemie, Biologie, Geschichte, Politik-Wirtschaft, Erdkunde, Sport, Kunst, Musik, Latein, Informatik, Ev. Religion, Kath. Religion, Werte und Normen, etc.</li>
<li><strong>Collection</strong>: <code>bp_nibis_eh</code></li>
<li><strong>Vektor-Dimensionen</strong>: 384</li>
</ul>
</article>
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