bart-rs
A high-performance Rust implementation of an optimized Particle Gibbs BART (PGBART) sampler. This is the sampler used by pymc-bart.
Table of Contents
Installation
bart-rs is available on PyPI with pre-built wheels for Linux, MacOS and Windows.
If pymc_bart depends on bartrs, so, there is no need to install it separately. If you want to, then
it is possible via:
pip install bartrs
Metadata
Release files for bartrs 0.4.0
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 | |
|---|---|---|---|---|
| bartrs-0.4.0.tar.gz | 101.9 kB | With provenance | Details |
Built distributions (wheels)
Total release size: 20.1 MB
Release files / bartrs-0.4.0.tar.gz
| Download URL | bartrs-0.4.0.tar.gz |
|---|---|
| Size | 101.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
1c4dd0acfb4f9d5e7a7f32108af5f32654aa70e3f04970524835911af3a7e1cf
|
|
BLAKE2b-256 checksum How to use checksums |
453c81ba98dffea80ed950575bdff3b4c7e7cad270ef853a3d41e15c939775c5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl
| Download URL | bartrs-0.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
7d3c7da97951650c6c3096c7ecb94fd94ca1b0a8ffdf9fe82172eb135eb14844
|
|
BLAKE2b-256 checksum How to use checksums |
eb5579d79fc583765fb17d68b176678bb2ad563bd621bf736fbb9a7416d64471
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314t-manylinux_2_28_aarch64.whl
| Download URL | bartrs-0.4.0-cp314-cp314t-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
449cf6a2678deeb5b2280aebea76d2e724118e59497f71e0e21dbdc928e63702
|
|
BLAKE2b-256 checksum How to use checksums |
e69f66f6274da2706a2fc1b48229854f55aa05f6d1d6fa92680196e432af78d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314-win_amd64.whl
| Download URL | bartrs-0.4.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 292.0 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
cf8a6aa8e590fde3460c75e4070aee542738fda3f1209df5bb142474ea814d8d
|
|
BLAKE2b-256 checksum How to use checksums |
8a3effdc0f89ca1ae8008db68d1e95e0de7704a446bc63e0b7165c725df3891d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314-manylinux_2_28_x86_64.whl
| Download URL | bartrs-0.4.0-cp314-cp314-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
2d5da6ace90ec4d9a74562d6547e4fd7a30c70b24cfa11a872cbcfb9caa70784
|
|
BLAKE2b-256 checksum How to use checksums |
c0c9528e2ec332e1fc71256353b00f716cf2ff7316b02d2071be90bf84eb5d27
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314-manylinux_2_28_aarch64.whl
| Download URL | bartrs-0.4.0-cp314-cp314-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
2e438c4f23dae73e29af72812696fcdbbbab45a5e667a6ac3a55592542884442
|
|
BLAKE2b-256 checksum How to use checksums |
8f1fc01f0e2443163739135446fc8ccef64d9055746624948c8d5eac245d6245
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | bartrs-0.4.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 377.0 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a3c1b2d504a34497897426852ed438bb63ecc284e06578eb1451a00cbaf3ad45
|
|
BLAKE2b-256 checksum How to use checksums |
1aa3d5de96e24ad38b883f4750faed18a8056318452c7f942fa6ae02d1204611
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | bartrs-0.4.0-cp314-cp314-macosx_10_12_x86_64.whl |
|---|---|
| Size | 404.8 kB |
| Tags | CPython 3.14 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
17dc81fce9ed2b66e6a82129492f217d3a698aca782a6f80bbf1351597851c3b
|
|
BLAKE2b-256 checksum How to use checksums |
181a694747f7a2e70d7df8106793048d6701c90adb08b3b234edcd661ef64a95
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp313-cp313-win_amd64.whl
| Download URL | bartrs-0.4.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 292.3 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a6fdb38ca08bd9d3001fa2dac1950bc2f07e44ff7d8e00295aaea99effe3b2ea
|
|
BLAKE2b-256 checksum How to use checksums |
fba3a46189dd88c13d5c4eba4e444cddd1bf172e63f8a0a872d76c14ab7b92b4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp313-cp313-manylinux_2_28_x86_64.whl
| Download URL | bartrs-0.4.0-cp313-cp313-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
135364469d0de5bac1d20e965ba6022a2d50f1138ed240698e1a5bd93e329e58
|
|
BLAKE2b-256 checksum How to use checksums |
6f23f0121821d232eaca84e77bed1c6a4928756bc7220acbfa4390d84b21acb9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp313-cp313-manylinux_2_28_aarch64.whl
| Download URL | bartrs-0.4.0-cp313-cp313-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
aa5d03f365bbc97d07fd516225341d4416acff04b57b41bd2bdf49b16f852ff2
|
|
BLAKE2b-256 checksum How to use checksums |
4c1ac6903b8009e945c92c90a7b98e37c2bf39a02bd466e7e1cad797a13756a2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | bartrs-0.4.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 377.1 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2cdd82d75a1a492456097447cb15dfa3153d9404d08f7704a691c366d01741f6
|
|
BLAKE2b-256 checksum How to use checksums |
2e2bd792c0832e78dd704fd2e3bf77f2c664435023b3f35cba6f2df3885939a3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp313-cp313-macosx_10_12_x86_64.whl
| Download URL | bartrs-0.4.0-cp313-cp313-macosx_10_12_x86_64.whl |
|---|---|
| Size | 404.7 kB |
| Tags | CPython 3.13 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
4f3b68db2732ec726b324c9521b6c6f9bcb08aead2d1d2d1fc3e5006a4a5d77c
|
|
BLAKE2b-256 checksum How to use checksums |
31eb707ce5c68c04917df12ddf1020975c1c605c27417d5b1e72ea373824099c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp312-cp312-win_amd64.whl
| Download URL | bartrs-0.4.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 292.4 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a3677be35bea3d5ff36fc8e3e3b46aafe3a1f3abe1fa5d6eaebe6d1ea224a7ea
|
|
BLAKE2b-256 checksum How to use checksums |
c59c7c1f70fce6e91da4405868ed420b72e94ba0d8e02c6a00c9792d5f2bb4f9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp312-cp312-manylinux_2_28_x86_64.whl
| Download URL | bartrs-0.4.0-cp312-cp312-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.3 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
03bfae08367f5a418875e827e192d9ada49f8974bc542bb3e14a1be48ec59021
|
|
BLAKE2b-256 checksum How to use checksums |
59d6bc1c99db21760bd94fd368730c3b090c18d3718e593692c290d88cb70e49
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp312-cp312-manylinux_2_28_aarch64.whl
| Download URL | bartrs-0.4.0-cp312-cp312-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1e14c3c6f25c102ce420365adea95af19e75bc0674d7758317df8993a63437ff
|
|
BLAKE2b-256 checksum How to use checksums |
af9d58fa088433ff2ea27bf64f26447986ddcb771f9b735553ede9bf9588dd62
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | bartrs-0.4.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 377.3 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
dfd9de1c44f108debf82170393203953319070cd73c5ddc6e9a820f8301630ca
|
|
BLAKE2b-256 checksum How to use checksums |
31b8ab885b73b7fa38305d47203b900734c4fff5e28d36e98bc7283bd42cc5ed
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logRelease files / bartrs-0.4.0-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | bartrs-0.4.0-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 404.8 kB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
f4c08fa2de63628edd87e3cb3b910a89e846fbb03a3ef5293fcc38a130f31262
|
|
BLAKE2b-256 checksum How to use checksums |
b57146685009f69df2e948d7aa2f632e1d521b175428e016dc88925b9d93e928
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Aug 16, 2026.
Transparency logSecurity for bartrs 0.4.0
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
All 18 files in this release have been uploaded with provenance metadata.
Attestation for bartrs-0.4.0.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 Aug 16, 2026.
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.