Dateien nach "scripts" hochladen

scripts/import_markdown.py

@@ -3,42 +3,32 @@
 """
 scripts/import_markdown.py
 
-Purpose
+Zweck
--------
+-----
-Import Markdown notes from a vault into Qdrant with idempotent upserts.
+- Liest Markdown-Notizen aus einem Vault ein
-This version fixes the issue where `retriever_weight` for *notes* did not
+- Erzeugt Note-Payload, Chunk-Payloads (+ optionale Embeddings) und Edges
-reflect the values from `types.yaml`. It does so by building the note payload
+- Schreibt alles idempotent in Qdrant (Notes, Chunks, Edges)
-from a dict containing the normalized frontmatter, and by ensuring the
+- Integriert eine optionale Type-Registry (types.yaml), um z. B. chunk_profile
-Type‑Registry is loaded via ENV (`MINDNET_TYPES_FILE`, default: ./config/types.yaml).
+  und retriever_weight pro Notiz-Typ zu steuern.
 
-Key behaviors
+Kompatibilität & Fixes
--------------
+----------------------
-- Deterministic, idempotent upserts for notes / chunks / edges
+- Unterstützt sowohl app.core.derive_edges (bevorzugt) als auch app.core.edges als Fallback
-- Optional embeddings for chunks
+  → Aufruf erfolgt mit POSITIONSARGUMENTEN, damit alte Signaturen (note_level_refs vs. note_level_references)
-- Optional sync‑deletes (vault → Qdrant)
+    nicht zu TypeError führen.
-- Ensures collections and payload indices exist
+- `scroll_filter` wird für alle Scrolls verwendet (Qdrant >= 1.7.x).
-- Honors `retriever_weight` and `chunk_profile` from types.yaml for both notes and chunks
+- `--purge-before-upsert` entfernt alte Chunks/Edges einer Note, wenn sich die Note geändert hat.
+- `retriever_weight` aus types.yaml bzw. Frontmatter wird in Note- und Chunk-Payload gespiegelt.
+- Baseline-Hash-Strategie: hash_mode (body|frontmatter|full), hash_source (parsed|raw), hash_normalize (canonical|none).
 
-CLI examples
+Aufrufbeispiele
-------------
+---------------
-    # Apply + purge
+    # Import (Apply + Purge-Update)
     python3 -m scripts.import_markdown --vault ./vault --apply --purge-before-upsert --prefix "$COLLECTION_PREFIX"
 
-    # Sync-Deletes (dry-run then apply)
+    # Nur Sync-Deletes (wenn Dateien entfernt wurden)
-    python3 -m scripts.import_markdown --vault ./vault --sync-deletes
+    python3 -m scripts.import_markdown --vault ./vault --sync-deletes --apply --prefix "$COLLECTION_PREFIX"
-    python3 -m scripts.import_markdown --vault ./vault --sync-deletes --apply
-
-Environment
------------
-- QDRANT_URL | QDRANT_HOST/QDRANT_PORT | QDRANT_API_KEY
-- COLLECTION_PREFIX (default: mindnet); overridable via --prefix
-- VECTOR_DIM (default: 384)
-- MINDNET_TYPES_FILE (default: ./config/types.yaml)
-- MINDNET_NOTE_SCOPE_REFS=true|false (default: false)
-- MINDNET_HASH_SOURCE=parsed|raw (default: parsed)
-- MINDNET_HASH_NORMALIZE=canonical|none (default: canonical)
 """
-
 from __future__ import annotations
 
 import argparse
@@ -50,19 +40,21 @@ from typing import Dict, List, Optional, Tuple, Any, Set
 from dotenv import load_dotenv
 from qdrant_client.http import models as rest
 
-# --- Project imports ---
+# --- Projekt-Imports ---
 from app.core.parser import (
     read_markdown,
     normalize_frontmatter,
     validate_required_frontmatter,
 )
 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 der robuste Builder
     from app.core.derive_edges import build_edges_for_note
 except Exception:  # pragma: no cover
+    # Fallback auf die einfache Variante
     from app.core.edges import build_edges_for_note  # type: ignore
-
 from app.core.qdrant import (
     QdrantConfig,
     get_client,
@@ -76,162 +68,194 @@ from app.core.qdrant_points import (
     upsert_batch,
 )
 
-# embeddings optional
+# embeddings sind optional (z. B. beim Payload-Backfill)
 try:
-    from app.core.embed import embed_texts
+    from app.core.embed import embed_texts  # optional
 except Exception:  # pragma: no cover
     embed_texts = None
 
-
+# ------------------------------------------------------------
-# ---------------------- helpers ----------------------
+# Type-Registry (types.yaml)
+# ------------------------------------------------------------
+import yaml
 
 def _env(name: str, default: Optional[str] = None) -> str:
-    v = os.getenv(name, default if default is not None else "")
+    v = os.getenv(name)
-    return v if v is not None else ""
+    return v if v is not None else (default or "")
 
-def _resolve_mode(val: Optional[str]) -> str:
+def load_type_registry() -> dict:
-    v = (val or _env("MINDNET_HASH_COMPARE", "body")).strip().lower()
+    # ENV kann Pfad überschreiben; Standard: ./config/types.yaml
-    return v if v in ("body","frontmatter","full") else "body"
+    path = _env("MINDNET_TYPES_FILE", "./config/types.yaml")
-
+    if not os.path.isfile(path):
-def _iter_md(root: str) -> List[str]:
+        return {}
-    files: List[str] = []
-    for dirpath, _, filenames in os.walk(root):
-        for fn in filenames:
-            if fn.lower().endswith(".md"):
-                files.append(os.path.join(dirpath, fn))
-    files.sort()
-    return files
-
-def _types_file_default() -> str:
-    # default to ./config/types.yaml inside project root
-    # run is expected from /home/llmadmin/mindnet
-    default = os.path.abspath("./config/types.yaml")
-    return _env("MINDNET_TYPES_FILE", default)
-
-def load_type_registry() -> Dict[str, Any]:
-    import yaml  # local import
-    path = _types_file_default()
     try:
         with open(path, "r", encoding="utf-8") as f:
-            data = yaml.safe_load(f) or {}
+            return yaml.safe_load(f) or {}
-        t = data.get("types") or {}
-        return t if isinstance(t, dict) else {}
     except Exception:
         return {}
 
-def resolve_note_type(note_type: Optional[str], reg: Dict[str, Any]) -> str:
+def get_type_config(note_type: Optional[str], reg: dict) -> dict:
-    if not note_type:
+    if not note_type or not isinstance(reg, dict):
-        return "concept"
+        return {}
-    s = str(note_type).strip()
+    types = reg.get("types", {}) if isinstance(reg.get("types"), dict) else {}
-    return s if s in reg else s  # allow free types if not configured
+    return types.get(note_type, {}) if isinstance(types, dict) else {}
 
-def effective_chunk_profile(note_type: str, reg: Dict[str, Any]) -> Optional[str]:
+def resolve_note_type(requested: Optional[str], reg: dict) -> str:
+    if requested and isinstance(requested, str):
+        return requested
+    types = reg.get("types", {}) if isinstance(reg.get("types"), dict) else {}
+    return "concept" if "concept" in types else (requested or "concept")
+
+def effective_chunk_profile(note_type: str, reg: dict) -> Optional[str]:
+    cfg = get_type_config(note_type, reg)
+    prof = cfg.get("chunk_profile")
+    if isinstance(prof, str):
+        return prof
+    return None
+
+def effective_retriever_weight(note_type: str, reg: dict) -> Optional[float]:
+    cfg = get_type_config(note_type, reg)
+    w = cfg.get("retriever_weight")
     try:
-        v = reg.get(note_type, {}).get("chunk_profile")
+        return float(w) if w is not None else None
-        return str(v) if v is not None else None
     except Exception:
         return None
 
-def effective_retriever_weight(note_type: str, reg: Dict[str, Any]) -> Optional[float]:
+# ------------------------------------------------------------
-    try:
+# Sonstige Helper
-        v = reg.get(note_type, {}).get("retriever_weight")
+# ------------------------------------------------------------
-        return float(v) if v is not None else None
+def iter_md(root: str) -> List[str]:
-    except Exception:
+    out: 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
+            out.append(p)
+    return sorted(out)
+
+def collections(prefix: str) -> Tuple[str, str, str]:
+    return f"{prefix}_notes", f"{prefix}_chunks", f"{prefix}_edges"
+
+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,  # wichtig: scroll_filter (nicht: filter)
+        with_payload=True,
+        with_vectors=False,
+        limit=1,
+    )
+    if not points:
         return None
+    return points[0].payload or {}
 
 def list_qdrant_note_ids(client, prefix: str) -> Set[str]:
-    """Collect all note_ids from Qdrant mindnet_notes payloads."""
+    notes_col, _, _ = collections(prefix)
-    from qdrant_client import QdrantClient
-    notes = f"{prefix}_notes"
     out: Set[str] = set()
-    # scroll with page size
+    next_page = None
-    offset = None
     while True:
-        res = client.scroll(collection_name=notes, with_payload=True, with_vectors=False, limit=2048, offset=offset)
+        pts, next_page = client.scroll(
-        pts = getattr(res, "points", None) or res[0]  # API compatibility
+            collection_name=notes_col,
-        next_off = getattr(res, "next_page_offset", None) or res[1]
+            with_payload=True,
+            with_vectors=False,
+            limit=256,
+            offset=next_page,
+        )
+        if not pts:
+            break
         for p in pts:
-            pl = getattr(p, "payload", {}) or {}
+            pl = p.payload or {}
-            nid = pl.get("note_id") or pl.get("id")
+            nid = pl.get("note_id")
             if isinstance(nid, str):
                 out.add(nid)
-        if not next_off:
+        if next_page is None:
             break
-        offset = next_off
     return out
 
-def fetch_existing_note_payload(client, prefix: str, note_id: str) -> Optional[Dict[str, Any]]:
-    notes = f"{prefix}_notes"
-    flt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
-    sr = client.scroll(collection_name=notes, with_payload=True, with_vectors=False, limit=1, scroll_filter=flt)
-    pts = getattr(sr, "points", None) or sr[0]
-    if not pts:
-        return None
-    return getattr(pts[0], "payload", None) or None
-
 def purge_note_artifacts(client, prefix: str, note_id: str) -> None:
-    """Delete old chunks/edges for a note (idempotent)."""
+    _, chunks_col, edges_col = collections(prefix)
-    chunks = f"{prefix}_chunks"
+    filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
-    edges  = f"{prefix}_edges"
+    for col in (chunks_col, edges_col):
-    flt_note = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
+        try:
-    try:
+            client.delete(
-        client.delete_points(collection_name=chunks, points_selector=flt_note, wait=True)
+                collection_name=col,
-    except Exception:
+                points_selector=rest.FilterSelector(filter=filt),
-        client.delete(collection_name=chunks, points_selector=flt_note, wait=True)
+                wait=True
-
+            )
-    flt_src = rest.Filter(should=[
+        except Exception as e:
-        rest.FieldCondition(key="source_id", match=rest.MatchValue(value=note_id)),
+            print(json.dumps({"note_id": note_id, "warn": f"delete in {col} via filter failed: {e}"}))
-        rest.FieldCondition(key="target_id", match=rest.MatchValue(value=note_id)),
-        rest.FieldCondition(key="note_id",   match=rest.MatchValue(value=note_id)),
-    ])
-    try:
-        client.delete_points(collection_name=edges, points_selector=flt_src, wait=True)
-    except Exception:
-        client.delete(collection_name=edges, points_selector=flt_src, wait=True)
 
 def delete_note_everywhere(client, prefix: str, note_id: str) -> None:
-    """Delete note + artifacts (chunks/edges)."""
+    notes_col, chunks_col, edges_col = collections(prefix)
-    notes = f"{prefix}_notes"
+    filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
-    purge_note_artifacts(client, prefix, note_id)
+    for col in (edges_col, chunks_col, notes_col):
-    flt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
+        try:
-    try:
+            client.delete(
-        client.delete_points(collection_name=notes, points_selector=flt, wait=True)
+                collection_name=col,
-    except Exception:
+                points_selector=rest.FilterSelector(filter=filt),
-        client.delete(collection_name=notes, points_selector=flt, wait=True)
+                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,
+    )
+    return bool(pts)
 
-# ---------------------- main ----------------------
+def artifacts_missing(client, prefix: str, note_id: str) -> Tuple[bool, bool]:
+    _, chunks_col, edges_col = collections(prefix)
+    chunks_missing = not _has_any_point(client, chunks_col, note_id)
+    edges_missing = not _has_any_point(client, edges_col, note_id)
+    return chunks_missing, edges_missing
+
+# ------------------------------------------------------------
+# Main
+# ------------------------------------------------------------
+def _resolve_mode(m: Optional[str]) -> str:
+    m = (m or "body").strip().lower()
+    return m if m in {"body", "frontmatter", "full"} else "body"
 
 def main() -> None:
     load_dotenv()
 
-    ap = argparse.ArgumentParser(description="Import Markdown notes into Qdrant (idempotent).")
+    ap = argparse.ArgumentParser(
-    ap.add_argument("--vault", required=True, help="Path to the vault (folder with .md files)")
+        prog="scripts.import_markdown",
-    ap.add_argument("--only-path", help="Process only this file (absolute or relative)")
+        description="Importiert Markdown-Notizen in Qdrant (Notes/Chunks/Edges)."
-    ap.add_argument("--apply", action="store_true", help="Write to Qdrant (otherwise dry-run)")
+    )
-    ap.add_argument("--purge-before-upsert", action="store_true", help="Delete old chunks/edges for the note before upserting")
+    ap.add_argument("--vault", required=True, help="Pfad zum Vault (Ordner mit .md-Dateien)")
-    ap.add_argument("--force-replace", action="store_true", help="Replace note/chunks/edges regardless of hash changes")
+    ap.add_argument("--only-path", help="Nur diese Datei verarbeiten (absolut oder relativ)")
-    ap.add_argument("--note-id", help="Process only notes with this id")
+    ap.add_argument("--apply", action="store_true", help="Schreibt nach Qdrant (sonst Dry-Run)")
-    ap.add_argument("--note-scope-refs", action="store_true", help="Create note-scope references/backlinks")
+    ap.add_argument("--purge-before-upsert", action="store_true", help="Alte Chunks/Edges der Note vorher löschen")
-    ap.add_argument("--hash-mode", help="body|frontmatter|full (default body)")
+    ap.add_argument("--force-replace", action="store_true", help="Note/Chunks/Edges unabhängig von Hash neu schreiben")
-    ap.add_argument("--hash-source", help="parsed|raw (default parsed)")
+    ap.add_argument("--note-id", help="Nur Notes mit dieser ID verarbeiten (Filter)")
-    ap.add_argument("--hash-normalize", help="canonical|none (default canonical)")
+    ap.add_argument("--note-scope-refs", action="store_true", help="Note-scope References/Backlinks erzeugen")
-    ap.add_argument("--compare-text", action="store_true", help="Additionally compare parsed fulltext")
+    ap.add_argument("--hash-mode", help="body|frontmatter|full (Default body)")
-    ap.add_argument("--baseline-modes", action="store_true", help="Backfill missing hash variants silently (notes)")
+    ap.add_argument("--hash-source", help="parsed|raw (Default parsed)")
-    ap.add_argument("--sync-deletes", action="store_true", help="Qdrant->Vault delete sync (dry-run; use with --apply to execute)")
+    ap.add_argument("--hash-normalize", help="canonical|none (Default canonical)")
-    ap.add_argument("--prefix", help="Collection prefix (overrides ENV COLLECTION_PREFIX)")
+    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 (Dry-Run; mit --apply ausführen)")
+    ap.add_argument("--prefix", help="Collection-Prefix (überschreibt ENV COLLECTION_PREFIX)")
     args = ap.parse_args()
 
-    # Ensure default types path if not provided via ENV
-    if not os.getenv("MINDNET_TYPES_FILE"):
-        os.environ["MINDNET_TYPES_FILE"] = _types_file_default()
-
     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
-    note_scope_refs_env = (_env("MINDNET_NOTE_SCOPE_REFS", "false").strip().lower() == "true")
+    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").strip().lower() == "true")
+    compare_text = args.compare_text or (_env("MINDNET_COMPARE_TEXT", "false") == "true")
 
     # Qdrant
     cfg = QdrantConfig.from_env()
@@ -241,22 +265,22 @@ def main() -> None:
     ensure_collections(client, cfg.prefix, cfg.dim)
     ensure_payload_indexes(client, cfg.prefix)
 
-    # Type-Registry
+    # Type-Registry laden (optional)
     reg = load_type_registry()
 
     root = os.path.abspath(args.vault)
 
-    # File list
+    # Dateiliste
     if args.only_path:
         only = os.path.abspath(args.only_path)
         files = [only]
     else:
-        files = _iter_md(root)
+        files = iter_md(root)
     if not files:
-        print("No Markdown files found.", file=sys.stderr)
+        print("Keine Markdown-Dateien gefunden.", file=sys.stderr)
         sys.exit(2)
 
-    # Optional: Sync-Deletes (vault -> qdrant)
+    # Optional: Sync-Deletes vorab
     if args.sync_deletes:
         vault_note_ids: Set[str] = set()
         for path in files:
@@ -285,8 +309,9 @@ def main() -> None:
                 print(json.dumps({"action": "delete", "note_id": nid, "decision": "apply"}))
                 delete_note_everywhere(client, cfg.prefix, nid)
 
-    processed = 0
+    key_current = f"{mode}:{src}:{norm}"
 
+    processed = 0
     for path in files:
         try:
             parsed = read_markdown(path)
@@ -296,7 +321,7 @@ def main() -> None:
             print(json.dumps({"path": path, "error": f"read_markdown failed: {type(e).__name__}: {e}"}))
             continue
 
-        # Frontmatter
+        # --- Frontmatter prüfen ---
         try:
             fm = normalize_frontmatter(parsed.frontmatter)
             validate_required_frontmatter(fm)
@@ -309,7 +334,7 @@ def main() -> None:
 
         processed += 1
 
-        # Apply type-registry to FM
+        # --- Type-Registry anwenden (chunk_profile / retriever_weight) ---
         try:
             note_type = resolve_note_type(fm.get("type"), reg)
         except Exception:
@@ -327,17 +352,16 @@ def main() -> None:
             except Exception:
                 pass
 
-        # --- Build NOTE payload (IMPORTANT: build from dict to capture FM overrides) ---
+        # --- Payload aufbauen (inkl. Hashes) ---
         try:
-            note_input = {
+            note_pl = make_note_payload(
-                "frontmatter": fm,
+                parsed,
-                "id": fm.get("id"),
+                vault_root=root,
-                "title": fm.get("title"),
+                hash_mode=mode,
-                "type": fm.get("type"),
+                hash_normalize=norm,
-                "path": path,
+                hash_source=src,
-                "body": getattr(parsed, "body", "") or "",
+                file_path=path,
-            }
+            )
-            note_pl = make_note_payload(note_input, file_path=path)
         except Exception as e:
             print(json.dumps({"path": path, "error": f"make_note_payload failed: {type(e).__name__}: {e}"}))
             continue
@@ -345,7 +369,7 @@ def main() -> None:
         if not note_pl.get("fulltext"):
             note_pl["fulltext"] = getattr(parsed, "body", "") or ""
 
-        # Ensure retriever_weight is present on note payload (from FM/types)
+        # retriever_weight sicher in Note-Payload spiegeln
         if "retriever_weight" not in note_pl and fm.get("retriever_weight") is not None:
             try:
                 note_pl["retriever_weight"] = float(fm.get("retriever_weight"))
@@ -357,74 +381,91 @@ def main() -> None:
             print(json.dumps({"path": path, "error": "Missing note_id after payload build"}))
             continue
 
-        # Compare against existing payload to detect changes
+        # --- bestehenden Payload laden (zum Diff) ---
         old_payload = None if args.force_replace else fetch_existing_note_payload(client, cfg.prefix, note_id)
         has_old = old_payload is not None
 
-        old_text = (old_payload or {}).get("fulltext") or ""
+        old_hashes = (old_payload or {}).get("hashes") or {}
-        new_text = note_pl.get("fulltext") or ""
+        old_hash_exact = old_hashes.get(key_current)
-        text_changed = (old_text != new_text)
+        new_hash_exact = (note_pl.get("hashes") or {}).get(key_current)
+        needs_baseline = (old_hash_exact is None)
 
-        changed = args.force_replace or (not has_old) or text_changed
+        hash_changed = (old_hash_exact is not None and new_hash_exact is not None and old_hash_exact != new_hash_exact)
 
-        # --- CHUNKS ---
+        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)
+
+        changed = args.force_replace or (not has_old) or hash_changed or text_changed
+        do_baseline_only = (args.baseline_modes and has_old and needs_baseline and not changed)
+
+        # --- Chunks + Embeddings vorbereiten ---
         try:
-            # Make chunk payloads from the same note dict; chunker will honor FM profile
+            body_text = getattr(parsed, "body", "") or ""
-            chunk_note = {
+            chunks = assemble_chunks(fm["id"], body_text, fm.get("type", "concept"))
-                "frontmatter": fm,
+            chunk_pls: List[Dict[str, Any]] = make_chunk_payloads(fm, note_pl["path"], chunks, note_text=body_text)
-                "id": fm.get("id"),
-                "title": fm.get("title"),
-                "type": fm.get("type"),
-                "path": path,
-                "body": getattr(parsed, "body", "") or "",
-            }
-            chunk_pls: List[Dict[str, Any]] = make_chunk_payloads(chunk_note, 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
 
-        # embeddings (optional)
+        # retriever_weight auf Chunk-Payload spiegeln
-        vecs = None
+        if fm.get("retriever_weight") is not None:
-        if embed_texts:
             try:
-                texts = [c.get("window") or c.get("text") or "" for c in chunk_pls]
+                rw = float(fm.get("retriever_weight"))
-                vecs = embed_texts(texts) if texts else None
+                for pl in chunk_pls:
+                    if "retriever_weight" not in pl:
+                        pl["retriever_weight"] = rw
+            except Exception:
+                pass
+
+        # Embeddings (fallback: Nullvektoren)
+        vecs: List[List[float]] = [[0.0] * int(cfg.dim) for _ in chunk_pls]
+        if embed_texts and chunk_pls:
+            try:
+                texts_for_embed = [(pl.get("window") or pl.get("text") or "") for pl in chunk_pls]
+                vecs = embed_texts(texts_for_embed)
             except Exception as e:
-                print(json.dumps({"path": path, "note_id": note_id, "warn": f"embed failed: {e}"}))
+                print(json.dumps({"path": path, "note_id": note_id, "warn": f"embed_texts failed, using zeros: {e}"}))
 
-        # --- EDGES ---
+        # --- Fehlende Artefakte in Qdrant ermitteln ---
+        chunks_missing, edges_missing = artifacts_missing(client, cfg.prefix, note_id)
+
+        # --- Edges (robust) ---
         edges: List[Dict[str, Any]] = []
-        try:
+        edges_failed = False
-            include_note_scope = bool(note_scope_refs)
+        should_build_edges = (changed and (not do_baseline_only)) or edges_missing
-            edges = build_edges_for_note(note_id, chunk_pls, None, include_note_scope)
+        if should_build_edges:
-        except Exception as e:
-            print(json.dumps({"path": path, "note_id": note_id, "warn": f"edges failed: {e}"}))
-
-        # Check missing artifacts when unchanged
-        chunks_missing = False
-        edges_missing = False
-        if has_old and not changed:
-            # best-effort existence checks
             try:
-                # If at least one chunk for note_id exists → assume not missing
+                # ACHTUNG: POSITIONSARGUMENTE benutzen → kompatibel zu edges.py UND derive_edges.py
-                chunks_missing = False
+                note_refs = note_pl.get("references") or []
-            except Exception:
+                edges = build_edges_for_note(note_id, chunk_pls, note_refs, include_note_scope_refs=note_scope_refs)
-                chunks_missing = True
+            except Exception as e:
-            try:
+                edges_failed = True
-                edges_missing = False
+                edges = []
-            except Exception:
+                print(json.dumps({"path": path, "note_id": note_id, "warn": f"build_edges_for_note failed, skipping edges: {type(e).__name__}: {e}"}))
-                edges_missing = True
 
-        # --- Summary (dry-run log) ---
+        # --- Summary (stdout) ---
         summary = {
             "note_id": note_id,
             "title": fm.get("title"),
-            "type": fm.get("type"),
-            "path": path,
-            "changed": changed,
             "chunks": len(chunk_pls),
             "edges": len(edges),
-            "apply": bool(args.apply),
+            "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,
+            "prefix": cfg.prefix,
         }
         print(json.dumps(summary, ensure_ascii=False))
 
@@ -432,24 +473,40 @@ def main() -> None:
         if not args.apply:
             continue
 
-        # purge artifacts if requested and we indeed change the note
+        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:
             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}"}))
 
-        # write note when changed or not exists
+        # Note nur bei Änderungen neu schreiben
-        if changed or not has_old:
+        if changed:
             notes_name, note_pts = points_for_note(cfg.prefix, note_pl, None, cfg.dim)
             upsert_batch(client, notes_name, note_pts)
 
-        # write chunks when changed or previously missing
+        # Chunks schreiben, wenn geändert ODER vorher fehlend
         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)
 
-        # write edges when available
+        # Edges schreiben, wenn vorhanden und (geändert ODER vorher fehlend)
         if edges and (changed or edges_missing):
             edges_name, edge_pts = points_for_edges(cfg.prefix, edges)
             upsert_batch(client, edges_name, edge_pts)