Dendroptimized

Optimized C++ algorithms for dendromatics.

Implementation and dependencies:

It relies on the Eigen library for matrix and vector operations, Taskflow for parallel processing primitives, nanoflann for nearest neighbor searches, and Wenzel Jakob’s DisjointSet for computing connected components. These libraries are vendored as submodules into the third_party directory. Binding are implemented via nanobind.

Available algorithms:

Parallel drop in replacement for dendromatics voxelization
ad hoc parallel "reduced" DBSCAN (should only work in some dendromatics specific contexts)

To be added in a near future

C++ ad hoc approximate dist axes computation

Installing / Building

dendroptimized is available on PyPI. pip install dendroptimized should be enough but it is meant to be used/called by the dendromatics package

dendroptimized use scikit-build-core as its build system. It is PEP 517 compatible and thus build should be as easy as:

git clone https://github.com/3DFin/dendroptimized
cd dendroptimized
python -m build

Testing

Some basic tests and benchmarks are provided in the tests directory. Tests can be run in a clean and reproducible environments via tox (tox run and tox run -e bench).

Acknowledgement

dendroptimized has been developed at the Centre of Wildfire Research of Swansea University (UK) in collaboration with the Research Institute of Biodiversity (CSIC, Spain) and the Department of Mining Exploitation of the University of Oviedo (Spain).

Funding provided by the UK NERC project (NE/T001194/1):

'Advancing 3D Fuel Mapping for Wildfire Behaviour and Risk Mitigation Modelling'

and by the Spanish Knowledge Generation project (PID2021-126790NB-I00):

‘Advancing carbon emission estimations from wildfires applying artificial intelligence to 3D terrestrial point clouds’.

Metadata

Release files for dendroptimized 0.3.0

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

Source distribution (sdist)

Source distribution for dendroptimized 0.3.0
File	Size	Uploaded
dendroptimized-0.3.0.tar.gz	5.1 MB	Oct 6, 2025	Details

Built distributions (wheels)

Table of built distributions (wheels) for dendroptimized 0.3.0
File	Interpreter	ABI	Platform	Reset
dendroptimized-0.3.0-cp314-cp314-win_amd64.whl 325.5 kB Oct 6, 2025	CPython 3.14	CPython 3.14	Windows x86-64	Details
dendroptimized-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl 651.2 kB Oct 6, 2025	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
dendroptimized-0.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 166.2 kB Oct 6, 2025	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
dendroptimized-0.3.0-cp314-cp314-macosx_11_0_x86_64.whl 148.8 kB Oct 6, 2025	CPython 3.14	CPython 3.14	macOS 11.0+ x86-64	Details
dendroptimized-0.3.0-cp314-cp314-macosx_11_0_arm64.whl 136.6 kB Oct 6, 2025	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
dendroptimized-0.3.0-cp313-cp313-win_amd64.whl 315.8 kB Oct 6, 2025	CPython 3.13	CPython 3.13	Windows x86-64	Details
dendroptimized-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl 651.2 kB Oct 6, 2025	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
dendroptimized-0.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 166.2 kB Oct 6, 2025	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
dendroptimized-0.3.0-cp313-cp313-macosx_11_0_x86_64.whl 148.8 kB Oct 6, 2025	CPython 3.13	CPython 3.13	macOS 11.0+ x86-64	Details
dendroptimized-0.3.0-cp313-cp313-macosx_11_0_arm64.whl 136.5 kB Oct 6, 2025	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
dendroptimized-0.3.0-cp312-cp312-win_amd64.whl 316.0 kB Oct 6, 2025	CPython 3.12	CPython 3.12	Windows x86-64	Details
dendroptimized-0.3.0-cp312-cp312-musllinux_1_2_x86_64.whl 651.2 kB Oct 6, 2025	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
dendroptimized-0.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 166.2 kB Oct 6, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
dendroptimized-0.3.0-cp312-cp312-macosx_11_0_x86_64.whl 148.8 kB Oct 6, 2025	CPython 3.12	CPython 3.12	macOS 11.0+ x86-64	Details
dendroptimized-0.3.0-cp312-cp312-macosx_11_0_arm64.whl 136.5 kB Oct 6, 2025	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
dendroptimized-0.3.0-cp311-cp311-win_amd64.whl 316.2 kB Oct 6, 2025	CPython 3.11	CPython 3.11	Windows x86-64	Details
dendroptimized-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl 651.4 kB Oct 6, 2025	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
dendroptimized-0.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 166.5 kB Oct 6, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
dendroptimized-0.3.0-cp311-cp311-macosx_11_0_x86_64.whl 149.0 kB Oct 6, 2025	CPython 3.11	CPython 3.11	macOS 11.0+ x86-64	Details
dendroptimized-0.3.0-cp311-cp311-macosx_11_0_arm64.whl 136.9 kB Oct 6, 2025	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
dendroptimized-0.3.0-cp310-cp310-win_amd64.whl 316.2 kB Oct 6, 2025	CPython 3.10	CPython 3.10	Windows x86-64	Details
dendroptimized-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl 651.6 kB Oct 6, 2025	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
dendroptimized-0.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 166.6 kB Oct 6, 2025	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
dendroptimized-0.3.0-cp310-cp310-macosx_11_0_x86_64.whl 149.1 kB Oct 6, 2025	CPython 3.10	CPython 3.10	macOS 11.0+ x86-64	Details
dendroptimized-0.3.0-cp310-cp310-macosx_11_0_arm64.whl 137.0 kB Oct 6, 2025	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
dendroptimized-0.3.0-cp39-cp39-win_amd64.whl 316.6 kB Oct 6, 2025	CPython 3.9	CPython 3.9	Windows x86-64	Details
dendroptimized-0.3.0-cp39-cp39-musllinux_1_2_x86_64.whl 651.6 kB Oct 6, 2025	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
dendroptimized-0.3.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 166.7 kB Oct 6, 2025	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
dendroptimized-0.3.0-cp39-cp39-macosx_11_0_x86_64.whl 149.2 kB Oct 6, 2025	CPython 3.9	CPython 3.9	macOS 11.0+ x86-64	Details
dendroptimized-0.3.0-cp39-cp39-macosx_11_0_arm64.whl 137.0 kB Oct 6, 2025	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details

Total release size: 13.7 MB

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Release files / dendroptimized-0.3.0-cp311-cp311-macosx_11_0_arm64.whl

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Release files / dendroptimized-0.3.0-cp310-cp310-win_amd64.whl

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Release files / dendroptimized-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Release files / dendroptimized-0.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Release files / dendroptimized-0.3.0-cp310-cp310-macosx_11_0_x86_64.whl

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Release files / dendroptimized-0.3.0-cp310-cp310-macosx_11_0_arm64.whl

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Release files / dendroptimized-0.3.0-cp39-cp39-win_amd64.whl

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Release files / dendroptimized-0.3.0-cp39-cp39-musllinux_1_2_x86_64.whl

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Release files / dendroptimized-0.3.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Release files / dendroptimized-0.3.0-cp39-cp39-macosx_11_0_x86_64.whl

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Release files / dendroptimized-0.3.0-cp39-cp39-macosx_11_0_arm64.whl

Download URL	dendroptimized-0.3.0-cp39-cp39-macosx_11_0_arm64.whl
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