botorch-rust (Python package botorch_rs)
A fast Rust implementation of BoTorch with essentially the same Python API. Typical BoTorch code runs after changing the imports:
import torch
from botorch_rs.models import SingleTaskGP
from botorch_rs.models.transforms import Normalize, Standardize
from botorch_rs.mlls import ExactMarginalLogLikelihood
from botorch_rs.fit import fit_gpytorch_mll
from botorch_rs.acquisition import LogExpectedImprovement
from botorch_rs.optim import optimize_acqf
train_X = torch.rand(20, 6, dtype=torch.float64)
train_Y = (train_X - 0.5).pow(2).sum(-1, keepdim=True).neg()
model = SingleTaskGP(train_X, train_Y, input_transform=Normalize(d=6),
outcome_transform=Standardize(m=1))
fit_gpytorch_mll(ExactMarginalLogLikelihood(model.likelihood, model))
acqf = LogExpectedImprovement(model, best_f=train_Y.max())
bounds = torch.stack([torch.zeros(6), torch.ones(6)]).double()
candidate, value = optimize_acqf(acqf, bounds=bounds, q=1, num_restarts=10, raw_samples=512)
The package has no runtime dependencies: arrays may be torch tensors, NumPy arrays or nested lists of floats, and results have the type of the corresponding input. See the repository's README for the supported API, accuracy, benchmarks and known differences from BoTorch.
Installation
From a source checkout (requires a Rust toolchain):
$ pip install ./botorch_pyo3
License
MIT License
1 maintainer
Metadata
1 maintainer
Release files for botorch-rust 0.2.0
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 | |
|---|---|---|---|---|
| botorch_rust-0.2.0.tar.gz | 9.4 MB | With provenance | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| botorch_rust-0.2.0-cp311-abi3-win_amd64.whl | CPython 3.11 | abi3 | Windows x86-64 | Details |
| botorch_rust-0.2.0-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.11 | abi3 | Linux glibc 2.17+ x86-64 | Details |
| botorch_rust-0.2.0-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl | CPython 3.11 | abi3 | Linux glibc 2.17+ ARM64 | Details |
| botorch_rust-0.2.0-cp311-abi3-macosx_11_0_arm64.whl | CPython 3.11 | abi3 | macOS 11.0+ ARM64 | Details |
| botorch_rust-0.2.0-cp311-abi3-macosx_10_12_x86_64.whl | CPython 3.11 | abi3 | macOS 10.12+ x86-64 | Details |
Total release size: 32.3 MB
Release files / botorch_rust-0.2.0.tar.gz
| Download URL | botorch_rust-0.2.0.tar.gz |
|---|---|
| Size | 9.4 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
cdcc7b8b2c8da9e3de6e0433416f3abe48ff8a405317b1380541a2996e3dd687
|
|
BLAKE2b-256 checksum How to use checksums |
280ea043c8402caf1b239db937c410878dd09d2678bbdfc4ba44174e7a89fae5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 17, 2026.
Transparency logRelease files / botorch_rust-0.2.0-cp311-abi3-win_amd64.whl
| Download URL | botorch_rust-0.2.0-cp311-abi3-win_amd64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.11 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
74bbf738d5a50d289807a9eba731c72d9d2d58e090b266ddda64fc7fa9d04152
|
|
BLAKE2b-256 checksum How to use checksums |
0422ebf735f674461391558a6d450f54a931428b543591becba999750a5fc90e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 17, 2026.
Transparency logRelease files / botorch_rust-0.2.0-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | botorch_rust-0.2.0-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
edf67a7003eec988a3fb90f76a5ae456c30eaacf14635a90da124286252f2fbe
|
|
BLAKE2b-256 checksum How to use checksums |
0fe7b746f39dc0cda937d5d2a54ca45036ea5c2714856514650609af50c01a50
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 17, 2026.
Transparency logRelease files / botorch_rust-0.2.0-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | botorch_rust-0.2.0-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 4.4 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
a356ff0f84c1350f2b4ef58640d0e5670e975d914a039be3882b4462e80e15bc
|
|
BLAKE2b-256 checksum How to use checksums |
8a01f7d8a033236973315dfc5d569267fb305fd5cc2ee812b71ecad580951782
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 17, 2026.
Transparency logRelease files / botorch_rust-0.2.0-cp311-abi3-macosx_11_0_arm64.whl
| Download URL | botorch_rust-0.2.0-cp311-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.11 abi3 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
9e423b62ac0daac06d6e80bee4c90fff8d4cef19dddcd8b60d60148d0161560a
|
|
BLAKE2b-256 checksum How to use checksums |
a09eb11f253c334b206896c216efc899468ce1efa6f779ecebd3be691528a34f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 17, 2026.
Transparency logRelease files / botorch_rust-0.2.0-cp311-abi3-macosx_10_12_x86_64.whl
| Download URL | botorch_rust-0.2.0-cp311-abi3-macosx_10_12_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.11 abi3 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
87289e856c5eecb58c14c385b202116792df56eb94aad2f2801470c16ea57fce
|
|
BLAKE2b-256 checksum How to use checksums |
dfd2d7abe5910d859811c8e8041717ffcfe18e42105a8db5de90e1572eca0325
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 17, 2026.
Transparency logSecurity for botorch-rust 0.2.0
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 6 files in this release have been uploaded with provenance metadata.
Attestation for botorch_rust-0.2.0.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 Oct 17, 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.
