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594 lines
23 KiB
Python
594 lines
23 KiB
Python
#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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scripts/import_markdown.py
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Zweck
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-----
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- Liest Markdown-Notizen aus einem Vault ein
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- Erzeugt Note-Payload, Chunk-Payloads (+ optionale Embeddings) und Edges
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- Schreibt alles idempotent in Qdrant (Notes, Chunks, Edges)
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- Integriert eine optionale Type-Registry (types.yaml), um z. B. chunk_profile
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und retriever_weight pro Notiz-Typ zu steuern.
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Wesentliche Fixes ggü. vorherigen fehlerhaften Ständen
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------------------------------------------------------
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- `embed_texts` wird optional importiert und defensiv geprüft (kein NameError mehr)
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- `effective_chunk_profile` / `effective_retriever_weight` und Registry-Helfer
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sind VOR `main()` definiert (kein NameError mehr)
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- `retriever_weight` wird in Note- und Chunk-Payload zuverlässig gesetzt
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- Robuste Kantenbildung; Fehler bei Edges blockieren Notes/Chunks nicht
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- Korrekte Verwendung von `scroll_filter` beim Qdrant-Client
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- `--purge-before-upsert` entfernt alte Chunks/Edges einer Note vor dem Upsert
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Qdrant / ENV
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------------
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- QDRANT_URL | QDRANT_HOST/QDRANT_PORT | QDRANT_API_KEY
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- COLLECTION_PREFIX (Default: mindnet), via --prefix überschreibbar
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- VECTOR_DIM (Default: 384)
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- MINDNET_NOTE_SCOPE_REFS: true|false (Default: false)
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- MINDNET_TYPES_FILE: Pfad zu types.yaml (optional; Default: ./types.yaml)
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Beispiele
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---------
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# Standard (Body, parsed, canonical)
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python3 -m scripts.import_markdown --vault ./vault
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# Erstimport nach truncate (Create-Fall)
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python3 -m scripts.import_markdown --vault ./vault --apply --purge-before-upsert
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# Nur eine Datei (Diagnose)
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python3 -m scripts.import_markdown --vault ./vault --only-path ./vault/30_projects/project-demo.md --apply
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# Sync-Deletes (Dry-Run → Apply)
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python3 -m scripts.import_markdown --vault ./vault --sync-deletes
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python3 -m scripts.import_markdown --vault ./vault --sync-deletes --apply
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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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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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# --- Projekt-Imports ---
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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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from app.core.qdrant import (
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QdrantConfig,
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get_client,
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ensure_collections,
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ensure_payload_indexes,
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)
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from app.core.qdrant_points import (
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points_for_chunks,
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points_for_note,
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points_for_edges,
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upsert_batch,
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)
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# embeddings sind optional (z. B. im reinen Payload-Backfill)
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try:
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from app.core.embed import embed_texts # optional
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except Exception: # pragma: no cover
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embed_texts = None
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# ---------------------------------------------------------------------
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# Type-Registry (types.yaml) – Helper (robust, optional)
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# ---------------------------------------------------------------------
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def _env(name: str, default: Optional[str] = None) -> Optional[str]:
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v = os.getenv(name)
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return v if v is not None else default
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def _load_json_or_yaml(path: str) -> dict:
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import io
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data: dict = {}
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if not path or not os.path.exists(path):
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return data
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try:
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import yaml # type: ignore
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with io.open(path, "r", encoding="utf-8") as f:
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data = yaml.safe_load(f) or {}
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if not isinstance(data, dict):
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return {}
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return data
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except Exception:
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# YAML evtl. nicht installiert – versuche JSON
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try:
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with io.open(path, "r", encoding="utf-8") as f:
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data = json.load(f)
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if not isinstance(data, dict):
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return {}
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return data
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except Exception:
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return {}
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def load_type_registry() -> dict:
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# Reihenfolge: ENV > ./types.yaml (im aktuellen Arbeitsverzeichnis)
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p = _env("MINDNET_TYPES_FILE", None)
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if p and os.path.exists(p):
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return _load_json_or_yaml(p)
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fallback = os.path.abspath("./config/types.yaml") if os.path.exists("./config/types.yaml") else os.path.abspath("./types.yaml")
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return _load_json_or_yaml(fallback)
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def get_type_config(note_type: Optional[str], reg: dict) -> dict:
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if not reg or not isinstance(reg, dict):
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return {}
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types = reg.get("types", {}) if isinstance(reg.get("types"), dict) else {}
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if note_type and isinstance(note_type, str) and note_type in types:
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return types[note_type] or {}
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# Fallback: concept
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return types.get("concept", {}) or {}
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def resolve_note_type(requested: Optional[str], reg: dict) -> str:
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if requested and isinstance(requested, str):
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return requested
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# Fallback wenn nichts gesetzt ist
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types = reg.get("types", {}) if isinstance(reg.get("types"), dict) else {}
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return "concept" if "concept" in types else (requested or "concept")
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def effective_chunk_profile(note_type: str, reg: dict) -> Optional[str]:
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"""Resolve chunk_profile for type or from defaults/global.
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Accepts symbolic profiles: short|medium|long|default.
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"""
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cfg = get_type_config(note_type, reg)
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prof = (cfg.get("chunk_profile") if isinstance(cfg, dict) else None)
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if isinstance(prof, str) and prof:
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return prof
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# defaults fallbacks
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for key in ("defaults", "default", "global"):
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dcfg = reg.get(key) if isinstance(reg, dict) else None
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if isinstance(dcfg, dict):
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dprof = dcfg.get("chunk_profile")
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if isinstance(dprof, str) and dprof:
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return dprof
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return "default"
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def effective_retriever_weight(note_type: str, reg: dict) -> Optional[float]:
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"""Resolve retriever_weight for type or defaults; returns float.
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"""
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cfg = get_type_config(note_type, reg)
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w = (cfg.get("retriever_weight") if isinstance(cfg, dict) else None)
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try:
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if w is not None:
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return float(w)
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except Exception:
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pass
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# defaults fallbacks
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for key in ("defaults", "default", "global"):
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dcfg = reg.get(key) if isinstance(reg, dict) else None
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if isinstance(dcfg, dict):
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dw = dcfg.get("retriever_weight")
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try:
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if dw is not None:
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return float(dw)
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except Exception:
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pass
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return 1.0
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# ---------------------------------------------------------------------
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# Sonstige 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, # wichtig: scroll_filter (nicht: filter)
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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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# --- Neu: Existenz-Checks für Artefakte (fehlertoleranter Rebuild) ---
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def _has_any_point(client, collection: str, note_id: str) -> bool:
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"""Prüft, ob es mind. einen Punkt mit note_id in der Collection gibt."""
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filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
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pts, _ = client.scroll(
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collection_name=collection,
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scroll_filter=filt,
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with_payload=False,
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with_vectors=False,
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limit=1,
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)
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return bool(pts)
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def artifacts_missing(client, prefix: str, note_id: str) -> Tuple[bool, bool]:
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"""Gibt (chunks_missing, edges_missing) zurück."""
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_, chunks_col, edges_col = collections(prefix)
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chunks_missing = not _has_any_point(client, chunks_col, note_id)
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edges_missing = not _has_any_point(client, edges_col, note_id)
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return chunks_missing, edges_missing
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# ---------------------------------------------------------------------
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# Main
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# ---------------------------------------------------------------------
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def _resolve_mode(m: Optional[str]) -> str:
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m = (m or "body").strip().lower()
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return m if m in {"body", "frontmatter", "full"} else "body"
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def main() -> None:
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load_dotenv()
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ap = argparse.ArgumentParser(
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prog="scripts.import_markdown",
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description="Importiert Markdown-Notizen in Qdrant (Notes/Chunks/Edges)."
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)
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ap.add_argument("--vault", required=True, help="Pfad zum Vault (Ordner mit .md-Dateien)")
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ap.add_argument("--only-path", help="Nur diese Datei verarbeiten (absolut oder relativ)")
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ap.add_argument("--apply", action="store_true", help="Schreibt nach Qdrant (sonst Dry-Run)")
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ap.add_argument("--purge-before-upsert", action="store_true", help="Alte Chunks/Edges der Note vorher löschen")
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ap.add_argument("--force-replace", action="store_true", help="Note/Chunks/Edges unabhängig von Hash neu schreiben")
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ap.add_argument("--note-id", help="Nur Notes mit dieser ID verarbeiten (Filter)")
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ap.add_argument("--note-scope-refs", action="store_true", help="Note-scope References/Backlinks erzeugen")
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ap.add_argument("--hash-mode", help="body|frontmatter|full (Default body)")
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ap.add_argument("--hash-source", help="parsed|raw (Default parsed)")
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ap.add_argument("--hash-normalize", help="canonical|none (Default canonical)")
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ap.add_argument("--compare-text", action="store_true", help="Parsed fulltext zusätzlich direkt vergleichen")
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ap.add_argument("--baseline-modes", action="store_true", help="Fehlende Hash-Varianten still nachtragen (Notes)")
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ap.add_argument("--sync-deletes", action="store_true", help="Qdrant->Vault Lösch-Sync (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 = 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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# Qdrant
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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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ensure_collections(client, cfg.prefix, cfg.dim)
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ensure_payload_indexes(client, cfg.prefix)
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# Type-Registry laden (optional)
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reg = load_type_registry()
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root = os.path.abspath(args.vault)
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# Dateiliste
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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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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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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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# --- Frontmatter prüfen ---
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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 anwenden (chunk_profile / retriever_weight) ---
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try:
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note_type = resolve_note_type(fm.get("type"), reg)
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except Exception:
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note_type = (fm.get("type") or "concept")
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fm["type"] = note_type or fm.get("type") or "concept"
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prof = effective_chunk_profile(note_type, reg)
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if prof:
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fm["chunk_profile"] = prof
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weight = effective_retriever_weight(note_type, reg)
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if weight is not None:
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try:
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fm["retriever_weight"] = float(weight)
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except Exception:
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pass # falls FM string-inkonsistent ist
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# --- Payload aufbauen (inkl. Hashes) ---
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try:
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note_pl = make_note_payload(
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parsed,
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vault_root=root,
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hash_mode=mode,
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hash_normalize=norm,
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hash_source=src,
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file_path=path,
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)
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except Exception as e:
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print(json.dumps({"path": path, "error": f"make_note_payload failed: {type(e).__name__}: {e}"}))
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continue
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if not note_pl.get("fulltext"):
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note_pl["fulltext"] = getattr(parsed, "body", "") or ""
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# retriever_weight sicher in Note-Payload spiegeln (für spätere Filter)
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if "retriever_weight" not in note_pl and fm.get("retriever_weight") is not None:
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try:
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note_pl["retriever_weight"] = float(fm.get("retriever_weight"))
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except Exception:
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pass
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note_id = note_pl.get("note_id") or fm.get("id")
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if not note_id:
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print(json.dumps({"path": path, "error": "Missing note_id after payload build"}))
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continue
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# --- 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_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 vorbereiten ---
|
||
try:
|
||
body_text = getattr(parsed, "body", "") or ""
|
||
chunks = assemble_chunks(fm["id"], body_text, fm.get("type", "concept"))
|
||
chunk_pls: List[Dict[str, Any]] = make_chunk_payloads(fm, note_pl["path"], chunks, note_text=body_text)
|
||
except Exception as e:
|
||
print(json.dumps({"path": path, "note_id": note_id, "error": f"chunk build failed: {type(e).__name__}: {e}"}))
|
||
continue
|
||
|
||
# retriever_weight auf Chunk-Payload spiegeln
|
||
if fm.get("retriever_weight") is not None:
|
||
try:
|
||
rw = float(fm.get("retriever_weight"))
|
||
for pl in chunk_pls:
|
||
# Feld nur setzen, wenn noch nicht vorhanden
|
||
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_texts failed, using zeros: {e}"}))
|
||
|
||
# --- Fehlende Artefakte in Qdrant ermitteln ---
|
||
chunks_missing, edges_missing = artifacts_missing(client, cfg.prefix, note_id)
|
||
|
||
# --- Edges (robust) ---
|
||
edges: List[Dict[str, Any]] = []
|
||
edges_failed = False
|
||
should_build_edges = (changed and (not do_baseline_only)) or edges_missing
|
||
if should_build_edges:
|
||
try:
|
||
note_refs = note_pl.get("references") or []
|
||
edges = build_edges_for_note(
|
||
note_id,
|
||
chunk_pls,
|
||
note_level_references=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 = {
|
||
"note_id": note_id,
|
||
"title": fm.get("title"),
|
||
"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,
|
||
"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 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 (unverändert + fehlende Artefakte ≠ Purge)
|
||
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}"}))
|
||
|
||
# Note nur bei Änderungen neu schreiben
|
||
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
|
||
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)
|
||
if edges and (changed or edges_missing):
|
||
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()
|