EGObox - Efficient Global Optimization toolbox

pytests DOI

egobox package is the Python binding of the optimizer named Egor (and its multi-objective counterpart Belfegor) 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

Belfegor multi-objective optimizer (experimental)

Belfegor approximates the Pareto front of several objectives, all minimized, the function returning [obj_1, ..., obj_n_obj, cstr_1, ...] columns. It shares the Egor options which apply to several objectives, the multi-objective strategy being set with MooConfig (EHVI by default for 2 or 3 objectives, ParEGO beyond, EIM and qEHVI for batches of points set with MooConfig(batch=...)).

import numpy as np
import egobox as egx


# ZDT1 bi-objective function: Pareto front f2 = 1 - sqrt(f1) for x2 = 0
def zdt1(x: np.ndarray) -> np.ndarray:
    f1 = x[:, 0]
    g = 1.0 + 9.0 * x[:, 1]
    return np.column_stack([f1, g * (1.0 - np.sqrt(f1 / g))])


belfegor = egx.Belfegor([[0.0, 1.0], [0.0, 1.0]], n_obj=2, n_doe=10, seed=42)
res = belfegor.minimize(zdt1, max_iters=20)
print(f"Pareto front of {len(res.y_pareto)} points")  # res.x_pareto, res.y_pareto
print(f"Compromise point f={res.y_opt} at x={res.x_opt}")

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. In particular, examples/belfegor_pymoo.py runs Belfegor on pymoo multi-objective test problems (pip install pymoo, then python belfegor_pymoo.py --list to list them and python belfegor_pymoo.py zdt1 --n-var 5 to approximate the ZDT1 Pareto front, plotted with quality metrics such as hypervolume and IGD).

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License

Apache Software License

Requires

Python >=3.10

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Metadata

Project links

Data verified by PyPI on Oct 12, 2026
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  • Released:
Latest release

1 maintainer

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GitHub Statistics

Data verified by PyPI on Oct 12, 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 1.0.0

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Source distribution for egobox 1.0.0
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Built distributions (wheels)

Table of built distributions (wheels) for egobox 1.0.0
File
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egobox-1.0.0-cp314-cp314-win_amd64.whl 5.1 MB CPython 3.14 CPython 3.14 Windows x86-64 Details
egobox-1.0.0-cp314-cp314-musllinux_1_2_x86_64.whl 6.8 MB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
egobox-1.0.0-cp314-cp314-musllinux_1_2_i686.whl 6.6 MB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
egobox-1.0.0-cp314-cp314-musllinux_1_2_armv7l.whl 6.2 MB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
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egobox-1.0.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.3 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details
egobox-1.0.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 6.8 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-32 Details
egobox-1.0.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.9 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
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egobox-1.0.0-cp313-cp313-musllinux_1_2_x86_64.whl 6.8 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
egobox-1.0.0-cp313-cp313-musllinux_1_2_i686.whl 6.6 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
egobox-1.0.0-cp313-cp313-musllinux_1_2_armv7l.whl 6.2 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
egobox-1.0.0-cp313-cp313-musllinux_1_2_aarch64.whl 6.2 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
egobox-1.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.0 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
egobox-1.0.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 6.5 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
egobox-1.0.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.3 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
egobox-1.0.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 6.8 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details
egobox-1.0.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.9 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
egobox-1.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.1 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
egobox-1.0.0-cp313-cp313-macosx_11_0_arm64.whl 5.2 MB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
egobox-1.0.0-cp313-cp313-macosx_10_12_x86_64.whl 5.6 MB CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
egobox-1.0.0-cp312-cp312-win_amd64.whl 5.1 MB CPython 3.12 CPython 3.12 Windows x86-64 Details
egobox-1.0.0-cp312-cp312-musllinux_1_2_x86_64.whl 6.8 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
egobox-1.0.0-cp312-cp312-musllinux_1_2_i686.whl 6.6 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
egobox-1.0.0-cp312-cp312-musllinux_1_2_armv7l.whl 6.2 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
egobox-1.0.0-cp312-cp312-musllinux_1_2_aarch64.whl 6.2 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
egobox-1.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.0 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
egobox-1.0.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 6.5 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
egobox-1.0.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.3 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
egobox-1.0.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 6.8 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
egobox-1.0.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.9 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
egobox-1.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.1 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
egobox-1.0.0-cp312-cp312-macosx_11_0_arm64.whl 5.2 MB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
egobox-1.0.0-cp312-cp312-macosx_10_12_x86_64.whl 5.6 MB CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
egobox-1.0.0-cp311-cp311-win_amd64.whl 5.1 MB CPython 3.11 CPython 3.11 Windows x86-64 Details
egobox-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl 6.8 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
egobox-1.0.0-cp311-cp311-musllinux_1_2_i686.whl 6.6 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
egobox-1.0.0-cp311-cp311-musllinux_1_2_armv7l.whl 6.2 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
egobox-1.0.0-cp311-cp311-musllinux_1_2_aarch64.whl 6.2 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
egobox-1.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.0 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
egobox-1.0.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 6.5 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
egobox-1.0.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.3 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
egobox-1.0.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 6.8 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
egobox-1.0.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.9 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
egobox-1.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.1 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
egobox-1.0.0-cp311-cp311-macosx_11_0_arm64.whl 5.2 MB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
egobox-1.0.0-cp311-cp311-macosx_10_12_x86_64.whl 5.6 MB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
egobox-1.0.0-cp310-cp310-win_amd64.whl 5.1 MB CPython 3.10 CPython 3.10 Windows x86-64 Details
egobox-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl 6.8 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
egobox-1.0.0-cp310-cp310-musllinux_1_2_i686.whl 6.6 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
egobox-1.0.0-cp310-cp310-musllinux_1_2_armv7l.whl 6.2 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
egobox-1.0.0-cp310-cp310-musllinux_1_2_aarch64.whl 6.2 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
egobox-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.0 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
egobox-1.0.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 6.5 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
egobox-1.0.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 7.3 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
egobox-1.0.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 6.8 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
egobox-1.0.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 5.9 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
egobox-1.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.1 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details

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