Prosemble
Description
This is a JAX-based Python toolbox for research and application of prototype-based machine learning methods and other interpretable models. All models are JIT-compiled and run on CPU, GPU and TPU. The focus of Prosemble is ease-of-use, extensibility and speed.
Installation
Prosemble can be installed using pip:
pip install prosemble
To install with JAX support:
pip install "prosemble[jax]" # CPU
pip install "prosemble[jax-cuda12]" # GPU (CUDA 12)
To install the development version:
git clone https://github.com/naotoo1/prosemble.git
cd prosemble
pip install -e ".[all]"
Documentation
The full documentation is available at prosemble.readthedocs.io.
To build locally:
cd sphinx-docs && make html
Examples
See the examples/ directory.
Development
Prosemble provides a reproducible development environment using devenv:
git clone https://github.com/naotoo1/prosemble.git
cd prosemble
devenv shell
uv sync --extra jax --extra dev
uv run pytest tests/ -x -q
Citation
@misc{Otoo_Prosemble_2022,
author = {Otoo, Nana Abeka},
title = {Prosemble},
year = {2022},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/naotoo1/Prosemble}},
}
1 maintainer
Metadata
1 maintainer
Release files for prosemble 2.4.0
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| prosemble-2.4.0.tar.gz | 578.5 kB | With provenance | Details for prosemble-2.4.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| prosemble-2.4.0-py2.py3-none-any.whl | Python 3, Python 2 | none | any | Details for prosemble-2.4.0-py2.py3-none-any.whl |
Total release size: 1.1 MB
Release files / prosemble-2.4.0.tar.gz
| Download URL | prosemble-2.4.0.tar.gz |
|---|---|
| Size | 578.5 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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| Download URL | prosemble-2.4.0-py2.py3-none-any.whl |
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| Size | 519.1 kB |
| Tags | Python 2 Python 3 |
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SHA-256 checksum How to use checksums |
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Yes |
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twine/7.0.0 CPython/3.13.14
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