hybgensea

Motivation for the fork

The PyHygese maintainer was not interested in creating binary wheels for publishing in PyPI. This fork enabled that and the creation of a conda-forge package.

Later, the ctypes-based binding from PyHygese was replaced with a nanobind-based binding (HybGenSea 0.1.0+), and much of the Python API was rewritten. Some wrapper code and tests still originate from PyHygese. The upstream library repository, Thibaut Vidal's HGS-CVRP, was changed to my HGS-CVRP fork to enable further improvements in the Python functionality. The algorithm is still the same and so are the default parameters, which means the two repositories should produce the same solutions.

HybGenSea: Hybrid Genetic Search

A solver for the Capacitated Vehicle Routing Problem (CVRP)

This package provides a simple Python wrapper for the Hybrid Genetic Search solver for Capacitated Vehicle Routing Problems (HGS-CVRP).

Installation

pip install hybgensea

Or:

conda install --channel=conda-forge hybgensea

CVRP Example (random)

import numpy as np 
import hybgensea as hgs

n = 20
x = (np.random.rand(n) * 1000)
y = (np.random.rand(n) * 1000)

# Solver initialization
ap = hgs.AlgorithmParameters(timeLimit=3.2)  # seconds
hgs_solver = hgs.Solver(parameters=ap, verbose=True)

# data preparation
data = dict()
data['x_coordinates'] = x
data['y_coordinates'] = y

# You may also supply distance_matrix instead of coordinates, or in addition to coordinates
# If you supply distance_matrix, it will be used for cost calculation.
# The additional coordinates will be helpful in speeding up the algorithm.
# data['distance_matrix'] = dist_mtx

data['service_times'] = np.zeros(n)
demands = np.ones(n)
demands[0] = 0 # depot demand = 0
data['demands'] = demands
data['vehicle_capacity'] = np.ceil(n/3).astype(int)
data['num_vehicles'] = 3
data['depot'] = 0

result = hgs_solver.solve_cvrp(data)
print(result.cost)
print(result.routes)

NOTE: The result.routes above does not include the depot. All vehicles start from the depot and return to the depot.

another CVRP example

# A CVRP from https://developers.google.com/optimization/routing/cvrp
import numpy as np 
import hybgensea as hgs 

data = dict()
data['distance_matrix'] = [
    [0, 548, 776, 696, 582, 274, 502, 194, 308, 194, 536, 502, 388, 354, 468, 776, 662],
    [548, 0, 684, 308, 194, 502, 730, 354, 696, 742, 1084, 594, 480, 674, 1016, 868, 1210],
    [776, 684, 0, 992, 878, 502, 274, 810, 468, 742, 400, 1278, 1164, 1130, 788, 1552, 754],
    [696, 308, 992, 0, 114, 650, 878, 502, 844, 890, 1232, 514, 628, 822, 1164, 560, 1358],
    [582, 194, 878, 114, 0, 536, 764, 388, 730, 776, 1118, 400, 514, 708, 1050, 674, 1244],
    [274, 502, 502, 650, 536, 0, 228, 308, 194, 240, 582, 776, 662, 628, 514, 1050, 708],
    [502, 730, 274, 878, 764, 228, 0, 536, 194, 468, 354, 1004, 890, 856, 514, 1278, 480],
    [194, 354, 810, 502, 388, 308, 536, 0, 342, 388, 730, 468, 354, 320, 662, 742, 856],
    [308, 696, 468, 844, 730, 194, 194, 342, 0, 274, 388, 810, 696, 662, 320, 1084, 514],
    [194, 742, 742, 890, 776, 240, 468, 388, 274, 0, 342, 536, 422, 388, 274, 810, 468],
    [536, 1084, 400, 1232, 1118, 582, 354, 730, 388, 342, 0, 878, 764, 730, 388, 1152, 354],
    [502, 594, 1278, 514, 400, 776, 1004, 468, 810, 536, 878, 0, 114, 308, 650, 274, 844],
    [388, 480, 1164, 628, 514, 662, 890, 354, 696, 422, 764, 114, 0, 194, 536, 388, 730],
    [354, 674, 1130, 822, 708, 628, 856, 320, 662, 388, 730, 308, 194, 0, 342, 422, 536],
    [468, 1016, 788, 1164, 1050, 514, 514, 662, 320, 274, 388, 650, 536, 342, 0, 764, 194],
    [776, 868, 1552, 560, 674, 1050, 1278, 742, 1084, 810, 1152, 274, 388, 422, 764, 0, 798],
    [662, 1210, 754, 1358, 1244, 708, 480, 856, 514, 468, 354, 844, 730, 536, 194, 798, 0]
]
data['num_vehicles'] = 4
data['depot'] = 0
data['demands'] = [0, 1, 1, 2, 4, 2, 4, 8, 8, 1, 2, 1, 2, 4, 4, 8, 8]
data['vehicle_capacity'] = 15  # different from OR-Tools: homogeneous capacity
data['service_times'] = np.zeros(len(data['demands']))

# Solver initialization
ap = hgs.AlgorithmParameters(timeLimit=3.2)  # seconds
hgs_solver = hgs.Solver(parameters=ap, verbose=True)

# Solve
result = hgs_solver.solve_cvrp(data)
print(result.cost)
print(result.routes)

TSP example

# A TSP example from https://developers.google.com/optimization/routing/tsp
import hybgensea as hgs 

data = dict()
data['distance_matrix'] = [
    [0, 2451, 713, 1018, 1631, 1374, 2408, 213, 2571, 875, 1420, 2145, 1972],
    [2451, 0, 1745, 1524, 831, 1240, 959, 2596, 403, 1589, 1374, 357, 579],
    [713, 1745, 0, 355, 920, 803, 1737, 851, 1858, 262, 940, 1453, 1260],
    [1018, 1524, 355, 0, 700, 862, 1395, 1123, 1584, 466, 1056, 1280, 987],
    [1631, 831, 920, 700, 0, 663, 1021, 1769, 949, 796, 879, 586, 371],
    [1374, 1240, 803, 862, 663, 0, 1681, 1551, 1765, 547, 225, 887, 999],
    [2408, 959, 1737, 1395, 1021, 1681, 0, 2493, 678, 1724, 1891, 1114, 701],
    [213, 2596, 851, 1123, 1769, 1551, 2493, 0, 2699, 1038, 1605, 2300, 2099],
    [2571, 403, 1858, 1584, 949, 1765, 678, 2699, 0, 1744, 1645, 653, 600],
    [875, 1589, 262, 466, 796, 547, 1724, 1038, 1744, 0, 679, 1272, 1162],
    [1420, 1374, 940, 1056, 879, 225, 1891, 1605, 1645, 679, 0, 1017, 1200],
    [2145, 357, 1453, 1280, 586, 887, 1114, 2300, 653, 1272, 1017, 0, 504],
    [1972, 579, 1260, 987, 371, 999, 701, 2099, 600, 1162, 1200, 504, 0],
] 

# Solver initialization
ap = hgs.AlgorithmParameters(timeLimit=0.8)  # seconds
hgs_solver = hgs.Solver(parameters=ap, verbose=True)

# Solve
result = hgs_solver.solve_tsp(data)
print(result.cost)
print(result.routes)

Algorithm Parameters

Configurable algorithm parameters are defined in the AlgorithmParameters dataclass with default values:

@dataclass
class AlgorithmParameters:
    nbGranular: int = 20
    mu: int = 25
    lambda_: int = 40
    nbElite: int = 4
    nbClose: int = 5
    nbIterPenaltyManagement: int = 100
    targetFeasible: float = 0.2
    penaltyDecrease: float = 0.85
    penaltyIncrease: float = 1.2
    seed: int = 0
    nbIter: int = 20000
    nbIterTraces: int = 500
    timeLimit: float = 0.0
    useSwapStar: bool = True

Metadata

Release files for hybgensea 0.2.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for hybgensea 0.2.0
File	Size	Uploaded
hybgensea-0.2.0.tar.gz	18.6 kB	Sep 20, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for hybgensea 0.2.0
File	Interpreter	ABI	Platform	Reset
hybgensea-0.2.0-cp315-cp315t-win_amd64.whl 346.6 kB Sep 20, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
hybgensea-0.2.0-cp315-cp315t-musllinux_1_2_x86_64.whl 641.6 kB Sep 20, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp315-cp315t-manylinux_2_34_x86_64.whl 156.0 kB Sep 20, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 156.2 kB Sep 20, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
hybgensea-0.2.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 168.9 kB Sep 20, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp315-cp315t-macosx_11_0_arm64.whl 132.6 kB Sep 20, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp315-cp315-win_amd64.whl 343.0 kB Sep 20, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
hybgensea-0.2.0-cp315-cp315-musllinux_1_2_x86_64.whl 639.3 kB Sep 20, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp315-cp315-manylinux_2_34_x86_64.whl 153.8 kB Sep 20, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 154.0 kB Sep 20, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
hybgensea-0.2.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 166.7 kB Sep 20, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp315-cp315-macosx_11_0_arm64.whl 130.9 kB Sep 20, 2026	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp314-cp314t-win_amd64.whl 346.5 kB Sep 20, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
hybgensea-0.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl 641.3 kB Sep 20, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp314-cp314t-manylinux_2_34_x86_64.whl 155.7 kB Sep 20, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 155.9 kB Sep 20, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
hybgensea-0.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 168.7 kB Sep 20, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp314-cp314t-macosx_11_0_arm64.whl 132.4 kB Sep 20, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp314-cp314-win_amd64.whl 342.8 kB Sep 20, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
hybgensea-0.2.0-cp314-cp314-musllinux_1_2_x86_64.whl 639.1 kB Sep 20, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp314-cp314-manylinux_2_34_x86_64.whl 153.7 kB Sep 20, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 153.9 kB Sep 20, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
hybgensea-0.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 166.5 kB Sep 20, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp314-cp314-macosx_11_0_arm64.whl 130.8 kB Sep 20, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp313-cp313-win_amd64.whl 332.5 kB Sep 20, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
hybgensea-0.2.0-cp313-cp313-musllinux_1_2_x86_64.whl 639.0 kB Sep 20, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp313-cp313-manylinux_2_34_x86_64.whl 153.4 kB Sep 20, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 153.6 kB Sep 20, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
hybgensea-0.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 166.7 kB Sep 20, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp313-cp313-macosx_11_0_arm64.whl 130.7 kB Sep 20, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp312-cp312-win_amd64.whl 332.5 kB Sep 20, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
hybgensea-0.2.0-cp312-cp312-musllinux_1_2_x86_64.whl 639.0 kB Sep 20, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp312-cp312-manylinux_2_34_x86_64.whl 153.4 kB Sep 20, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 153.7 kB Sep 20, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
hybgensea-0.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 166.6 kB Sep 20, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp312-cp312-macosx_11_0_arm64.whl 130.7 kB Sep 20, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp311-cp311-win_amd64.whl 332.7 kB Sep 20, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
hybgensea-0.2.0-cp311-cp311-musllinux_1_2_x86_64.whl 639.7 kB Sep 20, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp311-cp311-manylinux_2_34_x86_64.whl 154.0 kB Sep 20, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 154.2 kB Sep 20, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
hybgensea-0.2.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 167.3 kB Sep 20, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp311-cp311-macosx_11_0_arm64.whl 131.3 kB Sep 20, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
hybgensea-0.2.0-cp310-cp310-win_amd64.whl 332.3 kB Sep 20, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
hybgensea-0.2.0-cp310-cp310-musllinux_1_2_x86_64.whl 639.9 kB Sep 20, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
hybgensea-0.2.0-cp310-cp310-manylinux_2_34_x86_64.whl 154.3 kB Sep 20, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.34+ x86-64	Details
hybgensea-0.2.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 154.5 kB Sep 20, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
hybgensea-0.2.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 167.5 kB Sep 20, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
hybgensea-0.2.0-cp310-cp310-macosx_11_0_arm64.whl 131.6 kB Sep 20, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details

Total release size: 12.7 MB

Release files / hybgensea-0.2.0.tar.gz

Download URL	hybgensea-0.2.0.tar.gz
Size	18.6 kB
Tags	Source
SHA-256 checksum How to use checksums	`757705144474ef4811722ba08213143bb3ccb42ee4887d24279a56c4c5f9c25a`
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Release files / hybgensea-0.2.0-cp315-cp315t-win_amd64.whl

Download URL	hybgensea-0.2.0-cp315-cp315t-win_amd64.whl
Size	346.6 kB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL	hybgensea-0.2.0-cp315-cp315t-musllinux_1_2_x86_64.whl
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Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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SHA-256 checksum: 0d96fa0f307132be217251a937cb7866b15f233facab4186dff84ebb93a371b2 Verifying attestations

Release files / hybgensea-0.2.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315t-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315-musllinux_1_2_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315-manylinux_2_34_x86_64.whl

Download URL	hybgensea-0.2.0-cp315-cp315-manylinux_2_34_x86_64.whl
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	hybgensea-0.2.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp315-cp315-macosx_11_0_arm64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp314-cp314t-win_amd64.whl

Download URL	hybgensea-0.2.0-cp314-cp314t-win_amd64.whl
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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp314-cp314t-manylinux_2_34_x86_64.whl

Download URL	hybgensea-0.2.0-cp314-cp314t-manylinux_2_34_x86_64.whl
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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	hybgensea-0.2.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	hybgensea-0.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

Subject: hybgensea-0.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
SHA-256 checksum: 5e8e327073811a34f75ceec3c49955a16cd65e7ffcd121fff1f675a55e4f61bf Verifying attestations

Release files / hybgensea-0.2.0-cp314-cp314t-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp314-cp314-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp314-cp314-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp314-cp314-manylinux_2_34_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp314-cp314-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp313-cp313-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp313-cp313-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Artifact

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Release files / hybgensea-0.2.0-cp313-cp313-manylinux_2_34_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp313-cp313-macosx_11_0_arm64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp312-cp312-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Artifact

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Release files / hybgensea-0.2.0-cp312-cp312-musllinux_1_2_x86_64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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SHA-256 checksum: e1ab1690bd8cf36d6105094dd2ae3d3d003ba9ef8aaf26f5666b0c53616f9c40 Verifying attestations

Release files / hybgensea-0.2.0-cp312-cp312-manylinux_2_34_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp312-cp312-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp311-cp311-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp311-cp311-manylinux_2_34_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Artifact

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Release files / hybgensea-0.2.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Release files / hybgensea-0.2.0-cp311-cp311-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp310-cp310-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

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Artifact

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Release files / hybgensea-0.2.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp310-cp310-manylinux_2_34_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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SHA-256 checksum: 79c5e39cfe9565697d13e83d201b9e36a4b22b64eba726aa4a4c619bd5d92f34 Verifying attestations

Release files / hybgensea-0.2.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

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Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

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Release files / hybgensea-0.2.0-cp310-cp310-macosx_11_0_arm64.whl

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Size	131.6 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`2e5f6e6a5958cbc184c3fe54db324792b397371e0b3faf3618dced103ad31675`
BLAKE2b-256 checksum How to use checksums	`a7605ce2e42690f601a4e878282f736c003fb542277402fd7f33fe79d15e8ee9`
Upload date	Sep 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mdealencar/HybGenSea
Publishing commit: github.com/mdealencar/HybGenSea/tree/908d5823edba1517a83f057fa23fc0fbb15fc45a

Workflow

Publishing configuration: github.com/mdealencar/HybGenSea/blob/908d5823edba1517a83f057fa23fc0fbb15fc45a/.github/workflows/buildpublish.yml
Publishing logs: github.com/mdealencar/HybGenSea/actions/runs/35532593763/attempts/1

Artifact

Subject: hybgensea-0.2.0-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 2e5f6e6a5958cbc184c3fe54db324792b397371e0b3faf3618dced103ad31675 Verifying attestations

Release history Release notifications | RSS feed

This release

0.2.0 This release

Sep 20, 2026 49 release files

0.1.1

Mar 7, 2026 43 release files

0.1.0

Mar 6, 2026 43 release files

0.0.1

Mar 27, 2025 49 release files

hybgensea 0.2.0

Motivation for the fork

HybGenSea: Hybrid Genetic Search

Installation

CVRP Example (random)

another CVRP example

TSP example

Algorithm Parameters

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License expression

Requires

Metadata

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License expression

Requires

Release files for hybgensea 0.2.0

Source distribution (sdist)

Built distributions (wheels)

Release files / hybgensea-0.2.0.tar.gz

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Release files / hybgensea-0.2.0-cp315-cp315t-win_amd64.whl

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Release files / hybgensea-0.2.0-cp315-cp315t-musllinux_1_2_x86_64.whl

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Release files / hybgensea-0.2.0-cp315-cp315t-manylinux_2_34_x86_64.whl

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Release files / hybgensea-0.2.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Release files / hybgensea-0.2.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / hybgensea-0.2.0-cp315-cp315t-macosx_11_0_arm64.whl

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Release files / hybgensea-0.2.0-cp315-cp315-win_amd64.whl

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PyPI Publish Attestation

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Release files / hybgensea-0.2.0-cp315-cp315-musllinux_1_2_x86_64.whl

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PyPI Publish Attestation

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