LSNMS

lsnms (large scale non maximum suppression) is a CPU-only python library implementing a sparse version of the NMS algorithm. LSNMS becomes useful for object detection pipelines ran on big images, where the number of objects to detect gets large as well (>100). Originally, lsnms was designed to handle the scenario where object detection algorithms are applied in an overlapping & sliding window fashion to very large (microscopy or satellite aerial) images. Vanilla NMS algorithm can be applied to each window independantly, but as windows do overlap, a final NMS pass is required to handle redundant detections.

The table below shows runtime of torchvision's nms versus lsnms.nms.

Number of objects	torchvision (CPU)	lsnms (CPU)
100	0.09ms	0.05ms
1,000	7.7ms	0.50ms
10,000	1,190ms	9.6ms
100,000	179,045ms	176ms

One can observe a quadratic growth of torchvision's runtime, and a log-linear growth of lsnms's runtime.

Note: runtimes measured on synthetic data, code in conftest.py::instances(scenario="scattered").

Applying lsnms to cell detection from microscopy images (~300k cells per giga pixel image) showed lsnms to run in ~3 seconds, while torchvision's nms ran in approximately 5 minutes.

Installation

This project is fully installable with pip: this will download pre-compiled binaries for the rust backend.

pip install lsnms --upgrade

or by cloning this repo with poetry and installing both the python package and compile the rust crate:

git clone https://github.com/remydubois/lsnms
cd lsnms/
make install

Only dependencies are numpy and numba.

Getting started:

The full documentation is available here. A simple starter could be:

import numpy as np
from lsnms import nms, wbc

# Create boxes: approx 30 pixels wide / high in Pascal VOC format:
# bbox = (x0, y0, x1, y1) with x1 >= x0, y1 >= y0
image_size = 10_000
n_predictions = 10_000
topleft = np.random.uniform(0.0, high=image_size, size=(n_predictions, 2))
wh = np.random.uniform(15, 45, size=topleft.shape)
boxes = np.concatenate([topleft, topleft + wh], axis=1).astype(np.float64)
# Create scores
scores = np.random.uniform(0.0, 1.0, size=(len(boxes),))

# Create class_ids if multiclass, 3 classes here
class_ids = np.random.randint(0, 2, size=(len(boxes),))

# Apply NMS
# During the process, overlapping boxes are queried using a R-Tree, ensuring a log-time search
keep = nms(boxes, scores, iou_threshold=0.5)
# Or, in a multiclass setting
keep = nms(boxes, scores, iou_threshold=0.5, class_ids=class_ids)
boxes = boxes[keep]
scores = scores[keep]

# Apply WBC
pooled_boxes, pooled_scores, cluster_indices = wbc(boxes, scores, iou_threshold=0.5)

Release notes

See the changelog

Other tools available

Other methods exist to tackle this problem.

Offloading the final NMS to the GPU will work on large enough cards. Past 300,000 objects, the memory requirements become hardly manageable for consumer-grade graphic cards.
A smart rearrangement of the patches on which vanilla NMS is ran helps reduce the amount of boxes remaining for the final filtering operation. Such a method is described here but is likely to scale less well than lnsms as it remains quadratic in nature.

Metadata

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Release files / lsnms-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	lsnms-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	2.7 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64
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Release files / lsnms-0.5.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	lsnms-0.5.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl
Size	2.8 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32
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Release files / lsnms-0.5.0-cp314-cp314-win_arm64.whl

Download URL	lsnms-0.5.0-cp314-cp314-win_arm64.whl
Size	172.3 kB
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Release files / lsnms-0.5.0-cp314-cp314-win_amd64.whl

Download URL	lsnms-0.5.0-cp314-cp314-win_amd64.whl
Size	179.7 kB
Tags	CPython 3.14 Windows x86-64
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Release files / lsnms-0.5.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	lsnms-0.5.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp314-cp314-musllinux_1_2_i686.whl

Download URL	lsnms-0.5.0-cp314-cp314-musllinux_1_2_i686.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp314-cp314-musllinux_1_2_armv7l.whl

Download URL	lsnms-0.5.0-cp314-cp314-musllinux_1_2_armv7l.whl
Size	2.9 MB
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Release files / lsnms-0.5.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	lsnms-0.5.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size	2.9 MB
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Release files / lsnms-0.5.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	lsnms-0.5.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.2 MB
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Release files / lsnms-0.5.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	lsnms-0.5.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Release files / lsnms-0.5.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	lsnms-0.5.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	2.9 MB
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Release files / lsnms-0.5.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	lsnms-0.5.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	2.7 MB
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Release files / lsnms-0.5.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	lsnms-0.5.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / lsnms-0.5.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	lsnms-0.5.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / lsnms-0.5.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL	lsnms-0.5.0-cp314-cp314-macosx_11_0_arm64.whl
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Release files / lsnms-0.5.0-cp314-cp314-macosx_10_12_x86_64.whl

Download URL	lsnms-0.5.0-cp314-cp314-macosx_10_12_x86_64.whl
Size	296.9 kB
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Release files / lsnms-0.5.0-cp313-cp313-win_arm64.whl

Download URL	lsnms-0.5.0-cp313-cp313-win_arm64.whl
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Release files / lsnms-0.5.0-cp313-cp313-win_amd64.whl

Download URL	lsnms-0.5.0-cp313-cp313-win_amd64.whl
Size	179.7 kB
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Release files / lsnms-0.5.0-cp313-cp313-win32.whl

Download URL	lsnms-0.5.0-cp313-cp313-win32.whl
Size	170.6 kB
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Release files / lsnms-0.5.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	lsnms-0.5.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp313-cp313-musllinux_1_2_i686.whl

Download URL	lsnms-0.5.0-cp313-cp313-musllinux_1_2_i686.whl
Size	3.0 MB
Tags	CPython 3.13 Linux musl 1.2+ x86-32
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Release files / lsnms-0.5.0-cp313-cp313-musllinux_1_2_armv7l.whl

Download URL	lsnms-0.5.0-cp313-cp313-musllinux_1_2_armv7l.whl
Size	3.0 MB
Tags	CPython 3.13 Linux musl 1.2+ ARMv7l
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Release files / lsnms-0.5.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL	lsnms-0.5.0-cp313-cp313-musllinux_1_2_aarch64.whl
Size	2.9 MB
Tags	CPython 3.13 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`ead1562e2420a385a70b0235bacf8bb8db427853f6ed159895ac2c6adecc1d43`
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Release files / lsnms-0.5.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	lsnms-0.5.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.2 MB
Tags	CPython 3.13 Linux glibc 2.17+ x86-64
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Release files / lsnms-0.5.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	lsnms-0.5.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Release files / lsnms-0.5.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	lsnms-0.5.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	2.9 MB
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Release files / lsnms-0.5.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	lsnms-0.5.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / lsnms-0.5.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	lsnms-0.5.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / lsnms-0.5.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	lsnms-0.5.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / lsnms-0.5.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	lsnms-0.5.0-cp313-cp313-macosx_11_0_arm64.whl
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Release files / lsnms-0.5.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	lsnms-0.5.0-cp313-cp313-macosx_10_12_x86_64.whl
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Release files / lsnms-0.5.0-cp312-cp312-win_arm64.whl

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Release files / lsnms-0.5.0-cp312-cp312-win_amd64.whl

Download URL	lsnms-0.5.0-cp312-cp312-win_amd64.whl
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Release files / lsnms-0.5.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	lsnms-0.5.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp312-cp312-musllinux_1_2_i686.whl

Download URL	lsnms-0.5.0-cp312-cp312-musllinux_1_2_i686.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp312-cp312-musllinux_1_2_armv7l.whl

Download URL	lsnms-0.5.0-cp312-cp312-musllinux_1_2_armv7l.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	lsnms-0.5.0-cp312-cp312-musllinux_1_2_aarch64.whl
Size	3.0 MB
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Release files / lsnms-0.5.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	lsnms-0.5.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.2 MB
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Release files / lsnms-0.5.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	lsnms-0.5.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	2.9 MB
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Release files / lsnms-0.5.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	lsnms-0.5.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / lsnms-0.5.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	lsnms-0.5.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / lsnms-0.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	lsnms-0.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	2.8 MB
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Release files / lsnms-0.5.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	lsnms-0.5.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / lsnms-0.5.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	lsnms-0.5.0-cp312-cp312-macosx_11_0_arm64.whl
Size	293.2 kB
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Release files / lsnms-0.5.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	lsnms-0.5.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	297.2 kB
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Release files / lsnms-0.5.0-cp311-cp311-win_amd64.whl

Download URL	lsnms-0.5.0-cp311-cp311-win_amd64.whl
Size	181.0 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`2eaf7776fd1a2a62f8f63ed9b2c5b656fe8223e155639a0e4a40bb5c0a075e1b`
BLAKE2b-256 checksum How to use checksums	`7cd64285666ad75a370fb675511c01463720990c2adc1e8383a557f49f0bfdec`
Upload date	Oct 20, 2026
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Uploaded via	`uv/0.13.4 {"installer":{"name":"uv","version":"0.13.4","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

Release files / lsnms-0.5.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	lsnms-0.5.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size	3.0 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`bd9b5cd7a8d650a9b1a56f0ad3c6c5225a65ddaf0e0d5a9da0594b92faf229bc`
BLAKE2b-256 checksum How to use checksums	`35dc227b4e4a26867e573ad4629c91aab1ca096dea0511b965e9b609b0164a66`
Upload date	Oct 20, 2026
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Release files / lsnms-0.5.0-cp311-cp311-musllinux_1_2_i686.whl

Download URL	lsnms-0.5.0-cp311-cp311-musllinux_1_2_i686.whl
Size	3.0 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`bd6d17876651d059db0b0071dfaf0a3a6f0c7af987fe9f7d8bd433401c80ee91`
BLAKE2b-256 checksum How to use checksums	`bf3540f18d1c83e78bdee4bcada44ca3f1629e26a5022e6f4540e7dff598030c`
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Release files / lsnms-0.5.0-cp311-cp311-musllinux_1_2_armv7l.whl

Download URL	lsnms-0.5.0-cp311-cp311-musllinux_1_2_armv7l.whl
Size	3.1 MB
Tags	CPython 3.11 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`76c6e035c85b38e52f7b6cfd5e2818cbbfc84406ecfcfe88bf5f9a9e34d821c1`
BLAKE2b-256 checksum How to use checksums	`fa503845c6775468350f9a69d69c8b7ccf1dc87245177c694d570a6bdef5b533`
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Release files / lsnms-0.5.0-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL	lsnms-0.5.0-cp311-cp311-musllinux_1_2_aarch64.whl
Size	2.9 MB
Tags	CPython 3.11 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`d7f2a3afc8e37e17474fb3f5cffdd0d9e5a3f8db022e567d06389e2ea3325dc8`
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Release files / lsnms-0.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	lsnms-0.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.2 MB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`863bfcffd3ecbc669ae7038fcacda65b1cafa54bbab8b869f373b25976414629`
BLAKE2b-256 checksum How to use checksums	`318afacbc0380b5891e95344bd362d0fa4acebd9b1aedb95830e9d89987cb762`
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Release files / lsnms-0.5.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	lsnms-0.5.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	2.9 MB
Tags	CPython 3.11 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`dfae934f0cd47335b2b31157b84037865ab0ec7aa0bb4fa98cc3ad35e36ad7e0`
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Release files / lsnms-0.5.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	lsnms-0.5.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	2.9 MB
Tags	CPython 3.11 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`dc2e0b9015223dd105bd2aa66e4dc958d74d12c7393f09ab2a2fad87258ee2ee`
BLAKE2b-256 checksum How to use checksums	`86dad0fa1052de23f8393c50e237b28b4fa2620c0cb1f89ccd31a9bac42773af`
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Release files / lsnms-0.5.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	lsnms-0.5.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	2.8 MB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`8f72b849b3b6d51908c29243c2f5d807d667581f5bac51d671398796bfad5417`
BLAKE2b-256 checksum How to use checksums	`8ae170fadaad56ca66cbe0a2b4208ba6f934b364df5c567d8d203b2041126136`
Upload date	Oct 20, 2026
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Uploaded via	`uv/0.13.4 {"installer":{"name":"uv","version":"0.13.4","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

Release files / lsnms-0.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	lsnms-0.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	2.8 MB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`2876bf80fd3416dbbf01c31dd9aeb6e43f6a50a51e40f83cff7b2b98d6d40a74`
BLAKE2b-256 checksum How to use checksums	`c0c71758a21765df18b2391cf37990e3c5c49d36a25e17428e71f140c323e7eb`
Upload date	Oct 20, 2026
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Release files / lsnms-0.5.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	lsnms-0.5.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
Size	2.8 MB
Tags	CPython 3.11 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`499c2ccf8c25efeb497d61e6282226f6815a394d4b79901754022b0ddf0397cb`
BLAKE2b-256 checksum How to use checksums	`ccf07165addefd8d92a193ceef9c79ab53d1c823940dbfa3e75e31c148434def`
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Release files / lsnms-0.5.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	lsnms-0.5.0-cp311-cp311-macosx_11_0_arm64.whl
Size	294.3 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`7e76bb1e0c30af32a07bc9de2f1e96009b4b8d19bdcaf47a7b457ba338628227`
BLAKE2b-256 checksum How to use checksums	`d9e9295de8ae23c152b1e8d973c4e1229dcad274ba176d46b182bc78da3a7386`
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Release files / lsnms-0.5.0-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	lsnms-0.5.0-cp311-cp311-macosx_10_12_x86_64.whl
Size	297.8 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`ab676a599399cc3d5d487a1f220db54c5478bf010aebb427ba8a0b8db5faca30`
BLAKE2b-256 checksum How to use checksums	`e6c1b3b8905a19dc0b376163e3dfffd24771daef34033e6c9ebd254ce0b2c742`
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Uploaded via	`uv/0.13.4 {"installer":{"name":"uv","version":"0.13.4","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

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This release

0.5.0 This release

Oct 20, 2026 77 release files No provenance

File	Interpreter	ABI	Platform	Actions Reset
lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 3.0 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ x86-64	Details for lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl 3.0 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ x86-32	Details for lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl
lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl 3.1 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ ARMv7l	Details for lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl
lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 2.9 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ ARM64	Details for lsnms-0.5.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.2 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-64	Details for lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.9 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ IBM System/390x	Details for lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 2.9 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ PowerPC 64-le	Details for lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.8 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARMv7l	Details for lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARM64	Details for lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl 2.8 MB Oct 20, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.5+ x86-32	Details for lsnms-0.5.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl
lsnms-0.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details for lsnms-0.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl
lsnms-0.5.0-cp314-cp314t-musllinux_1_2_i686.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-32	Details for lsnms-0.5.0-cp314-cp314t-musllinux_1_2_i686.whl
lsnms-0.5.0-cp314-cp314t-musllinux_1_2_armv7l.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARMv7l	Details for lsnms-0.5.0-cp314-cp314t-musllinux_1_2_armv7l.whl
lsnms-0.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details for lsnms-0.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl
lsnms-0.5.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.2 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details for lsnms-0.5.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
lsnms-0.5.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ IBM System/390x	Details for lsnms-0.5.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl
lsnms-0.5.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ PowerPC 64-le	Details for lsnms-0.5.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
lsnms-0.5.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.7 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details for lsnms-0.5.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
lsnms-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.7 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details for lsnms-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
lsnms-0.5.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.5+ x86-32	Details for lsnms-0.5.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl
lsnms-0.5.0-cp314-cp314-win_arm64.whl 172.3 kB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Windows ARM64	Details for lsnms-0.5.0-cp314-cp314-win_arm64.whl
lsnms-0.5.0-cp314-cp314-win_amd64.whl 179.7 kB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Windows x86-64	Details for lsnms-0.5.0-cp314-cp314-win_amd64.whl
lsnms-0.5.0-cp314-cp314-musllinux_1_2_x86_64.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details for lsnms-0.5.0-cp314-cp314-musllinux_1_2_x86_64.whl
lsnms-0.5.0-cp314-cp314-musllinux_1_2_i686.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-32	Details for lsnms-0.5.0-cp314-cp314-musllinux_1_2_i686.whl
lsnms-0.5.0-cp314-cp314-musllinux_1_2_armv7l.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARMv7l	Details for lsnms-0.5.0-cp314-cp314-musllinux_1_2_armv7l.whl
lsnms-0.5.0-cp314-cp314-musllinux_1_2_aarch64.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details for lsnms-0.5.0-cp314-cp314-musllinux_1_2_aarch64.whl
lsnms-0.5.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.2 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details for lsnms-0.5.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
lsnms-0.5.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ IBM System/390x	Details for lsnms-0.5.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
lsnms-0.5.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ PowerPC 64-le	Details for lsnms-0.5.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
lsnms-0.5.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.7 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details for lsnms-0.5.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
lsnms-0.5.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.7 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details for lsnms-0.5.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
lsnms-0.5.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.5+ x86-32	Details for lsnms-0.5.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
lsnms-0.5.0-cp314-cp314-macosx_11_0_arm64.whl 293.2 kB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details for lsnms-0.5.0-cp314-cp314-macosx_11_0_arm64.whl
lsnms-0.5.0-cp314-cp314-macosx_10_12_x86_64.whl 296.9 kB Oct 20, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details for lsnms-0.5.0-cp314-cp314-macosx_10_12_x86_64.whl
lsnms-0.5.0-cp313-cp313-win_arm64.whl 172.2 kB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows ARM64	Details for lsnms-0.5.0-cp313-cp313-win_arm64.whl
lsnms-0.5.0-cp313-cp313-win_amd64.whl 179.7 kB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows x86-64	Details for lsnms-0.5.0-cp313-cp313-win_amd64.whl
lsnms-0.5.0-cp313-cp313-win32.whl 170.6 kB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows x86-32	Details for lsnms-0.5.0-cp313-cp313-win32.whl
lsnms-0.5.0-cp313-cp313-musllinux_1_2_x86_64.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details for lsnms-0.5.0-cp313-cp313-musllinux_1_2_x86_64.whl
lsnms-0.5.0-cp313-cp313-musllinux_1_2_i686.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details for lsnms-0.5.0-cp313-cp313-musllinux_1_2_i686.whl
lsnms-0.5.0-cp313-cp313-musllinux_1_2_armv7l.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARMv7l	Details for lsnms-0.5.0-cp313-cp313-musllinux_1_2_armv7l.whl
lsnms-0.5.0-cp313-cp313-musllinux_1_2_aarch64.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details for lsnms-0.5.0-cp313-cp313-musllinux_1_2_aarch64.whl
lsnms-0.5.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.2 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details for lsnms-0.5.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
lsnms-0.5.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ IBM System/390x	Details for lsnms-0.5.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
lsnms-0.5.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ PowerPC 64-le	Details for lsnms-0.5.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
lsnms-0.5.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.7 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details for lsnms-0.5.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
lsnms-0.5.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details for lsnms-0.5.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
lsnms-0.5.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.5+ x86-32	Details for lsnms-0.5.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl
lsnms-0.5.0-cp313-cp313-macosx_11_0_arm64.whl 293.2 kB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details for lsnms-0.5.0-cp313-cp313-macosx_11_0_arm64.whl
lsnms-0.5.0-cp313-cp313-macosx_10_12_x86_64.whl 297.1 kB Oct 20, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details for lsnms-0.5.0-cp313-cp313-macosx_10_12_x86_64.whl
lsnms-0.5.0-cp312-cp312-win_arm64.whl 172.3 kB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Windows ARM64	Details for lsnms-0.5.0-cp312-cp312-win_arm64.whl
lsnms-0.5.0-cp312-cp312-win_amd64.whl 179.8 kB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Windows x86-64	Details for lsnms-0.5.0-cp312-cp312-win_amd64.whl
lsnms-0.5.0-cp312-cp312-musllinux_1_2_x86_64.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details for lsnms-0.5.0-cp312-cp312-musllinux_1_2_x86_64.whl
lsnms-0.5.0-cp312-cp312-musllinux_1_2_i686.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details for lsnms-0.5.0-cp312-cp312-musllinux_1_2_i686.whl
lsnms-0.5.0-cp312-cp312-musllinux_1_2_armv7l.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARMv7l	Details for lsnms-0.5.0-cp312-cp312-musllinux_1_2_armv7l.whl
lsnms-0.5.0-cp312-cp312-musllinux_1_2_aarch64.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details for lsnms-0.5.0-cp312-cp312-musllinux_1_2_aarch64.whl
lsnms-0.5.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.2 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details for lsnms-0.5.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
lsnms-0.5.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ IBM System/390x	Details for lsnms-0.5.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
lsnms-0.5.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le	Details for lsnms-0.5.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
lsnms-0.5.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.7 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details for lsnms-0.5.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
lsnms-0.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details for lsnms-0.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
lsnms-0.5.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-32	Details for lsnms-0.5.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
lsnms-0.5.0-cp312-cp312-macosx_11_0_arm64.whl 293.2 kB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details for lsnms-0.5.0-cp312-cp312-macosx_11_0_arm64.whl
lsnms-0.5.0-cp312-cp312-macosx_10_12_x86_64.whl 297.2 kB Oct 20, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details for lsnms-0.5.0-cp312-cp312-macosx_10_12_x86_64.whl
lsnms-0.5.0-cp311-cp311-win_amd64.whl 181.0 kB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Windows x86-64	Details for lsnms-0.5.0-cp311-cp311-win_amd64.whl
lsnms-0.5.0-cp311-cp311-musllinux_1_2_x86_64.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details for lsnms-0.5.0-cp311-cp311-musllinux_1_2_x86_64.whl
lsnms-0.5.0-cp311-cp311-musllinux_1_2_i686.whl 3.0 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-32	Details for lsnms-0.5.0-cp311-cp311-musllinux_1_2_i686.whl
lsnms-0.5.0-cp311-cp311-musllinux_1_2_armv7l.whl 3.1 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARMv7l	Details for lsnms-0.5.0-cp311-cp311-musllinux_1_2_armv7l.whl
lsnms-0.5.0-cp311-cp311-musllinux_1_2_aarch64.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details for lsnms-0.5.0-cp311-cp311-musllinux_1_2_aarch64.whl
lsnms-0.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.2 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details for lsnms-0.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
lsnms-0.5.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ IBM System/390x	Details for lsnms-0.5.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
lsnms-0.5.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 2.9 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ PowerPC 64-le	Details for lsnms-0.5.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
lsnms-0.5.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details for lsnms-0.5.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
lsnms-0.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details for lsnms-0.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
lsnms-0.5.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 2.8 MB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.5+ x86-32	Details for lsnms-0.5.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
lsnms-0.5.0-cp311-cp311-macosx_11_0_arm64.whl 294.3 kB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details for lsnms-0.5.0-cp311-cp311-macosx_11_0_arm64.whl
lsnms-0.5.0-cp311-cp311-macosx_10_12_x86_64.whl 297.8 kB Oct 20, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details for lsnms-0.5.0-cp311-cp311-macosx_10_12_x86_64.whl

lsnms 0.5.0