fix: Restore all files lost during destructive rebase
A previous `git pull --rebase origin main` dropped 177 local commits,
losing 3400+ files across admin-v2, backend, studio-v2, website,
klausur-service, and many other services. The partial restore attempt
(660295e2) only recovered some files.
This commit restores all missing files from pre-rebase ref 98933f5e
while preserving post-rebase additions (night-scheduler, night-mode UI,
NightModeWidget dashboard integration).
Restored features include:
- AI Module Sidebar (FAB), OCR Labeling, OCR Compare
- GPU Dashboard, RAG Pipeline, Magic Help
- Klausur-Korrektur (8 files), Abitur-Archiv (5+ files)
- Companion, Zeugnisse-Crawler, Screen Flow
- Full backend, studio-v2, website, klausur-service
- All compliance SDKs, agent-core, voice-service
- CI/CD configs, documentation, scripts
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
Benjamin Admin
369
backend/scripts/import_dsr_templates.py
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369
backend/scripts/import_dsr_templates.py
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@@ -0,0 +1,369 @@
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#!/usr/bin/env python3
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"""
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DSR Template Import Script
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Importiert DOCX-Vorlagen aus dem Datenschutz-Ordner und erstellt
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initiale Template-Versionen in der Datenbank.
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Verwendung:
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cd backend
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source venv/bin/activate
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python scripts/import_dsr_templates.py
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Voraussetzungen:
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pip install mammoth python-docx httpx
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"""
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import os
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import sys
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import re
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import asyncio
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from pathlib import Path
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from typing import Optional, Dict, List, Tuple
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# Third-party imports
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try:
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import mammoth
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import httpx
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except ImportError:
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print("Bitte installieren Sie die erforderlichen Pakete:")
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print(" pip install mammoth httpx")
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sys.exit(1)
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# Configuration
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CONSENT_SERVICE_URL = os.getenv("CONSENT_SERVICE_URL", "http://localhost:8081")
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DOCS_PATH = Path(__file__).parent.parent.parent / "docs" / "Datenschutz"
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# Mapping von DOCX-Dateien zu Template-Typen
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DOCX_TEMPLATE_MAPPING: Dict[str, Dict] = {
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# Eingangsbestätigungen
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"Muster_1_Eingangsbestätigung": {
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"template_type": "dsr_receipt_access",
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"name": "Eingangsbestätigung (Auskunft Art. 15)",
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"request_types": ["access"],
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},
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# Identitätsprüfung
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"Muster_2_Anfrage Kontaktdaten": {
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"template_type": "dsr_identity_request",
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"name": "Anfrage Kontaktdaten zur Identifikation",
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"request_types": ["access", "rectification", "erasure", "restriction", "portability"],
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},
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"Muster_2_Anfrage Identität": {
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"template_type": "dsr_identity_request",
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"name": "Anfrage Identitätsnachweis",
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"request_types": ["access", "rectification", "erasure", "restriction", "portability"],
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},
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"Muster_3_Anfrage Identität": {
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"template_type": "dsr_identity_request",
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"name": "Anfrage Identitätsnachweis (erweitert)",
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"request_types": ["access", "rectification", "erasure", "restriction", "portability"],
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},
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# Bearbeitungsbestätigungen
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"Muster_3_Bearbeitungsbestätigung": {
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"template_type": "dsr_processing_started",
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"name": "Bearbeitungsbestätigung",
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"request_types": ["access", "rectification", "erasure", "restriction", "portability"],
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},
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"Muster_4_Bearbeitungsbestätigung": {
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"template_type": "dsr_processing_update",
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"name": "Bearbeitungsupdate",
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"request_types": ["access", "rectification", "erasure", "restriction", "portability"],
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},
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# Rückfragen
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"Muster_4_Rückfragen Begehren": {
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"template_type": "dsr_clarification_request",
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"name": "Rückfragen zum Begehren",
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"request_types": ["access", "rectification", "erasure", "restriction", "portability"],
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},
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"Muster_5_Rückfragen Umfang": {
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"template_type": "dsr_clarification_request",
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"name": "Rückfragen zum Umfang",
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"request_types": ["access"],
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},
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# Abschluss - Auskunft
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"Muster_5_ Negativauskunft": {
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"template_type": "dsr_completed_access",
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"name": "Negativauskunft (keine Daten gefunden)",
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"request_types": ["access"],
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"variant": "no_data",
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},
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"Muster_6_ Beauskunftung Art. 15": {
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"template_type": "dsr_completed_access",
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"name": "Beauskunftung nach Art. 15",
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"request_types": ["access"],
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},
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# Abschluss - Berichtigung
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"Muster_4_Information Berichtigung": {
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"template_type": "dsr_completed_rectification",
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"name": "Information über durchgeführte Berichtigung",
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"request_types": ["rectification"],
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},
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# Abschluss - Löschung
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"Muster_6_Information Löschung": {
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"template_type": "dsr_completed_erasure",
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"name": "Information über durchgeführte Löschung",
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"request_types": ["erasure"],
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},
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# Abschluss - Datenübertragbarkeit
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"Muster_5_Information Übermittlung": {
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"template_type": "dsr_completed_portability",
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"name": "Information über Datenübermittlung",
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"request_types": ["portability"],
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},
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# Drittübermittlung
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"Muster_4_Anfrage Drittübermittlung": {
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"template_type": "dsr_third_party_notification",
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"name": "Anfrage zur Drittübermittlung",
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"request_types": ["rectification", "erasure", "restriction"],
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},
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}
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# Standard-Platzhalter-Mappings
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PLACEHOLDER_REPLACEMENTS = {
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# Antragsteller
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"[Name]": "{{requester_name}}",
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"[Vorname Name]": "{{requester_name}}",
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"[Anrede]": "{{requester_salutation}}",
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"[E-Mail]": "{{requester_email}}",
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"[Adresse]": "{{requester_address}}",
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# Anfrage
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"[Vorgangsnummer]": "{{request_number}}",
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"[Aktenzeichen]": "{{request_number}}",
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"[Datum des Eingangs]": "{{request_date}}",
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"[Eingangsdatum]": "{{request_date}}",
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"[Frist]": "{{deadline_date}}",
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"[Fristdatum]": "{{deadline_date}}",
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# Unternehmen
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"[Firmenname]": "{{company_name}}",
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"[Unternehmen]": "{{company_name}}",
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"[Unternehmensname]": "{{company_name}}",
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"[Firma]": "{{company_name}}",
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# DSB
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"[DSB Name]": "{{dpo_name}}",
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"[Name DSB]": "{{dpo_name}}",
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"[Datenschutzbeauftragter]": "{{dpo_name}}",
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"[E-Mail DSB]": "{{dpo_email}}",
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"[DSB E-Mail]": "{{dpo_email}}",
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# Sonstiges
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"[Datum]": "{{current_date}}",
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"[Portal-URL]": "{{portal_url}}",
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}
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def convert_docx_to_html(docx_path: Path) -> Tuple[str, List[str]]:
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"""Konvertiert DOCX zu HTML mit mammoth."""
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with open(docx_path, "rb") as f:
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result = mammoth.convert_to_html(f)
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html = result.value
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messages = [msg.message for msg in result.messages]
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# Bereinige HTML
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html = html.replace('<p></p>', '')
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html = re.sub(r'\s+', ' ', html)
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return html, messages
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def replace_placeholders(html: str) -> str:
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"""Ersetzt Word-Platzhalter durch Template-Variablen."""
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for placeholder, variable in PLACEHOLDER_REPLACEMENTS.items():
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html = html.replace(placeholder, variable)
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# Suche nach nicht ersetzten Platzhaltern
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remaining = re.findall(r'\[([^\]]+)\]', html)
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if remaining:
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print(f" Warnung: Nicht ersetzte Platzhalter gefunden: {remaining}")
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return html
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def html_to_text(html: str) -> str:
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"""Konvertiert HTML zu Plain-Text."""
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# Entferne HTML-Tags
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text = re.sub(r'<br\s*/?>', '\n', html)
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text = re.sub(r'</p>', '\n\n', text)
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text = re.sub(r'<[^>]+>', '', text)
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# Entferne übermäßige Leerzeilen
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text = re.sub(r'\n{3,}', '\n\n', text)
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# Decode HTML entities
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text = text.replace(' ', ' ')
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text = text.replace('&', '&')
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text = text.replace('<', '<')
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text = text.replace('>', '>')
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text = text.replace('"', '"')
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return text.strip()
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def find_matching_template(filename: str) -> Optional[Dict]:
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"""Findet das passende Template-Mapping für eine Datei."""
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for pattern, mapping in DOCX_TEMPLATE_MAPPING.items():
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if pattern in filename:
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return mapping
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return None
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async def get_template_id(template_type: str) -> Optional[str]:
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"""Holt die Template-ID aus der Datenbank."""
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async with httpx.AsyncClient() as client:
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try:
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# Simuliere Admin-Token (für lokale Entwicklung)
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headers = {
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"Authorization": "Bearer dev-admin-token",
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"Content-Type": "application/json"
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}
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response = await client.get(
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f"{CONSENT_SERVICE_URL}/api/v1/admin/dsr-templates",
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headers=headers,
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timeout=10.0
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)
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if response.status_code == 200:
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data = response.json()
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templates = data.get("templates", [])
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for t in templates:
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if t.get("template_type") == template_type:
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return t.get("id")
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except Exception as e:
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print(f" Fehler beim Abrufen der Templates: {e}")
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return None
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async def create_template_version(
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template_id: str,
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version: str,
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subject: str,
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body_html: str,
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body_text: str
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) -> bool:
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"""Erstellt eine neue Template-Version."""
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async with httpx.AsyncClient() as client:
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try:
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headers = {
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"Authorization": "Bearer dev-admin-token",
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"Content-Type": "application/json"
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}
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response = await client.post(
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f"{CONSENT_SERVICE_URL}/api/v1/admin/dsr-templates/{template_id}/versions",
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headers=headers,
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json={
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"version": version,
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"language": "de",
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"subject": subject,
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"body_html": body_html,
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"body_text": body_text
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},
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timeout=30.0
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)
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return response.status_code in (200, 201)
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except Exception as e:
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print(f" Fehler beim Erstellen der Version: {e}")
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return False
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async def process_docx_file(docx_path: Path) -> bool:
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"""Verarbeitet eine einzelne DOCX-Datei."""
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filename = docx_path.stem
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print(f"\nVerarbeite: {filename}")
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# Finde passendes Template
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mapping = find_matching_template(filename)
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if not mapping:
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print(f" Übersprungen: Kein Mapping gefunden")
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return False
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template_type = mapping["template_type"]
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print(f" Template-Typ: {template_type}")
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# Konvertiere DOCX zu HTML
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try:
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html, warnings = convert_docx_to_html(docx_path)
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if warnings:
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print(f" Warnungen: {warnings[:3]}") # Zeige max. 3 Warnungen
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except Exception as e:
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print(f" Fehler bei der Konvertierung: {e}")
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return False
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# Ersetze Platzhalter
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html = replace_placeholders(html)
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text = html_to_text(html)
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# Extrahiere Versionsnummer aus Dateinamen
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version_match = re.search(r'_v(\d+)', filename)
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version = f"1.{version_match.group(1)}.0" if version_match else "1.0.0"
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# Generiere Betreff
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subject = mapping["name"]
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if "{{request_number}}" not in subject:
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subject = f"{subject} - {{{{request_number}}}}"
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print(f" Version: {version}")
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print(f" Betreff: {subject}")
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print(f" HTML-Länge: {len(html)} Zeichen")
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# Speichere als lokale Datei für manuelle Überprüfung
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output_dir = DOCS_PATH / "converted"
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output_dir.mkdir(exist_ok=True)
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with open(output_dir / f"{template_type}_{version}.html", "w", encoding="utf-8") as f:
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f.write(html)
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with open(output_dir / f"{template_type}_{version}.txt", "w", encoding="utf-8") as f:
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f.write(text)
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print(f" Gespeichert in: {output_dir}")
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return True
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async def main():
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"""Hauptfunktion."""
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print("=" * 60)
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print("DSR Template Import Script")
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print("=" * 60)
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if not DOCS_PATH.exists():
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print(f"Fehler: Verzeichnis nicht gefunden: {DOCS_PATH}")
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sys.exit(1)
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# Finde alle DOCX-Dateien
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docx_files = list(DOCS_PATH.glob("*.docx"))
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print(f"\nGefunden: {len(docx_files)} DOCX-Dateien")
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# Verarbeite jede Datei
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success_count = 0
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for docx_path in sorted(docx_files):
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if await process_docx_file(docx_path):
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success_count += 1
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print("\n" + "=" * 60)
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print(f"Verarbeitet: {success_count}/{len(docx_files)} Dateien")
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print("=" * 60)
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print("\nHinweis: Die konvertierten Vorlagen wurden im Ordner")
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print(f" {DOCS_PATH / 'converted'}")
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print("gespeichert und können manuell überprüft werden.")
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print("\nUm die Vorlagen in die Datenbank zu laden, verwenden Sie")
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print("das Admin-Panel unter /app → Consent Admin → Betroffenenanfragen")
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if __name__ == "__main__":
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asyncio.run(main())
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218
backend/scripts/load_initial_seeds.py
Normal file
218
backend/scripts/load_initial_seeds.py
Normal file
@@ -0,0 +1,218 @@
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#!/usr/bin/env python3
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"""
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Load Initial EduSearch Seeds into the Database.
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This script uses the bulk import API to load all German education sources
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that were provided by the user.
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"""
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import httpx
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import asyncio
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import os
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API_BASE = os.environ.get("LLM_GATEWAY_URL", "http://localhost:8000")
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# All German education seeds organized by category
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INITIAL_SEEDS = [
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# ===== BUNDESEBENE (Federal) =====
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{"url": "https://www.kmk.org", "name": "Kultusministerkonferenz (KMK)", "description": "Lehrpläne, Bildungsstandards, Abiturregelungen", "category": "federal", "trust_boost": 0.95, "source_type": "GOV", "scope": "FEDERAL"},
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{"url": "https://www.bildungsserver.de", "name": "Deutscher Bildungsserver (DIPF)", "description": "Zentrale Meta-Plattform für alle Länder", "category": "federal", "trust_boost": 0.95, "source_type": "GOV", "scope": "FEDERAL"},
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{"url": "https://www.bpb.de", "name": "Bundeszentrale für politische Bildung", "description": "Unterrichtsmaterialien, Dossiers, Arbeitsblätter", "category": "federal", "trust_boost": 0.90, "source_type": "GOV", "scope": "FEDERAL"},
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{"url": "https://www.bmbf.de", "name": "Bundesministerium für Bildung und Forschung", "description": "Förderprogramme, Bildungsberichte, Initiativen", "category": "federal", "trust_boost": 0.95, "source_type": "GOV", "scope": "FEDERAL"},
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{"url": "https://www.iqb.hu-berlin.de", "name": "Institut zur Qualitätsentwicklung (IQB)", "description": "Bildungsstandards, Vergleichsarbeiten, Abiturpools", "category": "federal", "trust_boost": 0.95, "source_type": "GOV", "scope": "FEDERAL"},
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# ===== BADEN-WÜRTTEMBERG (BW) =====
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{"url": "https://km-bw.de", "name": "BW Kultusministerium", "description": "Baden-Württemberg Kultusministerium", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BW"},
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{"url": "https://www.bildungsplaene-bw.de", "name": "BW Bildungspläne", "description": "Bildungspläne Baden-Württemberg", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BW"},
|
||||
{"url": "https://zsl.kultus-bw.de", "name": "BW Zentrum für Schulqualität", "description": "ZSL Baden-Württemberg", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "BW"},
|
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{"url": "https://lehrerfortbildung-bw.de", "name": "BW Lehrerfortbildung", "description": "Lehrerfortbildung Baden-Württemberg", "category": "states", "trust_boost": 0.85, "source_type": "GOV", "scope": "STATE", "state": "BW"},
|
||||
{"url": "https://rp.baden-wuerttemberg.de", "name": "BW Regierungspräsidien", "description": "Bildungsaufsicht Baden-Württemberg", "category": "authorities", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "BW"},
|
||||
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||||
# ===== BAYERN (BY) =====
|
||||
{"url": "https://www.km.bayern.de", "name": "Bayern Kultusministerium", "description": "Bayerisches Staatsministerium für Unterricht und Kultus", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BY"},
|
||||
{"url": "https://www.isb.bayern.de", "name": "Bayern ISB", "description": "Staatsinstitut für Schulqualität und Bildungsforschung", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BY"},
|
||||
{"url": "https://www.mebis.bayern.de", "name": "Bayern mebis", "description": "Medien-Bildung-Service Bayern", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "BY"},
|
||||
{"url": "https://www.bycs.de", "name": "Bayern Cloud Schule", "description": "Bayerische Schulcloud", "category": "states", "trust_boost": 0.85, "source_type": "GOV", "scope": "STATE", "state": "BY"},
|
||||
{"url": "https://www.schulberatung.bayern.de", "name": "Bayern Schulberatung", "description": "Staatliche Schulberatung Bayern", "category": "states", "trust_boost": 0.85, "source_type": "GOV", "scope": "STATE", "state": "BY"},
|
||||
|
||||
# ===== BERLIN (BE) =====
|
||||
{"url": "https://www.berlin.de/sen/bjf", "name": "Berlin Senatsverwaltung", "description": "Senatsverwaltung für Bildung, Jugend und Familie", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BE"},
|
||||
{"url": "https://bildungsserver.berlin-brandenburg.de", "name": "Berlin-Brandenburg Bildungsserver", "description": "Gemeinsamer Bildungsserver Berlin-Brandenburg", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "BE"},
|
||||
{"url": "https://www.berlin.de/schule", "name": "Berlin Schulportal", "description": "Berliner Schulportal", "category": "states", "trust_boost": 0.85, "source_type": "GOV", "scope": "STATE", "state": "BE"},
|
||||
{"url": "https://www.berlin.de/landesinstitut-schule-medien", "name": "Berlin LISUM", "description": "Landesinstitut für Schule und Medien", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "BE"},
|
||||
|
||||
# ===== BRANDENBURG (BB) =====
|
||||
{"url": "https://mbjs.brandenburg.de", "name": "Brandenburg MBJS", "description": "Ministerium für Bildung, Jugend und Sport", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BB"},
|
||||
{"url": "https://lisum.berlin-brandenburg.de", "name": "Brandenburg LISUM", "description": "Landesinstitut für Schule und Medien", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BB"},
|
||||
{"url": "https://www.schulportal.brandenburg.de", "name": "Brandenburg Schulportal", "description": "Schulportal Brandenburg", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "BB"},
|
||||
{"url": "https://lehrplan.brandenburg.de", "name": "Brandenburg Lehrpläne", "description": "Rahmenlehrpläne Brandenburg", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "BB"},
|
||||
|
||||
# ===== BREMEN (HB) =====
|
||||
{"url": "https://www.bildung.bremen.de", "name": "Bremen Bildung", "description": "Senatorin für Kinder und Bildung Bremen", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HB"},
|
||||
{"url": "https://www.lis.bremen.de", "name": "Bremen LIS", "description": "Landesinstitut für Schule Bremen", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "HB"},
|
||||
{"url": "https://www.bildungsplaene.bremen.de", "name": "Bremen Bildungspläne", "description": "Bildungspläne Bremen", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HB"},
|
||||
|
||||
# ===== HAMBURG (HH) =====
|
||||
{"url": "https://www.hamburg.de/bsb", "name": "Hamburg BSB", "description": "Behörde für Schule und Berufsbildung", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HH"},
|
||||
{"url": "https://li.hamburg.de", "name": "Hamburg Landesinstitut", "description": "Landesinstitut für Lehrerbildung und Schulentwicklung", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HH"},
|
||||
{"url": "https://www.bildungsplaene.hamburg.de", "name": "Hamburg Bildungspläne", "description": "Hamburger Bildungspläne", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HH"},
|
||||
|
||||
# ===== HESSEN (HE) =====
|
||||
{"url": "https://kultusministerium.hessen.de", "name": "Hessen Kultusministerium", "description": "Hessisches Kultusministerium", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HE"},
|
||||
{"url": "https://lehrplaene.hessen.de", "name": "Hessen Lehrpläne", "description": "Kerncurricula Hessen", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "HE"},
|
||||
{"url": "https://www.schulportal.hessen.de", "name": "Hessen Schulportal", "description": "Hessisches Schulportal", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "HE"},
|
||||
{"url": "https://la.hessen.de", "name": "Hessen Lehrkräfteakademie", "description": "Hessische Lehrkräfteakademie", "category": "authorities", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "HE"},
|
||||
|
||||
# ===== MECKLENBURG-VORPOMMERN (MV) =====
|
||||
{"url": "https://www.regierung-mv.de/Landesregierung/bm", "name": "MV Bildungsministerium", "description": "Bildungsministerium Mecklenburg-Vorpommern", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "MV"},
|
||||
{"url": "https://www.bildung-mv.de", "name": "MV Bildungsportal", "description": "Bildungsserver Mecklenburg-Vorpommern", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "MV"},
|
||||
|
||||
# ===== NIEDERSACHSEN (NI) =====
|
||||
{"url": "https://www.mk.niedersachsen.de", "name": "Niedersachsen MK", "description": "Niedersächsisches Kultusministerium", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "NI"},
|
||||
{"url": "https://www.nibis.de", "name": "Niedersachsen NiBiS", "description": "Niedersächsischer Bildungsserver", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "NI"},
|
||||
|
||||
# ===== NORDRHEIN-WESTFALEN (NW) =====
|
||||
{"url": "https://www.msb.nrw", "name": "NRW Schulministerium", "description": "Ministerium für Schule und Bildung NRW", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "NW"},
|
||||
{"url": "https://www.schulentwicklung.nrw.de", "name": "NRW Schulentwicklung", "description": "Schulentwicklung NRW", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "NW"},
|
||||
{"url": "https://www.qua-lis.nrw.de", "name": "NRW QUA-LiS", "description": "Qualitäts- und UnterstützungsAgentur", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "NW"},
|
||||
{"url": "https://www.standardsicherung.schulministerium.nrw.de", "name": "NRW Standardsicherung", "description": "Standardsicherung und Prüfungen NRW", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "NW"},
|
||||
|
||||
# ===== RHEINLAND-PFALZ (RP) =====
|
||||
{"url": "https://bm.rlp.de", "name": "RLP Bildungsministerium", "description": "Ministerium für Bildung Rheinland-Pfalz", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "RP"},
|
||||
{"url": "https://bildung.rlp.de", "name": "RLP Bildungsserver", "description": "Bildungsserver Rheinland-Pfalz", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "RP"},
|
||||
{"url": "https://lehrplaene.rlp.de", "name": "RLP Lehrpläne", "description": "Lehrpläne Rheinland-Pfalz", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "RP"},
|
||||
|
||||
# ===== SAARLAND (SL) =====
|
||||
{"url": "https://www.saarland.de/mbk", "name": "Saarland MBK", "description": "Ministerium für Bildung und Kultur Saarland", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "SL"},
|
||||
{"url": "https://www.bildungsserver.saarland.de", "name": "Saarland Bildungsserver", "description": "Bildungsserver Saarland", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "SL"},
|
||||
|
||||
# ===== SACHSEN (SN) =====
|
||||
{"url": "https://www.smk.sachsen.de", "name": "Sachsen SMK", "description": "Sächsisches Staatsministerium für Kultus", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "SN"},
|
||||
{"url": "https://www.schule.sachsen.de", "name": "Sachsen Schulportal", "description": "Sächsisches Schulportal", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "SN"},
|
||||
|
||||
# ===== SACHSEN-ANHALT (ST) =====
|
||||
{"url": "https://mb.sachsen-anhalt.de", "name": "Sachsen-Anhalt MB", "description": "Ministerium für Bildung Sachsen-Anhalt", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "ST"},
|
||||
{"url": "https://lisa.sachsen-anhalt.de", "name": "Sachsen-Anhalt LISA", "description": "Landesinstitut für Schulqualität", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "ST"},
|
||||
{"url": "https://www.bildung-lsa.de", "name": "Sachsen-Anhalt Bildungsserver", "description": "Bildungsserver Sachsen-Anhalt", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "ST"},
|
||||
|
||||
# ===== SCHLESWIG-HOLSTEIN (SH) =====
|
||||
{"url": "https://www.schleswig-holstein.de/BILDUNG", "name": "SH Bildungsministerium", "description": "Ministerium für Allgemeine und Berufliche Bildung", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "SH"},
|
||||
{"url": "https://fachanforderungen.schleswig-holstein.de", "name": "SH Fachanforderungen", "description": "Fachanforderungen Schleswig-Holstein", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "SH"},
|
||||
|
||||
# ===== THÜRINGEN (TH) =====
|
||||
{"url": "https://bildung.thueringen.de", "name": "Thüringen Bildungsministerium", "description": "Thüringer Ministerium für Bildung", "category": "states", "trust_boost": 0.95, "source_type": "GOV", "scope": "STATE", "state": "TH"},
|
||||
{"url": "https://www.schulportal-thueringen.de", "name": "Thüringen Schulportal", "description": "Thüringer Schulportal", "category": "states", "trust_boost": 0.90, "source_type": "GOV", "scope": "STATE", "state": "TH"},
|
||||
|
||||
# ===== WISSENSCHAFT & STUDIEN =====
|
||||
{"url": "https://www.bertelsmann-stiftung.de/bildung", "name": "Bertelsmann Stiftung", "description": "Bildungsstudien und Ländermonitor", "category": "science", "trust_boost": 0.85, "source_type": "NGO", "scope": "FEDERAL"},
|
||||
{"url": "https://www.oecd.org/pisa", "name": "OECD PISA", "description": "Internationale Schulleistungsstudie PISA", "category": "science", "trust_boost": 0.90, "source_type": "INT", "scope": "INTERNATIONAL"},
|
||||
|
||||
# ===== BILDUNGSPORTALE =====
|
||||
{"url": "https://www.lehrer-online.de", "name": "Lehrer-Online", "description": "Unterrichtsmaterialien und Fachinformationen", "category": "portals", "trust_boost": 0.80, "source_type": "PORTAL", "scope": "FEDERAL"},
|
||||
{"url": "https://www.4teachers.de", "name": "4teachers", "description": "Unterrichtsmaterialien von Lehrern für Lehrer", "category": "portals", "trust_boost": 0.75, "source_type": "PORTAL", "scope": "FEDERAL"},
|
||||
{"url": "https://www.zum.de", "name": "ZUM", "description": "Zentrale für Unterrichtsmedien im Internet", "category": "portals", "trust_boost": 0.80, "source_type": "NGO", "scope": "FEDERAL"},
|
||||
]
|
||||
|
||||
|
||||
async def load_seeds():
|
||||
"""
|
||||
Load initial seeds via bulk import API.
|
||||
|
||||
Returns:
|
||||
bool: True if successful, False otherwise
|
||||
|
||||
Raises:
|
||||
httpx.ConnectError: If API is not reachable
|
||||
httpx.TimeoutException: If request times out
|
||||
"""
|
||||
print(f"Loading {len(INITIAL_SEEDS)} seeds into {API_BASE}...")
|
||||
print(f"Seeds breakdown:")
|
||||
categories = {}
|
||||
for seed in INITIAL_SEEDS:
|
||||
cat = seed.get("category", "unknown")
|
||||
categories[cat] = categories.get(cat, 0) + 1
|
||||
for cat, count in sorted(categories.items()):
|
||||
print(f" - {cat}: {count}")
|
||||
|
||||
try:
|
||||
async with httpx.AsyncClient(timeout=60.0) as client:
|
||||
# Check API health first
|
||||
try:
|
||||
health_response = await client.get(f"{API_BASE}/health")
|
||||
if health_response.status_code != 200:
|
||||
print(f"WARNING: Health check returned {health_response.status_code}")
|
||||
except httpx.ConnectError:
|
||||
print(f"ERROR: Cannot connect to API at {API_BASE}")
|
||||
print("Make sure the backend service is running:")
|
||||
print(" docker compose up -d backend")
|
||||
return False
|
||||
|
||||
# Import seeds
|
||||
print("\nImporting seeds...")
|
||||
response = await client.post(
|
||||
f"{API_BASE}/v1/edu-search/seeds/bulk-import",
|
||||
json={"seeds": INITIAL_SEEDS}
|
||||
)
|
||||
|
||||
if response.status_code == 200:
|
||||
result = response.json()
|
||||
imported = result.get('imported', 0)
|
||||
skipped = result.get('skipped', 0)
|
||||
errors = result.get('errors', [])
|
||||
|
||||
print(f"\nResult:")
|
||||
print(f" Imported: {imported}")
|
||||
print(f" Skipped (duplicates): {skipped}")
|
||||
|
||||
if errors:
|
||||
print(f" Errors: {len(errors)}")
|
||||
for err in errors[:5]:
|
||||
print(f" - {err}")
|
||||
if len(errors) > 5:
|
||||
print(f" ... and {len(errors) - 5} more")
|
||||
else:
|
||||
print(f"\nERROR: Import failed with status {response.status_code}")
|
||||
try:
|
||||
error_detail = response.json()
|
||||
print(f" Detail: {error_detail.get('detail', response.text)}")
|
||||
except Exception:
|
||||
print(f" Response: {response.text[:500]}")
|
||||
return False
|
||||
|
||||
# Get stats
|
||||
print("\nFetching statistics...")
|
||||
stats_response = await client.get(f"{API_BASE}/v1/edu-search/stats")
|
||||
if stats_response.status_code == 200:
|
||||
stats = stats_response.json()
|
||||
print(f"\nDatabase Statistics:")
|
||||
print(f" Total seeds: {stats.get('total_seeds', 0)}")
|
||||
print(f" Enabled seeds: {stats.get('enabled_seeds', 0)}")
|
||||
print(f" Disabled seeds: {stats.get('disabled_seeds', 0)}")
|
||||
print(f" Avg trust boost: {stats.get('avg_trust_boost', 0):.2f}")
|
||||
|
||||
per_category = stats.get('seeds_per_category', {})
|
||||
if per_category:
|
||||
print(f"\n Seeds per category:")
|
||||
for cat, count in sorted(per_category.items()):
|
||||
print(f" - {cat}: {count}")
|
||||
|
||||
print("\nDone!")
|
||||
return True
|
||||
|
||||
except httpx.ConnectError as e:
|
||||
print(f"\nERROR: Connection failed - {e}")
|
||||
print(f"Make sure the API is running at {API_BASE}")
|
||||
return False
|
||||
except httpx.TimeoutException:
|
||||
print(f"\nERROR: Request timed out")
|
||||
print("The server may be overloaded. Try again later.")
|
||||
return False
|
||||
except Exception as e:
|
||||
print(f"\nERROR: Unexpected error - {e}")
|
||||
return False
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
import sys
|
||||
success = asyncio.run(load_seeds())
|
||||
sys.exit(0 if success else 1)
|
||||
538
backend/scripts/load_university_seeds.py
Normal file
538
backend/scripts/load_university_seeds.py
Normal file
@@ -0,0 +1,538 @@
|
||||
#!/usr/bin/env python3
|
||||
"""
|
||||
Load German Universities (Hochschulen) as EduSearch Seeds.
|
||||
|
||||
Based on the HRK (Hochschulrektorenkonferenz) database, Germany has approximately:
|
||||
- 120 Universities (Universitäten)
|
||||
- 220 Universities of Applied Sciences (Fachhochschulen/HAW)
|
||||
- 50 Art/Music Academies
|
||||
- 100+ Private Universities
|
||||
|
||||
This script loads a comprehensive list of German higher education institutions.
|
||||
"""
|
||||
|
||||
import httpx
|
||||
import asyncio
|
||||
import os
|
||||
|
||||
API_BASE = os.environ.get("LLM_GATEWAY_URL", "http://localhost:8000")
|
||||
|
||||
# =============================================================================
|
||||
# GERMAN UNIVERSITIES (UNIVERSITÄTEN) - Public
|
||||
# =============================================================================
|
||||
|
||||
UNIVERSITAETEN = [
|
||||
# ===== BADEN-WÜRTTEMBERG =====
|
||||
{"url": "https://www.uni-freiburg.de", "name": "Albert-Ludwigs-Universität Freiburg", "state": "BW"},
|
||||
{"url": "https://www.uni-heidelberg.de", "name": "Ruprecht-Karls-Universität Heidelberg", "state": "BW"},
|
||||
{"url": "https://www.uni-konstanz.de", "name": "Universität Konstanz", "state": "BW"},
|
||||
{"url": "https://www.uni-mannheim.de", "name": "Universität Mannheim", "state": "BW"},
|
||||
{"url": "https://www.uni-stuttgart.de", "name": "Universität Stuttgart", "state": "BW"},
|
||||
{"url": "https://www.kit.edu", "name": "Karlsruher Institut für Technologie (KIT)", "state": "BW"},
|
||||
{"url": "https://www.uni-tuebingen.de", "name": "Eberhard Karls Universität Tübingen", "state": "BW"},
|
||||
{"url": "https://www.uni-ulm.de", "name": "Universität Ulm", "state": "BW"},
|
||||
{"url": "https://www.uni-hohenheim.de", "name": "Universität Hohenheim", "state": "BW"},
|
||||
|
||||
# ===== BAYERN =====
|
||||
{"url": "https://www.lmu.de", "name": "Ludwig-Maximilians-Universität München", "state": "BY"},
|
||||
{"url": "https://www.tum.de", "name": "Technische Universität München", "state": "BY"},
|
||||
{"url": "https://www.fau.de", "name": "Friedrich-Alexander-Universität Erlangen-Nürnberg", "state": "BY"},
|
||||
{"url": "https://www.uni-wuerzburg.de", "name": "Julius-Maximilians-Universität Würzburg", "state": "BY"},
|
||||
{"url": "https://www.uni-regensburg.de", "name": "Universität Regensburg", "state": "BY"},
|
||||
{"url": "https://www.uni-augsburg.de", "name": "Universität Augsburg", "state": "BY"},
|
||||
{"url": "https://www.uni-bamberg.de", "name": "Otto-Friedrich-Universität Bamberg", "state": "BY"},
|
||||
{"url": "https://www.uni-bayreuth.de", "name": "Universität Bayreuth", "state": "BY"},
|
||||
{"url": "https://www.uni-passau.de", "name": "Universität Passau", "state": "BY"},
|
||||
{"url": "https://www.ku.de", "name": "Katholische Universität Eichstätt-Ingolstadt", "state": "BY"},
|
||||
|
||||
# ===== BERLIN =====
|
||||
{"url": "https://www.fu-berlin.de", "name": "Freie Universität Berlin", "state": "BE"},
|
||||
{"url": "https://www.hu-berlin.de", "name": "Humboldt-Universität zu Berlin", "state": "BE"},
|
||||
{"url": "https://www.tu-berlin.de", "name": "Technische Universität Berlin", "state": "BE"},
|
||||
{"url": "https://www.charite.de", "name": "Charité – Universitätsmedizin Berlin", "state": "BE"},
|
||||
|
||||
# ===== BRANDENBURG =====
|
||||
{"url": "https://www.uni-potsdam.de", "name": "Universität Potsdam", "state": "BB"},
|
||||
{"url": "https://www.b-tu.de", "name": "Brandenburgische Technische Universität Cottbus-Senftenberg", "state": "BB"},
|
||||
{"url": "https://www.europa-uni.de", "name": "Europa-Universität Viadrina Frankfurt (Oder)", "state": "BB"},
|
||||
|
||||
# ===== BREMEN =====
|
||||
{"url": "https://www.uni-bremen.de", "name": "Universität Bremen", "state": "HB"},
|
||||
{"url": "https://www.jacobs-university.de", "name": "Jacobs University Bremen", "state": "HB"},
|
||||
|
||||
# ===== HAMBURG =====
|
||||
{"url": "https://www.uni-hamburg.de", "name": "Universität Hamburg", "state": "HH"},
|
||||
{"url": "https://www.tuhh.de", "name": "Technische Universität Hamburg", "state": "HH"},
|
||||
{"url": "https://www.hsu-hh.de", "name": "Helmut-Schmidt-Universität Hamburg", "state": "HH"},
|
||||
{"url": "https://www.hcu-hamburg.de", "name": "HafenCity Universität Hamburg", "state": "HH"},
|
||||
|
||||
# ===== HESSEN =====
|
||||
{"url": "https://www.uni-frankfurt.de", "name": "Goethe-Universität Frankfurt am Main", "state": "HE"},
|
||||
{"url": "https://www.tu-darmstadt.de", "name": "Technische Universität Darmstadt", "state": "HE"},
|
||||
{"url": "https://www.uni-giessen.de", "name": "Justus-Liebig-Universität Gießen", "state": "HE"},
|
||||
{"url": "https://www.uni-marburg.de", "name": "Philipps-Universität Marburg", "state": "HE"},
|
||||
{"url": "https://www.uni-kassel.de", "name": "Universität Kassel", "state": "HE"},
|
||||
|
||||
# ===== MECKLENBURG-VORPOMMERN =====
|
||||
{"url": "https://www.uni-rostock.de", "name": "Universität Rostock", "state": "MV"},
|
||||
{"url": "https://www.uni-greifswald.de", "name": "Universität Greifswald", "state": "MV"},
|
||||
|
||||
# ===== NIEDERSACHSEN =====
|
||||
{"url": "https://www.uni-goettingen.de", "name": "Georg-August-Universität Göttingen", "state": "NI"},
|
||||
{"url": "https://www.uni-hannover.de", "name": "Leibniz Universität Hannover", "state": "NI"},
|
||||
{"url": "https://www.tu-braunschweig.de", "name": "Technische Universität Braunschweig", "state": "NI"},
|
||||
{"url": "https://www.tu-clausthal.de", "name": "Technische Universität Clausthal", "state": "NI"},
|
||||
{"url": "https://www.uni-oldenburg.de", "name": "Carl von Ossietzky Universität Oldenburg", "state": "NI"},
|
||||
{"url": "https://www.uni-osnabrueck.de", "name": "Universität Osnabrück", "state": "NI"},
|
||||
{"url": "https://www.uni-hildesheim.de", "name": "Universität Hildesheim", "state": "NI"},
|
||||
{"url": "https://www.leuphana.de", "name": "Leuphana Universität Lüneburg", "state": "NI"},
|
||||
{"url": "https://www.uni-vechta.de", "name": "Universität Vechta", "state": "NI"},
|
||||
{"url": "https://www.mh-hannover.de", "name": "Medizinische Hochschule Hannover", "state": "NI"},
|
||||
{"url": "https://www.tiho-hannover.de", "name": "Stiftung Tierärztliche Hochschule Hannover", "state": "NI"},
|
||||
|
||||
# ===== NORDRHEIN-WESTFALEN =====
|
||||
{"url": "https://www.uni-koeln.de", "name": "Universität zu Köln", "state": "NW"},
|
||||
{"url": "https://www.uni-bonn.de", "name": "Rheinische Friedrich-Wilhelms-Universität Bonn", "state": "NW"},
|
||||
{"url": "https://www.uni-muenster.de", "name": "Westfälische Wilhelms-Universität Münster", "state": "NW"},
|
||||
{"url": "https://www.rwth-aachen.de", "name": "RWTH Aachen", "state": "NW"},
|
||||
{"url": "https://www.tu-dortmund.de", "name": "Technische Universität Dortmund", "state": "NW"},
|
||||
{"url": "https://www.ruhr-uni-bochum.de", "name": "Ruhr-Universität Bochum", "state": "NW"},
|
||||
{"url": "https://www.uni-due.de", "name": "Universität Duisburg-Essen", "state": "NW"},
|
||||
{"url": "https://www.hhu.de", "name": "Heinrich-Heine-Universität Düsseldorf", "state": "NW"},
|
||||
{"url": "https://www.uni-bielefeld.de", "name": "Universität Bielefeld", "state": "NW"},
|
||||
{"url": "https://www.uni-paderborn.de", "name": "Universität Paderborn", "state": "NW"},
|
||||
{"url": "https://www.uni-siegen.de", "name": "Universität Siegen", "state": "NW"},
|
||||
{"url": "https://www.uni-wuppertal.de", "name": "Bergische Universität Wuppertal", "state": "NW"},
|
||||
{"url": "https://www.fernuni-hagen.de", "name": "FernUniversität in Hagen", "state": "NW"},
|
||||
{"url": "https://www.dshs-koeln.de", "name": "Deutsche Sporthochschule Köln", "state": "NW"},
|
||||
|
||||
# ===== RHEINLAND-PFALZ =====
|
||||
{"url": "https://www.uni-mainz.de", "name": "Johannes Gutenberg-Universität Mainz", "state": "RP"},
|
||||
{"url": "https://www.uni-trier.de", "name": "Universität Trier", "state": "RP"},
|
||||
{"url": "https://www.uni-koblenz.de", "name": "Universität Koblenz", "state": "RP"},
|
||||
{"url": "https://rptu.de", "name": "RPTU Kaiserslautern-Landau", "state": "RP"},
|
||||
|
||||
# ===== SAARLAND =====
|
||||
{"url": "https://www.uni-saarland.de", "name": "Universität des Saarlandes", "state": "SL"},
|
||||
|
||||
# ===== SACHSEN =====
|
||||
{"url": "https://www.tu-dresden.de", "name": "Technische Universität Dresden", "state": "SN"},
|
||||
{"url": "https://www.uni-leipzig.de", "name": "Universität Leipzig", "state": "SN"},
|
||||
{"url": "https://www.tu-chemnitz.de", "name": "Technische Universität Chemnitz", "state": "SN"},
|
||||
{"url": "https://tu-freiberg.de", "name": "TU Bergakademie Freiberg", "state": "SN"},
|
||||
|
||||
# ===== SACHSEN-ANHALT =====
|
||||
{"url": "https://www.uni-halle.de", "name": "Martin-Luther-Universität Halle-Wittenberg", "state": "ST"},
|
||||
{"url": "https://www.ovgu.de", "name": "Otto-von-Guericke-Universität Magdeburg", "state": "ST"},
|
||||
|
||||
# ===== SCHLESWIG-HOLSTEIN =====
|
||||
{"url": "https://www.uni-kiel.de", "name": "Christian-Albrechts-Universität zu Kiel", "state": "SH"},
|
||||
{"url": "https://www.uni-luebeck.de", "name": "Universität zu Lübeck", "state": "SH"},
|
||||
{"url": "https://www.uni-flensburg.de", "name": "Europa-Universität Flensburg", "state": "SH"},
|
||||
|
||||
# ===== THÜRINGEN =====
|
||||
{"url": "https://www.uni-jena.de", "name": "Friedrich-Schiller-Universität Jena", "state": "TH"},
|
||||
{"url": "https://www.tu-ilmenau.de", "name": "Technische Universität Ilmenau", "state": "TH"},
|
||||
{"url": "https://www.uni-weimar.de", "name": "Bauhaus-Universität Weimar", "state": "TH"},
|
||||
{"url": "https://www.uni-erfurt.de", "name": "Universität Erfurt", "state": "TH"},
|
||||
]
|
||||
|
||||
# =============================================================================
|
||||
# FACHHOCHSCHULEN / HOCHSCHULEN FÜR ANGEWANDTE WISSENSCHAFTEN (HAW)
|
||||
# =============================================================================
|
||||
|
||||
FACHHOCHSCHULEN = [
|
||||
# ===== BADEN-WÜRTTEMBERG =====
|
||||
{"url": "https://www.hs-aalen.de", "name": "Hochschule Aalen", "state": "BW"},
|
||||
{"url": "https://www.hs-albsig.de", "name": "Hochschule Albstadt-Sigmaringen", "state": "BW"},
|
||||
{"url": "https://www.hs-biberach.de", "name": "Hochschule Biberach", "state": "BW"},
|
||||
{"url": "https://www.hs-esslingen.de", "name": "Hochschule Esslingen", "state": "BW"},
|
||||
{"url": "https://www.hs-furtwangen.de", "name": "Hochschule Furtwangen", "state": "BW"},
|
||||
{"url": "https://www.hs-heilbronn.de", "name": "Hochschule Heilbronn", "state": "BW"},
|
||||
{"url": "https://www.hka.de", "name": "Hochschule Karlsruhe", "state": "BW"},
|
||||
{"url": "https://www.hs-kehl.de", "name": "Hochschule Kehl", "state": "BW"},
|
||||
{"url": "https://www.htwg-konstanz.de", "name": "HTWG Konstanz", "state": "BW"},
|
||||
{"url": "https://www.hs-ludwigsburg.de", "name": "Hochschule Ludwigsburg", "state": "BW"},
|
||||
{"url": "https://www.hs-mannheim.de", "name": "Hochschule Mannheim", "state": "BW"},
|
||||
{"url": "https://www.hdm-stuttgart.de", "name": "Hochschule der Medien Stuttgart", "state": "BW"},
|
||||
{"url": "https://www.hs-nueringen-geislingen.de", "name": "Hochschule für Wirtschaft und Umwelt Nürtingen-Geislingen", "state": "BW"},
|
||||
{"url": "https://www.hs-offenburg.de", "name": "Hochschule Offenburg", "state": "BW"},
|
||||
{"url": "https://www.hs-pforzheim.de", "name": "Hochschule Pforzheim", "state": "BW"},
|
||||
{"url": "https://www.hs-ravensburg-weingarten.de", "name": "RWU Ravensburg-Weingarten", "state": "BW"},
|
||||
{"url": "https://www.reutlingen-university.de", "name": "Hochschule Reutlingen", "state": "BW"},
|
||||
{"url": "https://www.hs-rottenburg.de", "name": "Hochschule für Forstwirtschaft Rottenburg", "state": "BW"},
|
||||
{"url": "https://www.hft-stuttgart.de", "name": "Hochschule für Technik Stuttgart", "state": "BW"},
|
||||
{"url": "https://www.hs-ulm.de", "name": "Technische Hochschule Ulm", "state": "BW"},
|
||||
{"url": "https://www.dhbw.de", "name": "Duale Hochschule Baden-Württemberg", "state": "BW"},
|
||||
|
||||
# ===== BAYERN =====
|
||||
{"url": "https://www.hm.edu", "name": "Hochschule München", "state": "BY"},
|
||||
{"url": "https://www.oth-regensburg.de", "name": "OTH Regensburg", "state": "BY"},
|
||||
{"url": "https://www.th-nuernberg.de", "name": "Technische Hochschule Nürnberg", "state": "BY"},
|
||||
{"url": "https://www.th-deg.de", "name": "Technische Hochschule Deggendorf", "state": "BY"},
|
||||
{"url": "https://www.haw-landshut.de", "name": "Hochschule Landshut", "state": "BY"},
|
||||
{"url": "https://www.hs-kempten.de", "name": "Hochschule Kempten", "state": "BY"},
|
||||
{"url": "https://www.hs-coburg.de", "name": "Hochschule Coburg", "state": "BY"},
|
||||
{"url": "https://www.hs-ansbach.de", "name": "Hochschule Ansbach", "state": "BY"},
|
||||
{"url": "https://www.hs-augsburg.de", "name": "Hochschule Augsburg", "state": "BY"},
|
||||
{"url": "https://www.th-ab.de", "name": "Technische Hochschule Aschaffenburg", "state": "BY"},
|
||||
{"url": "https://www.oth-aw.de", "name": "OTH Amberg-Weiden", "state": "BY"},
|
||||
{"url": "https://www.hswt.de", "name": "Hochschule Weihenstephan-Triesdorf", "state": "BY"},
|
||||
{"url": "https://www.th-rosenheim.de", "name": "Technische Hochschule Rosenheim", "state": "BY"},
|
||||
{"url": "https://www.fhws.de", "name": "Hochschule für angewandte Wissenschaften Würzburg-Schweinfurt", "state": "BY"},
|
||||
{"url": "https://www.hs-neu-ulm.de", "name": "Hochschule Neu-Ulm", "state": "BY"},
|
||||
{"url": "https://www.th-ingolstadt.de", "name": "Technische Hochschule Ingolstadt", "state": "BY"},
|
||||
{"url": "https://www.iubh.de", "name": "IU Internationale Hochschule", "state": "BY"},
|
||||
|
||||
# ===== BERLIN =====
|
||||
{"url": "https://www.htw-berlin.de", "name": "HTW Berlin", "state": "BE"},
|
||||
{"url": "https://www.bht-berlin.de", "name": "Berliner Hochschule für Technik", "state": "BE"},
|
||||
{"url": "https://www.hwr-berlin.de", "name": "HWR Berlin", "state": "BE"},
|
||||
{"url": "https://www.ash-berlin.eu", "name": "Alice Salomon Hochschule Berlin", "state": "BE"},
|
||||
{"url": "https://www.khb.hfm-berlin.de", "name": "Kunsthochschule Berlin-Weißensee", "state": "BE"},
|
||||
{"url": "https://www.hfpv-berlin.de", "name": "HfPV - Hochschule für Polizei und öffentliche Verwaltung NRW", "state": "BE"},
|
||||
|
||||
# ===== BRANDENBURG =====
|
||||
{"url": "https://www.th-wildau.de", "name": "Technische Hochschule Wildau", "state": "BB"},
|
||||
{"url": "https://www.fh-potsdam.de", "name": "Fachhochschule Potsdam", "state": "BB"},
|
||||
{"url": "https://www.th-brandenburg.de", "name": "Technische Hochschule Brandenburg", "state": "BB"},
|
||||
{"url": "https://www.hnee.de", "name": "Hochschule für nachhaltige Entwicklung Eberswalde", "state": "BB"},
|
||||
|
||||
# ===== BREMEN =====
|
||||
{"url": "https://www.hs-bremen.de", "name": "Hochschule Bremen", "state": "HB"},
|
||||
{"url": "https://www.hs-bremerhaven.de", "name": "Hochschule Bremerhaven", "state": "HB"},
|
||||
|
||||
# ===== HAMBURG =====
|
||||
{"url": "https://www.haw-hamburg.de", "name": "HAW Hamburg", "state": "HH"},
|
||||
{"url": "https://www.fh-wedel.de", "name": "Fachhochschule Wedel", "state": "HH"},
|
||||
|
||||
# ===== HESSEN =====
|
||||
{"url": "https://www.h-da.de", "name": "Hochschule Darmstadt", "state": "HE"},
|
||||
{"url": "https://www.thm.de", "name": "Technische Hochschule Mittelhessen", "state": "HE"},
|
||||
{"url": "https://www.frankfurt-university.de", "name": "Frankfurt University of Applied Sciences", "state": "HE"},
|
||||
{"url": "https://www.hs-fulda.de", "name": "Hochschule Fulda", "state": "HE"},
|
||||
{"url": "https://www.hs-rm.de", "name": "Hochschule RheinMain", "state": "HE"},
|
||||
|
||||
# ===== MECKLENBURG-VORPOMMERN =====
|
||||
{"url": "https://www.hs-wismar.de", "name": "Hochschule Wismar", "state": "MV"},
|
||||
{"url": "https://www.hs-nb.de", "name": "Hochschule Neubrandenburg", "state": "MV"},
|
||||
{"url": "https://www.hs-stralsund.de", "name": "Hochschule Stralsund", "state": "MV"},
|
||||
|
||||
# ===== NIEDERSACHSEN =====
|
||||
{"url": "https://www.hs-hannover.de", "name": "Hochschule Hannover", "state": "NI"},
|
||||
{"url": "https://www.ostfalia.de", "name": "Ostfalia Hochschule", "state": "NI"},
|
||||
{"url": "https://www.jade-hs.de", "name": "Jade Hochschule", "state": "NI"},
|
||||
{"url": "https://www.hs-osnabrueck.de", "name": "Hochschule Osnabrück", "state": "NI"},
|
||||
{"url": "https://www.hawk.de", "name": "HAWK Hildesheim/Holzminden/Göttingen", "state": "NI"},
|
||||
{"url": "https://www.hs-emden-leer.de", "name": "Hochschule Emden/Leer", "state": "NI"},
|
||||
|
||||
# ===== NORDRHEIN-WESTFALEN =====
|
||||
{"url": "https://www.th-koeln.de", "name": "TH Köln", "state": "NW"},
|
||||
{"url": "https://www.fh-dortmund.de", "name": "Fachhochschule Dortmund", "state": "NW"},
|
||||
{"url": "https://www.fh-aachen.de", "name": "FH Aachen", "state": "NW"},
|
||||
{"url": "https://www.hs-duesseldorf.de", "name": "Hochschule Düsseldorf", "state": "NW"},
|
||||
{"url": "https://www.hs-niederrhein.de", "name": "Hochschule Niederrhein", "state": "NW"},
|
||||
{"url": "https://www.hs-bochum.de", "name": "Hochschule Bochum", "state": "NW"},
|
||||
{"url": "https://www.hs-owl.de", "name": "Technische Hochschule Ostwestfalen-Lippe", "state": "NW"},
|
||||
{"url": "https://www.w-hs.de", "name": "Westfälische Hochschule", "state": "NW"},
|
||||
{"url": "https://www.fh-bielefeld.de", "name": "FH Bielefeld", "state": "NW"},
|
||||
{"url": "https://www.hs-hamm-lippstadt.de", "name": "Hochschule Hamm-Lippstadt", "state": "NW"},
|
||||
{"url": "https://www.fh-swf.de", "name": "Fachhochschule Südwestfalen", "state": "NW"},
|
||||
{"url": "https://www.hsbi.de", "name": "Hochschule Bielefeld", "state": "NW"},
|
||||
{"url": "https://www.hs-rhein-waal.de", "name": "Hochschule Rhein-Waal", "state": "NW"},
|
||||
{"url": "https://www.hs-ruhrwest.de", "name": "Hochschule Ruhr West", "state": "NW"},
|
||||
|
||||
# ===== RHEINLAND-PFALZ =====
|
||||
{"url": "https://www.hs-mainz.de", "name": "Hochschule Mainz", "state": "RP"},
|
||||
{"url": "https://www.hs-koblenz.de", "name": "Hochschule Koblenz", "state": "RP"},
|
||||
{"url": "https://www.hs-worms.de", "name": "Hochschule Worms", "state": "RP"},
|
||||
{"url": "https://www.hs-trier.de", "name": "Hochschule Trier", "state": "RP"},
|
||||
{"url": "https://www.hs-kaiserslautern.de", "name": "Hochschule Kaiserslautern", "state": "RP"},
|
||||
{"url": "https://www.hs-lu.de", "name": "Hochschule für Wirtschaft und Gesellschaft Ludwigshafen", "state": "RP"},
|
||||
{"url": "https://www.hs-bingen.de", "name": "Technische Hochschule Bingen", "state": "RP"},
|
||||
|
||||
# ===== SAARLAND =====
|
||||
{"url": "https://www.htwsaar.de", "name": "htw saar", "state": "SL"},
|
||||
|
||||
# ===== SACHSEN =====
|
||||
{"url": "https://www.htw-dresden.de", "name": "HTW Dresden", "state": "SN"},
|
||||
{"url": "https://www.htwk-leipzig.de", "name": "HTWK Leipzig", "state": "SN"},
|
||||
{"url": "https://www.hs-mittweida.de", "name": "Hochschule Mittweida", "state": "SN"},
|
||||
{"url": "https://www.fh-zwickau.de", "name": "Westsächsische Hochschule Zwickau", "state": "SN"},
|
||||
{"url": "https://www.hs-zittau-goerlitz.de", "name": "Hochschule Zittau/Görlitz", "state": "SN"},
|
||||
|
||||
# ===== SACHSEN-ANHALT =====
|
||||
{"url": "https://www.hs-magdeburg.de", "name": "Hochschule Magdeburg-Stendal", "state": "ST"},
|
||||
{"url": "https://www.hs-harz.de", "name": "Hochschule Harz", "state": "ST"},
|
||||
{"url": "https://www.hs-merseburg.de", "name": "Hochschule Merseburg", "state": "ST"},
|
||||
{"url": "https://www.hs-anhalt.de", "name": "Hochschule Anhalt", "state": "ST"},
|
||||
|
||||
# ===== SCHLESWIG-HOLSTEIN =====
|
||||
{"url": "https://www.fh-kiel.de", "name": "Fachhochschule Kiel", "state": "SH"},
|
||||
{"url": "https://www.fh-westkueste.de", "name": "Fachhochschule Westküste", "state": "SH"},
|
||||
{"url": "https://www.th-luebeck.de", "name": "Technische Hochschule Lübeck", "state": "SH"},
|
||||
{"url": "https://www.fh-flensburg.de", "name": "Hochschule Flensburg", "state": "SH"},
|
||||
|
||||
# ===== THÜRINGEN =====
|
||||
{"url": "https://www.fh-erfurt.de", "name": "Fachhochschule Erfurt", "state": "TH"},
|
||||
{"url": "https://www.eah-jena.de", "name": "Ernst-Abbe-Hochschule Jena", "state": "TH"},
|
||||
{"url": "https://www.hs-schmalkalden.de", "name": "Hochschule Schmalkalden", "state": "TH"},
|
||||
{"url": "https://www.hs-nordhausen.de", "name": "Hochschule Nordhausen", "state": "TH"},
|
||||
]
|
||||
|
||||
# =============================================================================
|
||||
# PÄDAGOGISCHE HOCHSCHULEN (nur Baden-Württemberg)
|
||||
# =============================================================================
|
||||
|
||||
PAEDAGOGISCHE_HOCHSCHULEN = [
|
||||
{"url": "https://www.ph-freiburg.de", "name": "Pädagogische Hochschule Freiburg", "state": "BW"},
|
||||
{"url": "https://www.ph-heidelberg.de", "name": "Pädagogische Hochschule Heidelberg", "state": "BW"},
|
||||
{"url": "https://www.ph-karlsruhe.de", "name": "Pädagogische Hochschule Karlsruhe", "state": "BW"},
|
||||
{"url": "https://www.ph-ludwigsburg.de", "name": "Pädagogische Hochschule Ludwigsburg", "state": "BW"},
|
||||
{"url": "https://www.ph-schwäbisch-gmünd.de", "name": "Pädagogische Hochschule Schwäbisch Gmünd", "state": "BW"},
|
||||
{"url": "https://www.ph-weingarten.de", "name": "Pädagogische Hochschule Weingarten", "state": "BW"},
|
||||
]
|
||||
|
||||
# =============================================================================
|
||||
# KUNST- UND MUSIKHOCHSCHULEN
|
||||
# =============================================================================
|
||||
|
||||
KUNSTHOCHSCHULEN = [
|
||||
# ===== BADEN-WÜRTTEMBERG =====
|
||||
{"url": "https://www.abk-stuttgart.de", "name": "Staatliche Akademie der Bildenden Künste Stuttgart", "state": "BW"},
|
||||
{"url": "https://www.hfg-karlsruhe.de", "name": "Staatliche Hochschule für Gestaltung Karlsruhe", "state": "BW"},
|
||||
{"url": "https://www.mh-freiburg.de", "name": "Hochschule für Musik Freiburg", "state": "BW"},
|
||||
{"url": "https://www.hmdk-stuttgart.de", "name": "Hochschule für Musik und Darstellende Kunst Stuttgart", "state": "BW"},
|
||||
{"url": "https://www.hfm-karlsruhe.de", "name": "Hochschule für Musik Karlsruhe", "state": "BW"},
|
||||
{"url": "https://www.hfm-trossingen.de", "name": "Hochschule für Musik Trossingen", "state": "BW"},
|
||||
{"url": "https://www.filmakademie.de", "name": "Filmakademie Baden-Württemberg", "state": "BW"},
|
||||
{"url": "https://www.popakademie.de", "name": "Popakademie Baden-Württemberg", "state": "BW"},
|
||||
|
||||
# ===== BAYERN =====
|
||||
{"url": "https://www.adbk.de", "name": "Akademie der Bildenden Künste München", "state": "BY"},
|
||||
{"url": "https://www.adbk-nuernberg.de", "name": "Akademie der Bildenden Künste Nürnberg", "state": "BY"},
|
||||
{"url": "https://www.hmtm.de", "name": "Hochschule für Musik und Theater München", "state": "BY"},
|
||||
{"url": "https://www.hfm-wuerzburg.de", "name": "Hochschule für Musik Würzburg", "state": "BY"},
|
||||
{"url": "https://www.hff-muenchen.de", "name": "Hochschule für Fernsehen und Film München", "state": "BY"},
|
||||
|
||||
# ===== BERLIN =====
|
||||
{"url": "https://www.udk-berlin.de", "name": "Universität der Künste Berlin", "state": "BE"},
|
||||
{"url": "https://www.hfm-berlin.de", "name": "Hochschule für Musik Hanns Eisler Berlin", "state": "BE"},
|
||||
{"url": "https://www.dffb.de", "name": "Deutsche Film- und Fernsehakademie Berlin", "state": "BE"},
|
||||
|
||||
# ===== HAMBURG =====
|
||||
{"url": "https://www.hfbk-hamburg.de", "name": "Hochschule für bildende Künste Hamburg", "state": "HH"},
|
||||
{"url": "https://www.hfmt-hamburg.de", "name": "Hochschule für Musik und Theater Hamburg", "state": "HH"},
|
||||
|
||||
# ===== HESSEN =====
|
||||
{"url": "https://www.hfg-offenbach.de", "name": "Hochschule für Gestaltung Offenbach", "state": "HE"},
|
||||
{"url": "https://www.hfmdk-frankfurt.de", "name": "Hochschule für Musik und Darstellende Kunst Frankfurt", "state": "HE"},
|
||||
|
||||
# ===== NORDRHEIN-WESTFALEN =====
|
||||
{"url": "https://www.kunstakademie-duesseldorf.de", "name": "Kunstakademie Düsseldorf", "state": "NW"},
|
||||
{"url": "https://www.kunstakademie-muenster.de", "name": "Kunstakademie Münster", "state": "NW"},
|
||||
{"url": "https://www.hfmt-koeln.de", "name": "Hochschule für Musik und Tanz Köln", "state": "NW"},
|
||||
{"url": "https://www.folkwang-uni.de", "name": "Folkwang Universität der Künste", "state": "NW"},
|
||||
{"url": "https://www.rsh-duesseldorf.de", "name": "Robert Schumann Hochschule Düsseldorf", "state": "NW"},
|
||||
{"url": "https://www.hfm-detmold.de", "name": "Hochschule für Musik Detmold", "state": "NW"},
|
||||
|
||||
# ===== SACHSEN =====
|
||||
{"url": "https://www.hfbk-dresden.de", "name": "Hochschule für Bildende Künste Dresden", "state": "SN"},
|
||||
{"url": "https://www.hmt-leipzig.de", "name": "Hochschule für Musik und Theater Leipzig", "state": "SN"},
|
||||
{"url": "https://www.hfmdd.de", "name": "Hochschule für Musik Carl Maria von Weber Dresden", "state": "SN"},
|
||||
{"url": "https://www.palucca.eu", "name": "Palucca Hochschule für Tanz Dresden", "state": "SN"},
|
||||
|
||||
# Other states
|
||||
{"url": "https://www.hfk-bremen.de", "name": "Hochschule für Künste Bremen", "state": "HB"},
|
||||
{"url": "https://www.burg-halle.de", "name": "Burg Giebichenstein Kunsthochschule Halle", "state": "ST"},
|
||||
{"url": "https://www.hmtm-hannover.de", "name": "Hochschule für Musik, Theater und Medien Hannover", "state": "NI"},
|
||||
{"url": "https://www.hfk-bremen.de", "name": "Hochschule für Künste Bremen", "state": "HB"},
|
||||
{"url": "https://www.muho-mannheim.de", "name": "Hochschule für Musik und Darstellende Kunst Mannheim", "state": "BW"},
|
||||
{"url": "https://www.hfm-saar.de", "name": "Hochschule für Musik Saar", "state": "SL"},
|
||||
{"url": "https://www.hfm-weimar.de", "name": "Hochschule für Musik Franz Liszt Weimar", "state": "TH"},
|
||||
{"url": "https://www.mh-luebeck.de", "name": "Musikhochschule Lübeck", "state": "SH"},
|
||||
{"url": "https://www.hmt-rostock.de", "name": "Hochschule für Musik und Theater Rostock", "state": "MV"},
|
||||
]
|
||||
|
||||
# =============================================================================
|
||||
# PRIVATE HOCHSCHULEN (Auswahl der wichtigsten)
|
||||
# =============================================================================
|
||||
|
||||
PRIVATE_HOCHSCHULEN = [
|
||||
{"url": "https://www.srh.de", "name": "SRH Hochschule", "state": "BW"},
|
||||
{"url": "https://www.escp.eu", "name": "ESCP Business School Berlin", "state": "BE"},
|
||||
{"url": "https://www.hertie-school.org", "name": "Hertie School", "state": "BE"},
|
||||
{"url": "https://www.steinbeis-hochschule.de", "name": "Steinbeis Hochschule", "state": "BE"},
|
||||
{"url": "https://www.code.berlin", "name": "CODE University of Applied Sciences", "state": "BE"},
|
||||
{"url": "https://www.whu.edu", "name": "WHU – Otto Beisheim School of Management", "state": "RP"},
|
||||
{"url": "https://www.ebs.edu", "name": "EBS Universität", "state": "HE"},
|
||||
{"url": "https://www.fom.de", "name": "FOM Hochschule", "state": "NW"},
|
||||
{"url": "https://www.macromedia-fachhochschule.de", "name": "Hochschule Macromedia", "state": "BY"},
|
||||
{"url": "https://www.ism.de", "name": "International School of Management", "state": "NW"},
|
||||
{"url": "https://www.hhl.de", "name": "HHL Leipzig Graduate School of Management", "state": "SN"},
|
||||
{"url": "https://www.fs.de", "name": "Frankfurt School of Finance & Management", "state": "HE"},
|
||||
{"url": "https://www.bits-iserlohn.de", "name": "BiTS Hochschule", "state": "NW"},
|
||||
{"url": "https://www.umit.at", "name": "UMIT - Private Universität für Gesundheitswissenschaften", "state": "BY"},
|
||||
{"url": "https://www.bucerius-law-school.de", "name": "Bucerius Law School", "state": "HH"},
|
||||
{"url": "https://www.akad.de", "name": "AKAD Hochschule Stuttgart", "state": "BW"},
|
||||
{"url": "https://www.diploma.de", "name": "DIPLOMA Hochschule", "state": "HE"},
|
||||
{"url": "https://www.apollon-hochschule.de", "name": "APOLLON Hochschule", "state": "HB"},
|
||||
{"url": "https://www.euro-fh.de", "name": "Euro-FH Hamburg", "state": "HH"},
|
||||
{"url": "https://www.wings.de", "name": "WINGS Fernstudium", "state": "MV"},
|
||||
]
|
||||
|
||||
|
||||
def generate_seed(uni: dict, category: str, source_type: str, trust_boost: float) -> dict:
|
||||
"""Generate a seed entry from university data."""
|
||||
return {
|
||||
"url": uni["url"],
|
||||
"name": uni["name"],
|
||||
"description": f"Deutsche Hochschule - {uni['name']}",
|
||||
"category_name": category, # API expects category_name, not category
|
||||
"trust_boost": trust_boost,
|
||||
"source_type": source_type,
|
||||
"scope": "STATE",
|
||||
"state": uni.get("state", "")
|
||||
}
|
||||
|
||||
|
||||
def get_all_university_seeds() -> list:
|
||||
"""Get all university seeds formatted for API."""
|
||||
seeds = []
|
||||
|
||||
# Universitäten - höchster Trust
|
||||
for uni in UNIVERSITAETEN:
|
||||
seeds.append(generate_seed(uni, "universities", "UNI", 0.90))
|
||||
|
||||
# Fachhochschulen
|
||||
for uni in FACHHOCHSCHULEN:
|
||||
seeds.append(generate_seed(uni, "universities", "FH", 0.85))
|
||||
|
||||
# Pädagogische Hochschulen - sehr relevant für Bildung
|
||||
for uni in PAEDAGOGISCHE_HOCHSCHULEN:
|
||||
seeds.append(generate_seed(uni, "universities", "PH", 0.92))
|
||||
|
||||
# Kunst- und Musikhochschulen
|
||||
for uni in KUNSTHOCHSCHULEN:
|
||||
seeds.append(generate_seed(uni, "universities", "KUNST", 0.80))
|
||||
|
||||
# Private Hochschulen
|
||||
for uni in PRIVATE_HOCHSCHULEN:
|
||||
seeds.append(generate_seed(uni, "universities", "PRIVATE", 0.75))
|
||||
|
||||
return seeds
|
||||
|
||||
|
||||
async def load_university_seeds():
|
||||
"""Load university seeds via bulk import API."""
|
||||
seeds = get_all_university_seeds()
|
||||
|
||||
print(f"Loading {len(seeds)} university seeds into {API_BASE}...")
|
||||
print(f"\nBreakdown:")
|
||||
print(f" - Universitäten: {len(UNIVERSITAETEN)}")
|
||||
print(f" - Fachhochschulen: {len(FACHHOCHSCHULEN)}")
|
||||
print(f" - Pädagogische Hochschulen: {len(PAEDAGOGISCHE_HOCHSCHULEN)}")
|
||||
print(f" - Kunst-/Musikhochschulen: {len(KUNSTHOCHSCHULEN)}")
|
||||
print(f" - Private Hochschulen: {len(PRIVATE_HOCHSCHULEN)}")
|
||||
print(f" - TOTAL: {len(seeds)}")
|
||||
|
||||
# Count by state
|
||||
by_state = {}
|
||||
for seed in seeds:
|
||||
state = seed.get("state", "unknown")
|
||||
by_state[state] = by_state.get(state, 0) + 1
|
||||
print(f"\nBy state:")
|
||||
for state, count in sorted(by_state.items()):
|
||||
print(f" - {state}: {count}")
|
||||
|
||||
try:
|
||||
async with httpx.AsyncClient(timeout=120.0) as client:
|
||||
# Check API health first
|
||||
try:
|
||||
health_response = await client.get(f"{API_BASE}/health")
|
||||
if health_response.status_code != 200:
|
||||
print(f"WARNING: Health check returned {health_response.status_code}")
|
||||
except httpx.ConnectError:
|
||||
print(f"ERROR: Cannot connect to API at {API_BASE}")
|
||||
print("Make sure the backend service is running:")
|
||||
print(" docker compose up -d backend")
|
||||
return False
|
||||
|
||||
# Import seeds in batches to avoid timeout
|
||||
batch_size = 100
|
||||
total_imported = 0
|
||||
total_skipped = 0
|
||||
all_errors = []
|
||||
|
||||
for i in range(0, len(seeds), batch_size):
|
||||
batch = seeds[i:i + batch_size]
|
||||
print(f"\nImporting batch {i // batch_size + 1} ({len(batch)} seeds)...")
|
||||
|
||||
response = await client.post(
|
||||
f"{API_BASE}/v1/edu-search/seeds/bulk-import",
|
||||
json={"seeds": batch}
|
||||
)
|
||||
|
||||
if response.status_code == 200:
|
||||
result = response.json()
|
||||
imported = result.get('imported', 0)
|
||||
skipped = result.get('skipped', 0)
|
||||
errors = result.get('errors', [])
|
||||
|
||||
total_imported += imported
|
||||
total_skipped += skipped
|
||||
all_errors.extend(errors)
|
||||
|
||||
print(f" Imported: {imported}, Skipped: {skipped}")
|
||||
else:
|
||||
print(f" ERROR: Batch failed with status {response.status_code}")
|
||||
try:
|
||||
error_detail = response.json()
|
||||
print(f" Detail: {error_detail.get('detail', response.text[:200])}")
|
||||
except Exception:
|
||||
print(f" Response: {response.text[:200]}")
|
||||
|
||||
print(f"\n{'='*50}")
|
||||
print(f"TOTAL RESULTS:")
|
||||
print(f" Imported: {total_imported}")
|
||||
print(f" Skipped (duplicates): {total_skipped}")
|
||||
|
||||
if all_errors:
|
||||
print(f" Errors: {len(all_errors)}")
|
||||
for err in all_errors[:10]:
|
||||
print(f" - {err}")
|
||||
if len(all_errors) > 10:
|
||||
print(f" ... and {len(all_errors) - 10} more")
|
||||
|
||||
# Get stats
|
||||
print("\nFetching statistics...")
|
||||
stats_response = await client.get(f"{API_BASE}/v1/edu-search/stats")
|
||||
if stats_response.status_code == 200:
|
||||
stats = stats_response.json()
|
||||
print(f"\nDatabase Statistics:")
|
||||
print(f" Total seeds: {stats.get('total_seeds', 0)}")
|
||||
print(f" Enabled seeds: {stats.get('enabled_seeds', 0)}")
|
||||
|
||||
print("\nDone!")
|
||||
return True
|
||||
|
||||
except httpx.ConnectError as e:
|
||||
print(f"\nERROR: Connection failed - {e}")
|
||||
return False
|
||||
except httpx.TimeoutException:
|
||||
print(f"\nERROR: Request timed out")
|
||||
return False
|
||||
except Exception as e:
|
||||
print(f"\nERROR: Unexpected error - {e}")
|
||||
import traceback
|
||||
traceback.print_exc()
|
||||
return False
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
import sys
|
||||
print("="*60)
|
||||
print("German University Seeds Loader")
|
||||
print("="*60)
|
||||
success = asyncio.run(load_university_seeds())
|
||||
sys.exit(0 if success else 1)
|
||||
314
backend/scripts/test_compliance_ai_endpoints.py
Executable file
314
backend/scripts/test_compliance_ai_endpoints.py
Executable file
@@ -0,0 +1,314 @@
|
||||
#!/usr/bin/env python3
|
||||
"""
|
||||
Test script for Compliance AI API Endpoints.
|
||||
|
||||
Usage:
|
||||
python scripts/test_compliance_ai_endpoints.py
|
||||
|
||||
Environment:
|
||||
BACKEND_URL: Base URL of the backend (default: http://localhost:8000)
|
||||
COMPLIANCE_LLM_PROVIDER: Set to "mock" for testing without API keys
|
||||
"""
|
||||
|
||||
import asyncio
|
||||
import os
|
||||
import sys
|
||||
from typing import Dict, Any
|
||||
|
||||
import httpx
|
||||
|
||||
|
||||
class ComplianceAITester:
|
||||
"""Tester for Compliance AI endpoints."""
|
||||
|
||||
def __init__(self, base_url: str = "http://localhost:8000"):
|
||||
self.base_url = base_url.rstrip("/")
|
||||
self.api_prefix = f"{self.base_url}/api/v1/compliance"
|
||||
|
||||
async def test_ai_status(self) -> Dict[str, Any]:
|
||||
"""Test GET /ai/status endpoint."""
|
||||
print("\n=== Testing AI Status ===")
|
||||
|
||||
async with httpx.AsyncClient() as client:
|
||||
response = await client.get(f"{self.api_prefix}/ai/status")
|
||||
response.raise_for_status()
|
||||
data = response.json()
|
||||
|
||||
print(f"Provider: {data['provider']}")
|
||||
print(f"Model: {data['model']}")
|
||||
print(f"Available: {data['is_available']}")
|
||||
print(f"Is Mock: {data['is_mock']}")
|
||||
|
||||
if data.get("error"):
|
||||
print(f"Error: {data['error']}")
|
||||
|
||||
return data
|
||||
|
||||
async def test_interpret_requirement(self, requirement_id: str) -> Dict[str, Any]:
|
||||
"""Test POST /ai/interpret endpoint."""
|
||||
print(f"\n=== Testing Requirement Interpretation ===")
|
||||
print(f"Requirement ID: {requirement_id}")
|
||||
|
||||
async with httpx.AsyncClient(timeout=60.0) as client:
|
||||
response = await client.post(
|
||||
f"{self.api_prefix}/ai/interpret",
|
||||
json={
|
||||
"requirement_id": requirement_id,
|
||||
"force_refresh": False
|
||||
}
|
||||
)
|
||||
|
||||
if response.status_code == 404:
|
||||
print(f"ERROR: Requirement {requirement_id} not found")
|
||||
return {}
|
||||
|
||||
response.raise_for_status()
|
||||
data = response.json()
|
||||
|
||||
print(f"\nSummary: {data['summary'][:100]}...")
|
||||
print(f"Applicability: {data['applicability'][:100]}...")
|
||||
print(f"Risk Level: {data['risk_level']}")
|
||||
print(f"Affected Modules: {', '.join(data['affected_modules'])}")
|
||||
print(f"Technical Measures: {len(data['technical_measures'])} measures")
|
||||
print(f"Confidence: {data['confidence_score']:.2f}")
|
||||
|
||||
if data.get("error"):
|
||||
print(f"Error: {data['error']}")
|
||||
|
||||
return data
|
||||
|
||||
async def test_suggest_controls(self, requirement_id: str) -> Dict[str, Any]:
|
||||
"""Test POST /ai/suggest-controls endpoint."""
|
||||
print(f"\n=== Testing Control Suggestions ===")
|
||||
print(f"Requirement ID: {requirement_id}")
|
||||
|
||||
async with httpx.AsyncClient(timeout=60.0) as client:
|
||||
response = await client.post(
|
||||
f"{self.api_prefix}/ai/suggest-controls",
|
||||
json={"requirement_id": requirement_id}
|
||||
)
|
||||
|
||||
if response.status_code == 404:
|
||||
print(f"ERROR: Requirement {requirement_id} not found")
|
||||
return {}
|
||||
|
||||
response.raise_for_status()
|
||||
data = response.json()
|
||||
|
||||
print(f"\nFound {len(data['suggestions'])} control suggestions:")
|
||||
for i, ctrl in enumerate(data['suggestions'], 1):
|
||||
print(f"\n{i}. {ctrl['control_id']}: {ctrl['title']}")
|
||||
print(f" Domain: {ctrl['domain']}")
|
||||
print(f" Priority: {ctrl['priority']}")
|
||||
print(f" Automated: {ctrl['is_automated']}")
|
||||
if ctrl['automation_tool']:
|
||||
print(f" Tool: {ctrl['automation_tool']}")
|
||||
print(f" Confidence: {ctrl['confidence_score']:.2f}")
|
||||
|
||||
return data
|
||||
|
||||
async def test_assess_module_risk(self, module_id: str) -> Dict[str, Any]:
|
||||
"""Test POST /ai/assess-risk endpoint."""
|
||||
print(f"\n=== Testing Module Risk Assessment ===")
|
||||
print(f"Module ID: {module_id}")
|
||||
|
||||
async with httpx.AsyncClient(timeout=60.0) as client:
|
||||
response = await client.post(
|
||||
f"{self.api_prefix}/ai/assess-risk",
|
||||
json={"module_id": module_id}
|
||||
)
|
||||
|
||||
if response.status_code == 404:
|
||||
print(f"ERROR: Module {module_id} not found")
|
||||
return {}
|
||||
|
||||
response.raise_for_status()
|
||||
data = response.json()
|
||||
|
||||
print(f"\nModule: {data['module_name']}")
|
||||
print(f"Overall Risk: {data['overall_risk']}")
|
||||
print(f"\nRisk Factors:")
|
||||
for factor in data['risk_factors']:
|
||||
print(f" - {factor['factor']}")
|
||||
print(f" Severity: {factor['severity']}, Likelihood: {factor['likelihood']}")
|
||||
|
||||
print(f"\nRecommendations:")
|
||||
for rec in data['recommendations']:
|
||||
print(f" - {rec}")
|
||||
|
||||
print(f"\nCompliance Gaps:")
|
||||
for gap in data['compliance_gaps']:
|
||||
print(f" - {gap}")
|
||||
|
||||
print(f"\nConfidence: {data['confidence_score']:.2f}")
|
||||
|
||||
return data
|
||||
|
||||
async def test_gap_analysis(self, requirement_id: str) -> Dict[str, Any]:
|
||||
"""Test POST /ai/gap-analysis endpoint."""
|
||||
print(f"\n=== Testing Gap Analysis ===")
|
||||
print(f"Requirement ID: {requirement_id}")
|
||||
|
||||
async with httpx.AsyncClient(timeout=60.0) as client:
|
||||
response = await client.post(
|
||||
f"{self.api_prefix}/ai/gap-analysis",
|
||||
json={"requirement_id": requirement_id}
|
||||
)
|
||||
|
||||
if response.status_code == 404:
|
||||
print(f"ERROR: Requirement {requirement_id} not found")
|
||||
return {}
|
||||
|
||||
response.raise_for_status()
|
||||
data = response.json()
|
||||
|
||||
print(f"\nRequirement: {data['requirement_title']}")
|
||||
print(f"Coverage Level: {data['coverage_level']}")
|
||||
|
||||
print(f"\nExisting Controls:")
|
||||
for ctrl in data['existing_controls']:
|
||||
print(f" - {ctrl}")
|
||||
|
||||
print(f"\nMissing Coverage:")
|
||||
for missing in data['missing_coverage']:
|
||||
print(f" - {missing}")
|
||||
|
||||
print(f"\nSuggested Actions:")
|
||||
for action in data['suggested_actions']:
|
||||
print(f" - {action}")
|
||||
|
||||
return data
|
||||
|
||||
async def test_batch_interpret(self, requirement_ids: list) -> Dict[str, Any]:
|
||||
"""Test POST /ai/batch-interpret endpoint."""
|
||||
print(f"\n=== Testing Batch Interpretation ===")
|
||||
print(f"Requirements: {len(requirement_ids)}")
|
||||
|
||||
async with httpx.AsyncClient(timeout=120.0) as client:
|
||||
response = await client.post(
|
||||
f"{self.api_prefix}/ai/batch-interpret",
|
||||
json={
|
||||
"requirement_ids": requirement_ids,
|
||||
"rate_limit": 1.0
|
||||
}
|
||||
)
|
||||
response.raise_for_status()
|
||||
data = response.json()
|
||||
|
||||
print(f"\nTotal: {data['total']}")
|
||||
print(f"Processed: {data['processed']}")
|
||||
print(f"Success Rate: {data['processed']/data['total']*100:.1f}%")
|
||||
|
||||
if data['interpretations']:
|
||||
print(f"\nFirst interpretation:")
|
||||
first = data['interpretations'][0]
|
||||
print(f" ID: {first['requirement_id']}")
|
||||
print(f" Summary: {first['summary'][:100]}...")
|
||||
print(f" Risk: {first['risk_level']}")
|
||||
|
||||
return data
|
||||
|
||||
async def get_sample_requirement_id(self) -> str:
|
||||
"""Get a sample requirement ID from the database."""
|
||||
async with httpx.AsyncClient() as client:
|
||||
# Try to get requirements
|
||||
response = await client.get(f"{self.api_prefix}/requirements?limit=1")
|
||||
if response.status_code == 200:
|
||||
data = response.json()
|
||||
if data["requirements"]:
|
||||
return data["requirements"][0]["id"]
|
||||
|
||||
return None
|
||||
|
||||
async def get_sample_module_id(self) -> str:
|
||||
"""Get a sample module ID from the database."""
|
||||
async with httpx.AsyncClient() as client:
|
||||
# Try to get modules
|
||||
response = await client.get(f"{self.api_prefix}/modules")
|
||||
if response.status_code == 200:
|
||||
data = response.json()
|
||||
if data["modules"]:
|
||||
return data["modules"][0]["id"]
|
||||
|
||||
return None
|
||||
|
||||
async def run_all_tests(self):
|
||||
"""Run all endpoint tests."""
|
||||
print("=" * 70)
|
||||
print("Compliance AI Endpoints Test Suite")
|
||||
print("=" * 70)
|
||||
|
||||
# Test AI status first
|
||||
try:
|
||||
status = await self.test_ai_status()
|
||||
if not status.get("is_available"):
|
||||
print("\n⚠️ WARNING: AI provider is not available!")
|
||||
print("Set COMPLIANCE_LLM_PROVIDER=mock for testing without API keys")
|
||||
return
|
||||
except Exception as e:
|
||||
print(f"\n❌ ERROR: Could not connect to backend: {e}")
|
||||
return
|
||||
|
||||
# Get sample IDs
|
||||
print("\n--- Fetching sample data ---")
|
||||
requirement_id = await self.get_sample_requirement_id()
|
||||
module_id = await self.get_sample_module_id()
|
||||
|
||||
if not requirement_id:
|
||||
print("\n⚠️ WARNING: No requirements found in database")
|
||||
print("Run seed command first: POST /api/v1/compliance/seed")
|
||||
return
|
||||
|
||||
print(f"Sample Requirement ID: {requirement_id}")
|
||||
if module_id:
|
||||
print(f"Sample Module ID: {module_id}")
|
||||
|
||||
# Run tests
|
||||
tests = [
|
||||
("Interpret Requirement", self.test_interpret_requirement(requirement_id)),
|
||||
("Suggest Controls", self.test_suggest_controls(requirement_id)),
|
||||
("Gap Analysis", self.test_gap_analysis(requirement_id)),
|
||||
]
|
||||
|
||||
if module_id:
|
||||
tests.append(("Assess Module Risk", self.test_assess_module_risk(module_id)))
|
||||
|
||||
# Execute tests
|
||||
results = {"passed": 0, "failed": 0}
|
||||
for test_name, test_coro in tests:
|
||||
try:
|
||||
await test_coro
|
||||
results["passed"] += 1
|
||||
print(f"\n✅ {test_name} - PASSED")
|
||||
except Exception as e:
|
||||
results["failed"] += 1
|
||||
print(f"\n❌ {test_name} - FAILED: {e}")
|
||||
|
||||
# Summary
|
||||
print("\n" + "=" * 70)
|
||||
print("Test Summary")
|
||||
print("=" * 70)
|
||||
print(f"✅ Passed: {results['passed']}")
|
||||
print(f"❌ Failed: {results['failed']}")
|
||||
print(f"Total: {results['passed'] + results['failed']}")
|
||||
print("=" * 70)
|
||||
|
||||
|
||||
async def main():
|
||||
"""Main entry point."""
|
||||
backend_url = os.getenv("BACKEND_URL", "http://localhost:8000")
|
||||
|
||||
print(f"Backend URL: {backend_url}")
|
||||
print(f"Provider: {os.getenv('COMPLIANCE_LLM_PROVIDER', 'default')}")
|
||||
|
||||
tester = ComplianceAITester(base_url=backend_url)
|
||||
|
||||
try:
|
||||
await tester.run_all_tests()
|
||||
except KeyboardInterrupt:
|
||||
print("\n\nTest interrupted by user")
|
||||
sys.exit(1)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
asyncio.run(main())
|
||||
141
backend/scripts/verify_sprint4.sh
Executable file
141
backend/scripts/verify_sprint4.sh
Executable file
@@ -0,0 +1,141 @@
|
||||
#!/bin/bash
|
||||
|
||||
# Verification script for Sprint 4 implementation
|
||||
# Checks that all required components are present
|
||||
|
||||
echo "========================================"
|
||||
echo "Sprint 4 - KI-Integration Verifikation"
|
||||
echo "========================================"
|
||||
echo ""
|
||||
|
||||
# Color codes
|
||||
GREEN='\033[0;32m'
|
||||
RED='\033[0;31m'
|
||||
YELLOW='\033[1;33m'
|
||||
NC='\033[0m' # No Color
|
||||
|
||||
FAILED=0
|
||||
PASSED=0
|
||||
|
||||
check_file() {
|
||||
local file="$1"
|
||||
local description="$2"
|
||||
|
||||
if [ -f "$file" ]; then
|
||||
echo -e "${GREEN}✓${NC} $description"
|
||||
echo " → $file"
|
||||
((PASSED++))
|
||||
else
|
||||
echo -e "${RED}✗${NC} $description"
|
||||
echo " → $file (NOT FOUND)"
|
||||
((FAILED++))
|
||||
fi
|
||||
}
|
||||
|
||||
check_content() {
|
||||
local file="$1"
|
||||
local pattern="$2"
|
||||
local description="$3"
|
||||
|
||||
if [ -f "$file" ] && grep -q "$pattern" "$file"; then
|
||||
echo -e "${GREEN}✓${NC} $description"
|
||||
((PASSED++))
|
||||
else
|
||||
echo -e "${RED}✗${NC} $description"
|
||||
echo " → Pattern '$pattern' not found in $file"
|
||||
((FAILED++))
|
||||
fi
|
||||
}
|
||||
|
||||
echo "1. Core Components"
|
||||
echo "-------------------"
|
||||
check_file "compliance/services/llm_provider.py" "LLM Provider Abstraction"
|
||||
check_file "compliance/services/ai_compliance_assistant.py" "AI Compliance Assistant"
|
||||
check_file "compliance/api/routes.py" "API Routes"
|
||||
check_file "compliance/api/schemas.py" "API Schemas"
|
||||
echo ""
|
||||
|
||||
echo "2. LLM Provider Classes"
|
||||
echo "------------------------"
|
||||
check_content "compliance/services/llm_provider.py" "class LLMProvider" "Abstrakte LLMProvider Klasse"
|
||||
check_content "compliance/services/llm_provider.py" "class AnthropicProvider" "AnthropicProvider"
|
||||
check_content "compliance/services/llm_provider.py" "class SelfHostedProvider" "SelfHostedProvider"
|
||||
check_content "compliance/services/llm_provider.py" "class MockProvider" "MockProvider"
|
||||
check_content "compliance/services/llm_provider.py" "def get_llm_provider" "get_llm_provider() Factory"
|
||||
echo ""
|
||||
|
||||
echo "3. AI Assistant Methods"
|
||||
echo "------------------------"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "async def interpret_requirement" "interpret_requirement()"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "async def suggest_controls" "suggest_controls()"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "async def assess_module_risk" "assess_module_risk()"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "async def analyze_gap" "analyze_gap()"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "async def batch_interpret_requirements" "batch_interpret_requirements()"
|
||||
echo ""
|
||||
|
||||
echo "4. API Endpoints"
|
||||
echo "-----------------"
|
||||
check_content "compliance/api/routes.py" "async def get_ai_status" "GET /ai/status"
|
||||
check_content "compliance/api/routes.py" "async def interpret_requirement" "POST /ai/interpret"
|
||||
check_content "compliance/api/routes.py" "async def suggest_controls" "POST /ai/suggest-controls"
|
||||
check_content "compliance/api/routes.py" "async def assess_module_risk" "POST /ai/assess-risk"
|
||||
check_content "compliance/api/routes.py" "async def analyze_gap" "POST /ai/gap-analysis"
|
||||
check_content "compliance/api/routes.py" "async def batch_interpret_requirements" "POST /ai/batch-interpret"
|
||||
echo ""
|
||||
|
||||
echo "5. Pydantic Schemas"
|
||||
echo "--------------------"
|
||||
check_content "compliance/api/schemas.py" "class AIStatusResponse" "AIStatusResponse"
|
||||
check_content "compliance/api/schemas.py" "class AIInterpretationRequest" "AIInterpretationRequest"
|
||||
check_content "compliance/api/schemas.py" "class AIInterpretationResponse" "AIInterpretationResponse"
|
||||
check_content "compliance/api/schemas.py" "class AIControlSuggestionRequest" "AIControlSuggestionRequest"
|
||||
check_content "compliance/api/schemas.py" "class AIControlSuggestionResponse" "AIControlSuggestionResponse"
|
||||
check_content "compliance/api/schemas.py" "class AIRiskAssessmentRequest" "AIRiskAssessmentRequest"
|
||||
check_content "compliance/api/schemas.py" "class AIRiskAssessmentResponse" "AIRiskAssessmentResponse"
|
||||
check_content "compliance/api/schemas.py" "class AIGapAnalysisRequest" "AIGapAnalysisRequest"
|
||||
check_content "compliance/api/schemas.py" "class AIGapAnalysisResponse" "AIGapAnalysisResponse"
|
||||
echo ""
|
||||
|
||||
echo "6. Environment Variables"
|
||||
echo "-------------------------"
|
||||
check_content ".env.example" "COMPLIANCE_LLM_PROVIDER" "COMPLIANCE_LLM_PROVIDER"
|
||||
check_content ".env.example" "ANTHROPIC_MODEL" "ANTHROPIC_MODEL"
|
||||
check_content ".env.example" "SELF_HOSTED_LLM_URL" "SELF_HOSTED_LLM_URL"
|
||||
check_content ".env.example" "COMPLIANCE_LLM_MAX_TOKENS" "COMPLIANCE_LLM_MAX_TOKENS"
|
||||
echo ""
|
||||
|
||||
echo "7. Documentation"
|
||||
echo "-----------------"
|
||||
check_file "docs/compliance_ai_integration.md" "Vollständige Dokumentation"
|
||||
check_file "compliance/README_AI.md" "Quick-Start Guide"
|
||||
check_file "compliance/SPRINT_4_SUMMARY.md" "Sprint 4 Zusammenfassung"
|
||||
echo ""
|
||||
|
||||
echo "8. Tests"
|
||||
echo "---------"
|
||||
check_file "tests/test_compliance_ai.py" "Unit Tests"
|
||||
check_file "scripts/test_compliance_ai_endpoints.py" "Integration Test Script"
|
||||
echo ""
|
||||
|
||||
echo "9. German Prompts"
|
||||
echo "------------------"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "Du bist ein Compliance-Experte" "Deutscher System Prompt"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "Breakpilot" "Breakpilot-spezifisch"
|
||||
check_content "compliance/services/ai_compliance_assistant.py" "EdTech" "EdTech Kontext"
|
||||
echo ""
|
||||
|
||||
# Summary
|
||||
echo "========================================"
|
||||
echo "Zusammenfassung"
|
||||
echo "========================================"
|
||||
echo -e "${GREEN}Bestanden: $PASSED${NC}"
|
||||
echo -e "${RED}Fehlgeschlagen: $FAILED${NC}"
|
||||
echo ""
|
||||
|
||||
if [ $FAILED -eq 0 ]; then
|
||||
echo -e "${GREEN}✓ Sprint 4 ist vollständig implementiert!${NC}"
|
||||
exit 0
|
||||
else
|
||||
echo -e "${RED}✗ Es fehlen noch $FAILED Komponenten${NC}"
|
||||
exit 1
|
||||
fi
|
||||
Reference in New Issue
Block a user