2025-11-11 16:58:22 +01:00
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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2025-11-11 17:08:34 +01:00
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app/core/chunk_payload.py — Mindnet V2 (compat)
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Ziele (unveränderte v1-Basis, weniger Duplikate):
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- **Kanonicum:** `index`
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- **Standard‑Alias (v2):** `ord` (abschaltbar über ENV MINDNET_CHUNK_INCLUDE_ORD=0)
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- **Optionale Aliase:** gesteuert über ENV MINDNET_CHUNK_INDEX_ALIASES
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(z. B. "chunk_num,Chunk_Nummer" oder "Chunk_Number"). Standard: kein zusätzlicher Alias.
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- Verarbeitet Chunks als Dict **oder** Objekt (Dataclass) und setzt immer `id` (= `chunk_id`)
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- Berechnet `neighbors.prev/next`, falls nicht vorhanden
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- Denormalisiert Note‑`tags` auf Chunks
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- Akzeptiert `file_path=` als Alias zu `path_arg`
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ENV:
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- MINDNET_CHUNK_INCLUDE_ORD: "1" (Default) | "0"
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- MINDNET_CHUNK_INDEX_ALIASES: CSV‑Liste zulässiger Namen: chunk_num,Chunk_Nummer,Chunk_Number
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Hinweis: `edge_defaults` sind Note‑Regeln (nicht pro Chunk).
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2025-11-11 16:58:22 +01:00
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"""
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2025-11-09 10:11:34 +01:00
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from __future__ import annotations
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2025-11-11 16:58:22 +01:00
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import json
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import os
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import pathlib
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import hashlib
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from typing import Any, Dict, List, Optional
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from app.core.chunker import assemble_chunks
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2025-11-11 17:04:53 +01:00
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# ---------- Helpers ----------
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2025-11-11 16:58:22 +01:00
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def _as_dict(obj):
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if isinstance(obj, dict):
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return obj
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d = {}
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for k in ("index","ord","chunk_index","text","window","id","chunk_id","neighbors","note_id","type","title"):
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if hasattr(obj, k):
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d[k] = getattr(obj, k)
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return d
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def _coalesce(*vals):
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for v in vals:
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if v is not None:
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2025-11-09 09:51:05 +01:00
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return v
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return None
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2025-11-11 16:58:22 +01:00
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def _env_float(name: str, default: float) -> float:
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try:
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return float(os.environ.get(name, default))
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except Exception:
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return default
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def _ensure_list(x) -> list:
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if x is None: return []
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if isinstance(x, list): return [str(i) for i in x]
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if isinstance(x, (set, tuple)): return [str(i) for i in x]
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return [str(x)]
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2025-11-11 17:01:19 +01:00
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def _text_from_note(note: Dict[str, Any]) -> str:
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return note.get("body") or note.get("text") or ""
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def _iter_chunks(note: Dict[str, Any], chunk_profile: str, fulltext: str) -> List[Dict[str, Any]]:
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"""Nutze bestehenden assemble_chunks(note_id, body, type). Rückgabe kann Objektliste sein."""
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note_id = note.get("id") or (note.get("frontmatter") or {}).get("id")
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ntype = (note.get("frontmatter") or {}).get("type") or note.get("type") or "note"
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raw_list = assemble_chunks(note_id, fulltext, ntype)
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out: List[Dict[str, Any]] = []
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for c in raw_list:
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out.append(_as_dict(c) if not isinstance(c, dict) else c)
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return out
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# ---------- Main ----------
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def make_chunk_payloads(
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note: Any,
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path_arg: Optional[str] = None,
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chunks_from_chunker: Optional[List[Dict[str, Any]]] = None,
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*,
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file_path: Optional[str] = None,
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note_text: Optional[str] = None,
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types_cfg: Optional[dict] = None,
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) -> List[Dict[str, Any]]:
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n = note if isinstance(note, dict) else {"frontmatter": {}}
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fm = n.get("frontmatter") or {}
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note_type = str(fm.get("type") or n.get("type") or "note")
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types_cfg = types_cfg or {}
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cfg_for_type = types_cfg.get(note_type, {}) if isinstance(types_cfg, dict) else {}
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2025-11-11 17:04:53 +01:00
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default_rw = _env_float("MINDNET_DEFAULT_RETRIEVER_WEIGHT", 1.0)
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2025-11-09 10:17:04 +01:00
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retriever_weight = _coalesce(fm.get("retriever_weight"), cfg_for_type.get("retriever_weight"), default_rw)
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try:
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retriever_weight = float(retriever_weight)
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except Exception:
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retriever_weight = default_rw
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2025-11-09 10:17:04 +01:00
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chunk_profile = _coalesce(fm.get("chunk_profile"), cfg_for_type.get("chunk_profile"), os.environ.get("MINDNET_DEFAULT_CHUNK_PROFILE","medium"))
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chunk_profile = chunk_profile if isinstance(chunk_profile, str) else "medium"
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note_id = n.get("note_id") or n.get("id") or fm.get("id")
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title = n.get("title") or fm.get("title") or ""
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2025-11-11 17:08:34 +01:00
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# Pfad (file_path > note['path'] > path_arg)
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path = file_path or n.get("path") or path_arg
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if isinstance(path, pathlib.Path):
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path = str(path)
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path = path or ""
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2025-11-11 17:04:53 +01:00
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# Tags denormalisieren (optional)
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tags = fm.get("tags") or fm.get("keywords") or n.get("tags")
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tags_list = _ensure_list(tags) if tags else []
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2025-11-11 17:08:34 +01:00
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# Chunks holen
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fulltext = note_text if isinstance(note_text, str) else _text_from_note(n)
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raw_chunks = chunks_from_chunker if isinstance(chunks_from_chunker, list) else _iter_chunks(n, chunk_profile, fulltext)
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2025-11-11 17:08:34 +01:00
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include_ord = (os.environ.get("MINDNET_CHUNK_INCLUDE_ORD", "1") != "0")
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alias_csv = os.environ.get("MINDNET_CHUNK_INDEX_ALIASES", "").strip()
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extra_aliases = [a.strip() for a in alias_csv.split(",") if a.strip()] if alias_csv else []
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2025-11-09 10:11:34 +01:00
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payloads: List[Dict[str, Any]] = []
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for c in raw_chunks:
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cdict = c if isinstance(c, dict) else _as_dict(c)
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idx = _coalesce(cdict.get("index"), cdict.get("ord"), cdict.get("chunk_index"), len(payloads))
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try:
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idx = int(idx)
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except Exception:
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idx = len(payloads)
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text = _coalesce(cdict.get("window"), cdict.get("text"), "")
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if not isinstance(text, str):
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text = str(text or "")
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# deterministische ID
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key = f"{note_id}|{idx}"
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h = hashlib.sha1(key.encode("utf-8")).hexdigest()[:12] if note_id else hashlib.sha1(f"{path}|{idx}".encode("utf-8")).hexdigest()[:12]
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chunk_id = cdict.get("chunk_id") or cdict.get("id") or (f"{note_id}-{idx:03d}-{h}" if note_id else h)
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payload = {
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"id": chunk_id, # v1 erwartet 'id'
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"chunk_id": chunk_id,
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"index": idx, # Kanonisch
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"note_id": note_id,
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"type": note_type,
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"title": title,
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"path": path,
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"text": text,
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"window": text,
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"retriever_weight": retriever_weight,
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"chunk_profile": chunk_profile,
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}
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if include_ord:
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payload["ord"] = idx # v2‑Standard, abschaltbar
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for alias in extra_aliases:
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# nur whitelisted Namen zulassen
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if alias in ("chunk_num","Chunk_Nummer","Chunk_Number"):
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payload[alias] = idx
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nb = cdict.get("neighbors")
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if isinstance(nb, dict):
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prev_id = nb.get("prev"); next_id = nb.get("next")
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payload["neighbors"] = {"prev": prev_id, "next": next_id}
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2025-11-11 16:58:22 +01:00
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if tags_list:
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payload["tags"] = tags_list
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2025-11-09 10:11:34 +01:00
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json.loads(json.dumps(payload, ensure_ascii=False))
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payloads.append(payload)
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2025-11-11 17:08:34 +01:00
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# neighbors berechnen, falls fehlend
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for i, p in enumerate(payloads):
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nb = p.get("neighbors") or {}
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prev_id = nb.get("prev")
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next_id = nb.get("next")
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if prev_id is None and i > 0:
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prev_id = payloads[i-1]["id"]
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if next_id is None and i+1 < len(payloads):
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next_id = payloads[i+1]["id"]
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p["neighbors"] = {"prev": prev_id, "next": next_id}
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2025-11-09 10:11:34 +01:00
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return payloads
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