pylibkriging — Python binding for libKriging
libKriging is a C++ library for Kriging / Gaussian process
regression (fit, predict, simulate, update, input warpings, and scalable variants for large designs).
pylibkriging exposes it to Python through pybind11.
Installation
pip3 install pylibkriging
Requires Python ≥ 3.7 and NumPy (≥ 1.18, NumPy 2 is supported). Pre-built wheels are published for the usual Linux / macOS / Windows targets; see the releases page for the other packages.
Example
X is an n × d float64 array (one row per observation) and y a length-n vector.
import numpy as np
import pylibkriging as lk
X = np.array([[0.0], [0.25], [0.5], [0.75], [1.0]])
f = lambda x: 1 - 0.5 * (np.sin(12 * x) / (1 + x) + 2 * np.cos(7 * x) * x ** 5 + 0.7)
y = f(X[:, 0])
model = lk.Kriging(y, X, "matern5_2")
print(model.summary())
x = np.linspace(0, 1, 100).reshape(-1, 1)
mean, stdev, cov, mean_deriv, stdev_deriv = model.predict(x, return_stdev=True)
sims = model.simulate(nsim=10, seed=123, X=x) # shape (100, 10)
Other classes: WarpKriging (input warpings, categorical / ordinal inputs), MLPKriging, NestedKriging (large
designs), and scikit-learn compatible estimators in pylibkriging.sklearn (pip3 install pylibkriging[sklearn]). See the
method reference for all bindings and the
main README for more examples.
Building from source
Requires a C++17 compiler, CMake ≥ 3.13 and a BLAS/LAPACK implementation. From the repository root (cloned with
--recurse-submodules):
ENABLE_PYTHON_BINDING=on tools/linux-macos/install.sh
ENABLE_PYTHON_BINDING=on tools/linux-macos/build.sh
ENABLE_PYTHON_BINDING=on tools/linux-macos/test.sh
or python3 -m pip install . from the repository root to build and install the wheel directly. See
bindings/Python/README.md for the Windows commands and the other options.
To use a rebuilt module in a running interpreter:
import importlib
import pylibkriging as lk
importlib.reload(lk)
Releasing
Wheels are built and uploaded to PyPI by the release-python GitHub workflow
(.github/workflows/release-python.yml, which calls tools/release/python-release.sh) when a release tag is pushed.
2 maintainers
Metadata
2 maintainers
Release files for pylibkriging 1.2.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| pylibkriging-1.2.2-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| pylibkriging-1.2.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pylibkriging-1.2.2-cp312-cp312-macosx_26_0_universal2.whl | CPython 3.12 | CPython 3.12 | macOS 26.0+ universal2 (ARM64, x86-64) | Details |
| pylibkriging-1.2.2-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| pylibkriging-1.2.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| pylibkriging-1.2.2-cp311-cp311-macosx_26_0_universal2.whl | CPython 3.11 | CPython 3.11 | macOS 26.0+ universal2 (ARM64, x86-64) | Details |
| pylibkriging-1.2.2-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| pylibkriging-1.2.2-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pylibkriging-1.2.2-cp310-cp310-macosx_26_0_universal2.whl | CPython 3.10 | CPython 3.10 | macOS 26.0+ universal2 (ARM64, x86-64) | Details |
| pylibkriging-1.2.2-cp39-cp39-win_amd64.whl | CPython 3.9 | CPython 3.9 | Windows x86-64 | Details |
| pylibkriging-1.2.2-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.9 | CPython 3.9 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pylibkriging-1.2.2-cp39-cp39-macosx_26_0_universal2.whl | CPython 3.9 | CPython 3.9 | macOS 26.0+ universal2 (ARM64, x86-64) | Details |
| pylibkriging-1.2.2-cp37-cp37m-win_amd64.whl | CPython 3.7 | CPython 3.7 pymalloc | Windows x86-64 | Details |
Total release size: 104.9 MB
Release files / pylibkriging-1.2.2-cp312-cp312-win_amd64.whl
| Download URL | pylibkriging-1.2.2-cp312-cp312-win_amd64.whl |
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| Size | 8.4 MB |
| Tags | CPython 3.12 Windows x86-64 |
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Release files / pylibkriging-1.2.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pylibkriging-1.2.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
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| Size | 14.3 MB |
| Tags | CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / pylibkriging-1.2.2-cp312-cp312-macosx_26_0_universal2.whl
| Download URL | pylibkriging-1.2.2-cp312-cp312-macosx_26_0_universal2.whl |
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| Size | 1.5 MB |
| Tags | CPython 3.12 macOS 26.0+ universal2 (ARM64, x86-64) |
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Release files / pylibkriging-1.2.2-cp311-cp311-win_amd64.whl
| Download URL | pylibkriging-1.2.2-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 8.4 MB |
| Tags | CPython 3.11 Windows x86-64 |
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Release files / pylibkriging-1.2.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pylibkriging-1.2.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
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| Size | 14.3 MB |
| Tags | CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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| Download URL | pylibkriging-1.2.2-cp311-cp311-macosx_26_0_universal2.whl |
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| Size | 1.5 MB |
| Tags | CPython 3.11 macOS 26.0+ universal2 (ARM64, x86-64) |
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Release files / pylibkriging-1.2.2-cp310-cp310-win_amd64.whl
| Download URL | pylibkriging-1.2.2-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 8.4 MB |
| Tags | CPython 3.10 Windows x86-64 |
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| Download URL | pylibkriging-1.2.2-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
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| Size | 14.3 MB |
| Tags | CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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Release files / pylibkriging-1.2.2-cp310-cp310-macosx_26_0_universal2.whl
| Download URL | pylibkriging-1.2.2-cp310-cp310-macosx_26_0_universal2.whl |
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| Size | 1.5 MB |
| Tags | CPython 3.10 macOS 26.0+ universal2 (ARM64, x86-64) |
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Release files / pylibkriging-1.2.2-cp39-cp39-win_amd64.whl
| Download URL | pylibkriging-1.2.2-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 8.4 MB |
| Tags | CPython 3.9 Windows x86-64 |
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Release files / pylibkriging-1.2.2-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pylibkriging-1.2.2-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 14.3 MB |
| Tags | CPython 3.9 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
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| Download URL | pylibkriging-1.2.2-cp39-cp39-macosx_26_0_universal2.whl |
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| Size | 1.5 MB |
| Tags | CPython 3.9 macOS 26.0+ universal2 (ARM64, x86-64) |
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Release files / pylibkriging-1.2.2-cp37-cp37m-win_amd64.whl
| Download URL | pylibkriging-1.2.2-cp37-cp37m-win_amd64.whl |
|---|---|
| Size | 8.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
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