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117 lines
4.4 KiB
Python
117 lines
4.4 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: 3.7.1
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Datum: 2025-09-30
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(Änderung: Embeddings aus payload['window']; Chunk-Payloads mit Offsets/Overlap)
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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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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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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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# (… unverändert: Helper-Funktionen list_qdrant_note_ids, purge_note_artifacts, etc. …)
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# --- Hinweis: Aus Platzgründen hier nicht erneut abgedruckt; bitte deine bestehende v3.7.0-Datei verwenden ---
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# --- und NUR die markierten Stellen unten anpassen. Wenn du möchtest, liefere ich dir die komplette Datei erneut. ---
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def main() -> None:
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load_dotenv()
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ap = argparse.ArgumentParser()
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# (… alle Argumente wie in v3.7.0 …)
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ap.add_argument("--vault", required=True)
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ap.add_argument("--apply", action="store_true")
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ap.add_argument("--purge-before-upsert", action="store_true")
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ap.add_argument("--note-id")
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ap.add_argument("--embed-note", action="store_true")
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ap.add_argument("--force-replace", action="store_true")
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ap.add_argument("--hash-mode", choices=["body", "frontmatter", "full"], default=None)
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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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ap.add_argument("--note-scope-refs", action="store_true")
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ap.add_argument("--debug-hash-diff", action="store_true")
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ap.add_argument("--compare-text", action="store_true")
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ap.add_argument("--baseline-modes", action="store_true")
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ap.add_argument("--sync-deletes", action="store_true")
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ap.add_argument("--prefix")
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args = ap.parse_args()
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# (… Konfiguration/Qdrant-Setup wie gehabt …)
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from app.core.qdrant import QdrantConfig, get_client
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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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root = os.path.abspath(args.vault)
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# (… Dateiiteration, Parsing, Validation …)
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processed = 0
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# (… for path in files: …)
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# parsed = read_markdown(path) -> liefert .frontmatter, .body
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# fm = normalize_frontmatter(parsed.frontmatter); validate_required_frontmatter(fm)
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# note_pl = make_note_payload(…)
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# -------- Chunks & Payloads --------
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chunks = assemble_chunks(fm["id"], getattr(parsed, "body", "") or "", fm.get("type", "concept"))
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# NEU: note_text an make_chunk_payloads übergeben, damit Offsets stimmen
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chunk_pls = make_chunk_payloads(fm, note_pl["path"], chunks, note_text=(getattr(parsed, "body", "") or ""))
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# -------- Embeddings --------
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vecs = [[0.0] * cfg.dim for _ in chunk_pls]
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if embed_texts and chunk_pls:
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try:
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# NEU: Embeddings über 'window' (inkl. Overlap/Kontext)
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texts_for_embed = [ (pl.get("window") or pl.get("text") or "") for pl in chunk_pls ]
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vecs = embed_texts(texts_for_embed)
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except Exception as e:
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print(json.dumps({"note_id": fm["id"], "warn": f"embed_texts failed, using zeros: {e}"}))
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# (… Edges, Changed-Logik, Writes wie gehabt …)
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# upsert: points_for_chunks(prefix, chunk_pls, vecs)
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# points_for_note(prefix, note_pl, None, cfg.dim)
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# points_for_edges(prefix, edges)
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# print("Done. Processed notes: …")
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if __name__ == "__main__":
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main()
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