Minimal heavy ion physics environment for Machine Learning
To install:
pip install hipe4ml
Mac OS X users: the latest XGBoost version will require OpenMP installed. One easy way of getting it is using brew:
brew install libomp
Documentation
Cite
If you use this package for your analysis please consider citing it! You can use the following reference.
https://doi.org/10.5281/zenodo.5070131
Contribute
Install in-development package
To install the in-development package, from the repository base directory:
pip install -e .[dev]
Run tests
If you have Pylint and Flake8 on your development machine, you can run tests locally by using:
tests/run_tests.sh
in the repository base directory.
Tutorials
If you want to get familiar with hipe4ml, the following tutorials are available:
| Type | Link |
| -------------- | ------------- |
| Binary classifier | 
| Multiclass classifier |
Release files for hipe4ml 0.0.21
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| hipe4ml-0.0.21.tar.gz | 33.0 kB | With provenance | Details for hipe4ml-0.0.21.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| hipe4ml-0.0.21-py3-none-any.whl | Python 3 | none | any | Details for hipe4ml-0.0.21-py3-none-any.whl |
Total release size: 66.1 kB
Release files / hipe4ml-0.0.21.tar.gz
| Download URL | hipe4ml-0.0.21.tar.gz |
|---|---|
| Size | 33.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
58143c777622a400c8395a9b12bebb05d42863f048b076bcb74e719c16b2b168
|
|
BLAKE2b-256 checksum How to use checksums |
6321ca59fb87a4178cd5f5af819e5d77d5ad46eb5360fc4dd3f80dae4ba7adca
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 23, 2025.
Transparency logRelease files / hipe4ml-0.0.21-py3-none-any.whl
| Download URL | hipe4ml-0.0.21-py3-none-any.whl |
|---|---|
| Size | 33.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
83b25e93d4b31465561f03e5378b56e4154988b87dc368b3f0d8b0d25d1f60c4
|
|
BLAKE2b-256 checksum How to use checksums |
f364cba0997c014b470cb4f0a95816b0c04543c18e62591a261f86a3fdb014c7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 23, 2025.
Transparency logSecurity for hipe4ml 0.0.21
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
Both files in this release have been uploaded with provenance metadata.
Attestation for hipe4ml-0.0.21.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 23, 2025.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
