feat(indexer): hierarchical chunking for large sections
- Section-split first for structured notes - Large sections (>max_section_chars) broken via sliding-window - Small sections stay intact with heading preserved - Adds max_section_chars config (default 4000) - 2 new TDD tests for hierarchical chunking
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@@ -3,7 +3,6 @@
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from __future__ import annotations
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import re
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import unicodedata
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import hashlib
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from dataclasses import dataclass, field
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from pathlib import Path
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@@ -181,9 +180,7 @@ def chunk_file(
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Uses section-split for structured notes (journal entries with date filenames),
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sliding window for everything else.
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"""
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import uuid
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vault_path = Path(config.vault_path)
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rel_path = filepath if filepath.is_absolute() else filepath
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source_file = str(rel_path)
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source_directory = rel_path.parts[0] if rel_path.parts else ""
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@@ -201,7 +198,6 @@ def chunk_file(
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chunks: list[Chunk] = []
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if is_structured_note(filepath):
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# Section-split for journal/daily notes
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sections = split_by_sections(body, metadata)
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total = len(sections)
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@@ -211,20 +207,38 @@ def chunk_file(
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section_tags = extract_tags(section_text)
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combined_tags = list(dict.fromkeys([*tags, *section_tags]))
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chunk_text = section_text
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chunk = Chunk(
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chunk_id=f"{chunk_id_prefix}{_stable_chunk_id(content_hash, idx)}",
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text=chunk_text,
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source_file=source_file,
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source_directory=source_directory,
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section=f"#{section}" if section else None,
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date=date,
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tags=combined_tags,
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chunk_index=idx,
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total_chunks=total,
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modified_at=modified_at,
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)
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chunks.append(chunk)
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section_heading = f"#{section}" if section else None
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if len(section_text) > config.indexing.max_section_chars:
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sub_chunks = sliding_window_chunks(section_text, chunk_size, overlap)
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sub_total = len(sub_chunks)
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for sub_idx, sub_text in enumerate(sub_chunks):
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chunk = Chunk(
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chunk_id=f"{chunk_id_prefix}{_stable_chunk_id(content_hash, idx)}_{sub_idx}",
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text=sub_text,
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source_file=source_file,
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source_directory=source_directory,
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section=section_heading,
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date=date,
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tags=combined_tags,
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chunk_index=sub_idx,
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total_chunks=sub_total,
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modified_at=modified_at,
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)
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chunks.append(chunk)
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else:
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chunk = Chunk(
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chunk_id=f"{chunk_id_prefix}{_stable_chunk_id(content_hash, idx)}",
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text=section_text,
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source_file=source_file,
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source_directory=source_directory,
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section=section_heading,
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date=date,
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tags=combined_tags,
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chunk_index=idx,
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total_chunks=total,
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modified_at=modified_at,
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)
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chunks.append(chunk)
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else:
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# Sliding window for unstructured notes
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text_chunks = sliding_window_chunks(body, chunk_size, overlap)
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@@ -247,4 +261,4 @@ def chunk_file(
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)
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chunks.append(chunk)
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return chunks
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return chunks
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@@ -3,7 +3,6 @@
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from __future__ import annotations
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import json
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import os
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from enum import Enum
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from dataclasses import dataclass, field
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from pathlib import Path
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@@ -32,6 +31,7 @@ class VectorStoreConfig:
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class IndexingConfig:
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chunk_size: int = 500
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chunk_overlap: int = 100
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max_section_chars: int = 4000
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file_patterns: list[str] = field(default_factory=lambda: ["*.md"])
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deny_dirs: list[str] = field(
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default_factory=lambda: [
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