EGObox - Efficient Global Optimization toolbox

pytests DOI

egobox package is the Python binding of the optimizer named Egor and the surrogate model Gpx, mixture of Gaussian processes, from the EGObox libraries written in Rust.

Installation

pip install egobox

This installation also provides the gpx command-line interface:

gpx --help

Egor optimizer

import numpy as np
import egobox as egx


# Objective function
def f_obj(x: np.ndarray) -> np.ndarray:
    return (x - 3.5) * np.sin((x - 3.5) / (np.pi))


# Minimize f_opt in [0, 25]
optim = egx.Egor([[0.0, 25.0]]).minimize(f_obj, max_iters=20, seed=42)
print(
    f"Optimization f={optim.result.y_opt} at {optim.result.x_opt}"
)  # Optimization f=[-15.12510323] at [18.93525454]
print(
    f"Status {optim.status.exit} in {optim.status.elapsed_time}s"
)  # ExitStatus.SOLVER_CONVERGED in 0.021s

Gpx surrogate model

import numpy as np
import matplotlib.pyplot as plt
import egobox as egx

# Training
xtrain = np.array([0.0, 1.0, 2.0, 3.0, 4.0])
ytrain = np.array([0.0, 1.0, 1.5, 0.9, 1.0])
gpx = egx.Gpx.builder().fit(xtrain, ytrain)

# Prediction
xtest = np.linspace(0, 4, 100).reshape((-1, 1))
ytest = gpx.predict(xtest)

# Plot
plt.plot(xtest, ytest)
plt.plot(xtrain, ytrain, "o")
plt.show()

See the tutorial notebooks and examples folder for more information on the usage of the optimizer and mixture of Gaussian processes surrogate model.

Project links

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License

Apache Software License

Requires

Python >=3.10

Classifiers

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Metadata

Project links

Data verified by PyPI on Oct 7, 2026
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  • Released:
Latest release

1 maintainer

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Data verified by PyPI on Oct 7, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Apache Software License

Requires

Python >=3.10

Classifiers

Report project as malware

Release files for egobox 0.38.1

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Source distribution for egobox 0.38.1
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Table of built distributions (wheels) for egobox 0.38.1
File
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egobox-0.38.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.2 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
egobox-0.38.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 6.6 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
egobox-0.38.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.8 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
egobox-0.38.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.0 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
egobox-0.38.1-cp312-cp312-macosx_11_0_arm64.whl 5.1 MB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
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egobox-0.38.1-cp311-cp311-win_amd64.whl 5.0 MB CPython 3.11 CPython 3.11 Windows x86-64 Details
egobox-0.38.1-cp311-cp311-musllinux_1_2_x86_64.whl 6.6 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
egobox-0.38.1-cp311-cp311-musllinux_1_2_i686.whl 6.5 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
egobox-0.38.1-cp311-cp311-musllinux_1_2_armv7l.whl 6.1 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
egobox-0.38.1-cp311-cp311-musllinux_1_2_aarch64.whl 6.1 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
egobox-0.38.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
egobox-0.38.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 6.4 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
egobox-0.38.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.2 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
egobox-0.38.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 6.7 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
egobox-0.38.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.8 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
egobox-0.38.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.0 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
egobox-0.38.1-cp311-cp311-macosx_11_0_arm64.whl 5.1 MB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
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egobox-0.38.1-cp310-cp310-musllinux_1_2_i686.whl 6.5 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
egobox-0.38.1-cp310-cp310-musllinux_1_2_armv7l.whl 6.1 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
egobox-0.38.1-cp310-cp310-musllinux_1_2_aarch64.whl 6.1 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
egobox-0.38.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
egobox-0.38.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 6.4 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
egobox-0.38.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.2 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
egobox-0.38.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 6.7 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
egobox-0.38.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.8 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
egobox-0.38.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.0 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details

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