bkgco — Python wrapper for the BK and GCO optimization libraries

Windows macOS Linux

The bkgco Python package wraps two related C++ libraries:

maxflow: the Boykov-Kolmogorov (BK) algorithm for graph-cuts, and
gco: graph-cut optimization (GCO) algorithms for minimizing multi-label energies.

Three types are provided by bkgco:

BKGraph constructs a graph from arc weights and maximizes an s-t maximum flow.
BKEnergy constructs a graph from binary energy terms and minimizes the energy.
GCO iteratively minimizes a multi-label energy, using a graph-cut at each iteration.

Cost terms, neighbour indices, and weights are all passed as NumPy arrays for efficiency. See the

BKGraph example

from bkgco import BKGraph

with BKGraph() as g:

    # Arc weights (from source, to sink) for each node
    g.add_tweights([[5, 0],
                    [2, 0],
                    [0, 9]])

    # Arc weights between nodes
    g.add_edges([[0, 1], [1, 2]],  # Node index pairs (i,j)
                [[1, 0], [4, 0]])  # Weights for each (i->j) and (j->i)

    # Maximum flow is 3 with only node 0 disconnected from the sink.
    flow = g.maxflow()       # 3
    segs = g.get_segments()  # array([0, 1, 1], dtype=uint8)

The above code builds the s-t flow graph below and maximizes the flow, cutting off node 0 (leftmost) from the sink (t).

      ┌────────(s)
      │         │
     5│        2│
      │         │
      ▼         ▼   
     (0)──────▶(1)─────▶(2)
           1        4    │
                         │ 9
                         │
               (t)◀──────┘

BKEnergy example

The code below defines a binary energy corresponding exactly to the above s-t flow graph.

from bkgco import BKEnergy

with BKEnergy() as e:

	# Add unary terms for E(x,y,z) = 5x + 2y + 9(1-z) + (1-x)y + 4(1-y)z
	e.add_term1([[0, 5],           # 5x
	             [0, 2],           # 2y
	             [9, 0]])          # 9(1-z)

	# Add pairwise terms
	e.add_term2([[0, 1], [1, 2]],  # Indices of (x,y) and (y,z) respectively.
	            [[0, 1, 0, 0],     # (1-x)y
	             [0, 4, 0, 0]])    # 4(1-y)z

	# Minimum is 3 with x=0, y=1, z=1
	e_min = e.minimize()      # 3
	e_sol = e.get_solution()  # array([0, 1, 1], dtype=uint8)

GCO example

from bkgco import GCO

D = [[0, 3, 5],  # Data cost (4 sites x 3 labels)
     [9, 9, 0],
     [2, 0, 3],
     [0, 3, 5]]

V = [[0, 1, 2],  # Smooth cost (3 labels x 3 labels)
     [1, 0, 1],
     [2, 1, 0]]

N = [[0, 1],     # Neighbours (i,j) at which to apply cost V
     [1, 2],
     [2, 3]]

W = [3, 1, 3]    # Weight of cost V for each neighbour in N

with GCO(num_sites=4, num_labels=3) as g:
    # Set costs and neighbours
    g.set_data_cost(D)
    g.set_smooth_cost(V)
    g.set_neighbors(N, W)

    # Minimum is 9 with labeling (2,2,0,0)
    e = g.expansion()         # 9
    l = g.get_labeling()      # array([2, 2, 0, 0], dtype=int32)

Docs

See the API docs.

Dependencies

Python >= 3.10
Numpy >= 1.21

Building

Build in-place for testing:

python setup.py build_ext --inplace     # builds bkgco/_bkgco*.so
python -m unittest discover -s tests

Build and install locally, so that import bkgco works from anywhere:

pip install -e .

Note for macOS. If a non-Apple clang++ is first on PATH, e.g. Homebrew LLVM, then prefix build commands with CC=/usr/bin/clang CXX=/usr/bin/clang++ or first run export SDKROOT=$(xcrun --show-sdk-path).

Notes

Features:

Label costs. Label costs and label subset costs are supported on GCO.
Data types. Arc weights and energy term costs can be NumPy arrays of dtype=int32/int64/float64.
No dynamic cuts. The reuse_trees feature of maxflow is not yet exposed by this wrapper.
Ctrl-C. Calls to expansion/swap are safely keyboard-interruptible, for interactive development in notebooks.
Typed. All methods carry inline type hints for improved type checking and success rates by coding agents.

Usage:

Specifying a dtype. With dtype=None (the default) the dtype is determined by the first cost array passed in.
Recommended dtype. Map costs to the smallest int32 range that suffices for your application. With float64, expansion/swap can rarely report a small energy increase from rounding inside max-flow, and Inf/NaN terms are undefined behavior.

Technical:

Array sharing. GCO's data and smooth cost arrays are passed to C++ by reference (no copy). Changes to the D and V arrays are seen immediately, but call set_data_cost(D) and set_smooth_cost(V) again (cheap) to invalidate cached energy values.
Threads. The GIL is released so that independent GCO objects run in parallel; calls on one object are serialized by a per-object mutex. The module declares Py_MOD_GIL_NOT_USED, so it works on free-threaded CPython without re-enabling the GIL.
Errors. Invalid arguments raise ValueError/TypeError; the C++ library's own checks (overflow, non-metric smooth costs, unsorted sparse costs, ...) raise RuntimeError.

Citation / license

Usage of this wrapper is governed by the terms in cpp/gco/GCO_README.TXT.

Acknowledgements

This wrapper was generated mostly by Claude Code under the guidance of a human with expertise on the underlying software. All credit for the maxflow and GCO libraries goes to their original developers.

Metadata

Release files for bkgco 0.1.0

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

Source distribution (sdist)

Source distribution for bkgco 0.1.0
File	Size	Uploaded
bkgco-0.1.0.tar.gz	76.5 kB	Oct 5, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for bkgco 0.1.0
File	Interpreter	ABI	Platform	Reset
bkgco-0.1.0-cp314-cp314t-win_amd64.whl 289.4 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
bkgco-0.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl 1.6 MB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
bkgco-0.1.0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 546.1 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
bkgco-0.1.0-cp314-cp314t-macosx_11_0_arm64.whl 121.5 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
bkgco-0.1.0-cp314-cp314t-macosx_10_15_x86_64.whl 131.5 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
bkgco-0.1.0-cp313-cp313-win_amd64.whl 280.2 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
bkgco-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl 1.6 MB Oct 5, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
bkgco-0.1.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 543.7 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
bkgco-0.1.0-cp313-cp313-macosx_11_0_arm64.whl 121.2 kB Oct 5, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
bkgco-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl 131.2 kB Oct 5, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
bkgco-0.1.0-cp312-cp312-win_amd64.whl 280.2 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
bkgco-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 1.6 MB Oct 5, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
bkgco-0.1.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 543.6 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
bkgco-0.1.0-cp312-cp312-macosx_11_0_arm64.whl 121.2 kB Oct 5, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
bkgco-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl 131.2 kB Oct 5, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
bkgco-0.1.0-cp311-cp311-win_amd64.whl 280.1 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
bkgco-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl 1.6 MB Oct 5, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
bkgco-0.1.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 543.9 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
bkgco-0.1.0-cp311-cp311-macosx_11_0_arm64.whl 120.1 kB Oct 5, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
bkgco-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl 128.9 kB Oct 5, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
bkgco-0.1.0-cp310-cp310-win_amd64.whl 280.1 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
bkgco-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl 1.6 MB Oct 5, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
bkgco-0.1.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 543.2 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
bkgco-0.1.0-cp310-cp310-macosx_11_0_arm64.whl 120.1 kB Oct 5, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
bkgco-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl 128.9 kB Oct 5, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 7e0d85b64cae9be2971a3e29dfacae9f09c083bf0ad4d6156edcdb907aee51a1 Verifying attestations

Release files / bkgco-0.1.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	bkgco-0.1.0-cp313-cp313-macosx_11_0_arm64.whl
Size	121.2 kB
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: af1313973828e5cdae603a42140b2b6062e9b597d48f53d4c1cfab6623234ac8 Verifying attestations

Release files / bkgco-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	bkgco-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl
SHA-256 checksum: 9a0d37db9b0c56a7e8fb5ae55eb67a37b06def22df1f73c80418ce781a926105 Verifying attestations

Release files / bkgco-0.1.0-cp312-cp312-win_amd64.whl

Download URL	bkgco-0.1.0-cp312-cp312-win_amd64.whl
Size	280.2 kB
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: c263d93776ee5b5799e978a9986692e09e19c33092e5d7f5806e0807e0402efd Verifying attestations

Release files / bkgco-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	bkgco-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
SHA-256 checksum: 5bf90129b8de2f02d7afcda2045e6324a4f28adaee0c928dd0049834e56ebccb Verifying attestations

Release files / bkgco-0.1.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	bkgco-0.1.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: fecfaed8057cc3a89add59a6324d37b7f53c8378788b67b0d67ed2482ce67bfb Verifying attestations

Release files / bkgco-0.1.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	bkgco-0.1.0-cp312-cp312-macosx_11_0_arm64.whl
Size	121.2 kB
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 35a3e6974888c024c383b708b1f3d83c384e6b9d69e77a3ce02caf589744cdac Verifying attestations

Release files / bkgco-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl

Download URL	bkgco-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: 3c0aa2eb98d9b8759e0f4dd02c1f3274587e6ffe7640db2972f6d32843601c11 Verifying attestations

Release files / bkgco-0.1.0-cp311-cp311-win_amd64.whl

Download URL	bkgco-0.1.0-cp311-cp311-win_amd64.whl
Size	280.1 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`aa336da013a4662835954453af23b107eb3355b2d7515d3c7104801448bdaaef`
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: aa336da013a4662835954453af23b107eb3355b2d7515d3c7104801448bdaaef Verifying attestations

Release files / bkgco-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	bkgco-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size	1.6 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: f7c1ce2011435773c1f61cf84c30161b4a815e1f9c57b65c07e40c287033afce Verifying attestations

Release files / bkgco-0.1.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	bkgco-0.1.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	543.9 kB
Tags	CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 871f2221b5fa1683e7df57eee11a02736aa5f0b348f461a0d1af727c76f4f1a7 Verifying attestations

Release files / bkgco-0.1.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	bkgco-0.1.0-cp311-cp311-macosx_11_0_arm64.whl
Size	120.1 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 43d33b5ec33cd00f7eb3d4eb1e406abec4e7e9b3391a3d385a688a4219880b91 Verifying attestations

Release files / bkgco-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	bkgco-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl
Size	128.9 kB
Tags	CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`369a2769e943a0ff6db19c1813b188699f2533c0f0e090b0c34552fd0813f30f`
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 369a2769e943a0ff6db19c1813b188699f2533c0f0e090b0c34552fd0813f30f Verifying attestations

Release files / bkgco-0.1.0-cp310-cp310-win_amd64.whl

Download URL	bkgco-0.1.0-cp310-cp310-win_amd64.whl
Size	280.1 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`44b56e9523af12c68527b59f4088410541547e5f6fdd085d8e804dd8543129c3`
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp310-cp310-win_amd64.whl
SHA-256 checksum: 44b56e9523af12c68527b59f4088410541547e5f6fdd085d8e804dd8543129c3 Verifying attestations

Release files / bkgco-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	bkgco-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl
Size	1.6 MB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`aca708a4c67abd5300c815e76da6831d8620bcb326db9e9d592acaa7b14e50d4`
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp310-cp310-musllinux_1_2_x86_64.whl
SHA-256 checksum: aca708a4c67abd5300c815e76da6831d8620bcb326db9e9d592acaa7b14e50d4 Verifying attestations

Release files / bkgco-0.1.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	bkgco-0.1.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	543.2 kB
Tags	CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`3bed28b4fdaebba9142f99b96aa60b25ada92ba8db08cf85659b634fa91f926d`
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Upload date	Oct 5, 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/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

Workflow

Publishing configuration: github.com/andrewdelong/bkgco/blob/0129ddbdc74184c30870c5b790634162115a6c85/.github/workflows/publish.yml
Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

Artifact

Subject: bkgco-0.1.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 3bed28b4fdaebba9142f99b96aa60b25ada92ba8db08cf85659b634fa91f926d Verifying attestations

Release files / bkgco-0.1.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	bkgco-0.1.0-cp310-cp310-macosx_11_0_arm64.whl
Size	120.1 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`dc8de0ccb2e2ebf1a9f22d68f74ba0ac61c9b6f844f0f6f8c139f58a47f9f50a`
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

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Subject: bkgco-0.1.0-cp310-cp310-macosx_11_0_arm64.whl
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Release files / bkgco-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	bkgco-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl
Size	128.9 kB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`50a333d311d69df8f10d126d1286e89769b230a1744589d212eefe22004fb6c4`
BLAKE2b-256 checksum How to use checksums	`5c982268d560d355aa6a5be5889560e623fedd16f6d40ac4c6f50aeec03f0525`
Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/andrewdelong/bkgco
Publishing commit: github.com/andrewdelong/bkgco/tree/0129ddbdc74184c30870c5b790634162115a6c85

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Publishing logs: github.com/andrewdelong/bkgco/actions/runs/37321389924/attempts/1

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Subject: bkgco-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: 50a333d311d69df8f10d126d1286e89769b230a1744589d212eefe22004fb6c4 Verifying attestations

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This release

0.1.0 This release

Oct 5, 2026 26 release files

bkgco 0.1.0

bkgco — Python wrapper for the BK and GCO optimization libraries

BKGraph example

BKEnergy example

GCO example

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