unsloth/studio/backend/core
Roland Tannous c4b5889e53 Studio: layout-aware RAG parsers + heading-aware chunking (Phase 3A)
Replace bare-pypdf/python-docx/BeautifulSoup extraction with Markdown-
preserving parsers so the chunker can split on real heading boundaries
instead of running paragraphs together.

Parsers
- pdf.py:  pymupdf + pymupdf4llm.to_markdown() per page; pypdf kept as
           fallback when pymupdf can't open the file.
- docx.py: mammoth.convert_to_html() + markdownify, with an explicit
           style_map so Title/Heading 1..6 become h1..h6 in the output.
- html.py: BeautifulSoup pre-scrub (drop script/style) then markdownify
           so <h*>, <table>, <ul> convert faithfully.
- text.py: signature update only; TXT/MD pass through unchanged.
- parsers/__init__.py: new ParsedImage + ParseResult dataclass; parse()
  signature is now parse(path, *, want_images=False) -> ParseResult.
  ParseResult is iterable over .pages for backward compat.

Chunker
- chunking.py: prepend Markdown heading separators ("\n# " .. "\n#### ")
  to the priority list so heading-aware splits happen for free once the
  parsers emit Markdown.

Ingestion
- ingestion.py: single call site updated to consume ParseResult.pages.

Deps (no-torch-runtime.txt)
+ pymupdf>=1.24, pymupdf4llm>=0.0.17, mammoth>=1.7, markdownify>=0.13
- pypdf kept as a fallback path.

Tests
- test_rag_parsers.py asserts Markdown headings survive PDF/DOCX/HTML
  extraction; also exercises ParseResult iteration backward-compat.
- test_rag_chunking.py: new case verifying chunks start at Markdown
  heading boundaries when the input is Markdown.

Foundation for Phase 3B-late (heading-aware spans for late chunking)
and Phase 3B-multimodal (want_images=True enables image extraction in
the same parser layer). No schema or opt-in flags in this commit.
2026-05-24 11:10:13 +04:00
..
data_recipe chore(deps): bump the npm-oxc-validator group across 1 directory with 2 updates (#5667) 2026-05-22 04:46:20 -07:00
export feat(studio): MLX training tab on Apple Silicon (LoRA / full FT, VLM, export) (#5265) 2026-05-05 23:54:58 -07:00
inference Studio: PDF / document attachments for Anthropic + OpenAI (#5689) 2026-05-22 06:22:57 -07:00
rag Studio: layout-aware RAG parsers + heading-aware chunking (Phase 3A) 2026-05-24 11:10:13 +04:00
training studio: install flash-linear-attention and tilelang for Qwen3.5 family (#5434) 2026-05-18 03:49:06 -07:00
__init__.py [Studio] Show non exported models in chat UI (#4892) 2026-04-14 15:03:58 +04:00
tool_healing.py studio: extract tool-call XML parser into a reusable helper module (#5583) 2026-05-19 05:06:17 -07:00