Serron

Mathematical Morphology module for PyTorch (CUDA), providing differentiable operators and learnable network layers.

Install

Prebuilt wheels are published for CPython 3.12–3.14 on Linux (x86_64, aarch64) and Windows (x86_64).

pip install serron

Usage

Serron works on standard PyTorch tensors laid out as (N, C, H, W) and living on a CUDA or CPU device.

Functional operators

Stateless operators live in serron.functional and are re-exported at the top level. Each takes an input tensor, a structuring element, and an optional border mode:

import torch
import serron
from serron import BorderMode
from serron import structuring_element as se

x = torch.rand(1, 1, 256, 256, device="cuda")
kernel = se.disk(3, device="cuda")

eroded = serron.erosion(x, kernel)
dilated = serron.dilation(x, kernel)
opened = serron.opening(x, kernel)
closed = serron.closing(x, kernel)

# Derived operators
grad = serron.gradient(x, kernel)  # dilate(x) - erode(x)
white = serron.top_hat(x, kernel)  # x - open(x)
black = serron.black_hat(x, kernel)  # close(x) - x

# Control border handling
eroded_reflect = serron.erosion(x, kernel, border=BorderMode.REFLECT)

Available operators: erosion, dilation, opening, closing, gradient, top_hat, black_hat.

Structuring elements

serron.structuring_element builds common SE shapes on the requested device:

from serron import structuring_element as se

se.square(5, device="cuda")  # (5, 5) full square
se.cross(5, device="cuda")  # (5, 5) plus shape
se.disk(3, device="cuda")  # (7, 7) disk, radius 3
se.diamond(3, device="cuda")  # (7, 7) diamond, radius 3
se.from_tensor(my_weights)  # wrap an arbitrary 2-D tensor as a grayscale SE

Border modes

BorderMode controls how out-of-bounds neighbors are handled:

Mode	Behavior
`BorderMode.REPLICATE`	Repeat the edge value (default)
`BorderMode.REFLECT`	Mirror across the edge
`BorderMode.CONSTANT`	Pad with a constant

Learnable layers

serron also exposes torch.nn.Module layers with a learnable structuring element, so morphology can be trained end-to-end inside a network. Each layer takes the number of channels and a kernel_size:

import torch
from serron import Erosion2d, Dilation2d, Opening2d, Closing2d
from serron import BorderMode

layer = Erosion2d(channels=3, kernel_size=5, border=BorderMode.REPLICATE).cuda()

x = torch.rand(8, 3, 64, 64, device="cuda")
y = layer(x)  # forward pass; layer.weight is a trainable (C, k, k) SE
y.sum().backward()  # gradients flow into layer.weight

Available layers: Erosion2d, Dilation2d, Opening2d, Closing2d.

Building from source

Clone repo

git clone git@github.com:vhrabar/serron.git
cd serron

Choosing a torch build

torch is pulled from a specific wheel index via mutually-exclusive extras. Pick the one matching your machine, plain uv sync (no extra) falls back to the default CUDA-enabled wheel from PyPI:

uv sync --extra cu132   # CUDA 13.2 build
uv sync --extra cpu     # CPU-only build

Building the wheel

Building the CUDA extension from source needs the CUDA 13.X toolkit (nvcc):

uv sync --package serron --no-dev --group build --extra cu132
uv build --package serron --wheel --no-build-isolation

On a GPU-less machine, sync the CPU torch build instead; the extension then builds C++ only (no nvcc required):

uv sync --package serron --no-dev --group build --extra cpu
uv build --package serron --wheel --no-build-isolation

License

MIT

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

serron-0.3.1.tar.gz (18.4 kB view details)

Uploaded Aug 31, 2026 Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

serron-0.3.1-cp314-cp314-win_amd64.whl (1.4 MB view details)

Uploaded Aug 31, 2026 CPython 3.14Windows x86-64

serron-0.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (47.4 MB view details)

Uploaded Aug 31, 2026 CPython 3.14manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

serron-0.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (45.1 MB view details)

Uploaded Aug 31, 2026 CPython 3.14manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

serron-0.3.1-cp313-cp313-win_amd64.whl (1.4 MB view details)

Uploaded Aug 31, 2026 CPython 3.13Windows x86-64

serron-0.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (47.4 MB view details)

Uploaded Aug 31, 2026 CPython 3.13manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

serron-0.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (45.1 MB view details)

Uploaded Aug 31, 2026 CPython 3.13manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

serron-0.3.1-cp312-cp312-win_amd64.whl (1.4 MB view details)

Uploaded Aug 31, 2026 CPython 3.12Windows x86-64

serron-0.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (47.4 MB view details)

Uploaded Aug 31, 2026 CPython 3.12manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

serron-0.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (45.1 MB view details)

Uploaded Aug 31, 2026 CPython 3.12manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

File details

Details for the file serron-0.3.1.tar.gz.

File metadata

Download URL: serron-0.3.1.tar.gz
Upload date: Aug 31, 2026
Size: 18.4 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1.tar.gz
Algorithm	Hash digest
SHA256	`5097e28263ae1b498d57792ebe2ac4a93b0a8079aa09a94a012f5a882ecd4270`
MD5	`139bf1c53618190db1d8370013882adf`
BLAKE2b-256	`94d98753a3ab849c4121a93d7bf1228216f4682b1a2b349c14e34843313e0f2b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1.tar.gz:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1.tar.gz
- Subject digest: 5097e28263ae1b498d57792ebe2ac4a93b0a8079aa09a94a012f5a882ecd4270
- Sigstore transparency entry: 2668424042
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp314-cp314-win_amd64.whl.

File metadata

Download URL: serron-0.3.1-cp314-cp314-win_amd64.whl
Upload date: Aug 31, 2026
Size: 1.4 MB
Tags: CPython 3.14, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp314-cp314-win_amd64.whl
Algorithm	Hash digest
SHA256	`d60d887ba9d089b9b6c69531f48f0a42d895b72e1ed89b09e90b863cd4918ccb`
MD5	`5a688113c176555ea0aa7e8c6e67e06a`
BLAKE2b-256	`cb551fdf7e56f6d5a2537a2466e73fff441a8d50698a50eb441aff8fa79a6396`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp314-cp314-win_amd64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp314-cp314-win_amd64.whl
- Subject digest: d60d887ba9d089b9b6c69531f48f0a42d895b72e1ed89b09e90b863cd4918ccb
- Sigstore transparency entry: 2668424137
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

Download URL: serron-0.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Upload date: Aug 31, 2026
Size: 47.4 MB
Tags: CPython 3.14, manylinux: glibc 2.24+ x86-64, manylinux: glibc 2.28+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm	Hash digest
SHA256	`c3dc7b04bb57f9999b8e5d856d966230a530dc298907f981965b0597db158c24`
MD5	`218ddc680b55864a32420d50f17e1557`
BLAKE2b-256	`94b462aea6a5c6a6f7c92e2af3d10a48810f0470bbb2a70bcfc74c8d4f21920f`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
- Subject digest: c3dc7b04bb57f9999b8e5d856d966230a530dc298907f981965b0597db158c24
- Sigstore transparency entry: 2668424124
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

Download URL: serron-0.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Upload date: Aug 31, 2026
Size: 45.1 MB
Tags: CPython 3.14, manylinux: glibc 2.24+ ARM64, manylinux: glibc 2.28+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm	Hash digest
SHA256	`d37f24c616b2f1cd47250f9a239cd8d2286736740fbc6b2639f5f5adbe7e7d3c`
MD5	`2a80dd147aac8c01cf064bd780b382e8`
BLAKE2b-256	`4d7404ae4386f468ed847ddbc744422c6103d06713fef10d538e39a60761a7f0`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
- Subject digest: d37f24c616b2f1cd47250f9a239cd8d2286736740fbc6b2639f5f5adbe7e7d3c
- Sigstore transparency entry: 2668424201
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp313-cp313-win_amd64.whl.

File metadata

Download URL: serron-0.3.1-cp313-cp313-win_amd64.whl
Upload date: Aug 31, 2026
Size: 1.4 MB
Tags: CPython 3.13, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp313-cp313-win_amd64.whl
Algorithm	Hash digest
SHA256	`47ce899497abde8d609a0ce7e66cc9fb75067ec27ce010c68a9f484e7c3b4e0e`
MD5	`4693a25c5f6a030f0cc529912452147c`
BLAKE2b-256	`20ec1cd37d255966a26baf77650594f23af26107ba4547660622906f87678050`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp313-cp313-win_amd64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp313-cp313-win_amd64.whl
- Subject digest: 47ce899497abde8d609a0ce7e66cc9fb75067ec27ce010c68a9f484e7c3b4e0e
- Sigstore transparency entry: 2668424064
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

Download URL: serron-0.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Upload date: Aug 31, 2026
Size: 47.4 MB
Tags: CPython 3.13, manylinux: glibc 2.24+ x86-64, manylinux: glibc 2.28+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm	Hash digest
SHA256	`60d5cb59bc4dfc9ed7fcfbdc2327a70962f0f77da26e0cb0f463042d66caa151`
MD5	`2356f6ff3f6ae456a60b161726c3f356`
BLAKE2b-256	`b2e551b04abaa9fce664f59a23ce529f94ad53f7443db320430e6131b2ec5d0d`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
- Subject digest: 60d5cb59bc4dfc9ed7fcfbdc2327a70962f0f77da26e0cb0f463042d66caa151
- Sigstore transparency entry: 2668424090
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

Download URL: serron-0.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Upload date: Aug 31, 2026
Size: 45.1 MB
Tags: CPython 3.13, manylinux: glibc 2.24+ ARM64, manylinux: glibc 2.28+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm	Hash digest
SHA256	`39d10d5acdc14d5837fa56dc6aeb10d299f08777afa07bd569e83676ba26ed1a`
MD5	`49ed16ea1888eb481f04fa09f8427ecf`
BLAKE2b-256	`1af946fdcc193e351bb94e35f6b9dc3f4fb8e18965ddf30187eb19805f1c5fd2`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
- Subject digest: 39d10d5acdc14d5837fa56dc6aeb10d299f08777afa07bd569e83676ba26ed1a
- Sigstore transparency entry: 2668424169
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp312-cp312-win_amd64.whl.

File metadata

Download URL: serron-0.3.1-cp312-cp312-win_amd64.whl
Upload date: Aug 31, 2026
Size: 1.4 MB
Tags: CPython 3.12, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp312-cp312-win_amd64.whl
Algorithm	Hash digest
SHA256	`49e51f438115f4ae07e40d45e960ebb5a8e014347cc8e4b31b6b172455bdeab6`
MD5	`6b3e929b049b92fb1f64ecb03d67ef49`
BLAKE2b-256	`11685b26c4de7592cfa80a7a8034377b6ef2ca0fa3de2f5d3c3400e56898e9d2`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp312-cp312-win_amd64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp312-cp312-win_amd64.whl
- Subject digest: 49e51f438115f4ae07e40d45e960ebb5a8e014347cc8e4b31b6b172455bdeab6
- Sigstore transparency entry: 2668424149
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

Download URL: serron-0.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Upload date: Aug 31, 2026
Size: 47.4 MB
Tags: CPython 3.12, manylinux: glibc 2.24+ x86-64, manylinux: glibc 2.28+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm	Hash digest
SHA256	`3c83c58ec3b04ebb5307afdbfb8dd6a1ee33e9f8ce67ad8611b077431f190298`
MD5	`46e013a3ed3e6541f671a05d52a18b6e`
BLAKE2b-256	`f29cc053e088e3f4d5ee6acccebaaeec1266ec6cc4128b7bfeb50550523d8d5d`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
- Subject digest: 3c83c58ec3b04ebb5307afdbfb8dd6a1ee33e9f8ce67ad8611b077431f190298
- Sigstore transparency entry: 2668424185
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

File details

Details for the file serron-0.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

Download URL: serron-0.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Upload date: Aug 31, 2026
Size: 45.1 MB
Tags: CPython 3.12, manylinux: glibc 2.24+ ARM64, manylinux: glibc 2.28+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for serron-0.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm	Hash digest
SHA256	`c9d200f9b1bf29075a971be6f4b0021d064405ebb0f1c281ea890be8e645ba35`
MD5	`de2aefc121ab7ead9f6f0dd6e7deb250`
BLAKE2b-256	`53424d044084d72abb6811b2816188d773939b5d628484088c726f53b78e7405`

See more details on using hashes here.

Provenance

The following attestation bundles were made for serron-0.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish-pypi.yml on vhrabar/serron

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: serron-0.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
- Subject digest: c9d200f9b1bf29075a971be6f4b0021d064405ebb0f1c281ea890be8e645ba35
- Sigstore transparency entry: 2668424107
- Sigstore integration time: Aug 31, 2026
Source repository:
- Permalink: vhrabar/serron@7126883b2802418f2525da1597c5bba455935850
- Branch / Tag: refs/heads/main
- Owner: https://github.com/vhrabar
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@7126883b2802418f2525da1597c5bba455935850
- Trigger Event: workflow_run

Release history Release notifications | RSS feed

This release

0.3.1 This release

Aug 31, 2026 10 files

0.2.0

Aug 26, 2026 10 files

0.1.1

Jul 25, 2026 10 files

0.1.0

Jul 18, 2026 10 files

0.0.1

Jul 10, 2026 10 files

serron 0.3.1

Serron

Install

Usage

Functional operators

Structuring elements

Border modes

Learnable layers

Building from source

Clone repo

Choosing a torch build

Building the wheel

License

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License expression

Requires

Provides Extra

Tags

Classifiers

Download files

Source Distribution

Built Distributions

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

Release history Release notifications | RSS feed