From 1813f1efcceebfef6d5cc4f6aa2fcb7fcc043b93 Mon Sep 17 00:00:00 2001 From: Ray Date: Mon, 3 Aug 2026 01:20:07 +0800 Subject: [PATCH] Sync PageIndex Flash from private branch --- pageindex/flash/README.md | 54 +++++++++-------------- pageindex/flash/assets/cost_vs_pages.png | Bin 65085 -> 0 bytes 2 files changed, 21 insertions(+), 33 deletions(-) delete mode 100644 pageindex/flash/assets/cost_vs_pages.png diff --git a/pageindex/flash/README.md b/pageindex/flash/README.md index 85b4b5ede..f747030fc 100644 --- a/pageindex/flash/README.md +++ b/pageindex/flash/README.md @@ -1,22 +1,32 @@ # PageIndex Flash -Builds a PageIndex tree structure from a PDF using layout statistics alone. -No LLM, no API key, no OCR, no network. Runs in seconds, fully offline. +Builds the PageIndex tree structure from a PDF using layout statistics without +an LLM. Augmenting the tree with summaries and refining it for retrieval needs +an LLM. ## Usage +### Python + ```python from pageindex.flash import page_index_flash -tree = page_index_flash("paper.pdf") +tree = page_index_flash("paper.pdf") # with node summaries +tree = page_index_flash("paper.pdf", summary=False) # tree structure only, no LLM +tree = page_index_flash("paper.pdf", optimize=True) # with node summaries + refined tree ``` +Takes a file path or an `io.BytesIO` stream and returns the tree as a dict. +Summaries are on by default and need an LLM API key. + +### Command line + ```bash python3 run_pageindex.py --pdf_path document.pdf --flash +python3 run_pageindex.py --pdf_path document.pdf --flash --optimize ``` -Accepts a path (`str` or `pathlib.Path`) or an `io.BytesIO` stream. Raises on a -missing, non-PDF, encrypted, empty, or unreadable file. +Writes the tree to `results/_structure_flash.json`. ## Output @@ -28,32 +38,22 @@ missing, non-PDF, encrypted, empty, or unreadable file. { "title": str, "node_id": str, # 4-digit, zero-padded - "start_index": int, + "start_index": int, # 1-based, inclusive "end_index": int, - "key_items": [str], # with --optimize: titles of merged-away subsections - "nodes": [...], # absent on leaf nodes + "summary": str, + "key_items": [str], # optimize only: titles of subsections merged away + "nodes": [...], # absent on leaves } ], } ``` -Page indexes are 1-based. `nodes` nests the same shape recursively. Without -`--optimize` the extracted tree is returned as-is. - ## Benchmark Nine PDFs, each run end to end with tree optimization: PDF parse, layout outline, merge, LLM expand, then a summary for every node. -![Time against document length](assets/time_vs_pages.png) - -![Cost against document length](assets/cost_vs_pages.png) - -Both scale close to linearly with length, at 218 s and $0.85 per 1,000 pages. -Two qualifiers. Cost follows node count a little more closely than page count, -$0.0007 to $0.0016 per node, so a densely structured document costs more than -its length suggests. And wall clock flattens past roughly 700 pages, where -summary concurrency rather than length becomes the limit. +Time against document length | Document | Pages | Input tokens | Output tokens | |---|---:|---:|---:| @@ -68,16 +68,4 @@ summary concurrency rather than length becomes the limit. | Machine Learning: A Probabilistic Perspective | 1,098 | 1,587,265 | 646,958 | | **Total** | **2,985** | **3,751,599** | **1,392,588** | -Measured with `gpt-5.6-luna` at $0.20 / $1.20 per million input / output tokens, -priced cold with no prompt-cache discount. - -## Limits - -- Scanned PDFs without embedded text are not supported. -- Encrypted PDFs need preprocessing first. -- Headings drawn as vector paths, or very decorative layouts, can be missed. -- Titles are taken from the document text as-is. - -## Dependencies - -`pypdfium2`, `PyPDF2`, `regex`, `sortedcontainers`. +Measured with `gpt-5.6-luna`. diff --git a/pageindex/flash/assets/cost_vs_pages.png 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