2025-11-11 16:58:22 +01:00
|
|
|
|
#!/usr/bin/env python3
|
|
|
|
|
|
# -*- coding: utf-8 -*-
|
|
|
|
|
|
"""
|
|
|
|
|
|
app/core/chunk_payload.py — Mindnet V2 (compat)
|
|
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
Ziele (ohne Bruch zur lauffähigen v1-Basis):
|
|
|
|
|
|
- Akzeptiert `file_path=` (Alias zu path_arg)
|
|
|
|
|
|
- Verarbeitet Chunks sowohl als `dict` **als auch** als Objekt (z. B. Dataclass `Chunk`)
|
|
|
|
|
|
- Schreibt v1-kompatible Felder:
|
|
|
|
|
|
* `id` (Alias von `chunk_id` – **wichtig** für app/core/edges.py v1)
|
|
|
|
|
|
* `neighbors: {prev, next}` wird **berechnet** (Sequenz), falls nicht vorhanden
|
|
|
|
|
|
- Denormalisiert optional `tags` der Note auf Chunks
|
|
|
|
|
|
- Fügt Nummern-Aliase hinzu: `ord`, `chunk_num`, `Chunk_Nummer`
|
|
|
|
|
|
|
|
|
|
|
|
Wichtig:
|
|
|
|
|
|
- `edge_defaults` gehören zur *Note* (Typ-Regeln), nicht pro Chunk. Werden hier **nicht** gespiegelt.
|
2025-11-11 16:58:22 +01:00
|
|
|
|
"""
|
2025-11-09 10:11:34 +01:00
|
|
|
|
from __future__ import annotations
|
2025-11-11 16:58:22 +01:00
|
|
|
|
|
|
|
|
|
|
import json
|
|
|
|
|
|
import os
|
|
|
|
|
|
import pathlib
|
|
|
|
|
|
import hashlib
|
|
|
|
|
|
from typing import Any, Dict, List, Optional
|
|
|
|
|
|
|
|
|
|
|
|
from app.core.chunker import assemble_chunks
|
|
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# ---------- Helpers ----------
|
|
|
|
|
|
|
2025-11-11 16:58:22 +01:00
|
|
|
|
def _as_dict(obj):
|
2025-11-11 17:04:53 +01:00
|
|
|
|
if isinstance(obj, dict):
|
|
|
|
|
|
return obj
|
|
|
|
|
|
# Objekt → (teilweise) Dict-Ansicht via Attribute
|
|
|
|
|
|
d = {}
|
|
|
|
|
|
for k in ("index","ord","chunk_index","text","window","id","chunk_id","neighbors","note_id","type","title"):
|
|
|
|
|
|
if hasattr(obj, k):
|
|
|
|
|
|
d[k] = getattr(obj, k)
|
|
|
|
|
|
# Fallback: bestehe nicht auf Vollständigkeit
|
|
|
|
|
|
return d
|
2025-11-09 10:11:34 +01:00
|
|
|
|
|
|
|
|
|
|
def _coalesce(*vals):
|
|
|
|
|
|
for v in vals:
|
|
|
|
|
|
if v is not None:
|
2025-11-09 09:51:05 +01:00
|
|
|
|
return v
|
|
|
|
|
|
return None
|
|
|
|
|
|
|
2025-11-11 16:58:22 +01:00
|
|
|
|
def _env_float(name: str, default: float) -> float:
|
|
|
|
|
|
try:
|
|
|
|
|
|
return float(os.environ.get(name, default))
|
|
|
|
|
|
except Exception:
|
|
|
|
|
|
return default
|
|
|
|
|
|
|
|
|
|
|
|
def _ensure_list(x) -> list:
|
|
|
|
|
|
if x is None: return []
|
|
|
|
|
|
if isinstance(x, list): return [str(i) for i in x]
|
|
|
|
|
|
if isinstance(x, (set, tuple)): return [str(i) for i in x]
|
|
|
|
|
|
return [str(x)]
|
|
|
|
|
|
|
2025-11-11 17:01:19 +01:00
|
|
|
|
def _text_from_note(note: Dict[str, Any]) -> str:
|
2025-11-11 16:58:22 +01:00
|
|
|
|
return note.get("body") or note.get("text") or ""
|
|
|
|
|
|
|
|
|
|
|
|
def _iter_chunks(note: Dict[str, Any], chunk_profile: str, fulltext: str) -> List[Dict[str, Any]]:
|
2025-11-11 17:04:53 +01:00
|
|
|
|
"""Nutze bestehenden assemble_chunks(note_id, body, type). Rückgabe kann Objektliste sein."""
|
2025-11-11 16:58:22 +01:00
|
|
|
|
note_id = note.get("id") or (note.get("frontmatter") or {}).get("id")
|
|
|
|
|
|
ntype = (note.get("frontmatter") or {}).get("type") or note.get("type") or "note"
|
2025-11-11 17:04:53 +01:00
|
|
|
|
raw_list = assemble_chunks(note_id, fulltext, ntype)
|
|
|
|
|
|
# Normalisiere auf Dicts (unter Bewahrung vorhandener Keys)
|
|
|
|
|
|
out: List[Dict[str, Any]] = []
|
|
|
|
|
|
for c in raw_list:
|
|
|
|
|
|
out.append(_as_dict(c) if not isinstance(c, dict) else c)
|
|
|
|
|
|
return out
|
|
|
|
|
|
|
|
|
|
|
|
# ---------- Main ----------
|
2025-11-11 16:58:22 +01:00
|
|
|
|
|
2025-11-11 17:01:19 +01:00
|
|
|
|
def make_chunk_payloads(
|
|
|
|
|
|
note: Any,
|
|
|
|
|
|
path_arg: Optional[str] = None,
|
|
|
|
|
|
chunks_from_chunker: Optional[List[Dict[str, Any]]] = None,
|
|
|
|
|
|
*,
|
|
|
|
|
|
file_path: Optional[str] = None,
|
|
|
|
|
|
note_text: Optional[str] = None,
|
|
|
|
|
|
types_cfg: Optional[dict] = None,
|
|
|
|
|
|
) -> List[Dict[str, Any]]:
|
2025-11-11 16:58:22 +01:00
|
|
|
|
"""
|
2025-11-11 17:04:53 +01:00
|
|
|
|
Erzeugt Chunk-Payloads im v1-kompatiblen Format (plus V2-Aliase).
|
2025-11-11 16:58:22 +01:00
|
|
|
|
"""
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# ---- Note-Kontext ----
|
|
|
|
|
|
n = note if isinstance(note, dict) else {"frontmatter": {}}
|
2025-11-09 10:17:04 +01:00
|
|
|
|
fm = n.get("frontmatter") or {}
|
2025-11-09 10:11:34 +01:00
|
|
|
|
note_type = str(fm.get("type") or n.get("type") or "note")
|
2025-11-11 17:04:53 +01:00
|
|
|
|
types_cfg = types_cfg or {}
|
2025-11-11 16:58:22 +01:00
|
|
|
|
cfg_for_type = types_cfg.get(note_type, {}) if isinstance(types_cfg, dict) else {}
|
2025-11-09 09:51:05 +01:00
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
default_rw = _env_float("MINDNET_DEFAULT_RETRIEVER_WEIGHT", 1.0)
|
2025-11-09 10:17:04 +01:00
|
|
|
|
retriever_weight = _coalesce(fm.get("retriever_weight"), cfg_for_type.get("retriever_weight"), default_rw)
|
2025-11-09 10:11:34 +01:00
|
|
|
|
try:
|
|
|
|
|
|
retriever_weight = float(retriever_weight)
|
|
|
|
|
|
except Exception:
|
|
|
|
|
|
retriever_weight = default_rw
|
|
|
|
|
|
|
2025-11-09 10:17:04 +01:00
|
|
|
|
chunk_profile = _coalesce(fm.get("chunk_profile"), cfg_for_type.get("chunk_profile"), os.environ.get("MINDNET_DEFAULT_CHUNK_PROFILE","medium"))
|
|
|
|
|
|
chunk_profile = chunk_profile if isinstance(chunk_profile, str) else "medium"
|
2025-11-09 10:11:34 +01:00
|
|
|
|
|
|
|
|
|
|
note_id = n.get("note_id") or n.get("id") or fm.get("id")
|
|
|
|
|
|
title = n.get("title") or fm.get("title") or ""
|
2025-11-11 17:04:53 +01:00
|
|
|
|
|
|
|
|
|
|
# Pfadauflösung: file_path > note['path'] > path_arg
|
2025-11-11 17:01:19 +01:00
|
|
|
|
path = file_path or n.get("path") or path_arg
|
2025-11-09 10:11:34 +01:00
|
|
|
|
if isinstance(path, pathlib.Path):
|
|
|
|
|
|
path = str(path)
|
2025-11-11 17:04:53 +01:00
|
|
|
|
path = path or ""
|
2025-11-09 10:11:34 +01:00
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# Tags denormalisieren (optional)
|
2025-11-11 16:58:22 +01:00
|
|
|
|
tags = fm.get("tags") or fm.get("keywords") or n.get("tags")
|
|
|
|
|
|
tags_list = _ensure_list(tags) if tags else []
|
|
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# ---- Chunks besorgen ----
|
2025-11-11 17:01:19 +01:00
|
|
|
|
fulltext = note_text if isinstance(note_text, str) else _text_from_note(n)
|
2025-11-11 17:04:53 +01:00
|
|
|
|
raw_chunks = chunks_from_chunker if isinstance(chunks_from_chunker, list) else _iter_chunks(n, chunk_profile, fulltext)
|
2025-11-09 10:11:34 +01:00
|
|
|
|
|
|
|
|
|
|
payloads: List[Dict[str, Any]] = []
|
2025-11-11 17:04:53 +01:00
|
|
|
|
for c in raw_chunks:
|
|
|
|
|
|
cdict = c if isinstance(c, dict) else _as_dict(c)
|
|
|
|
|
|
# Index/Basisdaten robust ermitteln
|
|
|
|
|
|
idx = _coalesce(cdict.get("index"), cdict.get("ord"), cdict.get("chunk_index"), len(payloads))
|
|
|
|
|
|
try:
|
|
|
|
|
|
idx = int(idx)
|
|
|
|
|
|
except Exception:
|
|
|
|
|
|
idx = len(payloads)
|
|
|
|
|
|
|
|
|
|
|
|
text = _coalesce(cdict.get("window"), cdict.get("text"), "")
|
|
|
|
|
|
if not isinstance(text, str):
|
|
|
|
|
|
text = str(text or "")
|
|
|
|
|
|
|
|
|
|
|
|
# deterministische ID (kompatibel & stabil)
|
2025-11-09 10:11:34 +01:00
|
|
|
|
key = f"{note_id}|{idx}"
|
2025-11-09 10:17:04 +01:00
|
|
|
|
h = hashlib.sha1(key.encode("utf-8")).hexdigest()[:12] if note_id else hashlib.sha1(f"{path}|{idx}".encode("utf-8")).hexdigest()[:12]
|
2025-11-11 17:04:53 +01:00
|
|
|
|
chunk_id = cdict.get("chunk_id") or cdict.get("id") or (f"{note_id}-{idx:03d}-{h}" if note_id else h)
|
2025-11-09 10:11:34 +01:00
|
|
|
|
|
|
|
|
|
|
payload = {
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# v1 Kernfelder (+Erweiterungen)
|
|
|
|
|
|
"id": chunk_id, # <— WICHTIG: v1 edges.py erwartet 'id'
|
|
|
|
|
|
"chunk_id": chunk_id, # v2-Alias
|
2025-11-09 10:11:34 +01:00
|
|
|
|
"index": idx,
|
2025-11-11 17:04:53 +01:00
|
|
|
|
"ord": idx, # v2-Alias
|
|
|
|
|
|
"chunk_num": idx,
|
|
|
|
|
|
"Chunk_Nummer": idx,
|
|
|
|
|
|
"note_id": note_id,
|
2025-11-09 10:11:34 +01:00
|
|
|
|
"type": note_type,
|
2025-11-11 17:04:53 +01:00
|
|
|
|
"title": title,
|
|
|
|
|
|
"path": path,
|
|
|
|
|
|
"text": text,
|
|
|
|
|
|
"window": text, # falls der Chunker bereits ein Fenster liefert, bleibt es identisch
|
2025-11-09 10:11:34 +01:00
|
|
|
|
"retriever_weight": retriever_weight,
|
|
|
|
|
|
"chunk_profile": chunk_profile,
|
|
|
|
|
|
}
|
2025-11-11 17:04:53 +01:00
|
|
|
|
|
|
|
|
|
|
# Bestehende neighbors vom Chunk übernehmen (falls vorhanden)
|
|
|
|
|
|
nb = cdict.get("neighbors")
|
|
|
|
|
|
if isinstance(nb, dict):
|
|
|
|
|
|
prev_id = nb.get("prev"); next_id = nb.get("next")
|
|
|
|
|
|
payload["neighbors"] = {"prev": prev_id, "next": next_id}
|
|
|
|
|
|
# Tags spiegeln
|
2025-11-11 16:58:22 +01:00
|
|
|
|
if tags_list:
|
|
|
|
|
|
payload["tags"] = tags_list
|
|
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# JSON-Roundtrip als Validierung
|
2025-11-09 10:11:34 +01:00
|
|
|
|
json.loads(json.dumps(payload, ensure_ascii=False))
|
|
|
|
|
|
payloads.append(payload)
|
|
|
|
|
|
|
2025-11-11 17:04:53 +01:00
|
|
|
|
# Nachgelagert: neighbors berechnen, falls fehlend
|
|
|
|
|
|
for i, p in enumerate(payloads):
|
|
|
|
|
|
nb = p.get("neighbors") or {}
|
|
|
|
|
|
prev_id = nb.get("prev")
|
|
|
|
|
|
next_id = nb.get("next")
|
|
|
|
|
|
if prev_id is None and i > 0:
|
|
|
|
|
|
prev_id = payloads[i-1]["id"]
|
|
|
|
|
|
if next_id is None and i+1 < len(payloads):
|
|
|
|
|
|
next_id = payloads[i+1]["id"]
|
|
|
|
|
|
p["neighbors"] = {"prev": prev_id, "next": next_id}
|
|
|
|
|
|
|
2025-11-09 10:11:34 +01:00
|
|
|
|
return payloads
|