WP24c - Agentic Edge Validation & Chunk-Aware Multigraph-System (v4.5.8) #22
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@ -14,7 +14,7 @@ from app.core.database import collection_names
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logger = logging.getLogger(__name__)
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def fetch_note_payload(client: QdrantClient, prefix: str, note_id: str) -> Optional[dict]:
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"""Holt die Metadaten einer Note aus Qdrant."""
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"""Holt die Metadaten einer Note aus Qdrant via Scroll."""
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notes_col, _, _ = collection_names(prefix)
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try:
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f = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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@ -25,7 +25,7 @@ def fetch_note_payload(client: QdrantClient, prefix: str, note_id: str) -> Optio
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return None
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def artifacts_missing(client: QdrantClient, prefix: str, note_id: str) -> Tuple[bool, bool]:
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"""Prüft auf vorhandene Chunks und Edges."""
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"""Prüft Qdrant aktiv auf vorhandene Chunks und Edges für eine Note."""
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_, chunks_col, edges_col = collection_names(prefix)
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try:
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f = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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@ -38,12 +38,11 @@ def artifacts_missing(client: QdrantClient, prefix: str, note_id: str) -> Tuple[
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def is_explicit_edge_present(client: QdrantClient, prefix: str, edge_id: str) -> bool:
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"""
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WP-24c: Prüft, ob eine Kante mit der gegebenen ID bereits als 'explizit' existiert.
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Verhindert das Überschreiben von manuellem Wissen durch Symmetrie-Kanten.
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WP-24c: Prüft via Point-ID, ob bereits eine explizite Kante existiert.
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Verhindert das Überschreiben von manuellem Wissen durch Symmetrien.
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"""
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_, _, edges_col = collection_names(prefix)
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try:
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# retrieve ist der schnellste Weg, um einen Punkt via ID zu laden
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res = client.retrieve(collection_name=edges_col, ids=[edge_id], with_payload=True)
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if res and not res[0].payload.get("virtual", False):
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return True
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@ -52,13 +51,12 @@ def is_explicit_edge_present(client: QdrantClient, prefix: str, edge_id: str) ->
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return False
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def purge_artifacts(client: QdrantClient, prefix: str, note_id: str):
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"""Löscht Artefakte basierend auf ihrer Herkunft (Origin)."""
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"""Löscht Artefakte basierend auf ihrer Herkunft (Origin-Purge)."""
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_, chunks_col, edges_col = collection_names(prefix)
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try:
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chunks_filter = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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client.delete(collection_name=chunks_col, points_selector=rest.FilterSelector(filter=chunks_filter))
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# Origin-basiertes Löschen schützt fremde inverse Kanten
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edges_filter = rest.Filter(must=[rest.FieldCondition(key="origin_note_id", match=rest.MatchValue(value=note_id))])
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client.delete(collection_name=edges_col, points_selector=rest.FilterSelector(filter=edges_filter))
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logger.info(f"🧹 [PURGE] Global artifacts owned by '{note_id}' cleared.")
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@ -4,10 +4,9 @@ DESCRIPTION: Der zentrale IngestionService (Orchestrator).
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WP-24c: Integration der Symmetrie-Logik (Automatische inverse Kanten).
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WP-25a: Integration der Mixture of Experts (MoE) Architektur.
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WP-15b: Two-Pass Workflow mit globalem Kontext-Cache.
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WP-20/22: Cloud-Resilienz und Content-Lifecycle integriert.
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AUDIT v3.3.2: 2-Phasen-Schreibstrategie & API-Kompatibilitäts Fix.
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Garantiert Datenhoheit expliziter Kanten.
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VERSION: 3.3.2 (WP-24c: Authority-First Batch Orchestration)
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AUDIT v3.3.5: 2-Phasen-Strategie (Phase 2 erst nach allen Batches).
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API-Fix für Dictionary-Rückgabe. Vollständiger Umfang.
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VERSION: 3.3.5 (WP-24c: Global Symmetry Commitment)
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STATUS: Active
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"""
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import logging
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@ -22,7 +21,7 @@ from app.core.parser import (
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validate_required_frontmatter, NoteContext
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)
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from app.core.chunking import assemble_chunks
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# WP-24c: Import für die deterministische ID-Vorabberechnung
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# WP-24c: Import für die deterministische UUID-Vorabberechnung
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from app.core.graph.graph_utils import _mk_edge_id
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# Datenbank-Ebene (Modularisierte database-Infrastruktur)
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@ -52,12 +51,11 @@ logger = logging.getLogger(__name__)
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class IngestionService:
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def __init__(self, collection_prefix: str = None):
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"""Initialisiert den Service und nutzt die neue database-Infrastruktur."""
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"""Initialisiert den Service und bereinigt das Logging."""
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from app.config import get_settings
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self.settings = get_settings()
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# --- LOGGING CLEANUP (Business Focus) ---
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# Unterdrückt Bibliotheks-Lärm in Konsole und Datei (via tee)
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logging.getLogger("httpx").setLevel(logging.WARNING)
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logging.getLogger("httpcore").setLevel(logging.WARNING)
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logging.getLogger("qdrant_client").setLevel(logging.WARNING)
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@ -65,7 +63,6 @@ class IngestionService:
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self.prefix = collection_prefix or self.settings.COLLECTION_PREFIX
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self.cfg = QdrantConfig.from_env()
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# Synchronisierung der Konfiguration mit dem Instanz-Präfix
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self.cfg.prefix = self.prefix
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self.client = get_client(self.cfg)
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@ -73,58 +70,44 @@ class IngestionService:
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self.embedder = EmbeddingsClient()
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self.llm = LLMService()
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# WP-25a: Auflösung der Dimension über das Embedding-Profil (MoE)
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embed_cfg = self.llm.profiles.get("embedding_expert", {})
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self.dim = embed_cfg.get("dimensions") or self.settings.VECTOR_SIZE
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# Festlegen, welcher Hash für die Change-Detection maßgeblich ist
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self.active_hash_mode = self.settings.CHANGE_DETECTION_MODE
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# WP-15b: Kontext-Gedächtnis für ID-Auflösung
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self.batch_cache: Dict[str, NoteContext] = {}
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# WP-24c: Puffer für Phase 2 (Symmetrie-Injektion nach Persistierung)
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# WP-24c: Puffer für Phase 2 (Symmetrie-Injektion am Ende des gesamten Imports)
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self.symmetry_buffer: List[Dict[str, Any]] = []
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try:
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# Aufruf der modularisierten Schema-Logik
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ensure_collections(self.client, self.prefix, self.dim)
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ensure_payload_indexes(self.client, self.prefix)
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except Exception as e:
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logger.warning(f"DB initialization warning: {e}")
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def _is_valid_note_id(self, text: str) -> bool:
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"""
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WP-24c: Prüft Ziel-Strings auf fachliche Validität.
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Verhindert Müll-Kanten zu System-Platzhaltern.
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"""
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if not text or len(text.strip()) < 2:
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return False
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# Blacklist für Begriffe, die keine echten Notizen sind
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"""WP-24c: Verhindert Müll-Kanten zu System-Platzhaltern."""
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if not text or len(text.strip()) < 2: return False
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blacklisted = {"insight", "event", "source", "task", "project", "person", "concept", "related_to", "referenced_by"}
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if text.lower().strip() in blacklisted:
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return False
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# Längere Titel zulassen (z.B. für Hubs), aber keine ganzen Sätze
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if text.lower().strip() in blacklisted: return False
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if len(text) > 200: return False
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return True
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async def run_batch(self, file_paths: List[str], vault_root: str) -> Dict[str, Any]:
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"""
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WP-15b: Two-Pass Ingestion Workflow mit 2-Phasen-Schreibstrategie.
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WP-15b: Two-Pass Ingestion Workflow (PHASE 1).
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Fix: Gibt Dictionary zurück, um Kompatibilität zum Importer-Script zu wahren.
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"""
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self.batch_cache.clear()
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self.symmetry_buffer.clear()
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logger.info(f"--- 🔍 START BATCH IMPORT ({len(file_paths)} Dateien) ---")
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logger.info(f"--- 🔍 START BATCH (Phase 1) ---")
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# 1. Schritt: Pre-Scan (Context-Cache füllen)
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# 1. Pre-Scan (Context-Cache füllen)
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for path in file_paths:
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try:
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ctx = pre_scan_markdown(path, registry=self.registry)
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if ctx:
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# Look-up Index für Note_IDs und Titel
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self.batch_cache[ctx.note_id] = ctx
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self.batch_cache[ctx.title] = ctx
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fname = os.path.splitext(os.path.basename(path))[0]
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@ -132,8 +115,7 @@ class IngestionService:
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except Exception as e:
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logger.warning(f" ⚠️ Pre-scan fehlgeschlagen für {path}: {e}")
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# 2. Schritt: PROCESSING (PHASE 1: AUTHORITY)
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# Verarbeitet alle Dateien und schreibt NUR explizite Kanten in die DB.
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# 2. Schritt: PROCESSING (NUR AUTHORITY)
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processed_count = 0
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success_count = 0
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for p in file_paths:
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@ -142,108 +124,87 @@ class IngestionService:
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if res.get("status") == "success":
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success_count += 1
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# 3. Schritt: SYMMETRY INJECTION (PHASE 2)
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# Erst jetzt, wo alle manuellen Kanten in Qdrant liegen, schreiben wir die Symmetrien.
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if self.symmetry_buffer:
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logger.info(f"🔄 PHASE 2: Validiere {len(self.symmetry_buffer)} Symmetrie-Kanten gegen Live-DB...")
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final_virtuals = []
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for v_edge in self.symmetry_buffer:
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# Eindeutige ID der potenziellen Symmetrie-Kante berechnen
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v_id = _mk_edge_id(v_edge["kind"], v_edge["note_id"], v_edge["target_id"], v_edge.get("scope", "note"))
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# Nur schreiben, wenn Qdrant sagt: "Keine manuelle Kante für diese ID vorhanden"
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if not is_explicit_edge_present(self.client, self.prefix, v_id):
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final_virtuals.append(v_edge)
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else:
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logger.debug(f" 🛡️ Symmetrie unterdrückt (Manuelle Kante existiert): {v_id}")
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if final_virtuals:
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logger.info(f"📤 Schreibe {len(final_virtuals)} geschützte Symmetrie-Kanten.")
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e_pts = points_for_edges(self.prefix, final_virtuals)[1]
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upsert_batch(self.client, f"{self.prefix}_edges", e_pts)
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logger.info(f"--- ✅ BATCH IMPORT BEENDET ---")
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logger.info(f"--- ✅ Batch Phase 1 abgeschlossen ({success_count}/{processed_count}) ---")
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return {
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"status": "success",
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"processed": processed_count,
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"success": success_count,
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"virtuals_added": len(self.symmetry_buffer)
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"buffered_virtuals": len(self.symmetry_buffer)
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}
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async def commit_vault_symmetries(self) -> Dict[str, Any]:
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"""
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WP-24c: Führt PHASE 2 für den gesamten Vault aus.
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Wird nach allen run_batch Aufrufen einmalig getriggert.
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"""
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if not self.symmetry_buffer:
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return {"status": "skipped", "reason": "buffer_empty"}
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logger.info(f"🔄 PHASE 2: Validiere {len(self.symmetry_buffer)} Symmetrie-Kanten gegen die Instance-of-Truth...")
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final_virtuals = []
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for v_edge in self.symmetry_buffer:
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# ID der potenziellen Symmetrie berechnen
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v_id = _mk_edge_id(v_edge["kind"], v_edge["note_id"], v_edge["target_id"], v_edge.get("scope", "note"))
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# Nur schreiben, wenn KEINE manuelle Kante in der DB existiert
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if not is_explicit_edge_present(self.client, self.prefix, v_id):
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final_virtuals.append(v_edge)
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else:
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logger.debug(f" 🛡️ Schutz: Manuelle Kante verhindert Symmetrie {v_id}")
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added_count = 0
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if final_virtuals:
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logger.info(f"📤 Schreibe {len(final_virtuals)} geschützte Symmetrie-Kanten.")
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e_pts = points_for_edges(self.prefix, final_virtuals)[1]
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upsert_batch(self.client, f"{self.prefix}_edges", e_pts)
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added_count = len(final_virtuals)
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self.symmetry_buffer.clear() # Puffer leeren
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return {"status": "success", "added": added_count}
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async def process_file(self, file_path: str, vault_root: str, **kwargs) -> Dict[str, Any]:
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"""
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Transformiert eine Markdown-Datei.
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Schreibt Notes/Chunks/Explicit Edges sofort (Phase 1).
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Befüllt den Symmetrie-Puffer für Phase 2.
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"""
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"""Transformiert Datei und befüllt den Symmetry-Buffer."""
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apply = kwargs.get("apply", False)
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force_replace = kwargs.get("force_replace", False)
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purge_before = kwargs.get("purge_before", False)
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note_scope_refs = kwargs.get("note_scope_refs", False)
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hash_source = kwargs.get("hash_source", "parsed")
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hash_normalize = kwargs.get("hash_normalize", "canonical")
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result = {"path": file_path, "status": "skipped", "changed": False, "error": None}
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# 1. Parse & Lifecycle Gate
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try:
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# --- ORDNER-FILTER (.trash) ---
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if any(part.startswith('.') for part in file_path.split(os.sep)):
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return {**result, "status": "skipped", "reason": "hidden_folder"}
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ingest_cfg = self.registry.get("ingestion_settings", {})
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ignore_folders = ingest_cfg.get("ignore_folders", [".trash", ".obsidian", "templates"])
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if any(folder in file_path for folder in ignore_folders):
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return {**result, "status": "skipped", "reason": "folder_blacklist"}
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parsed = read_markdown(file_path)
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if not parsed: return {**result, "error": "Empty file"}
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fm = normalize_frontmatter(parsed.frontmatter)
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validate_required_frontmatter(fm)
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except Exception as e:
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return {**result, "error": f"Validation failed: {str(e)}"}
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note_type = resolve_note_type(self.registry, fm.get("type"))
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note_pl = make_note_payload(parsed, vault_root=vault_root, file_path=file_path, types_cfg=self.registry)
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note_id = note_pl["note_id"]
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ingest_cfg = self.registry.get("ingestion_settings", {})
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ignore_list = ingest_cfg.get("ignore_statuses", ["system", "template", "archive", "hidden"])
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current_status = fm.get("status", "draft").lower().strip()
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if current_status in ignore_list:
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return {**result, "status": "skipped", "reason": "lifecycle_filter"}
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logger.info(f"📄 Bearbeite: '{note_id}' (Typ: {note_type})")
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# 2. Payload & Change Detection
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note_type = resolve_note_type(self.registry, fm.get("type"))
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note_pl = make_note_payload(
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parsed, vault_root=vault_root, file_path=file_path,
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hash_source=hash_source, hash_normalize=hash_normalize,
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types_cfg=self.registry
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)
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note_id = note_pl["note_id"]
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# Change Detection
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old_payload = None if force_replace else fetch_note_payload(self.client, self.prefix, note_id)
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c_miss, e_miss = artifacts_missing(self.client, self.prefix, note_id)
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if not (force_replace or not old_payload or c_miss or e_miss):
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return {**result, "status": "unchanged", "note_id": note_id}
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logger.info(f"📄 Bearbeite: '{note_id}' (Typ: {note_type})")
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old_payload = None if force_replace else fetch_note_payload(self.client, self.prefix, note_id)
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check_key = f"{self.active_hash_mode}:{hash_source}:{hash_normalize}"
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old_hash = (old_payload or {}).get("hashes", {}).get(check_key)
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new_hash = note_pl.get("hashes", {}).get(check_key)
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c_miss, e_miss = artifacts_missing(self.client, self.prefix, note_id)
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if not (force_replace or not old_payload or old_hash != new_hash or c_miss or e_miss):
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return {**result, "status": "unchanged", "note_id": note_id}
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if not apply:
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return {**result, "status": "dry-run", "changed": True, "note_id": note_id}
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# 3. Deep Processing (Chunking, Validation, Embedding)
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try:
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body_text = getattr(parsed, "body", "") or ""
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edge_registry.ensure_latest()
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# Deep Processing & MoE
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profile = note_pl.get("chunk_profile", "sliding_standard")
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chunk_cfg = get_chunk_config_by_profile(self.registry, profile, note_type)
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enable_smart = chunk_cfg.get("enable_smart_edge_allocation", False)
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chunks = await assemble_chunks(note_id, getattr(parsed, "body", ""), note_type, config=chunk_cfg)
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chunks = await assemble_chunks(note_id, body_text, note_type, config=chunk_cfg)
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# --- WP-25a: MoE Semantische Kanten-Validierung ---
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for ch in chunks:
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new_pool = []
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for cand in getattr(ch, "candidate_pool", []):
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if cand.get("provenance") == "global_pool" and enable_smart:
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is_valid = await validate_edge_candidate(
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ch.text, cand, self.batch_cache, self.llm, profile_name="ingest_validator"
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)
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if cand.get("provenance") == "global_pool" and chunk_cfg.get("enable_smart_edge_allocation"):
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is_valid = await validate_edge_candidate(ch.text, cand, self.batch_cache, self.llm)
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t_id = cand.get('target_id') or cand.get('note_id') or "Unknown"
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logger.info(f" 🧠 [SMART EDGE] {t_id} -> {'✅ OK' if is_valid else '❌ SKIP'}")
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if is_valid: new_pool.append(cand)
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@ -254,30 +215,20 @@ class IngestionService:
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chunk_pls = make_chunk_payloads(fm, note_pl["path"], chunks, file_path=file_path, types_cfg=self.registry)
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vecs = await self.embedder.embed_documents([c.get("window") or "" for c in chunk_pls]) if chunk_pls else []
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# Aggregation aller Kanten
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raw_edges = build_edges_for_note(
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note_id, chunk_pls,
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note_level_references=note_pl.get("references", []),
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include_note_scope_refs=note_scope_refs
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)
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# --- WP-24c: Symmetrie-Injektion (Authority Implementation) ---
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# Kanten-Logik (Kanonisierung)
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raw_edges = build_edges_for_note(note_id, chunk_pls, note_level_references=note_pl.get("references", []))
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explicit_edges = []
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for e in raw_edges:
|
||||
target_raw = e.get("target_id")
|
||||
# ID-Resolution über den Context-Cache (Titel -> Note_ID)
|
||||
target_ctx = self.batch_cache.get(target_raw)
|
||||
target_id = target_ctx.note_id if target_ctx else target_raw
|
||||
t_ctx = self.batch_cache.get(target_raw)
|
||||
target_id = t_ctx.note_id if t_ctx else target_raw
|
||||
|
||||
if not self._is_valid_note_id(target_id): continue
|
||||
|
||||
resolved_kind = edge_registry.resolve(e.get("kind", "related_to"), provenance=e.get("provenance", "explicit"))
|
||||
|
||||
# Echte physische Kante markieren (Phase 1)
|
||||
e.update({
|
||||
"kind": resolved_kind, "target_id": target_id,
|
||||
"origin_note_id": note_id, "virtual": False, "confidence": 1.0
|
||||
})
|
||||
e.update({"kind": resolved_kind, "target_id": target_id, "origin_note_id": note_id, "virtual": False, "confidence": 1.0})
|
||||
explicit_edges.append(e)
|
||||
|
||||
# Symmetrie-Kandidat für Phase 2 puffern
|
||||
|
|
@ -291,28 +242,19 @@ class IngestionService:
|
|||
})
|
||||
self.symmetry_buffer.append(v_edge)
|
||||
|
||||
# 4. DB Upsert (Phase 1: Authority)
|
||||
# 4. DB Upsert (Phase 1: Authority Only)
|
||||
if apply:
|
||||
if purge_before and old_payload:
|
||||
purge_artifacts(self.client, self.prefix, note_id)
|
||||
|
||||
# Speichern der Haupt-Note
|
||||
if purge_before and old_payload: purge_artifacts(self.client, self.prefix, note_id)
|
||||
n_name, n_pts = points_for_note(self.prefix, note_pl, None, self.dim)
|
||||
upsert_batch(self.client, n_name, n_pts)
|
||||
|
||||
if chunk_pls and vecs:
|
||||
c_pts = points_for_chunks(self.prefix, chunk_pls, vecs)[1]
|
||||
upsert_batch(self.client, f"{self.prefix}_chunks", c_pts)
|
||||
|
||||
upsert_batch(self.client, f"{self.prefix}_chunks", points_for_chunks(self.prefix, chunk_pls, vecs)[1])
|
||||
if explicit_edges:
|
||||
e_pts = points_for_edges(self.prefix, explicit_edges)[1]
|
||||
upsert_batch(self.client, f"{self.prefix}_edges", e_pts)
|
||||
upsert_batch(self.client, f"{self.prefix}_edges", points_for_edges(self.prefix, explicit_edges)[1])
|
||||
|
||||
logger.info(f" ✨ Phase 1 fertig: {len(chunk_pls)} Chunks, {len(explicit_edges)} explizite Kanten.")
|
||||
return {
|
||||
"path": file_path, "status": "success", "changed": True, "note_id": note_id,
|
||||
"chunks_count": len(chunk_pls), "edges_count": len(explicit_edges)
|
||||
}
|
||||
return {"status": "success", "note_id": note_id, "edges_count": len(explicit_edges)}
|
||||
|
||||
except Exception as e:
|
||||
logger.error(f"❌ Fehler bei {file_path}: {e}", exc_info=True)
|
||||
return {**result, "error": str(e)}
|
||||
|
|
@ -321,7 +263,6 @@ class IngestionService:
|
|||
"""Erstellt eine Note aus einem Textstream."""
|
||||
target_path = os.path.join(vault_root, folder, filename)
|
||||
os.makedirs(os.path.dirname(target_path), exist_ok=True)
|
||||
with open(target_path, "w", encoding="utf-8") as f:
|
||||
f.write(markdown_content)
|
||||
with open(target_path, "w", encoding="utf-8") as f: f.write(markdown_content)
|
||||
await asyncio.sleep(0.1)
|
||||
return await self.process_file(file_path=target_path, vault_root=vault_root, apply=True, force_replace=True, purge_before=True)
|
||||
Loading…
Reference in New Issue
Block a user