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}},
}

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

prosemble-2.4.0.tar.gz (578.5 kB view details)

Uploaded Aug 30, 2026 Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

prosemble-2.4.0-py2.py3-none-any.whl (519.1 kB view details)

Uploaded Aug 30, 2026 Python 2Python 3

File details

Details for the file prosemble-2.4.0.tar.gz.

File metadata

Download URL: prosemble-2.4.0.tar.gz
Upload date: Aug 30, 2026
Size: 578.5 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for prosemble-2.4.0.tar.gz
Algorithm	Hash digest
SHA256	`246d81029a6d2165bd49ae7df7713ee08100a6361a89f7590004ab373f7b5e34`
MD5	`a1b5fcef9a8802f6159765462123de9c`
BLAKE2b-256	`86e5926f569f4df583ed7535196c5f91726d97470a439319cb7f367ed0f3de47`

See more details on using hashes here.

Provenance

The following attestation bundles were made for prosemble-2.4.0.tar.gz:

Publisher: release.yml on naotoo1/prosemble

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: prosemble-2.4.0.tar.gz
- Subject digest: 246d81029a6d2165bd49ae7df7713ee08100a6361a89f7590004ab373f7b5e34
- Sigstore transparency entry: 2655347914
- Sigstore integration time: Aug 30, 2026
Source repository:
- Permalink: naotoo1/prosemble@4e97f43b88dd6255b7435c0b847a96ea80e48fa1
- Branch / Tag: refs/tags/v2.4.0
- Owner: https://github.com/naotoo1
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release.yml@4e97f43b88dd6255b7435c0b847a96ea80e48fa1
- Trigger Event: push