Formatierung durch black, extract-Funktion bereinigt

project/backend/coordinator/app.py

@@ -5,8 +5,6 @@ from dotenv import load_dotenv
 from controller import register_routes
 from model.database import init_db
 from controller.socketIO import socketio
-from controller.kennzahlen import kennzahlen_bp
-
 
 app = Flask(__name__)
 CORS(app)
@@ -23,15 +21,11 @@ init_db(app)
 register_routes(app)
 
 
-# Register blueprints
-app.register_blueprint(kennzahlen_bp)
-
-
 @app.route("/health")
 def health_check():
     return "OK"
 
 
-# für Docker wichtig: host='0.0.0.0'
+# Für Docker wichtig: host='0.0.0.0'
 if __name__ == "__main__":
     socketio.run(app, debug=True, host="0.0.0.0", port=5050)

project/backend/coordinator/controller/spacy_controller.py

@@ -6,10 +6,36 @@ from werkzeug.utils import secure_filename
 from model.database import db
 import os
 import json
-
+import requests
 
 spacy_controller = Blueprint("spacy", __name__, url_prefix="/api/spacy")
 
+SPACY_TRAINING_URL = os.getenv("SPACY_TRAINING_URL", "http://spacy:5052/train")
+training_running_flag_path = os.path.join("spacy_training", "training_running.json")
+
+
+@spacy_controller.route("/train", methods=["POST"])
+def trigger_training():
+    try:
+        with open(training_running_flag_path, "w") as f:
+            json.dump({"running": True}, f)
+
+        response = requests.post(SPACY_TRAINING_URL, timeout=600)
+        if response.ok:
+            return jsonify({"message": "Training erfolgreich angestoßen."}), 200
+        else:
+            return (
+                jsonify({"error": "Training fehlgeschlagen", "details": response.text}),
+                500,
+            )
+    except Exception as e:
+        return (
+            jsonify(
+                {"error": "Fehler beim Senden an Trainingsservice", "details": str(e)}
+            ),
+            500,
+        )
+
 
 @spacy_controller.route("/", methods=["GET"])
 def get_all_files():
@@ -33,7 +59,6 @@ def download_file(id):
 
 @spacy_controller.route("/", methods=["POST"])
 def upload_file():
-    print(request)
     if "file" not in request.files:
         return jsonify({"error": "No file part in the request"}), 400
 
@@ -41,17 +66,13 @@ def upload_file():
     if uploaded_file.filename == "":
         return jsonify({"error": "No selected file"}), 400
 
-    # Read file data once
     file_data = uploaded_file.read()
     try:
-        if uploaded_file:
+        fileName = uploaded_file.filename or ""
-            fileName = uploaded_file.filename or ""
+        new_file = SpacyModel(filename=secure_filename(fileName), file=file_data)
-            new_file = SpacyModel(filename=secure_filename(fileName), file=file_data)
+        db.session.add(new_file)
-
+        db.session.commit()
-            db.session.add(new_file)
+        return jsonify(new_file.to_dict()), 201
-            db.session.commit()
-
-            return jsonify(new_file.to_dict()), 201
     except Exception as e:
         print(e)
     return jsonify({"error": "Invalid file format. Only PDF files are accepted"}), 400
@@ -65,14 +86,9 @@ def update_file(id):
         uploaded_file = request.files["file"]
         if uploaded_file.filename != "":
             file.filename = uploaded_file.filename
-
-            # Read file data once
             file_data = uploaded_file.read()
             try:
-                if (
+                if puremagic.from_string(file_data, mime=True) == "application/pdf":
-                    uploaded_file
-                    and puremagic.from_string(file_data, mime=True) == "application/pdf"
-                ):
                     file.file = file_data
             except Exception as e:
                 print(e)
@@ -81,7 +97,6 @@ def update_file(id):
         file.kpi = request.form.get("kpi")
 
     db.session.commit()
-
     return jsonify(file.to_dict()), 200
 
 
@@ -90,7 +105,6 @@ def delete_file(id):
     file = SpacyModel.query.get_or_404(id)
     db.session.delete(file)
     db.session.commit()
-
     return jsonify({"message": f"File {id} deleted successfully"}), 200
 
 
@@ -110,7 +124,6 @@ def append_training_entry():
 
     try:
         os.makedirs(os.path.dirname(path), exist_ok=True)
-
         if os.path.exists(path):
             with open(path, "r", encoding="utf-8") as f:
                 data = json.load(f)
@@ -128,3 +141,16 @@ def append_training_entry():
     except Exception as e:
         print(f"[ERROR] Fehler beim Schreiben: {e}")
         return jsonify({"error": "Interner Fehler beim Schreiben."}), 500
+
+
+@spacy_controller.route("/train-status", methods=["GET"])
+def training_status():
+    try:
+        if os.path.exists(training_running_flag_path):
+            with open(training_running_flag_path, "r") as f:
+                status = json.load(f)
+            return jsonify(status), 200
+        else:
+            return jsonify({"running": False}), 200
+    except Exception as e:
+        return jsonify({"error": "Fehler beim Statuscheck", "details": str(e)}), 500

project/backend/exxetaGPT-service/Dockerfile

@@ -0,0 +1,8 @@
+FROM python:3.11-slim
+
+WORKDIR /app
+COPY . /app
+RUN pip install --no-cache-dir -r requirements.txt
+ENV PYTHONUNBUFFERED=1
+
+CMD ["python", "extractExxeta.py"]

project/backend/spacy-service/Dockerfile

@@ -11,6 +11,8 @@ COPY requirements.txt /app
 
 RUN pip install --upgrade pip
 RUN pip install --no-cache-dir -r requirements.txt
+RUN pip install flask-cors
+
 
 RUN python -m spacy download en_core_web_sm
 

project/backend/spacy-service/app.py

@@ -1,9 +1,14 @@
 from flask import Flask, request, jsonify
-from extractSpacy import extract
+from extractSpacy import extract, load_model
 import requests
 import os
 import json
 from flask_cors import CORS
+import shutil
+import subprocess
+
+
+training_status = {"running": False}
 
 
 app = Flask(__name__)
@@ -66,7 +71,7 @@ def append_training_entry():
         else:
             data = []
 
-        # Optional: Duplikate prüfen
+        # Duplikate prüfen
         if entry in data:
             return jsonify({"message": "Eintrag existiert bereits."}), 200
 
@@ -80,5 +85,59 @@ def append_training_entry():
         return jsonify({"error": "Interner Fehler beim Schreiben."}), 500
 
 
+@app.route("/train", methods=["POST"])
+def trigger_training():
+    from threading import Thread
+    import subprocess
+    import shutil
+
+    def run_training():
+        training_status["running"] = True
+        try:
+            if os.path.exists("output/model-last"):
+                shutil.copytree(
+                    "output/model-last", "output/model-backup", dirs_exist_ok=True
+                )
+            subprocess.run(["python", "spacy_training/ner_trainer.py"], check=True)
+            load_model()
+        except Exception as e:
+            print("Training failed:", e)
+        training_status["running"] = False
+
+    Thread(target=run_training).start()
+    return jsonify({"message": "Training gestartet"}), 200
+
+
+@app.route("/train-status", methods=["GET"])
+def get_training_status():
+    return jsonify(training_status), 200
+
+
+@app.route("/reload-model", methods=["POST"])
+def reload_model():
+    try:
+        load_model()
+        return jsonify({"message": "Modell wurde erfolgreich neu geladen."}), 200
+    except Exception as e:
+        return (
+            jsonify({"error": "Fehler beim Neuladen des Modells", "details": str(e)}),
+            500,
+        )
+
+
+def run_training():
+    training_status["running"] = True
+    try:
+        if os.path.exists("output/model-last"):
+            shutil.copytree(
+                "output/model-last", "output/model-backup", dirs_exist_ok=True
+            )
+        subprocess.run(["python", "spacy_training/ner_trainer.py"], check=True)
+        load_model()  # ⬅ Modell nach dem Training direkt neu laden
+    except Exception as e:
+        print("Training failed:", e)
+    training_status["running"] = False
+
+
 if __name__ == "__main__":
     app.run(host="0.0.0.0", port=5052, debug=True)

project/backend/spacy-service/extractSpacy.py

@@ -2,9 +2,25 @@ import spacy
 import os
 import json
 
+
 current_dir = os.path.dirname(os.path.abspath(__file__))
 model_path = os.path.join(current_dir, "spacy_training/output/model-last")
-nlp = spacy.load(model_path)
+
+
+# Globales NLP-Modell
+nlp = None
+
+
+def load_model():
+    global nlp
+    print("[INFO] Lade SpaCy-Modell aus spacy_training/output/model-last ...")
+    nlp = spacy.load("spacy_training/output/model-last")
+    print("[INFO] Modell erfolgreich geladen.")
+
+
+# Initial einmal laden
+load_model()
+
 
 def extract(pages_json):
     results = []
@@ -19,10 +35,6 @@ def extract(pages_json):
 
         spacy_result = nlp(text)
         for ent in spacy_result.ents:
-            results.append({
+            results.append({"label": ent.label_, "entity": ent.text, "page": page_num})
-                "label": ent.label_,
-                "entity": ent.text,
-                "page": page_num
-            })
 
     return json.dumps(results, indent=2, ensure_ascii=False)

project/backend/spacy-service/requirements.txt

@@ -4,3 +4,4 @@ transformers==4.35.2
 torch
 flask
 requests
+flask-cors

project/backend/spacy-service/spacy_training/annotation_data.json

@@ -1648,5 +1648,175 @@
         "NEUEKENNZAHL"
       ]
     ]
+  },
+  {
+    "text": "fhfhfh56",
+    "entities": [
+      [
+        6,
+        8,
+        "TEST545"
+      ]
+    ]
+  },
+  {
+    "text": "fhfhfh56",
+    "entities": [
+      [
+        6,
+        8,
+        "TEST345"
+      ]
+    ]
+  },
+  {
+    "text": "sdgds45",
+    "entities": [
+      [
+        6,
+        7,
+        "TEST243"
+      ]
+    ]
+  },
+  {
+    "text": "4t4r3",
+    "entities": [
+      [
+        4,
+        5,
+        "TEST243"
+      ]
+    ]
+  },
+  {
+    "text": "sdgds45",
+    "entities": [
+      [
+        6,
+        7,
+        "DGTDDTFHZ"
+      ]
+    ]
+  },
+  {
+    "text": "gjufzj45",
+    "entities": [
+      [
+        7,
+        8,
+        "DGTDDTFHZ"
+      ]
+    ]
+  },
+  {
+    "text": "irr beträgt 43",
+    "entities": [
+      [
+        12,
+        14,
+        "TEST3243"
+      ]
+    ]
+  },
+  {
+    "text": "irr beträgt 43",
+    "entities": [
+      [
+        12,
+        14,
+        "IRR"
+      ]
+    ]
+  },
+  {
+    "text": "Rendite besträgt 5 %",
+    "entities": [
+      [
+        17,
+        20,
+        "RENDITE"
+      ]
+    ]
+  },
+  {
+    "text": "RenditeX besträgt 5 %",
+    "entities": [
+      [
+        18,
+        21,
+        "RENDITE_X"
+      ]
+    ]
+  },
+  {
+    "text": "gtg3ahz8",
+    "entities": [
+      [
+        7,
+        8,
+        "ERTRETT"
+      ]
+    ]
+  },
+  {
+    "text": "wffwee 45",
+    "entities": [
+      [
+        7,
+        9,
+        "TEST45"
+      ]
+    ]
+  },
+  {
+    "text": "efwwef 45",
+    "entities": [
+      [
+        7,
+        9,
+        "TEST12"
+      ]
+    ]
+  },
+  {
+    "text": "wfwefwe34",
+    "entities": [
+      [
+        7,
+        9,
+        "TEST232"
+      ]
+    ]
+  },
+  {
+    "text": "fwefbmj34",
+    "entities": [
+      [
+        7,
+        9,
+        "TEST223"
+      ]
+    ]
+  },
+  {
+    "text": "asdas45",
+    "entities": [
+      [
+        5,
+        7,
+        "TEST122"
+      ]
+    ]
+  },
+  {
+    "text": "ewefw4",
+    "entities": [
+      [
+        5,
+        6,
+        "TEST3434"
+      ]
+    ]
   }
 ]

project/backend/spacy-service/spacy_training/ner_trainer.py

@@ -1,21 +1,33 @@
 import spacy
 from spacy.training.example import Example
 import json
+import os
+import shutil
+import sys
 
 
 def load_data(file_path):
     with open(file_path, "r", encoding="utf8") as f:
         raw = json.load(f)
-    TRAIN_DATA = []
+    return [
-    for entry in raw:
+        (
-        text = entry["text"]
+            entry["text"],
-        entities = [(start, end, label) for start, end, label in entry["entities"]]
+            {
-        TRAIN_DATA.append((text, {"entities": entities}))
+                "entities": [
-    return TRAIN_DATA
+                    (start, end, label) for start, end, label in entry["entities"]
+                ]
+            },
+        )
+        for entry in raw
+    ]
 
 
 def main():
-    TRAIN_DATA = load_data("annotation_data.json")
+    # Stelle sicher, dass der "output"-Ordner existiert
+    os.makedirs("output", exist_ok=True)
+
+    TRAIN_DATA = load_data(os.path.join("spacy_training", "annotation_data.json"))
+
     nlp = spacy.blank("de")
     ner = nlp.add_pipe("ner")
     ner.add_label("KENNZAHL")
@@ -26,9 +38,43 @@ def main():
             example = Example.from_dict(nlp.make_doc(text), annotations)
             nlp.update([example], drop=0.2, sgd=optimizer)
 
-    nlp.to_disk("output/model-last")
+    temp_model_dir = "output/temp-model"
+    final_model_dir = "output/model-last"
+    backup_dir = "output/model-backup"
 
-    # nlp.to_disk("model/")  # Speichert das Modell
+    try:
+        # Vorheriges temporäres Verzeichnis entfernen
+        if os.path.exists(temp_model_dir):
+            shutil.rmtree(temp_model_dir)
+
+        # Modell zunächst in temp speichern
+        nlp.to_disk(temp_model_dir)
+
+        # Backup der letzten Version (falls vorhanden)
+        if os.path.exists(final_model_dir):
+            if os.path.exists(backup_dir):
+                shutil.rmtree(backup_dir)
+            shutil.copytree(final_model_dir, backup_dir)
+
+            shutil.rmtree(final_model_dir)
+
+        # Modell verschieben
+        shutil.move(temp_model_dir, final_model_dir)
+        print("[INFO] Training abgeschlossen und Modell gespeichert.")
+
+        nlp.to_disk("spacy_training/output/model-last")
+
+        # Training beendet – Status auf False setzen
+        with open("spacy_training/training_running.json", "w") as f:
+            json.dump({"running": False}, f)
+
+        sys.exit(0)
+
+    except Exception as e:
+        print(f"[FEHLER] Während des Trainings ist ein Fehler aufgetreten: {e}")
+        if os.path.exists(temp_model_dir):
+            shutil.rmtree(temp_model_dir)
+        sys.exit(1)
 
 
 if __name__ == "__main__":

project/backend/spacy-service/spacy_training/output/model-last/config.cfg

@@ -1,21 +1,21 @@
 [paths]
-train = "./data/train.spacy"
+train = null
-dev = "./data/train.spacy"
+dev = null
 vectors = null
 init_tok2vec = null
 
 [system]
-gpu_allocator = null
 seed = 0
+gpu_allocator = null
 
 [nlp]
 lang = "de"
-pipeline = ["tok2vec","ner"]
+pipeline = ["ner"]
-batch_size = 1000
 disabled = []
 before_creation = null
 after_creation = null
 after_pipeline_creation = null
+batch_size = 1000
 tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 vectors = {"@vectors":"spacy.Vectors.v1"}
 
@@ -38,51 +38,34 @@ use_upper = true
 nO = null
 
 [components.ner.model.tok2vec]
-@architectures = "spacy.Tok2VecListener.v1"
+@architectures = "spacy.HashEmbedCNN.v2"
-width = ${components.tok2vec.model.encode.width}
+pretrained_vectors = null
-upstream = "*"
-
-[components.tok2vec]
-factory = "tok2vec"
-
-[components.tok2vec.model]
-@architectures = "spacy.Tok2Vec.v2"
-
-[components.tok2vec.model.embed]
-@architectures = "spacy.MultiHashEmbed.v2"
-width = ${components.tok2vec.model.encode.width}
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [5000,1000,2500,2500]
-include_static_vectors = false
-
-[components.tok2vec.model.encode]
-@architectures = "spacy.MaxoutWindowEncoder.v2"
 width = 96
 depth = 4
+embed_size = 2000
 window_size = 1
 maxout_pieces = 3
+subword_features = true
 
 [corpora]
 
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
 path = ${paths.dev}
-max_length = 0
 gold_preproc = false
+max_length = 0
 limit = 0
 augmenter = null
 
 [corpora.train]
 @readers = "spacy.Corpus.v1"
 path = ${paths.train}
-max_length = 0
 gold_preproc = false
+max_length = 0
 limit = 0
 augmenter = null
 
 [training]
-dev_corpus = "corpora.dev"
-train_corpus = "corpora.train"
 seed = ${system.seed}
 gpu_allocator = ${system.gpu_allocator}
 dropout = 0.1
@@ -93,6 +76,8 @@ max_steps = 20000
 eval_frequency = 200
 frozen_components = []
 annotating_components = []
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
 before_to_disk = null
 before_update = null
 

project/backend/spacy-service/spacy_training/output/model-last/meta.json

@@ -17,84 +17,29 @@
     "mode":"default"
   },
   "labels":{
-    "tok2vec":[
-
-    ],
     "ner":[
       "AUSSCH\u00dcTTUNGSRENDITE",
+      "IRR",
+      "KENNZAHL",
       "LAUFZEIT",
       "L\u00c4NDERALLOKATION",
       "MANAGMENTGEB\u00dcHREN",
       "RENDITE",
+      "RENDITE_X",
       "RISIKOPROFIL",
       "SEKTORENALLOKATION",
+      "TEST3243",
       "ZIELAUSSCH\u00dcTTUNG",
       "ZIELRENDITE"
     ]
   },
   "pipeline":[
-    "tok2vec",
     "ner"
   ],
   "components":[
-    "tok2vec",
     "ner"
   ],
   "disabled":[
 
-  ],
+  ]
-  "performance":{
-    "ents_f":0.9608938547,
-    "ents_p":1.0,
-    "ents_r":0.9247311828,
-    "ents_per_type":{
-      "RISIKOPROFIL":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      },
-      "AUSSCH\u00dcTTUNGSRENDITE":{
-        "p":1.0,
-        "r":0.5925925926,
-        "f":0.7441860465
-      },
-      "LAUFZEIT":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      },
-      "RENDITE":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      },
-      "L\u00c4NDERALLOKATION":{
-        "p":1.0,
-        "r":0.8965517241,
-        "f":0.9454545455
-      },
-      "ZIELRENDITE":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      },
-      "ZIELAUSSCH\u00dcTTUNG":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      },
-      "MANAGMENTGEB\u00dcHREN":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      },
-      "SEKTORENALLOKATION":{
-        "p":1.0,
-        "r":1.0,
-        "f":1.0
-      }
-    },
-    "tok2vec_loss":33.6051129291,
-    "ner_loss":740.5764770508
-  }
 }

project/backend/spacy-service/spacy_training/output/model-last/ner/moves

@@ -1 +1 @@
-‚¥movesÚL{"0":{},"1":{"RISIKOPROFIL":161,"L\u00c4NDERALLOKATION":161,"RENDITE":91,"AUSSCH\u00dcTTUNGSRENDITE":68,"LAUFZEIT":38,"ZIELRENDITE":12,"SEKTORENALLOKATION":12,"MANAGMENTGEB\u00dcHREN":8,"ZIELAUSSCH\u00dcTTUNG":2},"2":{"RISIKOPROFIL":161,"L\u00c4NDERALLOKATION":161,"RENDITE":91,"AUSSCH\u00dcTTUNGSRENDITE":68,"LAUFZEIT":38,"ZIELRENDITE":12,"SEKTORENALLOKATION":12,"MANAGMENTGEB\u00dcHREN":8,"ZIELAUSSCH\u00dcTTUNG":2},"3":{"RISIKOPROFIL":161,"L\u00c4NDERALLOKATION":161,"RENDITE":91,"AUSSCH\u00dcTTUNGSRENDITE":68,"LAUFZEIT":38,"ZIELRENDITE":12,"SEKTORENALLOKATION":12,"MANAGMENTGEB\u00dcHREN":8,"ZIELAUSSCH\u00dcTTUNG":2},"4":{"RISIKOPROFIL":161,"L\u00c4NDERALLOKATION":161,"RENDITE":91,"AUSSCH\u00dcTTUNGSRENDITE":68,"LAUFZEIT":38,"ZIELRENDITE":12,"SEKTORENALLOKATION":12,"MANAGMENTGEB\u00dcHREN":8,"ZIELAUSSCH\u00dcTTUNG":2,"":1},"5":{"":1}}£cfg<66>§neg_keyÀ
+‚¥movesÚ,{"0":{},"1":{"KENNZAHL":-1,"RISIKOPROFIL":-2,"AUSSCH\u00dcTTUNGSRENDITE":-3,"LAUFZEIT":-4,"RENDITE":-5,"L\u00c4NDERALLOKATION":-6,"ZIELRENDITE":-7,"ZIELAUSSCH\u00dcTTUNG":-8,"MANAGMENTGEB\u00dcHREN":-9,"SEKTORENALLOKATION":-10,"TEST3243":-11,"IRR":-12,"RENDITE_X":-13},"2":{"KENNZAHL":-1,"RISIKOPROFIL":-2,"AUSSCH\u00dcTTUNGSRENDITE":-3,"LAUFZEIT":-4,"RENDITE":-5,"L\u00c4NDERALLOKATION":-6,"ZIELRENDITE":-7,"ZIELAUSSCH\u00dcTTUNG":-8,"MANAGMENTGEB\u00dcHREN":-9,"SEKTORENALLOKATION":-10,"TEST3243":-11,"IRR":-12,"RENDITE_X":-13},"3":{"KENNZAHL":-1,"RISIKOPROFIL":-2,"AUSSCH\u00dcTTUNGSRENDITE":-3,"LAUFZEIT":-4,"RENDITE":-5,"L\u00c4NDERALLOKATION":-6,"ZIELRENDITE":-7,"ZIELAUSSCH\u00dcTTUNG":-8,"MANAGMENTGEB\u00dcHREN":-9,"SEKTORENALLOKATION":-10,"TEST3243":-11,"IRR":-12,"RENDITE_X":-13},"4":{"":1,"KENNZAHL":-1,"RISIKOPROFIL":-2,"AUSSCH\u00dcTTUNGSRENDITE":-3,"LAUFZEIT":-4,"RENDITE":-5,"L\u00c4NDERALLOKATION":-6,"ZIELRENDITE":-7,"ZIELAUSSCH\u00dcTTUNG":-8,"MANAGMENTGEB\u00dcHREN":-9,"SEKTORENALLOKATION":-10,"TEST3243":-11,"IRR":-12,"RENDITE_X":-13},"5":{"":1}}£cfg<66>§neg_keyÀ

project/backend/spacy-service/spacy_training/output/model-last/vocab/strings.json

@@ -52,9 +52,7 @@
   "*",
   "+",
   "+/D",
-  "+/d",
   "+AU",
-  "+au",
   ",",
   ",00",
   ",03",
@@ -141,9 +139,6 @@
   "/d,dd",
   "/ddd%/ddd%/ddd",
   "/fk",
-  "/xx",
-  "/xxx",
-  "/xxxx+",
   "0",
   "0%+",
   "0,0",
@@ -278,8 +273,11 @@
   "4,91",
   "40",
   "400",
+  "43",
   "45",
   "491",
+  "4r3",
+  "4t4r3",
   "5",
   "5%+",
   "5,0",
@@ -310,6 +308,7 @@
   "67",
   "7",
   "7,1",
+  "7,2",
   "7,5",
   "7,5%+",
   "7,50",
@@ -648,7 +647,6 @@
   "E.",
   "EAN",
   "ECLF",
-  "EIT",
   "EM",
   "ERD",
   "ESG-",
@@ -683,7 +681,6 @@
   "F",
   "F.",
   "FDR",
-  "FIL",
   "FR",
   "FRANCE",
   "FUND",
@@ -794,11 +791,9 @@
   "III.",
   "INK",
   "INREV",
-  "ION",
   "IRR",
   "IRR6.5",
   "IT",
-  "ITE",
   "IUM",
   "IV",
   "IV.",
@@ -866,6 +861,7 @@
   "K.",
   "K.O.",
   "KAGB",
+  "KENNZAHL",
   "KINGDOM",
   "KVG",
   "Kapitalstruktur",
@@ -1072,8 +1068,8 @@
   "R.",
   "R.I.P.",
   "RE",
-  "REN",
   "RENDITE",
+  "RENDITE_X",
   "REV",
   "REWE",
   "RISIKOPROFIL",
@@ -1088,8 +1084,10 @@
   "Redaktion",
   "Region",
   "Regionen",
+  "Rendite",
   "Rendite-",
   "Rendite-Risiko-Profil",
+  "RenditeX",
   "Renovierungen",
   "Rents",
   "Residential",
@@ -1169,6 +1167,7 @@
   "T",
   "T.",
   "TED",
+  "TEST3243",
   "Tag",
   "Target",
   "Target-IRR",
@@ -1197,7 +1196,6 @@
   "U.S.S.",
   "UK",
   "UND",
-  "UNG",
   "UNITED",
   "USt",
   "Univ",
@@ -1310,6 +1308,7 @@
   "Xxxxx-Xxxxx-Xxxxx",
   "Xxxxx-xxx",
   "Xxxxx-xxxx",
+  "XxxxxX",
   "Xxxxx\u0308xx",
   "Xxxxx\u0308xxx-Xxxxx",
   "Xxxxx\u0308xxxx",
@@ -1410,14 +1409,12 @@
   "advantage",
   "ae",
   "aft",
-  "agb",
   "age",
   "agreements",
   "aha",
   "ahe",
   "ahl",
   "ahr",
-  "aif",
   "ail",
   "aiming",
   "ain",
@@ -1429,7 +1426,6 @@
   "al.",
   "ald",
   "ale",
-  "alf",
   "all",
   "allg",
   "allg.",
@@ -1440,7 +1436,6 @@
   "allokationsprofil",
   "als",
   "also",
-  "alt",
   "alternative",
   "aly",
   "am.",
@@ -1535,7 +1530,6 @@
   "aussch\u00fcttungsrandite",
   "aussch\u00fcttungsrendite",
   "aussch\u00fcttungsrendites",
-  "aut",
   "ave",
   "ax.",
   "b",
@@ -1565,9 +1559,11 @@
   "berlin",
   "bestandsentwicklung",
   "bestandsentwicklungen",
+  "bestr\u00e4gt",
   "betr",
   "betr.",
   "betreute",
+  "betr\u00e4gt",
   "bev\u00f6lkerungsprognose",
   "beziehungsweise",
   "bez\u00fcglich",
@@ -1643,7 +1639,6 @@
   "cl.",
   "class",
   "cle",
-  "clf",
   "closed",
   "closing",
   "closings",
@@ -1663,7 +1658,6 @@
   "construction",
   "contract",
   "contracts",
-  "cor",
   "core",
   "core+",
   "core+/d",
@@ -1672,7 +1666,6 @@
   "could",
   "country",
   "creation",
-  "csp",
   "csu",
   "cts",
   "currency",
@@ -1756,7 +1749,6 @@
   "dipl.",
   "dipl.-ing",
   "dipl.-ing.",
-  "dis",
   "discretionary",
   "distributions",
   "diversification",
@@ -1767,7 +1759,6 @@
   "dle",
   "do",
   "do.",
-  "dom",
   "domicile",
   "domiciled",
   "don",
@@ -1783,7 +1774,7 @@
   "durchschnittlich",
   "du\u2019s",
   "dv.",
-  "dxxx.\u20ac",
+  "dxdxd",
   "dy",
   "d\u00e4nemark",
   "d\u2019",
@@ -1877,7 +1868,6 @@
   "er.",
   "erb",
   "erbbaurechte",
-  "erd",
   "ere",
   "erfolgten",
   "erg",
@@ -1940,7 +1930,6 @@
   "fam",
   "fam.",
   "favour",
-  "fdr",
   "feb",
   "feb.",
   "fee",
@@ -1950,6 +1939,7 @@
   "festgelegt",
   "festgelegter",
   "ff",
+  "fhfhfh56",
   "fierce",
   "fil",
   "financially",
@@ -2050,6 +2040,7 @@
   "ght",
   "gic",
   "gie",
+  "gjufzj45",
   "gl.",
   "global",
   "globale",
@@ -2071,6 +2062,7 @@
   "h.",
   "h.c",
   "h.c.",
+  "h56",
   "haltedauer",
   "halten",
   "halten-strategie",
@@ -2270,6 +2262,7 @@
   "ize",
   "j",
   "j.",
+  "j45",
   "ja",
   "jahr",
   "jahre",
@@ -2393,7 +2386,6 @@
   "lto",
   "ltv",
   "ltv-ziel",
-  "lty",
   "lu",
   "lub",
   "lue",
@@ -2427,7 +2419,6 @@
   "management",
   "manager",
   "manager-defined",
-  "managmentgeb\u00fchren",
   "mandate",
   "mandates",
   "market",
@@ -2439,7 +2430,6 @@
   "maximal",
   "maximaler",
   "mbH",
-  "mbh",
   "means",
   "medizin",
   "medizinnahe",
@@ -2662,8 +2652,6 @@
   "partners",
   "partnership",
   "pattern",
-  "pci",
-  "pco",
   "ped",
   "pen",
   "per",
@@ -2719,7 +2707,6 @@
   "q.",
   "q.e.d",
   "q.e.d.",
-  "qin",
   "quality",
   "quarterly",
   "quota",
@@ -2759,6 +2746,7 @@
   "rendite",
   "rendite-",
   "rendite-risiko-profil",
+  "renditex",
   "renegotiation",
   "renovierungen",
   "rent",
@@ -2773,7 +2761,6 @@
   "retailinvestitionsvolumen",
   "return",
   "returns",
-  "rev",
   "reversion",
   "rewe",
   "rge",
@@ -2800,12 +2787,10 @@
   "rop",
   "rotterdam",
   "rr.",
-  "rre",
   "rs.",
   "rsg",
   "rst",
   "rte",
-  "rtt",
   "rz.",
   "r\u00f6m",
   "r\u00f6m.",
@@ -2818,6 +2803,7 @@
   "s.o",
   "s.o.",
   "s.w",
+  "s45",
   "sa",
   "sa.",
   "sale",
@@ -2828,6 +2814,7 @@
   "scs",
   "scsp",
   "sd.",
+  "sdgds45",
   "sector",
   "sectors",
   "sed",
@@ -2835,7 +2822,6 @@
   "segment",
   "sektor",
   "sektoraler",
-  "sektorenallokation",
   "selection",
   "sen",
   "sen.",
@@ -2849,7 +2835,6 @@
   "set",
   "sf.",
   "sfdr",
-  "sg-",
   "sg.",
   "short-term",
   "sicav-raif",
@@ -2935,6 +2920,7 @@
   "tc.",
   "td.",
   "te-",
+  "teX",
   "ted",
   "tee",
   "teflimmobilfe)-",
@@ -3128,9 +3114,6 @@
   "worldwide",
   "x",
   "x'",
-  "x+xx",
-  "x+xxx",
-  "x-xxxx",
   "x.",
   "x.X",
   "x.X.",
@@ -3157,38 +3140,23 @@
   "xemoours",
   "xit",
   "xx",
-  "xx-xxxx",
   "xx.",
   "xx.x",
   "xxXxx",
   "xxx",
-  "xxx-",
   "xxx-Xxxxx",
   "xxx-xxxx",
   "xxx.",
-  "xxxd.d",
   "xxxx",
-  "xxxx)-",
-  "xxxx)/xxxx",
   "xxxx+",
-  "xxxx+/x",
-  "xxxx+/xxxx",
-  "xxxx,dd",
-  "xxxx-",
   "xxxx-xx",
-  "xxxx-xx-xxxx",
   "xxxx-xxx",
   "xxxx-xxxx",
-  "xxxx-xxxx-xxx",
-  "xxxx-xxxx-xxxx",
   "xxxx.",
-  "xxxx\u0308xx",
+  "xxxxdd",
-  "xxxx\u0308xxx-xxxx",
-  "xxxx\u0308xxxx",
   "xxxx\u2019x",
   "xxx\u2019x",
   "xx\u0308x",
-  "xx\u0308xxxx",
   "xx\u2019x",
   "x\u0308xxx",
   "x\u0308xxxx",
@@ -3224,7 +3192,6 @@
   "zielallokation",
   "zielanlagestrategie",
   "zielausschu\u0308ttung",
-  "zielaussch\u00fcttung",
   "zielmarkts",
   "zielm\u00e4rkte",
   "zielobjekte",
@@ -3279,6 +3246,7 @@
   "\u00e4",
   "\u00e4.",
   "\u00e4gl",
+  "\u00e4gt",
   "\u00e4r.",
   "\u00e4rzteh\u00e4user",
   "\u00e4rzteh\u00e4usern",

project/backend/spacy-service/spacy_training/training_running.json

@@ -0,0 +1 @@
+{"running": false}

project/docker-compose.yml

@@ -74,10 +74,6 @@ services:
       - COORDINATOR_URL=http://coordinator:5000
     ports:
       - 5053:5000
-    depends_on:
-      - coordinator
-
-
 
   validate:
     build:

project/frontend/src/components/KPIForm.tsx

@@ -1,9 +1,13 @@
-import { Box, Typography, Button, Paper, TextField, FormControlLabel,
+import {
-    Checkbox, Select, MenuItem, FormControl, InputLabel, Divider, CircularProgress } from "@mui/material";
+    Box, Typography, Button, Paper, TextField, FormControlLabel,
+    Checkbox, Select, MenuItem, FormControl, InputLabel, Divider, CircularProgress
+} from "@mui/material";
 import { useState, useEffect } from "react";
 import type { Kennzahl } from "../types/kpi";
 import { typeDisplayMapping } from "../types/kpi";
-// import { saveAs } from "file-saver";
+import Snackbar from "@mui/material/Snackbar";
+import MuiAlert from "@mui/material/Alert";
+
 
 interface KPIFormProps {
     mode: 'add' | 'edit';
@@ -11,6 +15,7 @@ interface KPIFormProps {
     onSave: (data: Partial<Kennzahl>) => Promise<void>;
     onCancel: () => void;
     loading?: boolean;
+    resetTrigger?: number;
 }
 
 const emptyKPI: Partial<Kennzahl> = {
@@ -21,83 +26,132 @@ const emptyKPI: Partial<Kennzahl> = {
     translation: '',
     example: '',
     active: true,
-    exampleText: '',
+    examples: [{ sentence: '', value: '' }],
-    markedValue: '',
 };
 
-export function KPIForm({ mode, initialData, onSave, onCancel, loading = false }: KPIFormProps) {
+
+export function KPIForm({ mode, initialData, onSave, onCancel, loading = false, resetTrigger }: KPIFormProps) {
     const [formData, setFormData] = useState<Partial<Kennzahl>>(emptyKPI);
     const [isSaving, setIsSaving] = useState(false);
+    const [snackbarOpen, setSnackbarOpen] = useState(false);
+    const [snackbarMessage, setSnackbarMessage] = useState("");
+    const [snackbarSeverity, setSnackbarSeverity] = useState<'success' | 'error' | 'info'>("success");
+
     
     useEffect(() => {
         if (mode === 'edit' && initialData) {
             setFormData(initialData);
-        } else {
+        } else if (mode === 'add') {
             setFormData(emptyKPI);
         }
     }, [mode, initialData]);
 
+    useEffect(() => {
+        if (mode === 'add') {
+            setFormData(emptyKPI);
+        }
+    }, [resetTrigger]);
+
+
+
     const handleSave = async () => {
         if (!formData.name?.trim()) {
-            alert('Name ist erforderlich');
+            setSnackbarMessage("Name ist erforderlich");
+            setSnackbarSeverity("error");
+            setSnackbarOpen(true);
+
             return;
         }
 
-        if (!formData.exampleText?.trim()) {
+        if (!formData.examples || formData.examples.length === 0) {
-            alert('Beispielsatz ist erforderlich');
+            setSnackbarMessage("Mindestens ein Beispielsatz ist erforderlich");
+            setSnackbarSeverity("error");
+            setSnackbarOpen(true);
+
             return;
         }
 
-        if (!formData.markedValue?.trim()) {
+        for (const ex of formData.examples) {
-            alert('Bezeichneter Wert im Satz ist erforderlich');
+            if (!ex.sentence?.trim() || !ex.value?.trim()) {
-            return;
+                setSnackbarMessage('Alle Beispielsätze müssen vollständig sein.');
+                setSnackbarSeverity("error");
+                setSnackbarOpen(true);
+
+                return;
+            }
         }
 
+
         setIsSaving(true);
         try {
-            const spacyEntry = generateSpacyEntry(formData);
+            const spacyEntries = generateSpacyEntries(formData);
 
-            //in localStorage merken
+            // Für jeden einzelnen Beispielsatz:
-            const stored = localStorage.getItem("spacyData");
+            for (const entry of spacyEntries) {
-            const existingData = stored ? JSON.parse(stored) : [];
+                // im localStorage speichern (zum Debuggen oder Vorschau)
-            const updated = [...existingData, spacyEntry];
+                const stored = localStorage.getItem("spacyData");
-            localStorage.setItem("spacyData", JSON.stringify(updated));
+                const existingData = stored ? JSON.parse(stored) : [];
+                const updated = [...existingData, entry];
+                localStorage.setItem("spacyData", JSON.stringify(updated));
 
-            // an Flask senden
+                // POST Request an das Flask-Backend
-            const response = await fetch("http://localhost:5050/api/spacy/append-training-entry", {
+                const response = await fetch("http://localhost:5050/api/spacy/append-training-entry", {
-            method: "POST",
+                    method: "POST",
-            headers: {
+                    headers: {
-                "Content-Type": "application/json"
+                        "Content-Type": "application/json"
-            },
+                    },
-            body: JSON.stringify(spacyEntry)
+                    body: JSON.stringify(entry)
+                });
+
+                const data = await response.json();
+
+                if (!response.ok) {
+                    throw new Error(data.error || "Fehler beim Aufruf von append-training-entry");
+                }
+
+                console.log("SpaCy-Eintrag gespeichert:", data);
+            }
+
+            // Dann in die DB speichern
+            await onSave({
+                name: formData.name!,
+                description: formData.description || '',
+                mandatory: formData.mandatory ?? false,
+                type: formData.type || 'string',
+                translation: formData.translation || '',
+                example: formData.example || '',
+                position: formData.position ?? 0,
+                active: formData.active ?? true,
+                examples: [{ sentence: '', value: '' }]
             });
+            // Formular zurücksetzen:
+            setFormData(emptyKPI);
 
 
-            const data = await response.json();
+            setSnackbarMessage("Beispielsätze gespeichert. Jetzt auf ‚Neu trainieren‘ klicken oder weitere Kennzahlen hinzufügen.");
-            console.log("Response von /append-training-entry:", data);
+            setSnackbarSeverity("success");
-
+            setSnackbarOpen(true);
-            if (!response.ok) {
-                throw new Error(data.error || "Fehler beim Aufruf von append-training-entry");
-            }
-
-            if (!response.ok) {
-                throw new Error("Fehler vom Backend: " + response.status);
-            }
-
-            // anschließend in der Datenbank speichern
-            await onSave(formData);
-
-            alert("SpaCy-Eintrag erfolgreich gespeichert!");
         } catch (e: any) {
-            alert(e.message || "Fehler beim Erzeugen des Trainingsbeispiels.");
+            // Prüfe auf 409-Fehler
+            if (e?.message?.includes("409") || e?.response?.status === 409) {
+                setSnackbarMessage("Diese Kennzahl existiert bereits. Sie können sie unter ‚Konfiguration‘ bearbeiten.");
+                setSnackbarSeverity("info");
+                setSnackbarOpen(true);
+            } else {
+                setSnackbarMessage(e.message || "Fehler beim Speichern.");
+                setSnackbarSeverity("error");
+                setSnackbarOpen(true);
+            }
             console.error(e);
         } finally {
             setIsSaving(false);
         }
+
     };
 
 
     const handleCancel = () => {
+        setFormData(emptyKPI);
         onCancel();
     };
 
@@ -105,6 +159,24 @@ export function KPIForm({ mode, initialData, onSave, onCancel, loading = false }
         setFormData(prev => ({ ...prev, [field]: value }));
     };
 
+    const updateExample = (index: number, field: 'sentence' | 'value', value: string) => {
+        const newExamples = [...(formData.examples || [])];
+        newExamples[index][field] = value;
+        updateField('examples', newExamples);
+    };
+
+    const addExample = () => {
+        const newExamples = [...(formData.examples || []), { sentence: '', value: '' }];
+        updateField('examples', newExamples);
+    };
+
+    const removeExample = (index: number) => {
+        const newExamples = [...(formData.examples || [])];
+        newExamples.splice(index, 1);
+        updateField('examples', newExamples);
+    };
+
+
     if (loading) {
         return (
             <Box
@@ -123,218 +195,221 @@ export function KPIForm({ mode, initialData, onSave, onCancel, loading = false }
     }
 
     return (
-        <Paper
+        <>
-            elevation={2}
+            <Paper
-            sx={{
+                elevation={2}
-                width: "90%",
+                sx={{
-                maxWidth: 800,
+                    width: "90%",
-                p: 4,
+                    maxWidth: 800,
-                borderRadius: 2,
+                    p: 4,
-                backgroundColor: "white"
+                    borderRadius: 2,
-            }}
+                    backgroundColor: "white"
-        >
+                }}
-            <Box mb={4}>
+            >
-                <Typography variant="h6" fontWeight="bold" mb={2}>
+                <Box mb={4}>
-                    Kennzahl
+                    <Typography variant="h6" fontWeight="bold" mb={2}>
-                </Typography>
+                        Kennzahl
-                <TextField
+                    </Typography>
-                    fullWidth
+                    <TextField
-                    label="Name *"
+                        fullWidth
-                    value={formData.name || ''}
+                        label="Name *"
-                    onChange={(e) => updateField('name', e.target.value)}
+                        placeholder="z. B. IRR"
-                    sx={{ mb: 2 }}
+                        value={formData.name || ''}
-                    required
+                        onChange={(e) => updateField('name', e.target.value)}
-                    error={!formData.name?.trim()}
+                        sx={{ mb: 2 }}
-                    helperText={!formData.name?.trim() ? 'Name ist erforderlich' : ''}
+                        required
-                />
+                        error={!formData.name?.trim()}
-            </Box>
+                        helperText={!formData.name?.trim() ? 'Name ist erforderlich' : ''}
-
-            <Divider sx={{ my: 3 }} />
-
-            <Box mb={4}>
-                <Typography variant="h6" fontWeight="bold" mb={2}>
-                    Beispielsatz
-                </Typography>
-                <TextField
-                    fullWidth
-                    multiline
-                    rows={3}
-                    label="Beispielsatz"
-                    required
-                    value={formData.exampleText || ''}
-                    onChange={(e) => updateField('exampleText', e.target.value)}
-                    error={!formData.exampleText?.trim()}
-                    helperText={
-                        !formData.exampleText?.trim()
-                        ? "Beispielsatz ist erforderlich"
-                        : "Ein vollständiger Satz, in dem der markierte Begriff vorkommt"
-                    }
-                />
-
-                <TextField
-                    fullWidth
-                    required
-                    sx={{ mt: 2 }}
-                    label="Bezeichneter Wert im Satz *"
-                    value={formData.markedValue || ''}
-                    onChange={(e) => updateField('markedValue', e.target.value)}
-                    error={!formData.markedValue?.trim()}
-                    helperText={
-                        !formData.markedValue?.trim()
-                        ? "Markierter Begriff ist erforderlich"
-                        : "Nur der Begriff, der im Satz markiert werden soll (z. B. Core/Core+)"
-                    }
-                />
-
-
-                <Box mt={3}>
-                    <FormControlLabel
-                        control={
-                            <Checkbox
-                                checked={formData.mandatory || false}
-                                onChange={(e) => updateField('mandatory', e.target.checked)}
-                                sx={{ color: '#383838' }}
-                            />
-                        }
-                        label="Erforderlich"
                     />
-                    <Typography variant="body2" color="text.secondary" ml={4}>
+                </Box>
-                        Die Kennzahl erlaubt keine leeren Werte
+
+                <Divider sx={{ my: 3 }} />
+
+                <Box mb={4}>
+                    <Typography variant="h6" fontWeight="bold" mb={2}>
+                        Format: {typeDisplayMapping[formData.type as keyof typeof typeDisplayMapping] || formData.type}
+                    </Typography>
+                    <FormControl fullWidth sx={{ mb: 2 }}>
+                        <InputLabel>Typ</InputLabel>
+                        <Select
+                            value={formData.type || 'string'}
+                            label="Typ"
+                            onChange={(e) => updateField('type', e.target.value)}
+                        >
+                            <MenuItem value="string">Text</MenuItem>
+                            <MenuItem value="number">Zahl</MenuItem>
+                            <MenuItem value="date">Datum</MenuItem>
+                            <MenuItem value="boolean">Ja/Nein</MenuItem>
+                            <MenuItem value="array">Liste (mehrfach)</MenuItem>
+                        </Select>
+                    </FormControl>
+                </Box>
+
+
+                {mode === 'add' && (
+                    <>
+                        <Divider sx={{ my: 3 }} />
+                        <Box mb={4}>
+                            <FormControlLabel
+                                control={
+                                    <Checkbox
+                                        checked={formData.active !== false}
+                                        onChange={(e) => updateField('active', e.target.checked)}
+                                        sx={{ color: '#383838' }}
+                                    />
+                                }
+                                label="Aktiv"
+                            />
+                            <Typography variant="body2" color="text.secondary" ml={4}>
+                                Die Kennzahl ist aktiv und wird angezeigt
+                            </Typography>
+                        </Box>
+                        <Box mt={3}>
+                            <FormControlLabel
+                                control={
+                                    <Checkbox
+                                        checked={formData.mandatory || false}
+                                        onChange={(e) => updateField('mandatory', e.target.checked)}
+                                        sx={{ color: '#383838' }}
+                                    />
+                                }
+                                label="Erforderlich"
+                            />
+                            <Typography variant="body2" color="text.secondary" ml={4}>
+                                Die Kennzahl erlaubt keine leeren Werte
+                            </Typography>
+                        </Box>
+                    </>
+                )}
+
+                <Divider sx={{ my: 3 }} />
+
+                {/* Hinweistext vor Beispielsätzen */}
+                <Box mb={2} p={2} sx={{ backgroundColor: '#fff8e1', border: '1px solid #ffe082', borderRadius: 2 }}>
+                    <Typography variant="body1" sx={{ fontWeight: 'bold', mb: 1 }}>
+                        Hinweis zur Trainingsqualität
+                    </Typography>
+                    <Typography variant="body2">
+                        Damit das System neue Kennzahlen zuverlässig erkennen kann, empfehlen wir <strong>mindestens 5 Beispielsätze</strong> zu erstellen – je mehr, desto besser.
+                    </Typography>
+                    <Typography variant="body2" mt={1}>
+                        <strong>Wichtig:</strong> Neue Kennzahlen werden erst in PDF-Dokumenten erkannt, wenn Sie den Button <em>"Neu trainieren"</em> auf der Konfigurationsseite ausführen.
+                    </Typography>
+                    <Typography variant="body2" mt={1}>
+                        <strong>Tipp:</strong> Sie können jederzeit weitere Beispielsätze hinzufügen oder vorhandene in der Kennzahlenverwaltung bearbeiten.
                     </Typography>
                 </Box>
-            </Box>
 
-            <Divider sx={{ my: 3 }} />
+                <Box mb={4}>
 
-            <Box mb={4}>
+                    <Typography variant="h6" fontWeight="bold" mb={2}>
-                <Typography variant="h6" fontWeight="bold" mb={2}>
+                        Beispielsätze
-                    Format: {typeDisplayMapping[formData.type as keyof typeof typeDisplayMapping] || formData.type}
+                    </Typography>
-                </Typography>
+                    {(formData.examples || []).map((ex, idx) => (
-                <FormControl fullWidth sx={{ mb: 2 }}>
+                        <Box key={idx} sx={{ mb: 2, border: '1px solid #ccc', p: 2, borderRadius: 1 }}>
-                    <InputLabel>Typ</InputLabel>
+                            <TextField
-                    <Select
+                                fullWidth
-                        value={formData.type || 'string'}
+                                multiline
-                        label="Typ"
+                                label={`Beispielsatz ${idx + 1}`}
-                        onChange={(e) => updateField('type', e.target.value)}
+                                placeholder="z. B. Die IRR beträgt 7,8 %"
+                                value={ex.sentence}
+                                onChange={(e) => updateExample(idx, 'sentence', e.target.value)}
+                                required
+                                sx={{ mb: 1 }}
+                            />
+
+                            <TextField
+                                fullWidth
+                                label="Bezeichneter Wert im Satz"
+                                placeholder="z. B. 7,8 %"
+                                value={ex.value}
+                                onChange={(e) => updateExample(idx, 'value', e.target.value)}
+                                required
+                            />
+                            {(formData.examples?.length || 0) > 1 && (
+                                <Button onClick={() => removeExample(idx)} sx={{ mt: 1 }} color="error">
+                                    Entfernen
+                                </Button>
+                            )}
+                        </Box>
+                    ))}
+
+                    <Button variant="outlined" onClick={addExample}>
+                        + Beispielsatz hinzufügen
+                    </Button>
+                </Box>
+
+                <Box display="flex" justifyContent="flex-end" gap={2} mt={4}>
+                    <Button
+                        variant="outlined"
+                        onClick={handleCancel}
+                        disabled={isSaving}
+                        sx={{
+                            borderColor: "#383838",
+                            color: "#383838",
+                            "&:hover": { borderColor: "#2e2e2e", backgroundColor: "#f5f5f5" }
+                        }}
                     >
-                        <MenuItem value="string">Text</MenuItem>
+                        Abbrechen
-                        <MenuItem value="number">Zahl</MenuItem>
+                    </Button>
-                        <MenuItem value="date">Datum</MenuItem>
+                    <Button
-                        <MenuItem value="boolean">Ja/Nein</MenuItem>
+                        variant="contained"
-                        <MenuItem value="array">Liste (mehrfach)</MenuItem>
+                        onClick={handleSave}
-                    </Select>
+                        disabled={isSaving || !formData.name?.trim()}
-                </FormControl>
+                        sx={{
-            </Box>
+                            backgroundColor: "#383838",
-
+                            "&:hover": { backgroundColor: "#2e2e2e" },
-            <Divider sx={{ my: 3 }} />
+                        }}
-
+                    >
-            <Box mb={4}>
+                        {isSaving ? (
-                <Typography variant="h6" fontWeight="bold" mb={2}>
+                            <>
-                    Synonyme & Übersetzungen
+                                <CircularProgress size={16} sx={{ mr: 1, color: 'white' }} />
-                </Typography>
+                                {mode === 'add' ? 'Hinzufügen...' : 'Speichern...'}
-                <TextField
+                            </>
-                    fullWidth
+                        ) : (
-                    label="Übersetzung"
+                            mode === 'add' ? 'Hinzufügen' : 'Speichern'
-                    value={formData.translation || ''}
+                        )}
-                    onChange={(e) => updateField('translation', e.target.value)}
+                    </Button>
-                    helperText="z.B. Englische Übersetzung der Kennzahl"
+                </Box>
-                />
+            </Paper>
-            </Box>
+            <Snackbar
-
+                open={snackbarOpen}
-            <Divider sx={{ my: 3 }} />
+                autoHideDuration={5000}
-
+                onClose={() => setSnackbarOpen(false)}
-            <Box mb={4}>
+                anchorOrigin={{ vertical: 'top', horizontal: 'center' }}
-                <Typography variant="h6" fontWeight="bold" mb={2}>
+            >
-                    Beispiele von Kennzahl
+                <MuiAlert
-                </Typography>
+                    elevation={6}
-                <TextField
+                    variant="filled"
-                    fullWidth
+                    onClose={() => setSnackbarOpen(false)}
-                    multiline
+                    severity={snackbarSeverity}
-                    rows={2}
+                    sx={{ width: '100%', display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}
-                    label="Beispiel"
-                    value={formData.example || ''}
-                    onChange={(e) => updateField('example', e.target.value)}
-                    helperText="Beispielwerte für diese Kennzahl"
-                />
-            </Box>
-
-            {mode === 'add' && (
-                <>
-                    <Divider sx={{ my: 3 }} />
-                    <Box mb={4}>
-                        <FormControlLabel
-                            control={
-                                <Checkbox
-                                    checked={formData.active !== false}
-                                    onChange={(e) => updateField('active', e.target.checked)}
-                                    sx={{ color: '#383838' }}
-                                />
-                            }
-                            label="Aktiv"
-                        />
-                        <Typography variant="body2" color="text.secondary" ml={4}>
-                            Die Kennzahl ist aktiv und wird angezeigt
-                        </Typography>
-                    </Box>
-                </>
-            )}
-
-            <Box display="flex" justifyContent="flex-end" gap={2} mt={4}>
-                <Button
-                    variant="outlined"
-                    onClick={handleCancel}
-                    disabled={isSaving}
-                    sx={{
-                        borderColor: "#383838",
-                        color: "#383838",
-                        "&:hover": { borderColor: "#2e2e2e", backgroundColor: "#f5f5f5" }
-                    }}
                 >
-                    Abbrechen
+                    <span>{snackbarMessage}</span>
-                </Button>
+                    <Button color="inherit" size="small" onClick={() => setSnackbarOpen(false)}>
-                <Button
+                        OK
-                    variant="contained"
+                    </Button>
-                    onClick={handleSave}
+                </MuiAlert>
-                    disabled={isSaving || !formData.name?.trim()}
+
-                    sx={{
+            </Snackbar>
-                        backgroundColor: "#383838",
+        </>
-                        "&:hover": { backgroundColor: "#2e2e2e" },
-                    }}
-                >
-                    {isSaving ? (
-                        <>
-                            <CircularProgress size={16} sx={{ mr: 1, color: 'white' }} />
-                            {mode === 'add' ? 'Hinzufügen...' : 'Speichern...'}
-                        </>
-                    ) : (
-                        mode === 'add' ? 'Hinzufügen' : 'Speichern'
-                    )}
-                </Button>
-            </Box>
-        </Paper>
     );
 }
 
-function generateSpacyEntry(formData: Partial<Kennzahl>) {
-  const text = formData.exampleText?.trim() || "";
-  const value = formData.markedValue?.trim() || "";
-  const label = formData.name?.trim().toUpperCase() || "";
 
-  const start = text.indexOf(value);
+function generateSpacyEntries(formData: Partial<Kennzahl>) {
-  if (start === -1) {
+    const label = formData.name?.trim().toUpperCase() || "";
-    throw new Error("Bezeichneter Begriff wurde im Satz nicht gefunden.");
+    return (formData.examples || []).map(({ sentence, value }) => {
-  }
+        const start = sentence.indexOf(value);
-
+        if (start === -1) {
-  return {
+            throw new Error(`"${value}" nicht gefunden in Satz: "${sentence}"`);
-    text,
+        }
-    entities: [[start, start + value.length, label]],
+        return {
-  };
+            text: sentence,
+            entities: [[start, start + value.length, label]]
+        };
+    });
 }
 
-// function appendAndDownload(newEntry: any, existing: any[] = []) {
+
-//   const updated = [...existing, newEntry];
+
-//   const blob = new Blob([JSON.stringify(updated, null, 2)], {
-//     type: "application/json",
-//   });
-//   saveAs(blob, "..\project\backend\spacy-service\spacy_training\annotation_data.json");
-// }

project/frontend/src/routes/config-add.tsx

@@ -5,6 +5,7 @@ import { KPIForm } from "../components/KPIForm";
 import type { Kennzahl } from "../types/kpi";
 import { API_HOST } from "../util/api";
 
+
 export const Route = createFileRoute("/config-add")({
     component: ConfigAddPage,
     validateSearch: (search: Record<string, unknown>): { from?: string } => {
@@ -47,19 +48,28 @@ function ConfigAddPage() {
                 body: JSON.stringify(kpiData),
             });
 
+
             if (!response.ok) {
                 throw new Error(`HTTP error! status: ${response.status}`);
             }
 
-            navigate({ to: "/config" });
+            navigate({
+                to: "/config",
+                search: { success: "true", ...(from ? { from } : {}) },
+            });
+
         } catch (error) {
             console.error('Error creating KPI:', error);
             throw error;
         }
     };
 
+
     const handleCancel = () => {
-        navigate({ to: "/config" });
+        navigate({
+            to: "/config",
+            search: from ? { from } : undefined,
+        });
     };
 
     return (
@@ -83,7 +93,7 @@ function ConfigAddPage() {
             >
                 <Box display="flex" alignItems="center">
                     <IconButton onClick={handleBack}>
-                        <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }}/>
+                        <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }} />
                     </IconButton>
                     <Typography variant="h5" fontWeight="bold" ml={3}>
                         Neue Kennzahl hinzufügen
@@ -93,6 +103,7 @@ function ConfigAddPage() {
 
             <KPIForm
                 mode="add"
+                key={Date.now()}
                 onSave={handleSave}
                 onCancel={handleCancel}
             />

project/frontend/src/routes/config-detail.$kpiId.tsx

@@ -1,5 +1,6 @@
 import { createFileRoute, useNavigate } from "@tanstack/react-router";
-import { Box, Typography, IconButton, Button, CircularProgress, Paper, Divider
+import {
+    Box, Typography, IconButton, Button, CircularProgress, Paper, Divider
 } from "@mui/material";
 import ArrowBackIcon from "@mui/icons-material/ArrowBack";
 import { useEffect, useState } from "react";
@@ -38,6 +39,7 @@ function KPIDetailPage() {
             try {
                 setLoading(true);
                 const response = await fetch(`${API_HOST}/api/kpi_setting/${kpiId}`);
+
                 if (!response.ok) {
                     if (response.status === 404) {
                         setError('KPI not found');
@@ -72,7 +74,6 @@ function KPIDetailPage() {
             if (!response.ok) {
                 throw new Error(`HTTP error! status: ${response.status}`);
             }
-
             const updatedKennzahl = await response.json();
             setKennzahl(updatedKennzahl);
             setIsEditing(false);
@@ -82,6 +83,7 @@ function KPIDetailPage() {
         }
     };
 
+
     const handleCancel = () => {
         setIsEditing(false);
     };
@@ -153,7 +155,7 @@ function KPIDetailPage() {
                 >
                     <Box display="flex" alignItems="center">
                         <IconButton onClick={handleBack}>
-                            <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }}/>
+                            <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }} />
                         </IconButton>
                         <Typography variant="h5" fontWeight="bold" ml={3}>
                             Detailansicht
@@ -192,18 +194,13 @@ function KPIDetailPage() {
                     <Divider sx={{ my: 3 }} />
 
                     <Box mb={4}>
-                        <Typography variant="h6" fontWeight="bold" mb={2}>
+                        <Typography variant="h6" fontWeight="bold" mb={1}>
-                            Beschreibung
+                            Erforderlich:
                         </Typography>
-                        <Typography variant="body1" color="text.secondary">
+                        <Typography variant="body1" sx={{ mb: 2, fontSize: 16 }}>
-                            {kennzahl.description || "Zurzeit ist die Beschreibung der Kennzahl leer. Klicken Sie auf den Bearbeiten-Button, um die Beschreibung zu ergänzen."}
+                            {kennzahl.mandatory ? 'Ja' : 'Nein'}
                         </Typography>
 
-                        <Box mt={2}>
-                            <Typography variant="body2" color="text.secondary">
-                                <strong>Erforderlich:</strong> {kennzahl.mandatory ? 'Ja' : 'Nein'}
-                            </Typography>
-                        </Box>
                     </Box>
 
                     <Divider sx={{ my: 3 }} />
@@ -216,28 +213,6 @@ function KPIDetailPage() {
                             {typeDisplayMapping[kennzahl.type] || kennzahl.type}
                         </Typography>
                     </Box>
-
-                    <Divider sx={{ my: 3 }} />
-
-                    <Box mb={4}>
-                        <Typography variant="h6" fontWeight="bold" mb={2}>
-                            Synonyme & Übersetzungen
-                        </Typography>
-                        <Typography variant="body1" color="text.secondary">
-                            {kennzahl.translation || "Zurzeit gibt es keine Einträge für Synonyme und Übersetzungen der Kennzahl. Klicken Sie auf den Bearbeiten-Button, um die Liste zu ergänzen."}
-                        </Typography>
-                    </Box>
-
-                    <Divider sx={{ my: 3 }} />
-
-                    <Box mb={4}>
-                        <Typography variant="h6" fontWeight="bold" mb={2}>
-                            Beispiele von Kennzahl
-                        </Typography>
-                        <Typography variant="body1" color="text.secondary">
-                            {kennzahl.example || "Zurzeit gibt es keine Beispiele der Kennzahl. Klicken Sie auf den Bearbeiten-Button, um die Liste zu ergänzen."}
-                        </Typography>
-                    </Box>
                 </Paper>
             </Box>
         );
@@ -264,7 +239,7 @@ function KPIDetailPage() {
             >
                 <Box display="flex" alignItems="center">
                     <IconButton onClick={handleBack}>
-                        <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }}/>
+                        <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }} />
                     </IconButton>
                     <Typography variant="h5" fontWeight="bold" ml={3}>
                         Kennzahl bearbeiten

project/frontend/src/routes/config.tsx

@@ -3,18 +3,65 @@ import { Box, Button, IconButton, Typography } from "@mui/material";
 import ArrowBackIcon from "@mui/icons-material/ArrowBack";
 import { useNavigate } from "@tanstack/react-router";
 import { ConfigTable } from "../components/ConfigTable";
+import { API_HOST } from "../util/api";
+import Snackbar from "@mui/material/Snackbar";
+import MuiAlert from "@mui/material/Alert";
+import { useState, useEffect } from "react";
+import CircularProgress from "@mui/material/CircularProgress";
+
+
 
 export const Route = createFileRoute("/config")({
     component: ConfigPage,
-    validateSearch: (search: Record<string, unknown>): { from?: string } => {
+    validateSearch: (search: Record<string, unknown>): { from?: string; success?: string } => {
-        const from = typeof search.from === "string" ? search.from : undefined;
+        return {
-        return { from };
+            from: typeof search.from === "string" ? search.from : undefined,
+            success: typeof search.success === "string" ? search.success : undefined
+        };
     }
+
 });
 
 function ConfigPage() {
     const navigate = useNavigate();
-    const { from } = Route.useSearch();
+    const { from, success } = Route.useSearch();
+    const [snackbarOpen, setSnackbarOpen] = useState(success === "true");
+    const [snackbarMessage, setSnackbarMessage] = useState<string>("Beispielsätze gespeichert. Jetzt auf ‚Neu trainieren‘ klicken oder zuerst weitere Kennzahlen hinzufügen.");
+    const [trainingRunning, setTrainingRunning] = useState(false);
+
+
+
+    useEffect(() => {
+        if (success === "true") {
+            setTimeout(() => {
+                navigate({
+                    to: "/config",
+                    search: from ? { from } : undefined,
+                    replace: true
+                });
+
+            }, 100);
+        }
+    }, [success]);
+
+    useEffect(() => {
+        const checkInitialTrainingStatus = async () => {
+            try {
+                const res = await fetch(`${API_HOST}/api/spacy/train-status`);
+                const data = await res.json();
+                if (data.running) {
+                    setTrainingRunning(true);
+                    pollTrainingStatus(); 
+                }
+            } catch (err) {
+                console.error("Initiale Trainingsstatus-Abfrage fehlgeschlagen", err);
+            }
+        };
+
+        checkInitialTrainingStatus();
+    }, []);
+
+
 
     const handleAddNewKPI = () => {
         navigate({
@@ -31,46 +78,128 @@ function ConfigPage() {
         }
     };
 
+    const handleTriggerTraining = () => {
+        setTrainingRunning(true);
+        setSnackbarMessage("Training wurde gestartet.");
+        setSnackbarOpen(true);
+
+        fetch(`${API_HOST}/api/spacy/train`, {
+            method: "POST",
+        }).catch(err => {
+            setSnackbarMessage("Fehler beim Starten des Trainings.");
+            setSnackbarOpen(true);
+            console.error(err);
+        });
+
+        pollTrainingStatus(); // Starte Überwachung
+
+    };
+
+    const pollTrainingStatus = () => {
+        const interval = setInterval(async () => {
+            try {
+                const res = await fetch(`${API_HOST}/api/spacy/train-status`);
+                const data = await res.json();
+                console.log("Trainingsstatus:", data); //Debug-Ausgabe
+                if (!data.running) {
+                    clearInterval(interval);
+                    console.log("Training abgeschlossen – Snackbar wird ausgelöst");
+                    setSnackbarMessage("Training abgeschlossen!");
+                    setSnackbarOpen(true);
+
+                    setTrainingRunning(false);
+                }
+            } catch (err) {
+                console.error("Polling-Fehler:", err);
+                clearInterval(interval);
+            }
+        }, 3000);
+    };
+
+
     return (
-        <Box
+        <>
-            minHeight="100vh"
-            width="100vw"
-            bgcolor="white"
-            display="flex"
-            flexDirection="column"
-            alignItems="center"
-            pt={3}
-            pb={4}
-        >
             <Box
-                width="100%"
+                minHeight="100vh"
+                width="100vw"
+                bgcolor="white"
                 display="flex"
-                justifyContent="space-between"
+                flexDirection="column"
                 alignItems="center"
-                px={4}
+                pt={3}
+                pb={4}
             >
-                <Box display="flex" alignItems="center">
+                <Box
-                    <IconButton onClick={handleBack}>
+                    width="100%"
-                        <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }}/>
+                    display="flex"
-                    </IconButton>
+                    justifyContent="space-between"
-                    <Typography variant="h5" fontWeight="bold" ml={3}>
+                    alignItems="center"
-                        Konfiguration der Kennzahlen
+                    px={4}
-                    </Typography>
-                </Box>
-                <Button
-                    variant="contained"
-                    onClick={handleAddNewKPI}
-                    sx={{
-                        backgroundColor: "#383838",
-                        "&:hover": { backgroundColor: "#2e2e2e" },
-                    }}
                 >
-                    Neue Kennzahl hinzufügen
+                    {/* Linke Seite: Zurück & Titel */}
-                </Button>
+                    <Box display="flex" alignItems="center">
+                        <IconButton onClick={handleBack}>
+                            <ArrowBackIcon fontSize="large" sx={{ color: '#383838' }} />
+                        </IconButton>
+                        <Typography variant="h5" fontWeight="bold" ml={3}>
+                            Konfiguration der Kennzahlen
+                        </Typography>
+                    </Box>
+
+                    {/* Rechte Seite: Buttons */}
+                    <Box display="flex" gap={2}>
+                        <Button
+                            variant="contained"
+                            onClick={handleTriggerTraining}
+                            disabled={trainingRunning}
+                            sx={{
+                                backgroundColor: "#383838",
+                                "&:hover": { backgroundColor: "#2e2e2e" },
+                            }}
+                        >
+                            {trainingRunning ? (
+                                <CircularProgress size={24} sx={{ color: "white" }} />
+                            ) : (
+                                "Neu trainieren"
+                            )}
+                        </Button>
+
+                        <Button
+                            variant="contained"
+                            onClick={handleAddNewKPI}
+                            sx={{
+                                backgroundColor: "#383838",
+                                "&:hover": { backgroundColor: "#2e2e2e" },
+                            }}
+                        >
+                            Neue Kennzahl hinzufügen
+                        </Button>
+                    </Box>
+                </Box>
+
+                {/* Tabelle */}
+                <Box sx={{ width: "100%", mt: 4, display: "flex", justifyContent: "center" }}>
+                    <ConfigTable from={from} />
+                </Box>
             </Box>
-            <Box sx={{ width: "100%", mt: 4, display: "flex", justifyContent: "center" }}>
+
-                <ConfigTable from={from} />
+            {/* Snackbar */}
-            </Box>
+            <Snackbar
-        </Box>
+                open={snackbarOpen}
+                autoHideDuration={4000}
+                onClose={() => setSnackbarOpen(false)}
+                anchorOrigin={{ vertical: "top", horizontal: "center" }}
+            >
+                <MuiAlert
+                    elevation={6}
+                    variant="filled"
+                    onClose={() => setSnackbarOpen(false)}
+                    severity="success"
+                    sx={{ width: "100%" }}
+                >
+                    {snackbarMessage}
+                </MuiAlert>
+            </Snackbar>
+        </>
     );
 }

project/frontend/src/types/kpi.ts

@@ -10,6 +10,10 @@ export interface Kennzahl {
     active: boolean;
     exampleText?: string;
     markedValue?: string;
+    examples?: {
+        sentence: string;
+        value: string;
+    }[];
 }
 
 export const typeDisplayMapping: Record<string, string> = {