shufflesnap
shufflesnap assigns large 2D point clouds to regular grids: every point gets its own grid cell, and the solver seeks a small total squared movement using multiscale local descent. It is a Python package with a native C++ core and nanobind bindings. The main use case is turning embeddings (UMAP, t-SNE, Isomap) into image atlases.
Instead of building an n x n cost matrix, shufflesnap refines a trivial legal assignment by solving exact linear assignment problems inside small grid windows at multiple scales — coarse-to-fine strided windows repair global structure in a handful of rounds, then stride-1 windows polish. The assignment is legal after every round, the cost never increases, memory is linear in the number of points plus grid cells, and random initialization works well on the tested distributions. Final accuracy and the number of polishing rounds have no worst-case guarantee.
The public API has three functions:
snap_to_grid(points, width=None, height=None, cleanup_seconds=None, ...)window_cleanup(points, initial_assignment, rows, cols, budget_seconds=None, ...)linear_sum_assignment(cost_matrix)
Install
python -m pip install shufflesnap
To run the matplotlib example from the source tree:
python -m pip install -e '.[examples]'
python examples/basic_usage.py
API
snap_to_grid(points, width=None, height=None, cleanup_seconds=None, ...)
High-level wrapper for snapping a 2D point cloud onto a destination grid. Inputs must use the same coordinate system as the target grid (default range [0.03, 0.97] per axis); the API does not normalize inputs.
Behavior:
- chooses a destination grid automatically when
widthandheightare omitted: an exact factorization ofnwith aspect ratio in[1:1, 2:1]when one exists, otherwise a slightly larger near-square grid - supports any
n <= width * heightdirectly: the occupied cell subset is selected before cleanup and remains fixed - by default cleanup runs until none of the four scheduled half-offset tilings can improve the assignment;
cleanup_secondscaps the time instead, and0.0returns the raw seed (a deterministic random permutation, with a fixed random cell subset when the grid has more cells than points) polish_all_offsets=Trueadds one stride-1 sweep over every complete window placement after normal cleanup, reducing the remaining local error at additional cost- pass
mask(a(height, width)bool array) to restrict which cells may be used — shaped atlases (circles, cut corners, a half-empty last row) work out of the box
Returns:
grid_points:(n, 2)float64 NumPy array of assigned destination points in original point orderassignment:(n,)int64 NumPy array of destination-grid cell ids in original point order(width, height): destination-grid size tuple
window_cleanup(points, initial_assignment, rows, cols, budget_seconds=None, ...)
Improve any legal assignment with the native multiscale window cleanup kernel.
Key options:
budget_seconds=Noneruns until converged (a full stride-1 round changes nothing)strides=Noneuses the automatic coarse-to-fine schedule; pass a list to overridewindow_size=6all_offsets=Trueuses allwindow_size ** 2tiling offsets instead of the default four and is substantially slowernum_threads=Noneto usestd::thread::hardware_concurrency()fixed_suffix_countto keep a suffix of target cells fixed;cell_maskto mark which cells may be used at alltrace_rounds=Trueto record per-round cost, elapsed time, and stride
Returns a dict with assignment, rounds_completed, elapsed_s, final_cost, and converged.
linear_sum_assignment(cost_matrix)
Solve a dense square linear assignment problem exactly with the native C++ Jonker-Volgenant implementation.
Returns:
row_ind:int64NumPy array of shape(n,)col_ind:int64NumPy array of shape(n,)total_cost: Pythonfloat
More
- Source repository: https://github.com/kylemcdonald/shufflesnap
- Issue tracker: https://github.com/kylemcdonald/shufflesnap/issues
- Example scripts: https://github.com/kylemcdonald/shufflesnap/tree/main/examples
1 maintainer
Metadata
1 maintainer
Release files for shufflesnap 0.3.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| shufflesnap-0.3.0.tar.gz | 451.2 kB | With provenance | Details for shufflesnap-0.3.0.tar.gz |
Built distributions (wheels)
Total release size: 2.9 MB
Release files / shufflesnap-0.3.0.tar.gz
| Download URL | shufflesnap-0.3.0.tar.gz |
|---|---|
| Size | 451.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
30c3990690c466ce70befd180527af927eefed7d002c5f3e86b7dcc088142d8f
|
|
BLAKE2b-256 checksum How to use checksums |
d44d3c6296edd9370c7f24b2fbbf47e1bc3d774f332387ead2f10f05b1f0464e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp314-cp314-win_amd64.whl
| Download URL | shufflesnap-0.3.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 96.4 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b5df38b6a835404bd26a1b0e6ddb2a7a8b886da5678ac6d1638283feea984379
|
|
BLAKE2b-256 checksum How to use checksums |
c2e01daac18df02a83929cbdd54e5f001f9bcf7a6afc22ac5ba42c47d8a43ba4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 179.7 kB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
abac46e5407c594431d93913024382f2319a1bcdc0a2c15bff088d0350adf06f
|
|
BLAKE2b-256 checksum How to use checksums |
db4b837c495b2f4d04bcce586611e64e8a2ba09a5b74fc1b888d19a69e2ad62b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 80.5 kB |
| Tags | CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
4d1e824f6555940baaa190e093402f78db64730a3cc2623afdc4d97e860b51b2
|
|
BLAKE2b-256 checksum How to use checksums |
3fc18ddc110fcbcf8fd207e0ee4b806e41784c4d6d81dd01b505456865c55848
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp314-cp314-macosx_11_0_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp314-cp314-macosx_11_0_x86_64.whl |
|---|---|
| Size | 70.9 kB |
| Tags | CPython 3.14 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
811dd56c2b03b13669de424fe4548e58fcde32800b04a8aae84b5fb22d4c7d63
|
|
BLAKE2b-256 checksum How to use checksums |
359fcfe8cd41263347463463fe9eec07f0509d7948e2a9d26500b7cf24cb28ad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | shufflesnap-0.3.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 68.0 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c694abba774a16373e0e11cfd0b20b9d9cb6afc58fedff7f3f82f5279258d27c
|
|
BLAKE2b-256 checksum How to use checksums |
3cdce148b41a834b92e5a0a499290cfc2ddc187d284a441f0273b5d6afbfc54c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp313-cp313-win_amd64.whl
| Download URL | shufflesnap-0.3.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 94.2 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d2a8d30d03b0cd3652da9e7cd519dabc2fd54f3a700ee655a8c996e871ddd97e
|
|
BLAKE2b-256 checksum How to use checksums |
c80a49b8579982627df27d24a18676f68ca6764b0ff7415bc43ea367f9ec3ebf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 179.6 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
b6f345824553af3236e95d8ef45c5eb14ad5ebfaf2b03905f730e12fcdb57894
|
|
BLAKE2b-256 checksum How to use checksums |
e904d82a9cebe73c8b59f0ffe342ab1f30597d2ef0c02bbcc5f23d6383286d15
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 80.4 kB |
| Tags | CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
85c966a46bb3236bd54f5b1575f6f3df0078528194ed6b291943998d27684e32
|
|
BLAKE2b-256 checksum How to use checksums |
03f92c8368f5b17caed0fa1a1cdd11c89df70fc06db9dee16b049917ba21e066
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp313-cp313-macosx_11_0_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp313-cp313-macosx_11_0_x86_64.whl |
|---|---|
| Size | 70.9 kB |
| Tags | CPython 3.13 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
f9e117c40a18f506da9afffbf4d99aac7122b968486dab1cb61d65f0ab6bc8d2
|
|
BLAKE2b-256 checksum How to use checksums |
5cad40cdf0e9c3f23128e596b3a46fb3b43f91a94310be0850aa957f95e048e0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | shufflesnap-0.3.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 67.9 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
91f541e0c275fc4528983f99bcdc7e2a58ba869a5cd033790f42c63f529b0526
|
|
BLAKE2b-256 checksum How to use checksums |
d01b335839d51082f9ecb953893538e03ca83a689c4adc8d0abf8446fd471e61
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp312-cp312-win_amd64.whl
| Download URL | shufflesnap-0.3.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 94.2 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
22c9061007be24e823545ba925c8fc07e279d637bde2c06c3d30a683b96f20e2
|
|
BLAKE2b-256 checksum How to use checksums |
b40aa524d86eb5837480263d312e64ef403d61cec7ddcf5be732449989ea9075
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 179.7 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
b645c3bdc191bf4f2dddb62f25332671fd3ef0abbbfe3ad5b7f249916e3d0045
|
|
BLAKE2b-256 checksum How to use checksums |
5e3bcbfb8ade246ad8b5c08d8a2f3279167e1089182da15774f939b701f9f5a5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 80.5 kB |
| Tags | CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
35608a2663237366318db050205363817d72744c75f9fd03f8c514b5f35fa436
|
|
BLAKE2b-256 checksum How to use checksums |
505d1dd9edd40a8604e3a926a945e949d6d5b677bc80a5a99de03267bab9c170
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp312-cp312-macosx_11_0_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp312-cp312-macosx_11_0_x86_64.whl |
|---|---|
| Size | 70.9 kB |
| Tags | CPython 3.12 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
311135e1f2441278be396223f07daf0d85ab1d632e794fe350018d5136b9ab3f
|
|
BLAKE2b-256 checksum How to use checksums |
97d1be049878bfa669236dd0fb42b916ca05b79367500468eecaf286dd15fc0f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | shufflesnap-0.3.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 67.9 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
772ae30ea0fa18397b9c9d321e59a9547d4dac7fb30da03963d348668e826042
|
|
BLAKE2b-256 checksum How to use checksums |
e1bccfccb423444630942cb377e3d987545622ec0d7d19544c93fe6d2bbbe04b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp311-cp311-win_amd64.whl
| Download URL | shufflesnap-0.3.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 94.3 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
70f702fbcd5d63886c102848301db95f8b47b8f9fcb24ebfce709d3168772dd1
|
|
BLAKE2b-256 checksum How to use checksums |
da9dab7c751ce94409d03e1523929ad618e2653255c55a9659ca13ea496d3dad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 180.5 kB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
35fdf8e444f6008b416e9d684f67b2c6edb1a6b37a2126b28bc56f6ffbafac41
|
|
BLAKE2b-256 checksum How to use checksums |
74fa2d74ba456fa26c326adb18cf1c5d4a1ac88c99ea168b3dea9b5f6a8f1aa9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 81.0 kB |
| Tags | CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
2921b1343442364057b0738d3d01571afbaccff12d3e73e95fed6ba42e0999be
|
|
BLAKE2b-256 checksum How to use checksums |
97ed3b20a826f945552e6196ba6d512285f8cd0ba44bbc5098c58d091f423a6b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp311-cp311-macosx_11_0_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp311-cp311-macosx_11_0_x86_64.whl |
|---|---|
| Size | 71.4 kB |
| Tags | CPython 3.11 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
1ea673d93529067657f2ec6abcb7d796f19f23f463fc370b03f9c89505d98490
|
|
BLAKE2b-256 checksum How to use checksums |
2489732e8f14bc4d9da465f53d9dbb56ebd33ffb6e62239fae0039ffde88d5a9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | shufflesnap-0.3.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 68.7 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6622ab38bdfd4993a357df5558d84e62d4e699e1489fd9e25d708cac1c547111
|
|
BLAKE2b-256 checksum How to use checksums |
8b020103fb298f8495db88b4320de5576a3df169dbe8dde1fb0b2bcc01f486ad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp310-cp310-win_amd64.whl
| Download URL | shufflesnap-0.3.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 94.0 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a79323530ddf8b4485967953b366ccb5031e2182200ee324c4e222bd3b8ccbe0
|
|
BLAKE2b-256 checksum How to use checksums |
0f8323fe4763193850df6d90dba46e395b189fefc75cb7c97644b89a48650810
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 180.9 kB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
637d4a1c07f2b35c9fc7c151e91fe4adf72ed05d13691fc99f4f345242a87172
|
|
BLAKE2b-256 checksum How to use checksums |
f81a2f82b510a0bdef960dfce0e371bf9ead10f2cd1c13c632366f25aae616c7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 81.5 kB |
| Tags | CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
071a8fb6d2ca76aab96cfc04c068675b755c6bfc5220d4715081c5ac314eb69f
|
|
BLAKE2b-256 checksum How to use checksums |
a2e23f7dd14e88c267ad0221a5e74565c18834f01cf31a394459cda7b550c525
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp310-cp310-macosx_11_0_x86_64.whl
| Download URL | shufflesnap-0.3.0-cp310-cp310-macosx_11_0_x86_64.whl |
|---|---|
| Size | 71.8 kB |
| Tags | CPython 3.10 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
510e7287af731046a267671f30cc1af793d7bc9938536a7b3e51c36bce648bb6
|
|
BLAKE2b-256 checksum How to use checksums |
1ee091d81f63b513048f877e89c129892b50e620ef4ef13bff4c5d5b909beeaf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logRelease files / shufflesnap-0.3.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | shufflesnap-0.3.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 68.9 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
00a8c2bd0acadeebfd85fe282af6ca6f0d1cdef63b75bf4d2733f24eff91d708
|
|
BLAKE2b-256 checksum How to use checksums |
8772c401fe24e9f435c12d9f9cb7f262db4c725be5013ff6935e68123c591bc6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logSecurity for shufflesnap 0.3.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 26 files in this release have been uploaded with provenance metadata.
Attestation for shufflesnap-0.3.0.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
