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#!/usr/bin/env python3
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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# -*- coding: utf-8 -*-
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"""
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"""
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app/core/chunk_payload.py (Mindnet V2 — robust)
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app/core/chunk_payload.py (Mindnet V2 — robust v2)
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Aufgabe
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-------
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Erzeugt Chunk-Payloads aus den vom Chunker gelieferten "Chunk"-Objekten.
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- Spiegelt `retriever_weight` und `chunk_profile` in **jedem** Chunk-Payload.
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- Werteauflösung: Frontmatter > types.yaml > Defaults.
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- Lädt `config/types.yaml` selbst, wenn `types_cfg` nicht übergeben wurde.
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Eingang
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-------
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- note: Dict mit mind. { frontmatter: {...}, id, type, title, path }
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- note_path: Pfad der Note (für Payload-Feld `path`)
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- chunks_from_chunker: Liste von Objekten mit Attributen/Feldern:
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id, note_id, index, text, window, neighbors_prev, neighbors_next
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- note_text: voller Text der Note (optional, kann leer sein)
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- types_cfg: optional; wenn None → config wird intern geladen
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- file_path: optional, für Debug/Tracing im Payload
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Ausgang (pro Chunk)
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-------------------
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- Pflichtfelder: note_id, chunk_id, index (0-basiert), ord (1-basiert), type, tags
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- Texte: text, window
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- Nachbarn: neighbors_prev, neighbors_next
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- Spiegelungen: retriever_weight, chunk_profile
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- Meta: source_path, path, section (leer), created/updated opt. aus Frontmatter
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Änderungen ggü. v1:
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- neighbors_prev / neighbors_next werden als **Array** persistiert ([], [id]).
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- retriever_weight / chunk_profile werden je Chunk aufgelöst (Frontmatter > types.yaml > Defaults).
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- Lädt config/types.yaml selbst, wenn types_cfg nicht übergeben wurde.
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"""
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"""
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from __future__ import annotations
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from __future__ import annotations
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from typing import Any, Dict, List, Optional
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from typing import Any, Dict, List, Optional
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@ -60,10 +39,8 @@ def _load_types_local() -> dict:
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return {}
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return {}
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def _effective_chunk_profile(note_type: str, fm: Dict[str, Any], reg: dict) -> Optional[str]:
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def _effective_chunk_profile(note_type: str, fm: Dict[str, Any], reg: dict) -> Optional[str]:
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# Frontmatter zuerst
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if isinstance(fm.get("chunk_profile"), str):
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if isinstance(fm.get("chunk_profile"), str):
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return fm.get("chunk_profile")
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return fm.get("chunk_profile")
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# Registry
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types = reg.get("types") if isinstance(reg.get("types"), dict) else reg
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types = reg.get("types") if isinstance(reg.get("types"), dict) else reg
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if isinstance(types, dict):
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if isinstance(types, dict):
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v = types.get(note_type, {})
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v = types.get(note_type, {})
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@ -74,12 +51,10 @@ def _effective_chunk_profile(note_type: str, fm: Dict[str, Any], reg: dict) -> O
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return None
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return None
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def _effective_retriever_weight(note_type: str, fm: Dict[str, Any], reg: dict) -> float:
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def _effective_retriever_weight(note_type: str, fm: Dict[str, Any], reg: dict) -> float:
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# Frontmatter zuerst
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if fm.get("retriever_weight") is not None:
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if fm.get("retriever_weight") is not None:
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v = _as_float(fm.get("retriever_weight"))
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v = _as_float(fm.get("retriever_weight"))
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if v is not None:
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if v is not None:
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return float(v)
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return float(v)
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# Registry-Pfade
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types = reg.get("types") if isinstance(reg.get("types"), dict) else reg
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types = reg.get("types") if isinstance(reg.get("types"), dict) else reg
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candidates = [
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candidates = [
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f"{note_type}.retriever_weight",
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f"{note_type}.retriever_weight",
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@ -91,16 +66,21 @@ def _effective_retriever_weight(note_type: str, fm: Dict[str, Any], reg: dict) -
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"global.retriever.weight",
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"global.retriever.weight",
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]
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]
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for path in candidates:
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for path in candidates:
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# Wenn types == reg-root (flatten), erlauben sowohl "types.X" als auch "X"
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val = _deep_get(types, path) if "." in path else (types.get(path) if isinstance(types, dict) else None)
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val = _deep_get(types, path) if "." in path else (types.get(path) if isinstance(types, dict) else None)
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if val is None and isinstance(reg, dict):
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if val is None and isinstance(reg, dict):
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# versuche absolute Pfade
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val = _deep_get(reg, f"types.{path}")
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val = _deep_get(reg, f"types.{path}")
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v = _as_float(val)
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v = _as_float(val)
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if v is not None:
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if v is not None:
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return float(v)
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return float(v)
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return 1.0
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return 1.0
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def _as_list(x):
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if x is None:
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return []
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if isinstance(x, list):
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return x
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return [x]
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def make_chunk_payloads(note: Dict[str, Any],
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def make_chunk_payloads(note: Dict[str, Any],
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note_path: str,
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note_path: str,
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chunks_from_chunker: List[Any],
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chunks_from_chunker: List[Any],
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@ -108,11 +88,10 @@ def make_chunk_payloads(note: Dict[str, Any],
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note_text: str = "",
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note_text: str = "",
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types_cfg: Optional[dict] = None,
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types_cfg: Optional[dict] = None,
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file_path: Optional[str] = None) -> List[Dict[str, Any]]:
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file_path: Optional[str] = None) -> List[Dict[str, Any]]:
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fm = (note or {}).get("frontmatter", {})
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fm = (note or {}).get("frontmatter", {}) or {}
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note_type = fm.get("type") or note.get("type") or "concept"
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note_type = fm.get("type") or note.get("type") or "concept"
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reg = types_cfg if isinstance(types_cfg, dict) else _load_types_local()
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reg = types_cfg if isinstance(types_cfg, dict) else _load_types_local()
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# Effektive Werte bestimmen
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cp = _effective_chunk_profile(note_type, fm, reg)
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cp = _effective_chunk_profile(note_type, fm, reg)
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rw = _effective_retriever_weight(note_type, fm, reg)
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rw = _effective_retriever_weight(note_type, fm, reg)
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@ -121,9 +100,8 @@ def make_chunk_payloads(note: Dict[str, Any],
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tags = [tags]
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tags = [tags]
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out: List[Dict[str, Any]] = []
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out: List[Dict[str, Any]] = []
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for idx, ch in enumerate(chunks_from_chunker):
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for idx, ch in enumerate(chunks_from_chunker):
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# Chunk-Grunddaten (Attribute oder Keys)
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# Attribute oder Keys (Chunk-Objekt oder Dict)
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cid = getattr(ch, "id", None) or (ch.get("id") if isinstance(ch, dict) else None)
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cid = getattr(ch, "id", None) or (ch.get("id") if isinstance(ch, dict) else None)
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nid = getattr(ch, "note_id", None) or (ch.get("note_id") if isinstance(ch, dict) else fm.get("id"))
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nid = getattr(ch, "note_id", None) or (ch.get("note_id") if isinstance(ch, dict) else fm.get("id"))
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index = getattr(ch, "index", None) or (ch.get("index") if isinstance(ch, dict) else idx)
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index = getattr(ch, "index", None) or (ch.get("index") if isinstance(ch, dict) else idx)
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"tags": tags,
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"tags": tags,
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"text": text,
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"text": text,
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"window": window,
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"window": window,
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"neighbors_prev": prev_id,
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"neighbors_prev": _as_list(prev_id),
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"neighbors_next": next_id,
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"neighbors_next": _as_list(next_id),
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"section": getattr(ch, "section", None) or (ch.get("section") if isinstance(ch, dict) else ""),
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"section": getattr(ch, "section", None) or (ch.get("section") if isinstance(ch, dict) else ""),
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"path": note_path,
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"path": note_path,
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"source_path": file_path or note_path,
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"source_path": file_path or note_path,
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if cp is not None:
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if cp is not None:
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pl["chunk_profile"] = cp
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pl["chunk_profile"] = cp
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# Aufräumen: keine historischen Aliasfelder
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# Aufräumen
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for alias in ("chunk_num", "Chunk_Number"):
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for alias in ("chunk_num", "Chunk_Number"):
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if alias in pl:
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pl.pop(alias, None)
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pl.pop(alias, None)
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out.append(pl)
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out.append(pl)
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