adran

piccy

(welsh, 'ah-dran' - meaning 'section')

Adran is a small package which enables heirarchical expansion of markdown formatted text based on index ranges - especially useful for expanding chunks in RAG pipelines. adran builds its heirarchies based on markdown heading nests, and can be used to identify the sections, parent sections and sibling sections of a range of text from the source file.

Setup

To use adran, you must first install it, ideally into a python virtual environment:

pip install uv

uv venv --python 3.13
source .venv/bin/activate # or .venv\Scripts\activate on windows

uv pip install darn_it

Usage

You can import it into your python session to use:

from adran import Parser

parser = Parser(
  markdown_path="README.md"
)
nodes = parser.parse()

this will create a json formatted output explaining the section structure of your markdown text input, for instance the output for this README can be found in tests/README_parse_output.json

you can then choose to consume this data at a later point, by providing the index range in your markdown file that you wish to expand from:

outcome = parser.recall_text_indices(
    start=2_800,
    end=2_900,
    text_depth=1,
    heading_depth=None,
    text_siblings=False,
    heading_siblings=True,
)

yielding the following outcome:

[
    RecallEntry(heading='adran', body_range=None, depth=1),
    RecallEntry(heading='Setup', body_range=None, depth=2),
    RecallEntry(heading='Usage', body_range=None, depth=2),
    RecallEntry(heading='Recall Text Indices Variables', body_range=None, depth=3),
    RecallEntry(heading='Start / End', body_range=None, depth=4),
    RecallEntry(heading='Text / Heading Depth', body_range=(1582, 2194), depth=4),
    RecallEntry(heading='Text / Heading Siblings', body_range=None, depth=4)
]

users may then wish to use the built in .rehydrate_range() method to then access the text:

outcome.rehydrate_range(
    # the markdown path must be provided either here or in the Parser
    show_filtered_ranges=True,
)

set show_filtered_ranges to true to show the idx range of sections whose headings exist but bodies have been filtered - this is (potentially) useful for agentic RAG (idk ive not tested it truth be told).

Recall Text Indices Variables

Start / End

These variables define the index range in the markdown file you want to expand from.

Text / Heading Depth

These variables define how far up the section tree you wish to climb. see the following table for details:

value meaning
0 do not even include the section your range is included within
1 include the sections your range is explicitly covering, but nothing more
2 include the parent section of your current subsection, (along with any siblings, if siblings are turned on)
N incude the 'N - 1' parent sections of your current subsection, (along with any siblings, if siblings are turned on)
None Terminal value, selects all so you dont need to know depth ahead of time

Text / Heading Siblings

These variables decide whether adran will expand strictly linearly or include sibling sections during its expansion (i.e. other nodes not in the range that are of the same level of depth). the siblings will be bound by your rules on depth - but bare in mind children of siblings will therefore always be included since these will always be at the right depth if the parent is.

But... Why?

Though small chunks are often useful for vector search, the limited context can cause RAG systems to give incorrect or partial answers. by allowing a posthoc reexpansion step, your pipeline is able to find the best of both worlds.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for JohnCLStokes from gravatar.com JohnCLStokes

License

MIT License

Requires

Python >=3.10

Classifiers

Metadata

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for JohnCLStokes from gravatar.com JohnCLStokes

License

MIT License

Requires

Python >=3.10

Classifiers

Release files for adran 1.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for adran 1.1.0
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adran-1.1.0.tar.gz 69.6 kB Without provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for adran 1.1.0
File
adran-1.1.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 837.1 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
adran-1.1.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl 858.2 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
adran-1.1.0-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl 889.6 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details
adran-1.1.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 805.3 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details
adran-1.1.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 603.4 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 671.4 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 765.3 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 614.8 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 627.0 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details
adran-1.1.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl 648.5 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 598.7 kB Without provenance CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl 642.1 kB Without provenance CPython 3.15 CPython 3.15 free-threading Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 599.3 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl 643.3 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl 833.2 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
adran-1.1.0-cp314-cp314t-musllinux_1_2_i686.whl 851.4 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details
adran-1.1.0-cp314-cp314t-musllinux_1_2_armv7l.whl 886.1 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details
adran-1.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl 801.7 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
adran-1.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 599.1 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.9 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 759.2 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 609.2 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 623.6 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
adran-1.1.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl 641.2 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp314-cp314-win_amd64.whl 399.2 kB Without provenance CPython 3.14 CPython 3.14 Windows x86-64 Details
adran-1.1.0-cp314-cp314-win32.whl 370.0 kB Without provenance CPython 3.14 CPython 3.14 Windows x86-32 Details
adran-1.1.0-cp314-cp314-musllinux_1_2_x86_64.whl 833.3 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
adran-1.1.0-cp314-cp314-musllinux_1_2_i686.whl 853.2 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
adran-1.1.0-cp314-cp314-musllinux_1_2_armv7l.whl 887.0 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
adran-1.1.0-cp314-cp314-musllinux_1_2_aarch64.whl 802.1 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
adran-1.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 599.1 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 667.0 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 758.8 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 610.4 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 623.9 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
adran-1.1.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl 643.1 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp314-cp314-macosx_11_0_arm64.whl 538.0 kB Without provenance CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
adran-1.1.0-cp313-cp313-win_amd64.whl 398.6 kB Without provenance CPython 3.13 CPython 3.13 Windows x86-64 Details
adran-1.1.0-cp313-cp313-musllinux_1_2_x86_64.whl 832.5 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
adran-1.1.0-cp313-cp313-musllinux_1_2_i686.whl 852.8 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
adran-1.1.0-cp313-cp313-musllinux_1_2_armv7l.whl 886.2 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
adran-1.1.0-cp313-cp313-musllinux_1_2_aarch64.whl 800.5 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
adran-1.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 598.1 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.4 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 758.7 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 609.3 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 623.3 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
adran-1.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl 642.3 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp313-cp313-macosx_11_0_arm64.whl 537.5 kB Without provenance CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
adran-1.1.0-cp312-cp312-win_amd64.whl 399.0 kB Without provenance CPython 3.12 CPython 3.12 Windows x86-64 Details
adran-1.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 833.2 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
adran-1.1.0-cp312-cp312-musllinux_1_2_i686.whl 852.8 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
adran-1.1.0-cp312-cp312-musllinux_1_2_armv7l.whl 886.2 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
adran-1.1.0-cp312-cp312-musllinux_1_2_aarch64.whl 800.9 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
adran-1.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 599.0 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.3 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 758.2 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 609.4 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 623.2 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
adran-1.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 643.0 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp312-cp312-macosx_11_0_arm64.whl 538.0 kB Without provenance CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
adran-1.1.0-cp311-cp311-win_amd64.whl 400.6 kB Without provenance CPython 3.11 CPython 3.11 Windows x86-64 Details
adran-1.1.0-cp311-cp311-musllinux_1_2_x86_64.whl 835.0 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
adran-1.1.0-cp311-cp311-musllinux_1_2_i686.whl 857.6 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
adran-1.1.0-cp311-cp311-musllinux_1_2_armv7l.whl 889.6 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
adran-1.1.0-cp311-cp311-musllinux_1_2_aarch64.whl 805.3 kB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
adran-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 601.5 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 669.0 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 762.8 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 613.9 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 626.3 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
adran-1.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 648.2 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details
adran-1.1.0-cp311-cp311-macosx_11_0_arm64.whl 542.6 kB Without provenance CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
adran-1.1.0-cp310-cp310-win_amd64.whl 400.6 kB Without provenance CPython 3.10 CPython 3.10 Windows x86-64 Details
adran-1.1.0-cp310-cp310-musllinux_1_2_x86_64.whl 835.3 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
adran-1.1.0-cp310-cp310-musllinux_1_2_i686.whl 857.2 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
adran-1.1.0-cp310-cp310-musllinux_1_2_armv7l.whl 889.4 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
adran-1.1.0-cp310-cp310-musllinux_1_2_aarch64.whl 805.3 kB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
adran-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 601.6 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
adran-1.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 669.7 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
adran-1.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 763.0 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
adran-1.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 613.8 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
adran-1.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 626.5 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
adran-1.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl 648.0 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32 Details

Total release size: 58.1 MB

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