Dateien nach "app/core" hochladen
All checks were successful
Deploy mindnet to llm-node / deploy (push) Successful in 4s

This commit is contained in:
Lars 2025-11-17 21:42:26 +01:00
parent 7e8d6c1954
commit fb2de78d62

View File

@ -1,286 +1,423 @@
# app/core/derive_edges.py
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Mindnet V2 Edge derivation
Modul: app/core/derive_edges.py
Zweck:
- Bewahrt bestehende Edgelogik (belongs_to, prev/next, references, backlink)
- Ergänzt typenbasierte Default-Kanten (edge_defaults aus config/types.yaml)
- Unterstützt "typed inline relations" ([[rel:KIND | Target]] / [[rel:KIND Target]])
- Unterstützt Obsidian-Callouts (> [!edge] KIND: [[Target]] [[Target2]] ...)
Features preserved & extended:
- Structure edges: belongs_to, next, prev (deterministic order by index/ord/chunk_id)
- Explicit references from wikilinks [[Title]] -> kind="references", rule_id="explicit:wikilink", confidence=1.0
- Inline relations:
A) [[rel:<kind> <Target>]] -> kind from link, rule_id="inline:rel", confidence=0.95
B) rel: <kind> [[Target1]] [[Target2]] ... -> supports multiple wikilinks on a single line
- Callout relations:
> [!edge] <kind>: [[Target1]] [[Target2]] -> rule_id="callout:edge", confidence=0.9
- Type-based defaults (from types.yaml):
For each note type's `edge_defaults`, derive additional edges for every explicit/inline/callout target.
rule_id="edge_defaults:<note_type>:<kind>", confidence=0.7
Symmetric kinds ("related_to","similar_to") also add reversed edges.
- De-duplication across all sources by (kind, scope, source_id, target_id, rule_id)
- Backward-compatible function signature
Return: list[dict] with at least:
kind, scope, source_id, target_id, note_id, chunk_id, rule_id, confidence
Kompatibilität:
- build_edges_for_note(...) Signatur unverändert
- rule_id Werte exakt wie zuvor erwartet (ohne Versionssuffix):
* structure:belongs_to
* structure:order
* explicit:wikilink
* inline:rel
* callout:edge
* edge_defaults:<type>:<relation>
* derived:backlink
"""
from __future__ import annotations
import os
import re
from typing import Any, Dict, Iterable, List, Optional, Sequence, Tuple
from typing import Iterable, List, Optional, Tuple, Set, Dict
# Kanten, die symmetrisch interpretiert werden (Rückkante wird erzeugt)
SYMMETRIC_KINDS = {"related_to", "similar_to"}
try:
import yaml # optional, nur für types.yaml
except Exception: # pragma: no cover
yaml = None
# -----------------------------------------------------------------------------
# --------------------------------------------------------------------------- #
# Utilities
# -----------------------------------------------------------------------------
# --------------------------------------------------------------------------- #
def _get(d: Dict[str, Any], *keys: str, default: Any = None) -> Any:
def _get(d: dict, *keys, default=None):
for k in keys:
if isinstance(d, dict) and k in d:
if k in d and d[k] is not None:
return d[k]
return default
def _safe_int(x: Any, default: int = 10**9) -> int:
try:
return int(x)
except Exception:
return default
def _sort_chunks(chs: Sequence[Dict[str, Any]]) -> List[Dict[str, Any]]:
"""Sort chunks primarily by index, then ord, then chunk_id to guarantee stable next/prev."""
return sorted(chs, key=lambda ch: (
_get(ch, "index") is None, _safe_int(_get(ch, "index")),
_get(ch, "ord") is None, _safe_int(_get(ch, "ord")),
str(_get(ch, "chunk_id") or _get(ch, "id") or "")
))
def _make_edge(kind: str,
source_id: str,
target_id: str,
note_id: str,
chunk_id: str,
rule_id: str,
confidence: float,
scope: str = "chunk") -> Dict[str, Any]:
return {
"kind": kind,
"scope": scope,
"source_id": source_id,
"target_id": target_id,
"note_id": note_id,
"chunk_id": chunk_id,
"rule_id": rule_id,
"confidence": float(confidence),
}
def _dedupe_key(e: Dict[str, Any]) -> Tuple[Any, ...]:
def _chunk_text_for_refs(chunk: dict) -> str:
# bevorzugt 'window' → dann 'text' → 'content' → 'raw'
return (
e.get("kind"),
e.get("scope"),
e.get("source_id"),
e.get("target_id"),
e.get("rule_id"),
_get(chunk, "window")
or _get(chunk, "text")
or _get(chunk, "content")
or _get(chunk, "raw")
or ""
)
# -----------------------------------------------------------------------------
# Parsing helpers
# -----------------------------------------------------------------------------
def _dedupe_seq(seq: Iterable[str]) -> List[str]:
seen: Set[str] = set()
out: List[str] = []
for s in seq:
if s not in seen:
seen.add(s)
out.append(s)
return out
RE_WIKILINK = re.compile(r"\[\[([^\]]+?)\]\]")
RE_INLINE_BRACKET = re.compile(
r"\[\[\s*rel\s*:\s*(?P<kind>[a-z_][a-z0-9_]*)\s+(?P<target>[^\]]+?)\s*\]\]",
flags=re.IGNORECASE,
)
RE_INLINE_PREFIX = re.compile(
r"(?m)\brel\s*:\s*(?P<kind>[a-z_][a-z0-9_]*)\s+(?P<links>(?:\[\[[^\]]+\]\]\s*)+)",
flags=re.IGNORECASE,
)
RE_CALLOUT = re.compile(
r"(?m)^\s*>\s*\[!edge\]\s*(?P<kind>[a-z_][a-z0-9_]*)\s*:\s*(?P<body>.+)$",
flags=re.IGNORECASE,
)
def _edge(kind: str, scope: str, source_id: str, target_id: str, note_id: str, extra: Optional[dict] = None) -> dict:
pl = {
"kind": kind,
"relation": kind, # Alias (v2)
"scope": scope, # "chunk" | "note"
"source_id": source_id,
"target_id": target_id,
"note_id": note_id, # Träger-Note der Kante
}
if extra:
pl.update(extra)
return pl
def _mk_edge_id(kind: str, s: str, t: str, scope: str, rule_id: Optional[str] = None) -> str:
base = f"{kind}:{s}->{t}#{scope}"
if rule_id:
base += f"|{rule_id}"
try:
import hashlib
return hashlib.blake2s(base.encode("utf-8"), digest_size=12).hexdigest()
except Exception: # pragma: no cover
return base
# --------------------------------------------------------------------------- #
# Typen-Registry (types.yaml)
# --------------------------------------------------------------------------- #
def _env(n: str, default: Optional[str] = None) -> str:
v = os.getenv(n)
return v if v is not None else (default or "")
def _load_types_registry() -> dict:
"""Lädt die YAML-Registry aus MINDNET_TYPES_FILE oder ./config/types.yaml"""
p = _env("MINDNET_TYPES_FILE", "./config/types.yaml")
if not os.path.isfile(p) or yaml is None:
return {}
try:
with open(p, "r", encoding="utf-8") as f:
data = yaml.safe_load(f) or {}
return data
except Exception:
return {}
def _get_types_map(reg: dict) -> dict:
if isinstance(reg, dict) and isinstance(reg.get("types"), dict):
return reg["types"]
return reg if isinstance(reg, dict) else {}
def _edge_defaults_for(note_type: Optional[str], reg: dict) -> List[str]:
"""
Liefert die edge_defaults-Liste für den gegebenen Notiztyp.
Fallback-Reihenfolge:
1) reg['types'][note_type]['edge_defaults']
2) reg['defaults']['edge_defaults'] (oder 'default'/'global')
3) []
"""
types_map = _get_types_map(reg)
if note_type and isinstance(types_map, dict):
t = types_map.get(note_type)
if isinstance(t, dict) and isinstance(t.get("edge_defaults"), list):
return [str(x) for x in t["edge_defaults"] if isinstance(x, str)]
for key in ("defaults", "default", "global"):
v = reg.get(key)
if isinstance(v, dict) and isinstance(v.get("edge_defaults"), list):
return [str(x) for x in v["edge_defaults"] if isinstance(x, str)]
return []
# --------------------------------------------------------------------------- #
# Parser für Links / Relationen
# --------------------------------------------------------------------------- #
# Normale Wikilinks (Fallback)
_WIKILINK_RE = re.compile(r"\[\[(?:[^\|\]]+\|)?([a-zA-Z0-9_\-#:. ]+)\]\]")
# Getypte Inline-Relationen:
# [[rel:depends_on | Target]]
# [[rel:related_to Target]]
_REL_PIPE = re.compile(r"\[\[\s*rel:(?P<kind>[a-z_]+)\s*\|\s*(?P<target>[^\]]+?)\s*\]\]", re.IGNORECASE)
_REL_SPACE = re.compile(r"\[\[\s*rel:(?P<kind>[a-z_]+)\s+(?P<target>[^\]]+?)\s*\]\]", re.IGNORECASE)
def _extract_typed_relations(text: str) -> Tuple[List[Tuple[str,str]], str]:
"""
Gibt Liste (kind, target) zurück und den Text mit entfernten getypten Relation-Links,
damit die generische Wikilink-Erkennung sie nicht doppelt zählt.
"""
pairs: List[Tuple[str,str]] = []
def _collect(m):
k = (m.group("kind") or "").strip().lower()
t = (m.group("target") or "").strip()
if k and t:
pairs.append((k, t))
return "" # Link entfernen
text = _REL_PIPE.sub(_collect, text)
text = _REL_SPACE.sub(_collect, text)
return pairs, text
# Obsidian Callout Parser
_CALLOUT_START = re.compile(r"^\s*>\s*\[!edge\]\s*(.*)$", re.IGNORECASE)
_REL_LINE = re.compile(r"^(?P<kind>[a-z_]+)\s*:\s*(?P<targets>.+?)\s*$", re.IGNORECASE)
_WIKILINKS_IN_LINE = re.compile(r"\[\[([^\]]+)\]\]")
def _extract_callout_relations(text: str) -> Tuple[List[Tuple[str,str]], str]:
"""
Findet [!edge]-Callouts und extrahiert (kind, target). Entfernt den gesamten
Callout-Block aus dem Text (damit Wikilinks daraus nicht zusätzlich als
"references" gezählt werden).
"""
if not text:
return [], text
lines = text.splitlines()
out_pairs: List[Tuple[str,str]] = []
keep_lines: List[str] = []
i = 0
while i < len(lines):
m = _CALLOUT_START.match(lines[i])
if not m:
keep_lines.append(lines[i])
i += 1
continue
block_lines: List[str] = []
first_rest = m.group(1) or ""
if first_rest.strip():
block_lines.append(first_rest)
i += 1
while i < len(lines) and lines[i].lstrip().startswith('>'):
block_lines.append(lines[i].lstrip()[1:].lstrip())
i += 1
for bl in block_lines:
mrel = _REL_LINE.match(bl)
if not mrel:
continue
kind = (mrel.group("kind") or "").strip().lower()
targets = mrel.group("targets") or ""
found = _WIKILINKS_IN_LINE.findall(targets)
if found:
for t in found:
t = t.strip()
if t:
out_pairs.append((kind, t))
else:
for raw in re.split(r"[,;]", targets):
t = raw.strip()
if t:
out_pairs.append((kind, t))
# Callout wird NICHT in keep_lines übernommen
continue
remainder = "\n".join(keep_lines)
return out_pairs, remainder
def _extract_wikilinks(text: str) -> List[str]:
"""All [[Title]] except those starting with 'rel:' (reserved for inline relations)."""
targets: List[str] = []
for m in RE_WIKILINK.finditer(text or ""):
label = m.group(1).strip()
if label.lower().startswith("rel:"):
# handled by explicit inline relation parser
continue
if label:
targets.append(label)
return targets
ids: List[str] = []
for m in _WIKILINK_RE.finditer(text or ""):
ids.append(m.group(1).strip())
return ids
def _extract_inline_relations(text: str) -> List[Tuple[str, str]]:
"""Find inline relations from:
A) [[rel:kind Target]]
B) rel: kind [[Target1]] [[Target2]] (supports multiple targets on one line)
# --------------------------------------------------------------------------- #
# Hauptfunktion
# --------------------------------------------------------------------------- #
def build_edges_for_note(
note_id: str,
chunks: List[dict],
note_level_references: Optional[List[str]] = None,
include_note_scope_refs: bool = False,
) -> List[dict]:
"""
out: List[Tuple[str, str]] = []
Erzeugt Kanten für eine Note.
# A) Bracket form
for m in RE_INLINE_BRACKET.finditer(text or ""):
kind = m.group("kind").strip().lower()
target = m.group("target").strip()
if kind and target:
out.append((kind, target))
- belongs_to: für jeden Chunk (chunk -> note)
- next / prev: zwischen aufeinanderfolgenden Chunks
- references: pro Chunk aus window/text (via Wikilinks)
- typed inline relations: [[rel:KIND | Target]] oder [[rel:KIND Target]]
- Obsidian Callouts: > [!edge] KIND: [[Target]] [[Target2]]
- optional note-scope references/backlinks: dedupliziert über alle Chunk-Funde + note_level_references
- typenbasierte Default-Kanten (edge_defaults) je gefundener Referenz
"""
edges: List[dict] = []
# B) Prefix form with multiple wikilinks
for m in RE_INLINE_PREFIX.finditer(text or ""):
kind = m.group("kind").strip().lower()
links = m.group("links")
for lm in RE_WIKILINK.finditer(links or ""):
target = lm.group(1).strip()
if target:
out.append((kind, target))
# Note-Typ (aus erstem Chunk erwartet)
note_type = None
if chunks:
note_type = _get(chunks[0], "type")
return out
def _extract_callout_relations(text: str) -> List[Tuple[str, str]]:
"""Find callout > [!edge] kind: [[Target1]] [[Target2]] | Target, Target2"""
out: List[Tuple[str, str]] = []
for m in RE_CALLOUT.finditer(text or ""):
kind = (m.group("kind") or "").strip().lower()
body = m.group("body") or ""
# Prefer wikilinks; fallback: split by comma
wl = [mm.group(1).strip() for mm in RE_WIKILINK.finditer(body)]
if wl:
out.extend((kind, t) for t in wl if t)
else:
for raw in body.split(","):
t = raw.strip()
if t:
out.append((kind, t))
return out
# -----------------------------------------------------------------------------
# Edge builder
# -----------------------------------------------------------------------------
def _edge_defaults_for_type(types_cfg: Optional[Dict[str, Any]], note_type: Optional[str]) -> List[str]:
"""Read defaults from types.yaml structure: {'types': {<type>: {'edge_defaults': [..]}}}"""
if not types_cfg or not note_type:
return []
t = types_cfg.get("types", {}).get(note_type, {})
vals = t.get("edge_defaults", []) or []
return [str(v) for v in vals if isinstance(v, (str,))]
def _append_with_dedupe(edges: List[Dict[str, Any]], new_edges: Iterable[Dict[str, Any]]) -> None:
seen = { _dedupe_key(e) for e in edges }
for e in new_edges:
k = _dedupe_key(e)
if k in seen:
continue
edges.append(e)
seen.add(k)
def _structure_edges(note_id: str, title: str, chunks: Sequence[Dict[str, Any]]) -> List[Dict[str, Any]]:
edges: List[Dict[str, Any]] = []
ordered = _sort_chunks(chunks)
# belongs_to
for ch in ordered:
# 1) belongs_to
for ch in chunks:
cid = _get(ch, "chunk_id", "id")
if not cid:
if not cid:
continue
edges.append(_make_edge("belongs_to", cid, note_id, note_id, cid, "structure:belongs_to", 1.0))
# next/prev
for i in range(len(ordered) - 1):
a, b = ordered[i], ordered[i + 1]
a_id = _get(a, "chunk_id", "id"); b_id = _get(b, "chunk_id", "id")
edges.append(_edge("belongs_to", "chunk", cid, note_id, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id("belongs_to", cid, note_id, "chunk", "structure:belongs_to"),
"provenance": "rule",
"rule_id": "structure:belongs_to",
"confidence": 1.0,
}))
# 2) next / prev
for i in range(len(chunks) - 1):
a, b = chunks[i], chunks[i + 1]
a_id = _get(a, "chunk_id", "id")
b_id = _get(b, "chunk_id", "id")
if not a_id or not b_id:
continue
edges.append(_make_edge("next", a_id, b_id, note_id, a_id, "structure:next", 1.0))
edges.append(_make_edge("prev", b_id, a_id, note_id, b_id, "structure:prev", 1.0))
return edges
edges.append(_edge("next", "chunk", a_id, b_id, note_id, {
"chunk_id": a_id,
"edge_id": _mk_edge_id("next", a_id, b_id, "chunk", "structure:order"),
"provenance": "rule",
"rule_id": "structure:order",
"confidence": 0.95,
}))
edges.append(_edge("prev", "chunk", b_id, a_id, note_id, {
"chunk_id": b_id,
"edge_id": _mk_edge_id("prev", b_id, a_id, "chunk", "structure:order"),
"provenance": "rule",
"rule_id": "structure:order",
"confidence": 0.95,
}))
def _explicit_and_inline_edges(note_id: str,
title: str,
note_type: Optional[str],
chunks: Sequence[Dict[str, Any]],
types_cfg: Optional[Dict[str, Any]]) -> Tuple[List[Dict[str, Any]], List[str]]:
"""Return (edges, referenced_targets)"""
edges: List[Dict[str, Any]] = []
referenced: List[str] = []
# 3) references + typed inline + callouts + defaults (chunk-scope)
reg = _load_types_registry()
defaults = _edge_defaults_for(note_type, reg)
refs_all: List[str] = []
defaults_kinds = set(_edge_defaults_for_type(types_cfg, note_type))
for ch in _sort_chunks(chunks):
for ch in chunks:
cid = _get(ch, "chunk_id", "id")
text = _get(ch, "text", "window", default="") or ""
if not cid:
continue
raw = _chunk_text_for_refs(ch)
# --- Explicit wikilinks -> references
for target in _extract_wikilinks(text):
referenced.append(target)
edges.append(_make_edge("references", cid, target, note_id, cid, "explicit:wikilink", 1.0))
# --- Inline relations (both forms)
for kind, target in _extract_inline_relations(text):
referenced.append(target)
# forward
edges.append(_make_edge(kind, cid, target, note_id, cid, "inline:rel", 0.95))
# symmetric reverse
if kind in SYMMETRIC_KINDS:
edges.append(_make_edge(kind, target, cid, note_id, cid, "inline:rel", 0.95))
# --- Callout relations
for kind, target in _extract_callout_relations(text):
referenced.append(target)
edges.append(_make_edge(kind, cid, target, note_id, cid, "callout:edge", 0.90))
if kind in SYMMETRIC_KINDS:
edges.append(_make_edge(kind, target, cid, note_id, cid, "callout:edge", 0.90))
# --- Type-based defaults: apply to the union of referenced targets
if defaults_kinds and referenced:
uniq_targets = list(dict.fromkeys(referenced)) # preserve order, drop dups
for ch in _sort_chunks(chunks):
cid = _get(ch, "chunk_id", "id")
if not cid:
# 3a) typed inline relations
typed, remainder = _extract_typed_relations(raw)
for kind, target in typed:
kind = kind.strip().lower()
if not kind or not target:
continue
for kind in defaults_kinds:
for target in uniq_targets:
edges.append(_make_edge(kind, cid, target, note_id, cid, f"edge_defaults:{note_type}:{kind}", 0.70))
if kind in SYMMETRIC_KINDS:
edges.append(_make_edge(kind, target, cid, note_id, cid, f"edge_defaults:{note_type}:{kind}", 0.70))
edges.append(_edge(kind, "chunk", cid, target, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id(kind, cid, target, "chunk", "inline:rel"),
"provenance": "explicit",
"rule_id": "inline:rel",
"confidence": 0.95,
}))
if kind in {"related_to", "similar_to"}:
edges.append(_edge(kind, "chunk", target, cid, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id(kind, target, cid, "chunk", "inline:rel"),
"provenance": "explicit",
"rule_id": "inline:rel",
"confidence": 0.95,
}))
return edges, referenced
# 3b) callouts
call_pairs, remainder2 = _extract_callout_relations(remainder)
for kind, target in call_pairs:
k = (kind or "").strip().lower()
if not k or not target:
continue
edges.append(_edge(k, "chunk", cid, target, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id(k, cid, target, "chunk", "callout:edge"),
"provenance": "explicit",
"rule_id": "callout:edge",
"confidence": 0.95,
}))
if k in {"related_to", "similar_to"}:
edges.append(_edge(k, "chunk", target, cid, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id(k, target, cid, "chunk", "callout:edge"),
"provenance": "explicit",
"rule_id": "callout:edge",
"confidence": 0.95,
}))
# -----------------------------------------------------------------------------
# Public API (backward-compatible)
# -----------------------------------------------------------------------------
# 3c) generische Wikilinks → references (+ defaults je Ref)
refs = _extract_wikilinks(remainder2)
for r in refs:
edges.append(_edge("references", "chunk", cid, r, note_id, {
"chunk_id": cid,
"ref_text": r,
"edge_id": _mk_edge_id("references", cid, r, "chunk", "explicit:wikilink"),
"provenance": "explicit",
"rule_id": "explicit:wikilink",
"confidence": 1.0,
}))
for rel in defaults:
if rel == "references":
continue
edges.append(_edge(rel, "chunk", cid, r, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id(rel, cid, r, "chunk", f"edge_defaults:{note_type}:{rel}"),
"provenance": "rule",
"rule_id": f"edge_defaults:{note_type}:{rel}",
"confidence": 0.7,
}))
if rel in {"related_to", "similar_to"}:
edges.append(_edge(rel, "chunk", r, cid, note_id, {
"chunk_id": cid,
"edge_id": _mk_edge_id(rel, r, cid, "chunk", f"edge_defaults:{note_type}:{rel}"),
"provenance": "rule",
"rule_id": f"edge_defaults:{note_type}:{rel}",
"confidence": 0.7,
}))
refs_all.extend(refs)
def build_edges_for_note(*args, **kwargs) -> List[Dict[str, Any]]:
"""
Backward-compatible entry point.
# 4) optional note-scope refs/backlinks (+ defaults)
if include_note_scope_refs:
refs_note = list(refs_all or [])
if note_level_references:
refs_note.extend([r for r in note_level_references if isinstance(r, str) and r])
refs_note = _dedupe_seq(refs_note)
for r in refs_note:
edges.append(_edge("references", "note", note_id, r, note_id, {
"edge_id": _mk_edge_id("references", note_id, r, "note", "explicit:note_scope"),
"provenance": "explicit",
"rule_id": "explicit:note_scope",
"confidence": 1.0,
}))
edges.append(_edge("backlink", "note", r, note_id, note_id, {
"edge_id": _mk_edge_id("backlink", r, note_id, "note", "derived:backlink"),
"provenance": "rule",
"rule_id": "derived:backlink",
"confidence": 0.9,
}))
for rel in defaults:
if rel == "references":
continue
edges.append(_edge(rel, "note", note_id, r, note_id, {
"edge_id": _mk_edge_id(rel, note_id, r, "note", f"edge_defaults:{note_type}:{rel}"),
"provenance": "rule",
"rule_id": f"edge_defaults:{note_type}:{rel}",
"confidence": 0.7,
}))
if rel in {"related_to", "similar_to"}:
edges.append(_edge(rel, "note", r, note_id, note_id, {
"edge_id": _mk_edge_id(rel, r, note_id, "note", f"edge_defaults:{note_type}:{rel}"),
"provenance": "rule",
"rule_id": f"edge_defaults:{note_type}:{rel}",
"confidence": 0.7,
}))
Supported call styles:
1) build_edges_for_note(note_id, title, note_type, chunks, types_cfg)
2) build_edges_for_note(note_payload=dict, chunks=[...], types_cfg=dict)
where note_payload contains: note_id/id, title, type
"""
# Detect signature form
if args and isinstance(args[0], dict) and ("title" in args[0] or "type" in args[0] or "note_id" in args[0] or "id" in args[0]):
note = args[0]
chunks = args[1] if len(args) > 1 else kwargs.get("chunks", [])
types_cfg = args[2] if len(args) > 2 else kwargs.get("types_cfg")
note_id = _get(note, "note_id", "id")
title = _get(note, "title") or ""
note_type = _get(note, "type")
else:
# Positional legacy form
note_id = args[0] if len(args) > 0 else kwargs.get("note_id")
title = args[1] if len(args) > 1 else kwargs.get("title", "")
note_type = args[2] if len(args) > 2 else kwargs.get("note_type")
chunks = args[3] if len(args) > 3 else kwargs.get("chunks", [])
types_cfg = args[4] if len(args) > 4 else kwargs.get("types_cfg")
chunks = list(chunks or [])
# Structure edges
edges = _structure_edges(note_id, title, chunks)
# Explicit / inline / callout / defaults
more, _ = _explicit_and_inline_edges(note_id, title, note_type, chunks, types_cfg)
_append_with_dedupe(edges, more)
return edges
# 5) De-Dupe (source_id, target_id, relation, rule_id)
seen: Set[Tuple[str,str,str,str]] = set()
out: List[dict] = []
for e in edges:
s = str(e.get("source_id") or "")
t = str(e.get("target_id") or "")
rel = str(e.get("relation") or e.get("kind") or "edge")
rule = str(e.get("rule_id") or "")
key = (s, t, rel, rule)
if key in seen:
continue
seen.add(key)
out.append(e)
return out