From c7644a36aac6c26757e7d50d4b4ce6434a597b9e Mon Sep 17 00:00:00 2001 From: Lars Date: Sun, 16 Nov 2025 18:47:36 +0100 Subject: [PATCH] Dateien nach "scripts" hochladen --- scripts/import_markdown.py | 322 ++++++++++++------------------------- 1 file changed, 100 insertions(+), 222 deletions(-) diff --git a/scripts/import_markdown.py b/scripts/import_markdown.py index 0ca0033..6de95a3 100644 --- a/scripts/import_markdown.py +++ b/scripts/import_markdown.py @@ -1,33 +1,18 @@ #!/usr/bin/env python3 # -*- coding: utf-8 -*- """ -scripts/import_markdown.py (Mindnet V2 — Importer, v2.5.1) +scripts/import_markdown.py (Mindnet V2 — Importer, v2.5.2) -Zweck ------ -- Liest Markdown-Notizen aus einem Vault ein -- Erzeugt Note-Payload, Chunk-Payloads (+ optionale Embeddings) und Edges -- Schreibt alles idempotent in Qdrant (Notes, Chunks, Edges) -- Nutzt optional eine Type-Registry (`./config/types.yaml`) für: - - `chunk_profile` pro type - - `retriever_weight` pro type (Frontmatter > Registry > Default 1.0) - -Kernfeatures ------------- -- Deterministische Hashes via `make_note_payload(...)` (hash_mode/source/normalize) -- Idempotenter Upsert; Baseline-Hash-Merge je Modus -- Optionales `--sync-deletes` (Vault → Qdrant) -- Edges aus realen Referenzen + Nachbarschaft (next/prev/belongs_to) via `derive_edges.py`/`edges.py` -- `retriever_weight` wird **immer** in Notes & Chunks geschrieben -- Keine Duplikate wie `chunk_num`/`Chunk_Number` → wir halten uns an `index` (0‑basiert) und `ord` (= index+1) - -Aufruf ------- - # Import (Apply + Purge-Update) - python3 -m scripts.import_markdown --vault ./vault --apply --purge-before-upsert --prefix "$COLLECTION_PREFIX" - - # Nur Sync-Deletes (wenn Dateien entfernt wurden) - python3 -m scripts.import_markdown --vault ./vault --sync-deletes --apply --prefix "$COLLECTION_PREFIX" +Änderungen in 2.5.2 (minimal & gezielt) +--------------------------------------- +- **Explizite Spiegelung** von `chunk_profile` in Note- und Chunk-Payload: + note_pl["chunk_profile"] = fm.get("chunk_profile"); für jeden Chunk cpl["chunk_profile"] = fm.get("chunk_profile"). +- **Explizite Spiegelung** von `retriever_weight` in jedem Chunk (falls Builder es nicht gesetzt hat). +- **Feld-basierte Change-Erkennung** erweitert: + Wenn bestehende Note-Payload (`old_payload`) bei `retriever_weight` oder `chunk_profile` vom neuen Wert abweicht + oder ein Feld fehlt, wird `changed = True` gesetzt → Upsert erzwingen. +- **Robuste Übergabe** von Type-Registry an Chunk-Builder: + `types_cfg=(reg.get('types') or reg or {})` – damit greifen Resolver in chunk_payload.py sicher auf `types.yaml` zu. """ from __future__ import annotations @@ -47,10 +32,8 @@ from app.core.note_payload import make_note_payload from app.core.chunker import assemble_chunks from app.core.chunk_payload import make_chunk_payloads try: - # bevorzugt: derive_edges (regelbasiert + real) from app.core.derive_edges import build_edges_for_note -except Exception: # pragma: no cover - # Fallback: einfache Kanten in edges.py +except Exception: from app.core.edges import build_edges_for_note # type: ignore from app.core.qdrant import QdrantConfig, get_client, ensure_collections, ensure_payload_indexes from app.core.qdrant_points import points_for_chunks, points_for_note, points_for_edges, upsert_batch @@ -58,12 +41,12 @@ from app.core.qdrant_points import points_for_chunks, points_for_note, points_fo # embeddings optional try: from app.core.embed import embed_texts # optional -except Exception: # pragma: no cover +except Exception: embed_texts = None # type: ignore # ============================================================ -# Type-Registry (config/types.yaml) +# Type-Registry # ============================================================ def _env(name: str, default: Optional[str] = None) -> str: @@ -85,7 +68,6 @@ def _as_float(x: Any) -> Optional[float]: return None def load_type_registry() -> dict: - # ENV überschreibt Pfad path = _env("MINDNET_TYPES_FILE", "./config/types.yaml") if not os.path.isfile(path): return {} @@ -115,17 +97,6 @@ def effective_chunk_profile(note_type: str, reg: dict) -> Optional[str]: return None def effective_retriever_weight_from_registry(note_type: str, reg: dict) -> Tuple[Optional[float], Optional[str]]: - """ - Liefert (Wert, Pfad) aus Registry, wenn vorhanden. - Unterstützte Pfade (in dieser Reihenfolge): - - types..retriever_weight - - types..retriever.weight - - types..retrieval.weight - - defaults.retriever_weight - - defaults.retriever.weight - - global.retriever_weight - - global.retriever.weight - """ candidates = [ f"types.{note_type}.retriever_weight", f"types.{note_type}.retriever.weight", @@ -143,9 +114,6 @@ def effective_retriever_weight_from_registry(note_type: str, reg: dict) -> Tuple return None, None def compute_effective_retriever_weight(fm: Dict[str, Any], note_type: str, reg: dict) -> Tuple[float, str]: - """ - Priorität: Frontmatter > Registry > Default (1.0). Gibt (Wert, Quelle) zurück. - """ if fm.get("retriever_weight") is not None: v = _as_float(fm.get("retriever_weight")) if v is not None: @@ -166,13 +134,7 @@ def collections(prefix: str) -> Tuple[str, str, str]: def fetch_existing_note_payload(client, prefix: str, note_id: str) -> Optional[Dict]: notes_col, _, _ = collections(prefix) f = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))]) - points, _ = client.scroll( - collection_name=notes_col, - scroll_filter=f, - with_payload=True, - with_vectors=False, - limit=1, - ) + points, _ = client.scroll(collection_name=notes_col, scroll_filter=f, with_payload=True, with_vectors=False, limit=1) if not points: return None return points[0].payload or {} @@ -182,13 +144,7 @@ def list_qdrant_note_ids(client, prefix: str) -> Set[str]: out: Set[str] = set() next_page = None while True: - pts, next_page = client.scroll( - collection_name=notes_col, - with_payload=True, - with_vectors=False, - limit=256, - offset=next_page, - ) + pts, next_page = client.scroll(collection_name=notes_col, with_payload=True, with_vectors=False, limit=256, offset=next_page) if not pts: break for p in pts: @@ -205,11 +161,7 @@ def purge_note_artifacts(client, prefix: str, note_id: str) -> None: filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))]) for col in (chunks_col, edges_col): try: - client.delete( - collection_name=col, - points_selector=rest.FilterSelector(filter=filt), - wait=True - ) + client.delete(collection_name=col, points_selector=rest.FilterSelector(filter=filt), wait=True) except Exception as e: print(json.dumps({"note_id": note_id, "warn": f"delete in {col} via filter failed: {e}"})) @@ -218,23 +170,13 @@ def delete_note_everywhere(client, prefix: str, note_id: str) -> None: filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))]) for col in (edges_col, chunks_col, notes_col): try: - client.delete( - collection_name=col, - points_selector=rest.FilterSelector(filter=filt), - wait=True - ) + client.delete(collection_name=col, points_selector=rest.FilterSelector(filter=filt), wait=True) except Exception as e: print(json.dumps({"note_id": note_id, "warn": f"delete in {col} failed: {e}"})) def _has_any_point(client, collection: str, note_id: str) -> bool: filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))]) - pts, _ = client.scroll( - collection_name=collection, - scroll_filter=filt, - with_payload=False, - with_vectors=False, - limit=1, - ) + pts, _ = client.scroll(collection_name=collection, scroll_filter=filt, with_payload=False, with_vectors=False, limit=1) return bool(pts) def artifacts_missing(client, prefix: str, note_id: str) -> Tuple[bool, bool]: @@ -255,34 +197,30 @@ def _resolve_mode(m: Optional[str]) -> str: def main() -> None: load_dotenv() - ap = argparse.ArgumentParser( - prog="scripts.import_markdown", - description="Importiert Markdown-Notizen in Qdrant (Notes/Chunks/Edges)." - ) - ap.add_argument("--vault", required=True, help="Pfad zum Vault (Ordner mit .md-Dateien)") - ap.add_argument("--only-path", help="Nur diese Datei verarbeiten (absolut oder relativ)") - ap.add_argument("--apply", action="store_true", help="Schreibt nach Qdrant (sonst Dry-Run)") - ap.add_argument("--purge-before-upsert", action="store_true", help="Alte Chunks/Edges der Note vorher löschen") - ap.add_argument("--force-replace", action="store_true", help="Note/Chunks/Edges unabhängig von Hash neu schreiben") - ap.add_argument("--note-id", help="Nur Notes mit dieser ID verarbeiten (Filter)") - ap.add_argument("--note-scope-refs", action="store_true", help="Note-scope References/Backlinks erzeugen") - ap.add_argument("--hash-mode", help="body|frontmatter|full (Default body)") - ap.add_argument("--hash-source", help="parsed|raw (Default parsed)") - ap.add_argument("--hash-normalize", help="canonical|none (Default canonical)") - ap.add_argument("--compare-text", action="store_true", help="Parsed fulltext zusätzlich direkt vergleichen") - ap.add_argument("--baseline-modes", action="store_true", help="Fehlende Hash-Varianten still nachtragen (Notes)") - ap.add_argument("--sync-deletes", action="store_true", help="Qdrant->Vault Lösch-Sync (mit --apply ausführen)") - ap.add_argument("--prefix", help="Collection-Prefix (überschreibt ENV COLLECTION_PREFIX)") + ap = argparse.ArgumentParser(prog="scripts.import_markdown", description="Importiert Markdown-Notizen in Qdrant (Notes/Chunks/Edges).") + ap.add_argument("--vault", required=True) + ap.add_argument("--only-path") + ap.add_argument("--apply", action="store_true") + ap.add_argument("--purge-before-upsert", action="store_true") + ap.add_argument("--force-replace", action="store_true") + ap.add_argument("--note-id") + ap.add_argument("--note-scope-refs", action="store_true") + ap.add_argument("--hash-mode") + ap.add_argument("--hash-source") + ap.add_argument("--hash-normalize") + ap.add_argument("--compare-text", action="store_true") + ap.add_argument("--baseline-modes", action="store_true") + ap.add_argument("--sync-deletes", action="store_true") + ap.add_argument("--prefix") args = ap.parse_args() - mode = _resolve_mode(args.hash_mode) # body|frontmatter|full - src = _env("MINDNET_HASH_SOURCE", args.hash_source or "parsed") # parsed|raw - norm = _env("MINDNET_HASH_NORMALIZE", args.hash_normalize or "canonical") # canonical|none + mode = _resolve_mode(args.hash_mode) + src = _env("MINDNET_HASH_SOURCE", args.hash_source or "parsed") + norm = _env("MINDNET_HASH_NORMALIZE", args.hash_normalize or "canonical") note_scope_refs_env = (_env("MINDNET_NOTE_SCOPE_REFS", "false") == "true") note_scope_refs = args.note_scope_refs or note_scope_refs_env compare_text = args.compare_text or (_env("MINDNET_COMPARE_TEXT", "false") == "true") - # Qdrant cfg = QdrantConfig.from_env() if args.prefix: cfg.prefix = args.prefix.strip() @@ -290,34 +228,30 @@ def main() -> None: ensure_collections(client, cfg.prefix, cfg.dim) ensure_payload_indexes(client, cfg.prefix) - # Type-Registry laden reg = load_type_registry() - # types_cfg: Direkter Zugriff auf den Knoten "types" (oder leeres Dict) - types_cfg = reg.get("types") if isinstance(reg, dict) else {} + types_cfg_node = reg.get("types") if isinstance(reg, dict) else {} root = os.path.abspath(args.vault) - # Dateiliste + # Datei-Liste if args.only_path: - only = os.path.abspath(args.only_path) - files = [only] + files = [os.path.abspath(args.only_path)] else: files: List[str] = [] for dirpath, _, filenames in os.walk(root): for fn in filenames: - if not fn.lower().endswith(".md"): - continue - p = os.path.join(dirpath, fn) - pn = p.replace("\\", "/") - if any(ex in pn for ex in ["/.obsidian/", "/_backup_frontmatter/", "/_imported/"]): - continue - files.append(p) + if fn.lower().endswith(".md"): + p = os.path.join(dirpath, fn) + pn = p.replace("\\", "/") + if any(ex in pn for ex in ["/.obsidian/", "/_backup_frontmatter/", "/_imported/"]): + continue + files.append(p) files.sort() if not files: print("Keine Markdown-Dateien gefunden.", file=sys.stderr) sys.exit(2) - # Optional: Sync-Deletes vorab + # Optional: Sync-Deletes if args.sync_deletes: vault_note_ids: Set[str] = set() for path in files: @@ -333,22 +267,15 @@ def main() -> None: continue qdrant_note_ids = list_qdrant_note_ids(client, cfg.prefix) to_delete = sorted(qdrant_note_ids - vault_note_ids) - print(json.dumps({ - "action": "sync-deletes", - "prefix": cfg.prefix, - "qdrant_total": len(qdrant_note_ids), - "vault_total": len(vault_note_ids), - "to_delete_count": len(to_delete), - "to_delete": to_delete[:50] + (["…"] if len(to_delete) > 50 else []) - }, ensure_ascii=False)) + print(json.dumps({"action":"sync-deletes","prefix":cfg.prefix,"qdrant_total":len(qdrant_note_ids),"vault_total":len(vault_note_ids),"to_delete_count":len(to_delete),"to_delete":to_delete[:50]+(["…"] if len(to_delete)>50 else [])}, ensure_ascii=False)) if args.apply and to_delete: for nid in to_delete: - print(json.dumps({"action": "delete", "note_id": nid, "decision": "apply"})) + print(json.dumps({"action":"delete","note_id":nid,"decision":"apply"})) delete_note_everywhere(client, cfg.prefix, nid) key_current = f"{mode}:{src}:{norm}" - processed = 0 + for path in files: try: parsed = read_markdown(path) @@ -358,7 +285,7 @@ def main() -> None: print(json.dumps({"path": path, "error": f"read_markdown failed: {type(e).__name__}: {e}"})) continue - # --- Frontmatter prüfen --- + # Frontmatter try: fm = normalize_frontmatter(parsed.frontmatter) validate_required_frontmatter(fm) @@ -371,91 +298,68 @@ def main() -> None: processed += 1 - # --- Typ & Profile aus Registry übernehmen --- - try: - note_type = resolve_note_type(fm.get("type"), reg) - except Exception: - note_type = (fm.get("type") or "concept") + # Typ + Profile/Weight + note_type = resolve_note_type(fm.get("type"), reg) fm["type"] = note_type or fm.get("type") or "concept" - prof = effective_chunk_profile(note_type, reg) if prof: fm["chunk_profile"] = prof - - # --- retriever_weight auflösen (FM > Registry > 1.0) --- rw, rw_source = compute_effective_retriever_weight(fm, note_type, reg) - fm["retriever_weight"] = rw # Spiegeln ins FM für Builder + fm["retriever_weight"] = rw - # --- Payload aufbauen (inkl. Hashes) --- + # Note-Payload try: - note_pl = make_note_payload( - parsed, - vault_root=root, - hash_mode=mode, - hash_normalize=norm, - hash_source=src, - file_path=path, - ) + note_pl = make_note_payload(parsed, vault_root=root, hash_mode=mode, hash_normalize=norm, hash_source=src, file_path=path) except Exception as e: print(json.dumps({"path": path, "error": f"make_note_payload failed: {type(e).__name__}: {e}"})) continue - if not note_pl.get("fulltext"): - note_pl["fulltext"] = getattr(parsed, "body", "") or "" - - # retriever_weight **immer** in Note-Payload schreiben (redundant aber robust) - try: - note_pl["retriever_weight"] = float(rw) - except Exception: - note_pl["retriever_weight"] = 1.0 + # Explizites Spiegeln: chunk_profile & retriever_weight in Note + if fm.get("chunk_profile") is not None: + note_pl["chunk_profile"] = fm.get("chunk_profile") + note_pl["retriever_weight"] = float(rw) if isinstance(rw, (int, float)) else 1.0 note_id = note_pl.get("note_id") or fm.get("id") if not note_id: print(json.dumps({"path": path, "error": "Missing note_id after payload build"})) continue - # --- bestehenden Payload laden (zum Diff) --- - old_payload = None if args.force_replace else fetch_existing_note_payload(client, cfg.prefix, note_id) + # Bestehende Note in Qdrant (für Changed-Detektion) + old_payload = fetch_existing_note_payload(client, cfg.prefix, note_id) has_old = old_payload is not None - old_hashes = (old_payload or {}).get("hashes") or {} old_hash_exact = old_hashes.get(key_current) new_hash_exact = (note_pl.get("hashes") or {}).get(key_current) needs_baseline = (old_hash_exact is None) - hash_changed = (old_hash_exact is not None and new_hash_exact is not None and old_hash_exact != new_hash_exact) text_changed = False - if compare_text: - old_text = (old_payload or {}).get("fulltext") or "" - new_text = note_pl.get("fulltext") or "" - text_changed = (old_text != new_text) + # Optionaler Text-Vergleich (teuer) + # if compare_text: + # old_text = (old_payload or {}).get("fulltext") or "" + # new_text = note_pl.get("fulltext") or (getattr(parsed, "body", "") or "") + # text_changed = (old_text != new_text) changed = args.force_replace or (not has_old) or hash_changed or text_changed - # Treat payload field diffs (retriever_weight/chunk_profile) as change to force update + + # Feld-basierte Change-Erkennung (erzwingt Update, wenn Werte nicht stimmen) if has_old: - old_rw = old_payload.get('retriever_weight') - old_cp = old_payload.get('chunk_profile') - if old_rw != note_pl.get('retriever_weight') or old_cp != fm.get('chunk_profile'): + if old_payload.get("retriever_weight") != note_pl.get("retriever_weight"): + changed = True + if old_payload.get("chunk_profile") != note_pl.get("chunk_profile"): changed = True - do_baseline_only = (args.baseline_modes and has_old and needs_baseline and not changed) - - # --- Chunks + Embeddings vorbereiten --- + # Chunks try: body_text = getattr(parsed, "body", "") or "" chunks = assemble_chunks(fm["id"], body_text, fm.get("type", "concept")) - - # *** MINIMALFIX *** - # Übergib an make_chunk_payloads ein Note-Objekt mit verschachtelter 'frontmatter' - # und reiche die Registry ('types_cfg') durch, damit chunk_payload.py aus types.yaml lesen kann. + # WICHTIG: Note-Objekt mit verschachtelter FM + Registry an Chunk-Builder übergeben chunk_note = { "frontmatter": fm, "id": fm.get("id"), "type": fm.get("type"), "title": fm.get("title"), "path": note_pl.get("path") or path, - # optional: direkte Felder, falls ein alter Builder darauf schaut "note_id": note_pl.get("note_id"), "tags": fm.get("tags"), } @@ -464,29 +368,29 @@ def main() -> None: note_pl["path"], chunks, note_text=body_text, - types_cfg=(reg.get('types') if isinstance(reg, dict) and isinstance(reg.get('types'), dict) else reg if isinstance(reg, dict) else {}), + types_cfg=(reg.get("types") if isinstance(reg, dict) and isinstance(reg.get("types"), dict) else reg if isinstance(reg, dict) else {}), file_path=path, ) except Exception as e: print(json.dumps({"path": path, "note_id": note_id, "error": f"chunk build failed: {type(e).__name__}: {e}"})) continue - # **Felder-Policy**: `index` (0-based) & `ord` (1-based) sicherstellen; keine doppelten Alias-Felder + # Explizites Spiegeln: retriever_weight & chunk_profile auf JEDEN Chunk + rwf = float(rw) if isinstance(rw, (int, float)) else 1.0 + cpv = fm.get("chunk_profile") for i, pl in enumerate(chunk_pls): if "index" not in pl: pl["index"] = i pl["ord"] = int(pl.get("index", i)) + 1 - for alias in ("chunk_num", "Chunk_Number"): - if alias in pl: - pl.pop(alias, None) - - # retriever_weight **immer** auf Chunk-Payload spiegeln (falls Builder es nicht gesetzt hat) - rwf = float(rw) if isinstance(rw, (int, float)) else 1.0 - for pl in chunk_pls: if "retriever_weight" not in pl: pl["retriever_weight"] = rwf + if cpv is not None: + pl["chunk_profile"] = cpv + # entferne alte Aliasse + for alias in ("chunk_num", "Chunk_Number"): + pl.pop(alias, None) - # Embeddings (fallback: Nullvektoren) + # Embeddings (optional) vecs: List[List[float]] = [[0.0] * int(cfg.dim) for _ in chunk_pls] if embed_texts and chunk_pls: try: @@ -495,87 +399,61 @@ def main() -> None: except Exception as e: print(json.dumps({"path": path, "note_id": note_id, "warn": f"embed_texts failed, using zeros: {e}"})) - # --- Fehlende Artefakte in Qdrant ermitteln --- + # Artefakte vorhanden? chunks_missing, edges_missing = artifacts_missing(client, cfg.prefix, note_id) - # --- Edges (robust) --- + # Edges edges: List[Dict[str, Any]] = [] edges_failed = False - should_build_edges = (changed and (not do_baseline_only)) or edges_missing + should_build_edges = (changed and True) or edges_missing # wenn Note geändert oder Kanten fehlen if should_build_edges: try: - note_refs = note_pl.get("references") or [] - # Positionsargumente → kompatibel mit derive_edges.py UND edges.py + note_refs = note_pl.get("references") or "" edges = build_edges_for_note(note_id, chunk_pls, note_refs, include_note_scope_refs=note_scope_refs) except Exception as e: edges_failed = True edges = [] print(json.dumps({"path": path, "note_id": note_id, "warn": f"build_edges_for_note failed, skipping edges: {type(e).__name__}: {e}"})) - # --- Summary (stdout) --- - summary = { + # Summary + print(json.dumps({ "note_id": note_id, "title": fm.get("title"), "type": fm.get("type"), "rw": rw, - "rw_source": rw_source, + "chunk_profile": fm.get("chunk_profile"), "chunks": len(chunk_pls), "edges": len(edges), - "edges_failed": edges_failed, "changed": changed, "chunks_missing": chunks_missing, "edges_missing": edges_missing, - "needs_baseline_for_mode": needs_baseline, - "decision": ("baseline-only" if args.apply and do_baseline_only else - "apply" if args.apply and (changed or chunks_missing or edges_missing) else - "apply-skip-unchanged" if args.apply and not (changed or chunks_missing or edges_missing) else - "dry-run"), - "path": note_pl["path"], - "hash_mode": mode, - "hash_normalize": norm, - "hash_source": src, + "decision": ("apply" if args.apply else "dry-run"), "prefix": cfg.prefix, - } - print(json.dumps(summary, ensure_ascii=False)) + "path": note_pl["path"] + }, ensure_ascii=False)) - # --- Writes --- + # Writes if not args.apply: continue - if do_baseline_only: - merged_hashes = {} - merged_hashes.update(old_hashes) - merged_hashes.update(note_pl.get("hashes") or {}) - if old_payload: - note_pl["hash_fulltext"] = old_payload.get("hash_fulltext", note_pl.get("hash_fulltext")) - note_pl["hash_signature"] = old_payload.get("hash_signature", note_pl.get("hash_signature")) - note_pl["hashes"] = merged_hashes - notes_name, note_pts = points_for_note(cfg.prefix, note_pl, None, cfg.dim) - upsert_batch(client, notes_name, note_pts) - continue - - # Wenn nichts geändert und keine Artefakte fehlen → nichts zu tun - if not changed and not (chunks_missing or edges_missing): - continue - - # Purge nur bei echten Änderungen - if args.purge_before_upsert and has_old and changed: + # Purge bei Änderungen + if args.purge_before_upsert and changed: try: purge_note_artifacts(client, cfg.prefix, note_id) except Exception as e: print(json.dumps({"path": path, "note_id": note_id, "warn": f"purge failed: {e}"})) - # Note nur bei Änderungen neu schreiben + # Note if changed: notes_name, note_pts = points_for_note(cfg.prefix, note_pl, None, cfg.dim) upsert_batch(client, notes_name, note_pts) - # Chunks schreiben, wenn geändert ODER vorher fehlend + # Chunks (wenn geändert ODER vorher keine vorhanden) if chunk_pls and (changed or chunks_missing): chunks_name, chunk_pts = points_for_chunks(cfg.prefix, chunk_pls, vecs) upsert_batch(client, chunks_name, chunk_pts) - # Edges schreiben, wenn vorhanden und (geändert ODER vorher fehlend) + # Edges (wenn geändert ODER vorher keine vorhanden) if edges and (changed or edges_missing): edges_name, edge_pts = points_for_edges(cfg.prefix, edges) upsert_batch(client, edges_name, edge_pts)