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611 lines
24 KiB
Python
611 lines
24 KiB
Python
#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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Script: scripts/import_markdown.py — Markdown → Qdrant (Notes, Chunks, Edges)
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Version: 3.8.4
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Date: 2025-11-08
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Changes vs 3.8.3
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-----------------
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- Fixed SyntaxError by moving `import uuid` to top-level and simplifying the UUIDv5 helper.
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- No functional changes otherwise.
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"""
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from __future__ import annotations
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import argparse
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import json
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import os
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import sys
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import uuid as _uuid
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from typing import Dict, List, Optional, Tuple, Any, Set
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from dotenv import load_dotenv
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from qdrant_client.http import models as rest
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# Deterministic UUIDv5 for stable Qdrant point IDs
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_MN_NAMESPACE = _uuid.uuid5(_uuid.NAMESPACE_URL, "mindnet-default-namespace")
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def _uuid5_deterministic(*parts: str) -> str:
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base = ":".join(str(p) for p in parts if p is not None)
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return str(_uuid.uuid5(_MN_NAMESPACE, base))
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from app.core.parser import (
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read_markdown,
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normalize_frontmatter,
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validate_required_frontmatter,
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)
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from app.core.note_payload import make_note_payload
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from app.core.chunker import assemble_chunks
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from app.core.chunk_payload import make_chunk_payloads
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try:
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from app.core.derive_edges import build_edges_for_note
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except Exception: # pragma: no cover
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from app.core.edges import build_edges_for_note # type: ignore
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# Qdrant-Basics
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from app.core.qdrant import (
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QdrantConfig,
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get_client,
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ensure_collections, # used only via compatibility wrapper below
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)
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# Backward-compatible import for payload index creation
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try:
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from app.core.qdrant import ensure_payload_indexes as _ensure_payload_indexes
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except Exception:
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try:
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from app.core.qdrant import ensure_payload_indices as _ensure_payload_indexes # older name
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except Exception:
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def _ensure_payload_indexes(*_args, **_kwargs):
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# No-Op: older releases without dedicated index creation
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return None
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# Qdrant points helpers (robust against older names / missing module functions)
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try:
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from app.core.qdrant_points import (
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points_for_chunks as _points_for_chunks,
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points_for_note as _points_for_note,
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points_for_edges as _points_for_edges,
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upsert_batch as _upsert_batch,
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)
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except Exception:
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# Local fallbacks (No-Break)
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from qdrant_client.http import models as _rest
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def _collection_names(prefix: str):
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return f"{prefix}_notes", f"{prefix}_chunks", f"{prefix}_edges"
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def _points_for_note(prefix: str, note_payload: dict, note_vec, dim: int):
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notes_col, _, _ = _collection_names(prefix)
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raw = note_payload.get("point_id") or note_payload.get("qdrant_id") or note_payload.get("note_id") or note_payload.get("id") or note_payload.get("path")
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# Accept integer IDs if provided
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pid = None
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if isinstance(raw, int):
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pid = raw
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elif isinstance(raw, str) and raw.isdigit():
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try:
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pid = int(raw)
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except Exception:
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pid = None
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if pid is None:
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pid = _uuid5_deterministic("note", str(raw or ""))
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vec = note_vec if note_vec is not None else [0.0] * int(dim)
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pt = _rest.PointStruct(id=pid, vector=vec, payload=note_payload)
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return notes_col, [pt]
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def _points_for_chunks(prefix: str, chunk_payloads: list[dict], vectors: list[list[float]]):
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_, chunks_col, _ = _collection_names(prefix)
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pts = []
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for i, pl in enumerate(chunk_payloads):
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raw = pl.get("point_id") or pl.get("qdrant_id") or pl.get("chunk_id") or pl.get("id") or f"{pl.get('note_id','missing')}#{i+1}"
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pid = None
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if isinstance(raw, int):
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pid = raw
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elif isinstance(raw, str) and raw.isdigit():
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try:
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pid = int(raw)
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except Exception:
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pid = None
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if pid is None:
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pid = _uuid5_deterministic("chunk", str(raw))
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vec = vectors[i] if i < len(vectors) else None
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if vec is None:
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continue
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pts.append(_rest.PointStruct(id=pid, vector=vec, payload=pl))
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return chunks_col, pts
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def _points_for_edges(prefix: str, edges: list[dict]):
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_, _, edges_col = _collection_names(prefix)
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pts = []
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for i, e in enumerate(edges):
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src_id = e.get("source_id") or e.get("src_id") or "src"
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dst_id = e.get("target_id") or e.get("dst_id") or "dst"
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kind = e.get("kind") or e.get("edge_type") or "edge"
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nid = e.get("note_id") or "note"
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raw = e.get("point_id") or e.get("qdrant_id")
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if raw is None:
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raw = f"{nid}:{kind}:{src_id}->{dst_id}:{i}"
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pid = None
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if isinstance(raw, int):
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pid = raw
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elif isinstance(raw, str) and raw.isdigit():
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try:
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pid = int(raw)
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except Exception:
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pid = None
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if pid is None:
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pid = _uuid5_deterministic("edge", str(raw))
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pts.append(_rest.PointStruct(id=pid, vector=None, payload=e))
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return edges_col, pts
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def _upsert_batch(client, collection_name: str, points: list):
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if not points:
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return
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client.upsert(collection_name=collection_name, points=points, wait=True)
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# Type-Registry (optional)
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try:
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from app.core.type_registry import load_type_registry, resolve_note_type, get_type_config, effective_chunk_profile
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except Exception:
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load_type_registry = None # type: ignore
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resolve_note_type = None # type: ignore
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get_type_config = None # type: ignore
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effective_chunk_profile = None # type: ignore
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try:
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from app.core.embed import embed_texts # optional
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except Exception:
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embed_texts = None
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# ---------------------------------------------------------------------
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# Helper
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# ---------------------------------------------------------------------
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def iter_md(root: str) -> List[str]:
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out: List[str] = []
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for dirpath, _, filenames in os.walk(root):
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for fn in filenames:
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if not fn.lower().endswith(".md"):
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continue
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p = os.path.join(dirpath, fn)
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pn = p.replace("\\", "/")
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if any(ex in pn for ex in ["/.obsidian/", "/_backup_frontmatter/", "/_imported/"]):
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continue
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out.append(p)
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return sorted(out)
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def collections(prefix: str) -> Tuple[str, str, str]:
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return f"{prefix}_notes", f"{prefix}_chunks", f"{prefix}_edges"
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def fetch_existing_note_payload(client, prefix: str, note_id: str) -> Optional[Dict]:
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notes_col, _, _ = collections(prefix)
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f = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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points, _ = client.scroll(
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collection_name=notes_col,
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scroll_filter=f,
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with_payload=True,
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with_vectors=False,
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limit=1,
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)
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if not points:
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return None
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return points[0].payload or {}
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def list_qdrant_note_ids(client, prefix: str) -> Set[str]:
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notes_col, _, _ = collections(prefix)
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out: Set[str] = set()
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next_page = None
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while True:
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pts, next_page = client.scroll(
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collection_name=notes_col,
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with_payload=True,
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with_vectors=False,
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limit=256,
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offset=next_page,
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)
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if not pts:
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break
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for p in pts:
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pl = p.payload or {}
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nid = pl.get("note_id")
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if isinstance(nid, str):
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out.add(nid)
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if next_page is None:
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break
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return out
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def purge_note_artifacts(client, prefix: str, note_id: str) -> None:
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_, chunks_col, edges_col = collections(prefix)
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filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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for col in (chunks_col, edges_col):
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try:
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client.delete(
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collection_name=col,
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points_selector=rest.FilterSelector(filter=filt),
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wait=True
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)
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except Exception as e:
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print(json.dumps({"note_id": note_id, "warn": f"delete in {col} via filter failed: {e}"}))
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def delete_note_everywhere(client, prefix: str, note_id: str) -> None:
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notes_col, chunks_col, edges_col = collections(prefix)
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filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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for col in (edges_col, chunks_col, notes_col):
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try:
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client.delete(
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collection_name=col,
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points_selector=rest.FilterSelector(filter=filt),
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wait=True
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)
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except Exception as e:
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print(json.dumps({"note_id": note_id, "warn": f"delete in {col} failed: {e}"}))
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def _resolve_mode(val: Optional[str]) -> str:
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v = (val or os.environ.get("MINDNET_HASH_MODE") or os.environ.get("MINDNET_HASH_COMPARE") or "body").strip().lower()
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if v in ("full", "fulltext", "body+frontmatter", "bodyplusfrontmatter"):
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return "full"
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if v in ("frontmatter", "fm"):
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return "frontmatter"
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return "body"
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def _env(key: str, default: str) -> str:
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return (os.environ.get(key) or default).strip().lower()
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def _resolve_dim(cfg) -> int:
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# Try common attribute names on QdrantConfig
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for attr in ("dim", "vector_dim", "dimension", "dimensions", "embedding_dim", "embed_dim", "vector_size", "size"):
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try:
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v = getattr(cfg, attr)
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if isinstance(v, int) and v > 0:
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return v
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except Exception:
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pass
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# Try environment fallbacks
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for key in ("MINDNET_DIM", "EMBED_DIM", "EMBEDDING_DIM", "QDRANT_VECTOR_DIM", "QDRANT_DIM", "VECTOR_DIM", "DIM"):
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try:
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v = int(os.environ.get(key, "").strip() or "0")
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if v > 0:
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return v
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except Exception:
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continue
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# Conservative default: MiniLM 384d
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return 384
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# ---- Compatibility wrappers (no direct calls to project-specific signatures) ----
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def _ensure_collections_compat(client, cfg, dim):
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"""
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Call ensure_collections with the correct signature across releases:
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- preferred: ensure_collections(client, cfg)
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- fallbacks: (client, cfg.prefix, dim) -> (client, cfg.prefix) -> (client)
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"""
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try:
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return ensure_collections(client, cfg)
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except TypeError:
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pass
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try:
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return ensure_collections(client, cfg.prefix, dim)
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except TypeError:
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pass
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try:
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return ensure_collections(client, cfg.prefix)
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except TypeError:
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pass
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try:
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return ensure_collections(client)
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except TypeError:
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pass
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# If everything fails, do nothing
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return None
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def _ensure_payload_indexes_compat(client, cfg):
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"""
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Try calling payload index creation with cfg, then prefix; ignore if unsupported.
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"""
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try:
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_ensure_payload_indexes(client, cfg)
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return
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except TypeError:
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pass
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except AttributeError:
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pass
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try:
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_ensure_payload_indexes(client, getattr(cfg, "prefix", None))
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return
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except TypeError:
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pass
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except AttributeError:
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pass
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# final no-op
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return
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# ---------------------------------------------------------------------
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# Main
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# ---------------------------------------------------------------------
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def main() -> None:
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load_dotenv()
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ap = argparse.ArgumentParser()
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ap.add_argument("--vault", required=True, help="Pfad zum Obsidian-Vault (Root-Ordner)")
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ap.add_argument("--apply", action="store_true", help="Schreibt in Qdrant; ohne Flag nur Dry-Run")
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ap.add_argument("--purge-before-upsert", action="store_true",
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help="Vor Upsert Chunks & Edges der GEÄNDERTEN Note löschen")
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ap.add_argument("--note-id", help="Nur eine bestimmte Note-ID verarbeiten")
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ap.add_argument("--only-path", help="Exakt diesen Markdown-Pfad verarbeiten (ignoriert --note-id)")
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ap.add_argument("--embed-note", action="store_true", help="Optional: Note-Volltext einbetten")
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ap.add_argument("--force-replace", action="store_true",
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help="Änderungserkennung ignorieren und immer upserten (+ optional Purge)")
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ap.add_argument("--hash-mode", choices=["body", "frontmatter", "full"], default=None,
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help="Vergleichsmodus (Body | Frontmatter | Full)")
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ap.add_argument("--hash-normalize", choices=["canonical", "none"], default=None)
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ap.add_argument("--hash-source", choices=["parsed", "raw"], default=None,
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help="Quelle für die Hash-Berechnung (Default: parsed)")
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ap.add_argument("--note-scope-refs", action="store_true",
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help="(Optional) erzeugt zusätzlich references:note/backlink:note (Default: aus)")
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ap.add_argument("--debug-hash-diff", action="store_true",
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help="(reserviert) optionaler Body-Diff")
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ap.add_argument("--compare-text", action="store_true",
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help="Parsed fulltext zusätzlich direkt vergleichen (über Hash hinaus)")
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ap.add_argument("--baseline-modes", action="store_true",
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help="Fehlende Hash-Varianten im Feld 'hashes' still nachtragen (Upsert NUR Notes)")
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ap.add_argument("--sync-deletes", action="store_true",
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help="Notes/Chunks/Edges löschen, die in Qdrant existieren aber im Vault fehlen (Dry-Run; mit --apply ausführen)")
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ap.add_argument("--prefix", help="Collection-Prefix (überschreibt ENV COLLECTION_PREFIX)")
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args = ap.parse_args()
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mode = _resolve_mode(args.hash_mode) # body|frontmatter|full
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src = _env("MINDNET_HASH_SOURCE", args.hash_source or "parsed") # parsed|raw
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norm = _env("MINDNET_HASH_NORMALIZE", args.hash_normalize or "canonical") # canonical|none
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note_scope_refs_env = (_env("MINDNET_NOTE_SCOPE_REFS", "false") == "true")
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note_scope_refs_flag = args.note_scope_refs or note_scope_refs_env
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compare_text = args.compare_text or (_env("MINDNET_COMPARE_TEXT", "false") == "true")
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cfg = QdrantConfig.from_env()
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if args.prefix:
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cfg.prefix = args.prefix.strip()
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client = get_client(cfg)
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dim = _resolve_dim(cfg)
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# Collections & Indexe (nur über Wrapper)
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_ensure_collections_compat(client, cfg, dim)
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_ensure_payload_indexes_compat(client, cfg)
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# Type-Registry laden (optional)
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reg = None
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if load_type_registry is not None:
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reg = load_type_registry()
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if reg.get("_using_defaults"):
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print(json.dumps({"warn": "type_registry_missing_or_invalid", "info": reg.get("_warning")}))
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root = os.path.abspath(args.vault)
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# Dateiliste bestimmen
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if args.only_path:
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only = os.path.abspath(args.only_path)
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files = [only]
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else:
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files = iter_md(root)
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if not files:
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print("Keine Markdown-Dateien gefunden.", file=sys.stderr)
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sys.exit(2)
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# Optional: Sync-Deletes vorab
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if args.sync_deletes:
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vault_note_ids: Set[str] = set()
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for path in files:
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try:
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parsed = read_markdown(path)
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if not parsed:
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continue
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fm = normalize_frontmatter(parsed.frontmatter)
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nid = fm.get("id")
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if isinstance(nid, str):
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vault_note_ids.add(nid)
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except Exception:
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continue
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qdrant_note_ids = list_qdrant_note_ids(client, cfg.prefix)
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to_delete = sorted(qdrant_note_ids - vault_note_ids)
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print(json.dumps({
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"action": "sync-deletes",
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"prefix": cfg.prefix,
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"qdrant_total": len(qdrant_note_ids),
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"vault_total": len(vault_note_ids),
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"to_delete_count": len(to_delete),
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"to_delete": to_delete[:50] + (["…"] if len(to_delete) > 50 else [])
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}, ensure_ascii=False))
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if args.apply and to_delete:
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for nid in to_delete:
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print(json.dumps({"action": "delete", "note_id": nid, "decision": "apply"}))
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delete_note_everywhere(client, cfg.prefix, nid)
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key_current = f"{mode}:{src}:{norm}"
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processed = 0
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for path in files:
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# -------- Parse & Validate --------
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try:
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parsed = read_markdown(path)
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except Exception as e:
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print(json.dumps({"path": path, "error": f"read_markdown failed: {type(e).__name__}: {e}"}))
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continue
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if parsed is None:
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print(json.dumps({"path": path, "error": "read_markdown returned None"}))
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continue
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try:
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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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print(json.dumps({"path": path, "error": f"Frontmatter invalid: {type(e).__name__}: {e}"}))
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continue
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if args.note_id and not args.only_path and fm.get("id") != args.note_id:
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continue
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processed += 1
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# -------- Type-Registry: Typvalidierung & Konfiguration --------
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fm_type = (fm.get("type") or "concept")
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if resolve_note_type is not None:
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resolved_type = resolve_note_type(fm_type, reg or {})
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else:
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resolved_type = (fm_type or "concept")
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type_cfg = get_type_config(resolved_type, reg or {"types":{"concept":{}}}) if get_type_config else {}
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chunk_profile = effective_chunk_profile(resolved_type, reg or {}) if effective_chunk_profile else None
|
|
retriever_weight = type_cfg.get("retriever_weight")
|
|
|
|
# -------- Build new payload (includes 'hashes') --------
|
|
note_pl = make_note_payload(
|
|
parsed,
|
|
vault_root=root,
|
|
hash_mode=mode,
|
|
hash_normalize=norm,
|
|
hash_source=src,
|
|
file_path=path,
|
|
)
|
|
if not note_pl.get("fulltext"):
|
|
note_pl["fulltext"] = getattr(parsed, "body", "") or ""
|
|
|
|
# retriever_weight (optional) persistieren
|
|
if isinstance(retriever_weight, (int, float)):
|
|
note_pl["retriever_weight"] = float(retriever_weight)
|
|
|
|
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
|
|
|
|
# -------- Fetch old payload --------
|
|
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_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)
|
|
|
|
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 --------
|
|
chunk_pls: List[Dict[str, Any]] = []
|
|
try:
|
|
body_text = getattr(parsed, "body", "") or ""
|
|
# assemble_chunks nutzt weiterhin den Note-Typ (keine Breaking Changes)
|
|
chunks = assemble_chunks(fm["id"], body_text, resolved_type)
|
|
# chunk_profile beeinflusst ggf. nur die Fenster-Overlap-Synthese
|
|
chunk_pls = make_chunk_payloads(fm, note_pl["path"], chunks, note_text=body_text, chunk_profile=chunk_profile)
|
|
except Exception as e:
|
|
print(json.dumps({"path": path, "note_id": note_id, "error": f"chunk build failed: {type(e).__name__}: {e}"}))
|
|
continue
|
|
|
|
vecs: List[List[float]] = [[0.0] * 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_texts failed, using zeros: {e}"}))
|
|
|
|
# -------- Edges (robust) --------
|
|
edges: List[Dict[str, Any]] = []
|
|
edges_failed = False
|
|
if changed and (not do_baseline_only):
|
|
try:
|
|
note_refs = note_pl.get("references") or []
|
|
# Registry kann note-scope references additiv anschalten
|
|
edge_defaults = [e for e in (type_cfg.get("edge_defaults") or []) if isinstance(e, str)]
|
|
eff_note_scope_refs = bool(note_scope_refs_flag or ("references" in edge_defaults))
|
|
edges = build_edges_for_note(
|
|
note_id,
|
|
chunk_pls,
|
|
note_level_references=note_refs,
|
|
include_note_scope_refs=eff_note_scope_refs,
|
|
)
|
|
except Exception as e:
|
|
edges_failed = True
|
|
edges = []
|
|
# WICHTIG: Wir brechen NICHT mehr ab — Note & Chunks werden geschrieben.
|
|
print(json.dumps({"path": path, "note_id": note_id, "warn": f"build_edges_for_note failed, skipping edges: {type(e).__name__}: {e}"}))
|
|
|
|
# -------- Summary --------
|
|
summary = {
|
|
"note_id": note_id,
|
|
"title": fm.get("title"),
|
|
"type": resolved_type,
|
|
"chunk_profile": chunk_profile,
|
|
"retriever_weight": retriever_weight,
|
|
"chunks": len(chunk_pls),
|
|
"edges": len(edges),
|
|
"edges_failed": edges_failed,
|
|
"changed": changed,
|
|
"needs_baseline_for_mode": needs_baseline,
|
|
"decision": ("baseline-only" if args.apply and do_baseline_only else
|
|
"apply" if args.apply and changed else
|
|
"apply-skip-unchanged" if args.apply and not changed 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))
|
|
|
|
# -------- 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 has_old and 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, dim)
|
|
_upsert_batch(client, notes_name, note_pts)
|
|
continue
|
|
|
|
if not changed:
|
|
continue
|
|
|
|
if args.purge_before_upsert and has_old:
|
|
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}"}))
|
|
|
|
notes_name, note_pts = _points_for_note(cfg.prefix, note_pl, None, dim)
|
|
_upsert_batch(client, notes_name, note_pts)
|
|
if chunk_pls:
|
|
chunks_name, chunk_pts = _points_for_chunks(cfg.prefix, chunk_pls, vecs)
|
|
_upsert_batch(client, chunks_name, chunk_pts)
|
|
if edges:
|
|
edges_name, edge_pts = _points_for_edges(cfg.prefix, edges)
|
|
_upsert_batch(client, edges_name, edge_pts)
|
|
|
|
print(f"Done. Processed notes: {processed}")
|
|
|
|
|
|
if __name__ == "__main__":
|
|
main()
|