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# app/core/chunk_payload.py
# Version: 1.2.0 (2025-11-08)
# Purpose:
# Build robust Qdrant payloads for CHUNK points.
#
# Highlights:
# - Works with dict-like chunks and simple objects; supports (text, idx) tuples.
# - Accepts legacy/extra kwargs (e.g., vault_root) without failing.
# - Copies canonical note fields onto each chunk (note_id/title/type/tags/path).
# - Sets 'text' and 'chunk_index' per chunk.
# - Reliably propagates `retriever_weight` onto every chunk if provided in
# frontmatter or explicitly.
#
# Usage:
# payloads = make_chunk_payloads(note, chunks, retriever_weight=None, base_payload=None, vault_root="/path/to/vault")
#
# Changelog:
# 1.2.0 (2025-11-08) Accept legacy kwargs, robust getters, propagate retriever_weight.
# 1.1.0 (2025-11-08) Initial robust rewrite with attribute/dict support.
"""
chunk_payload.py mindnet core payload builders
Version: 1.3.1 (2025-11-08)
Purpose
-------
Build robust chunk payloads for Qdrant upserts.
This function is intentionally flexible about its signature to remain
compatible with different callers.
Contract
--------
make_chunk_payloads(note, chunks, *args, **kwargs) -> List[Dict[str, Any]]
Each returned item contains at least:
- note_id (str)
- title (str)
- type (str)
- path (str or None)
- tags (List[str])
- chunk_index (int)
- text (str)
- retriever_weight (float or None) # if available
"""
from __future__ import annotations
from pathlib import Path
from typing import Any, Dict, Iterable, List, Optional, Tuple
from typing import Any, Dict, Iterable, List, Mapping, Optional, Sequence, Union
def _get(obj: Any, key: str, default: Any = None) -> Any:
if obj is None:
return default
if hasattr(obj, key):
try:
val = getattr(obj, key)
return default if val is None else val
except Exception:
pass
if isinstance(obj, dict):
if key in obj:
val = obj.get(key, default)
return default if val is None else val
return default
if isinstance(obj, Mapping):
return obj.get(key, default)
return getattr(obj, key, default)
def _get_frontmatter(note: Any) -> Dict[str, Any]:
fm = _get(note, "frontmatter", None)
if isinstance(fm, dict):
def _get_frontmatter(note: Any) -> Mapping[str, Any]:
fm = _get(note, "frontmatter", {})
if isinstance(fm, Mapping):
return fm
meta = _get(note, "meta", None)
if isinstance(meta, dict) and isinstance(meta.get("frontmatter"), dict):
return meta["frontmatter"]
return {}
def _get_from_frontmatter(fm: Dict[str, Any], key: str, default: Any = None) -> Any:
if not isinstance(fm, dict):
return default
if key in fm:
val = fm.get(key, default)
return default if val is None else val
return default
def _coerce_tags(val: Any) -> List[str]:
if val is None:
return []
if isinstance(val, list):
return [str(x) for x in val]
if isinstance(val, str):
parts = [t.strip() for t in val.split(",")]
return [p for p in parts if p]
return []
def _resolve_retriever_weight(fm: Dict[str, Any], explicit: Optional[float]) -> Optional[float]:
if explicit is not None:
def _resolve_retriever_weight(explicit: Any, fm: Mapping[str, Any]) -> Optional[float]:
def to_float(v: Any) -> Optional[float]:
try:
return float(explicit)
if v is None:
return None
return float(v)
except Exception:
return None
val = _get_from_frontmatter(fm, "retriever_weight", None)
if isinstance(val, (int, float)):
return float(val)
if explicit is not None:
return to_float(explicit)
if "retriever_weight" in fm:
return to_float(fm.get("retriever_weight"))
retr = fm.get("retriever")
if isinstance(retr, dict):
v = retr.get("weight")
if isinstance(v, (int, float)):
return float(v)
if isinstance(retr, Mapping) and "weight" in retr:
return to_float(retr.get("weight"))
return None
def _resolve_path(note: Any, fm: Dict[str, Any], vault_root: Optional[str]) -> Optional[str]:
path = _get_from_frontmatter(fm, "path", None)
if path is None:
path = _get(note, "path", None) or _get(note, "source", None) or _get(note, "filepath", None)
if path is None:
def _to_rel_path(abs_path: Optional[Union[str, Path]], vault_root: Optional[Union[str, Path]]) -> Optional[str]:
if abs_path is None:
return None
try:
p = Path(abs_path)
if vault_root:
vr = Path(vault_root)
rel = Path(path)
try:
return str(rel.relative_to(vr))
rp = p.relative_to(Path(vault_root))
return str(rp)
except Exception:
return str(rel)
return str(p)
return str(p)
except Exception:
pass
return str(path)
return str(abs_path)
def _resolve_note_fields(note: Any, vault_root: Optional[str]) -> Dict[str, Any]:
fm = _get_frontmatter(note)
note_id = _get_from_frontmatter(fm, "id", None) or _get(note, "note_id", None) or _get(note, "id", None)
title = _get_from_frontmatter(fm, "title", None) or _get(note, "title", None)
ntype = _get_from_frontmatter(fm, "type", None) or _get(note, "type", None)
tags = _coerce_tags(_get_from_frontmatter(fm, "tags", None) or _get(note, "tags", None))
path = _resolve_path(note, fm, vault_root)
return {"note_id": note_id, "title": title, "type": ntype, "tags": tags, "path": path, "frontmatter": fm}
def _coerce_chunks(chunks_obj: Any) -> List[Any]:
"""Accept lists of dicts/objects or generators; coerce to list safely."""
if chunks_obj is None:
return []
if isinstance(chunks_obj, list):
return chunks_obj
try:
return list(chunks_obj)
except Exception:
return []
def _extract_chunk_text_and_index(chunk: Any, fallback_index: int) -> Tuple[str, int]:
# (text, idx) tuple
if isinstance(chunk, tuple) and len(chunk) == 2 and isinstance(chunk[0], str):
txt, idx = chunk
try:
idx_int = int(idx)
except Exception:
idx_int = fallback_index
return txt, idx_int
# string
if isinstance(chunk, str):
return chunk, fallback_index
# dict
if isinstance(chunk, dict):
txt = chunk.get("text") or chunk.get("window") or chunk.get("body") or chunk.get("content")
if isinstance(txt, str):
idx = chunk.get("index")
try:
idx_int = int(idx) if idx is not None else fallback_index
except Exception:
idx_int = fallback_index
return txt, idx_int
# object with attributes
for attr in ("text", "window", "body", "content"):
if hasattr(chunk, attr):
try:
txt = getattr(chunk, attr)
except Exception:
txt = None
if isinstance(txt, str):
idx = None
if hasattr(chunk, "index"):
try:
idx = getattr(chunk, "index")
except Exception:
idx = None
try:
idx_int = int(idx) if idx is not None else fallback_index
except Exception:
idx_int = fallback_index
return txt, idx_int
raise ValueError("Unsupported chunk format: cannot extract text/index")
def _get_chunk_text(c: Any) -> str:
for key in ("text", "chunk", "body", "content"):
v = _get(c, key)
if isinstance(v, str) and v.strip():
return v
# last resort: string repr
return str(c) if c is not None else ""
def make_chunk_payloads(
note: Any,
chunks,
*,
retriever_weight: Optional[float] = None,
base_payload: Optional[Dict[str, Any]] = None,
vault_root: Optional[str] = None,
**kwargs,
*args: Any,
**kwargs: Any,
) -> List[Dict[str, Any]]:
"""Build Qdrant payloads for chunks from a parsed note and iterable of chunks.
Parameters
----------
note : Any
Parsed note (dict or object with attributes).
chunks : Iterable[Any]
Chunks; supports str, dicts with 'text'/'window'/'body'/'content', objects with same, or (text, idx) tuples.
retriever_weight : Optional[float]
Optional override; if None, value is read from frontmatter.
base_payload : Optional[Dict[str, Any]]
Extra fields to copy onto each chunk.
vault_root : Optional[str]
Optional base path to compute relative 'path' if possible.
**kwargs :
Ignored extra options to remain compatible with callers.
"""
note_fields = _resolve_note_fields(note, vault_root)
fm = note_fields["frontmatter"]
rw = _resolve_retriever_weight(fm, retriever_weight)
Flexible signature for backward/forward compatibility.
Expected positional args:
args[0] -> note (ParsedNote or Mapping)
args[1] -> chunks (Iterable)
args[2] -> (optional) config/ignored
Recognized kwargs:
- vault_root: base path for relative paths (optional)
- retriever_weight: explicit override (optional)
"""
if not args:
raise TypeError("make_chunk_payloads(note, chunks, *_) requires at least (note, chunks).")
common: Dict[str, Any] = {}
if isinstance(base_payload, dict):
common.update({k: v for k, v in base_payload.items() if v is not None})
note = args[0]
chunks = args[1] if len(args) > 1 else kwargs.get("chunks")
chunks_list = _coerce_chunks(chunks)
if note_fields.get("note_id") is not None:
common["note_id"] = note_fields["note_id"]
if note_fields.get("title") is not None:
common["title"] = note_fields["title"]
if note_fields.get("type") is not None:
common["type"] = note_fields["type"]
if note_fields.get("tags"):
common["tags"] = note_fields["tags"]
if note_fields.get("path") is not None:
common["path"] = note_fields["path"]
if rw is not None:
common["retriever_weight"] = rw
vault_root = kwargs.get("vault_root")
explicit_weight = kwargs.get("retriever_weight")
out: List[Dict[str, Any]] = []
for i, ch in enumerate(chunks):
text, idx = _extract_chunk_text_and_index(ch, i)
payload = dict(common)
payload["chunk_index"] = idx
payload["text"] = text
out.append(payload)
fm = _get_frontmatter(note)
return out
note_id = _get(note, "note_id") or _get(note, "id") or fm.get("id")
title = _get(note, "title") or fm.get("title")
ntype = _get(note, "type") or fm.get("type")
tags = _get(note, "tags") or fm.get("tags") or []
if not isinstance(tags, list):
tags = list(tags) if tags else []
path_val = _get(note, "path") or _get(note, "abs_path") or fm.get("path")
rweight = _resolve_retriever_weight(explicit_weight, fm)
base = {
"note_id": note_id,
"title": title,
"type": ntype,
"tags": tags,
"path": _to_rel_path(path_val, vault_root),
"retriever_weight": rweight,
}
payloads: List[Dict[str, Any]] = []
for idx, ch in enumerate(chunks_list):
text = _get_chunk_text(ch)
item = dict(base)
item.update(
{
"chunk_index": idx,
"text": text,
}
)
payloads.append(item)
return payloads

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# app/core/note_payload.py
# Version: 1.2.0 (2025-11-08)
# Purpose:
# Build robust Qdrant payloads for NOTE points.
#
# Highlights:
# - Works with both dict-like inputs and ParsedNote-like objects (attribute access).
# - Accepts legacy/extra kwargs (e.g., vault_root) without failing.
# - Copies canonical fields: id/note_id, title, type, tags, path, text (if present).
# - Reliably propagates `retriever_weight` into the payload if set in frontmatter
# (frontmatter.retriever_weight or frontmatter.retriever.weight) or provided explicitly.
#
# Backward compatibility:
# - Signature accepts **kwargs (e.g., vault_root) because some callers pass it.
# - Both 'id' and 'note_id' are written for compatibility with existing queries.
#
# Usage:
# payload = make_note_payload(parsed_note, retriever_weight=None, vault_root="/path/to/vault")
#
# Changelog:
# 1.2.0 (2025-11-08) Accept legacy kwargs, robust getters, propagate retriever_weight.
# 1.1.0 (2025-11-08) Initial robust rewrite with attribute/dict support.
"""
note_payload.py mindnet core payload builders
Version: 1.3.1 (2025-11-08)
Purpose
-------
Build a robust, forward-compatible note payload for Qdrant upserts.
This module is intentionally defensive:
- Accepts both dict-like "parsed note" objects and dataclass/objects with attributes.
- Tolerates extra kwargs from different callers (e.g., `vault_root`, `prefix`, etc.).
- Ensures `retriever_weight` is resolved and present in the payload if available.
Contract
--------
make_note_payload(note, **kwargs) -> Dict[str, Any]
Expected minimal fields in returned payload:
- note_id (str)
- title (str)
- type (str)
- path (str or None) # relative to vault_root when provided
- tags (List[str])
- retriever_weight (float or None) # if available
"""
from __future__ import annotations
from pathlib import Path
from typing import Any, Dict, List, Optional
from typing import Any, Dict, Iterable, List, Mapping, Optional, Union
def _get(obj: Any, key: str, default: Any = None) -> Any:
"""Robust getter: attribute first, then dict."""
"""Try to read `key` from mapping or attribute; else default."""
if obj is None:
return default
if hasattr(obj, key):
try:
val = getattr(obj, key)
return default if val is None else val
except Exception:
pass
if isinstance(obj, dict):
if key in obj:
val = obj.get(key, default)
return default if val is None else val
return default
if isinstance(obj, Mapping):
return obj.get(key, default)
# attribute access
return getattr(obj, key, default)
def _get_frontmatter(note: Any) -> Dict[str, Any]:
fm = _get(note, "frontmatter", None)
if isinstance(fm, dict):
def _get_frontmatter(note: Any) -> Mapping[str, Any]:
fm = _get(note, "frontmatter", {})
if isinstance(fm, Mapping):
return fm
meta = _get(note, "meta", None)
if isinstance(meta, dict) and isinstance(meta.get("frontmatter"), dict):
return meta["frontmatter"]
return {}
return {} # be safe
def _get_from_frontmatter(fm: Dict[str, Any], key: str, default: Any = None) -> Any:
if not isinstance(fm, dict):
return default
if key in fm:
val = fm.get(key, default)
return default if val is None else val
return default
def _coerce_tags(val: Any) -> List[str]:
if val is None:
return []
if isinstance(val, list):
return [str(x) for x in val]
if isinstance(val, str):
parts = [t.strip() for t in val.split(",")]
return [p for p in parts if p]
return []
def _resolve_retriever_weight(fm: Dict[str, Any], explicit: Optional[float]) -> Optional[float]:
# 1) explicit argument wins
if explicit is not None:
def _resolve_retriever_weight(explicit: Any, fm: Mapping[str, Any]) -> Optional[float]:
"""
Priority:
1) explicit kwarg retriever_weight
2) frontmatter['retriever_weight']
3) frontmatter['retriever']['weight']
"""
def to_float(v: Any) -> Optional[float]:
try:
return float(explicit)
if v is None:
return None
return float(v)
except Exception:
return None
# 2) frontmatter.retriever_weight
val = _get_from_frontmatter(fm, "retriever_weight", None)
if isinstance(val, (int, float)):
return float(val)
# 3) frontmatter.retriever.weight
if explicit is not None:
return to_float(explicit)
if "retriever_weight" in fm:
return to_float(fm.get("retriever_weight"))
retr = fm.get("retriever")
if isinstance(retr, dict):
v = retr.get("weight")
if isinstance(v, (int, float)):
return float(v)
if isinstance(retr, Mapping) and "weight" in retr:
return to_float(retr.get("weight"))
return None
def _resolve_path(note: Any, fm: Dict[str, Any], vault_root: Optional[str]) -> Optional[str]:
"""Try to determine a stable relative path for diagnostics/traceability."""
path = _get_from_frontmatter(fm, "path", None)
if path is None:
path = _get(note, "path", None) or _get(note, "source", None) or _get(note, "filepath", None)
if path is None:
def _to_rel_path(abs_path: Optional[Union[str, Path]], vault_root: Optional[Union[str, Path]]) -> Optional[str]:
if abs_path is None:
return None
try:
p = Path(abs_path)
if vault_root:
vr = Path(vault_root)
# Avoid Windows drive quirks: use Pure/Path consistently
rel = Path(path)
try:
path_rel = str(rel.relative_to(vr))
rp = p.relative_to(Path(vault_root))
return str(rp)
except Exception:
# If 'path' is absolute not under vault_root, just return as-is
path_rel = str(rel)
return path_rel
return str(p)
return str(p)
except Exception:
pass
return str(path)
return str(abs_path)
def make_note_payload(
note: Any,
*,
retriever_weight: Optional[float] = None,
vault_root: Optional[str] = None,
**kwargs,
*args, # tolerate older/other callers
**kwargs: Any,
) -> Dict[str, Any]:
"""
Build a Qdrant payload dict for a NOTE.
Build a normalized note payload for Qdrant.
Unknown kwargs are ignored to keep the function forward-compatible.
Parameters
----------
note : Any
Parsed note (dict or object with attributes).
retriever_weight : Optional[float]
Optional override; if None, value is read from frontmatter.
vault_root : Optional[str]
Optional base path to compute relative 'path' if possible.
**kwargs :
Ignored extra options to remain compatible with callers.
Returns
-------
Dict[str, Any]
Payload ready for Qdrant upsert.
Recognized kwargs:
- vault_root: base path to make `path` relative (optional)
- retriever_weight: explicit override (optional)
"""
vault_root = kwargs.get("vault_root")
explicit_weight = kwargs.get("retriever_weight")
fm = _get_frontmatter(note)
# id / note_id
note_id = _get_from_frontmatter(fm, "id", None) or _get(note, "note_id", None) or _get(note, "id", None)
title = _get_from_frontmatter(fm, "title", None) or _get(note, "title", None)
ntype = _get_from_frontmatter(fm, "type", None) or _get(note, "type", None)
tags = _coerce_tags(_get_from_frontmatter(fm, "tags", None) or _get(note, "tags", None))
note_id = _get(note, "note_id") or _get(note, "id")
if not note_id:
# Try from frontmatter
note_id = fm.get("id")
# Optional text for notes collection (only if present; we don't force it)
text = _get(note, "text", None)
if text is None and isinstance(note, dict):
text = note.get("body") or note.get("content")
title = _get(note, "title") or fm.get("title")
ntype = _get(note, "type") or fm.get("type")
# Path resolution
path = _resolve_path(note, fm, vault_root)
tags = _get(note, "tags") or fm.get("tags") or []
if not isinstance(tags, list):
tags = list(tags) if tags else []
payload: Dict[str, Any] = {}
if note_id is not None:
payload["id"] = note_id # keep for legacy queries
payload["note_id"] = note_id # canonical
if title is not None:
payload["title"] = title
if ntype is not None:
payload["type"] = ntype
if tags:
payload["tags"] = tags
if path is not None:
payload["path"] = path
if text is not None:
payload["text"] = text
path_val = _get(note, "path") or _get(note, "abs_path") or fm.get("path")
rw = _resolve_retriever_weight(fm, retriever_weight)
if rw is not None:
payload["retriever_weight"] = rw
payload: Dict[str, Any] = {
"note_id": note_id,
"title": title,
"type": ntype,
"tags": tags,
"path": _to_rel_path(path_val, vault_root),
"retriever_weight": _resolve_retriever_weight(explicit_weight, fm),
}
# Also surface explicit frontmatter fields (non-conflicting) if present
for k in ("status", "created", "updated"):
v = fm.get(k)
if v is not None and k not in payload:
payload[k] = v
return payload