mwatershed

A rusty mutex watershed

See docs here

Installation

pip install mwatershed

Features

A mutex watershed implementation for affinities
Should handle up to 6 dimensional arrays of fragments (7 dimensions if you include offsets in affinities) but only tested on 2 and 3 dimensions

Usage

components = mwatershed.agglom(
    affinities: NDArray[np.float64],
    offsets: list[list[int]],
    seeds: NDArray[np.uint64],
    edges: Optional[list[tuple[usize, usize, f64]]] = None,
)

where:

affinities is a k+1 dimensional array of non nan affinities with leading dimension having size n
offsets is a list of length n of offset tuples of k integers
seeds is a k dimensional array of fragment ids. Note seeds.shape must be equal to affinities.shape[1:]. Any entry not equal to 0 is guaranteed to stay that way, any entry equal to zero has no priors.
edges is a list of (u, v, aff) tuples to insert arbitrary extra affinities between fragment ids

Graphs as arrays

For a graph that already lives in numpy arrays, cluster_arrays runs the mutex watershed without building a Python object per edge:

nodes, labels = mwatershed.cluster_arrays(
    u, v, weights,            # one edge per position; positive attracts, else repels
    nodes=None,               # sorted unique node ids; default: those in the edges
    sorted=False,             # set if the edges are already in processing order
    prefix=None,              # (u, v, positive) hard decisions processed first
    linkage="abs_max",        # or any GASP linkage below
    cannot_link=True,
)

Node ids are arbitrary uint64. Edges are processed by descending |weight| with ties in input order, after the prefix edges, which are processed in their own order. The result is one label per entry of nodes: the smallest node id in that node's cluster, so the partition equals cluster on the same edges in the same order.

Linkage criteria (GASP)

agglom, cluster_edges and cluster_arrays accept a linkage argument that selects how the interaction between two clusters is computed from the affinities connecting them, following the GASP framework of Bailoni et al. (2022):

`linkage`	Interaction between two clusters	Known as
`"abs_max"`	the connecting edge with the largest magnitude (default)	Mutex watershed
`"sum"`	sum of the connecting affinities	GAEC / HCC-Sum
`"mean"`	mean of the connecting affinities	average linkage (HC-Avg / HCC-Avg)
`"max"`	largest connecting affinity	single linkage
`"min"`	smallest connecting affinity	complete linkage

components = mwatershed.agglom(affinities, offsets, linkage="mean")

Pairs of clusters are visited in order of decreasing interaction magnitude. An attractive pair is merged; a repulsive pair receives a cannot-link constraint when cannot_link=True (the default). Once every remaining pair is repulsive or constrained, the constraints are lifted and any pairs that are still attractive are merged. With "abs_max" the constraints never change the result, which is exactly the mutex watershed. Seeds and the edges argument always act as hard constraints regardless of the linkage.

The generic linkages use a contracted-graph priority queue and are several times slower than the dedicated mutex watershed path; see LINKAGE_REPORT.md for timings (cargo run --release --example benchmark_linkages) or run cargo bench for the Criterion comparison.

Development Status
- 2 - Pre-Alpha
Intended Audience
- Developers
License
- OSI Approved :: MIT License
Natural Language
- English
Programming Language

Metadata

Development Status
- 2 - Pre-Alpha
Intended Audience
- Developers
License
- OSI Approved :: MIT License
Natural Language
- English
Programming Language

Release files for mwatershed 0.6.1

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Release files / mwatershed-0.6.1-cp315-cp315-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.1-cp315-cp315-musllinux_1_2_x86_64.whl
Size	628.5 kB
Tags	CPython 3.15 Linux musl 1.2+ x86-64
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Release files / mwatershed-0.6.1-cp315-cp315-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.1-cp315-cp315-musllinux_1_2_aarch64.whl
Size	591.3 kB
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Release files / mwatershed-0.6.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	421.4 kB
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Release files / mwatershed-0.6.1-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.1-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	460.4 kB
Tags	CPython 3.15 Linux glibc 2.17+ IBM System/390x
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Release files / mwatershed-0.6.1-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.1-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	577.8 kB
Tags	CPython 3.15 Linux glibc 2.17+ PowerPC 64-le
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Release files / mwatershed-0.6.1-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.1-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	413.2 kB
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Release files / mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	628.5 kB
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Release files / mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_aarch64.whl
Size	589.9 kB
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Release files / mwatershed-0.6.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	421.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64
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Release files / mwatershed-0.6.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	460.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x
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Release files / mwatershed-0.6.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	577.7 kB
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Release files / mwatershed-0.6.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	412.0 kB
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Release files / mwatershed-0.6.1-cp314-cp314-win_amd64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-win_amd64.whl
Size	266.5 kB
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Release files / mwatershed-0.6.1-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-musllinux_1_2_x86_64.whl
Size	628.1 kB
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Release files / mwatershed-0.6.1-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-musllinux_1_2_aarch64.whl
Size	590.9 kB
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Release files / mwatershed-0.6.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	421.2 kB
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Release files / mwatershed-0.6.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	460.5 kB
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Release files / mwatershed-0.6.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	577.7 kB
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Release files / mwatershed-0.6.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	413.1 kB
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Release files / mwatershed-0.6.1-cp314-cp314-macosx_11_0_arm64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-macosx_11_0_arm64.whl
Size	377.4 kB
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Release files / mwatershed-0.6.1-cp314-cp314-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.1-cp314-cp314-macosx_10_12_x86_64.whl
Size	385.7 kB
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Release files / mwatershed-0.6.1-cp313-cp313-win_amd64.whl

Download URL	mwatershed-0.6.1-cp313-cp313-win_amd64.whl
Size	265.7 kB
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Release files / mwatershed-0.6.1-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.1-cp313-cp313-musllinux_1_2_x86_64.whl
Size	626.6 kB
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Release files / mwatershed-0.6.1-cp313-cp313-musllinux_1_2_aarch64.whl

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Size	589.9 kB
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Release files / mwatershed-0.6.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	419.6 kB
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Release files / mwatershed-0.6.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl
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Release files / mwatershed-0.6.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / mwatershed-0.6.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / mwatershed-0.6.1-cp313-cp313-macosx_11_0_arm64.whl

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Release files / mwatershed-0.6.1-cp313-cp313-macosx_10_12_x86_64.whl

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Release files / mwatershed-0.6.1-cp312-cp312-win_amd64.whl

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Release files / mwatershed-0.6.1-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.1-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / mwatershed-0.6.1-cp312-cp312-musllinux_1_2_aarch64.whl

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Release files / mwatershed-0.6.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
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Release files / mwatershed-0.6.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl
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Release files / mwatershed-0.6.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
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Release files / mwatershed-0.6.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
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Release files / mwatershed-0.6.1-cp312-cp312-macosx_11_0_arm64.whl

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Release files / mwatershed-0.6.1-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.1-cp312-cp312-macosx_10_12_x86_64.whl
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Release files / mwatershed-0.6.1-cp311-cp311-win_amd64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-win_amd64.whl
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Release files / mwatershed-0.6.1-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / mwatershed-0.6.1-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-musllinux_1_2_aarch64.whl
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Release files / mwatershed-0.6.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	422.6 kB
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Release files / mwatershed-0.6.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl
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Release files / mwatershed-0.6.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	580.2 kB
Tags	CPython 3.11 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`1cb5858def848d22220be177e7731cfea514d0f4c2de849bd257eb9bb5eee62b`
BLAKE2b-256 checksum How to use checksums	`e6525f62c5d4d87205b4d9be724632cc9140bb2922f5daa5fedc387d77f34fc9`
Upload date	Nov 3, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.13.7 {"installer":{"name":"uv","version":"0.13.7","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 / mwatershed-0.6.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	416.7 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`e62a1814cc71ff661ad7f1fb263ac2b0ade1427e8a2632dffc9cf89849ee9c4a`
BLAKE2b-256 checksum How to use checksums	`9931478da7fba47a079a6dd035b42288907c7add464f589dea14dacbbf813383`
Upload date	Nov 3, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.13.7 {"installer":{"name":"uv","version":"0.13.7","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 / mwatershed-0.6.1-cp311-cp311-macosx_11_0_arm64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-macosx_11_0_arm64.whl
Size	381.3 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`6f51111eb0d768ca274ae32adcda7454aad6cf44d4e06cb99ed1e02363ffa092`
BLAKE2b-256 checksum How to use checksums	`c8e397dbacb383b9dadb7be5582410b439f81a6b1b9b5b27f632be435511db98`
Upload date	Nov 3, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.13.7 {"installer":{"name":"uv","version":"0.13.7","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 / mwatershed-0.6.1-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.1-cp311-cp311-macosx_10_12_x86_64.whl
Size	384.1 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`161b439244f4e956eadeacdb300ef85c2e2bafbb35996d367189cf29bfc43d18`
BLAKE2b-256 checksum How to use checksums	`8d449e004cd0f64cb3781fad262235cebd04621f2a712029701496d5c3e68297`
Upload date	Nov 3, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.13.7 {"installer":{"name":"uv","version":"0.13.7","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

0.6.1 This release

Nov 3, 2026 67 release files No provenance

File	Interpreter	ABI	Platform	Actions Reset
mwatershed-0.6.1-pp312-pypy312_pp80-musllinux_1_2_x86_64.whl 628.2 kB Nov 3, 2026 Without provenance	PyPy 3.12	PyPy 3.12 8.0	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-pp312-pypy312_pp80-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-pp312-pypy312_pp80-musllinux_1_2_aarch64.whl 591.5 kB Nov 3, 2026 Without provenance	PyPy 3.12	PyPy 3.12 8.0	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-pp312-pypy312_pp80-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-pp312-pypy312_pp80-manylinux2014_s390x.manylinux_2_17_s390x.whl 460.1 kB Nov 3, 2026 Without provenance	PyPy 3.12	PyPy 3.12 8.0	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-pp312-pypy312_pp80-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-pp312-pypy312_pp80-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 578.8 kB Nov 3, 2026 Without provenance	PyPy 3.12	PyPy 3.12 8.0	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-pp312-pypy312_pp80-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-pp312-pypy312_pp80-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 414.5 kB Nov 3, 2026 Without provenance	PyPy 3.12	PyPy 3.12 8.0	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-pp312-pypy312_pp80-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 631.3 kB Nov 3, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 595.1 kB Nov 3, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 424.4 kB Nov 3, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_s390x.manylinux_2_17_s390x.whl 462.6 kB Nov 3, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 581.9 kB Nov 3, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 417.4 kB Nov 3, 2026 Without provenance	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp315-cp315t-musllinux_1_2_x86_64.whl 629.0 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp315-cp315t-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp315-cp315t-musllinux_1_2_aarch64.whl 590.2 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp315-cp315t-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 422.2 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp315-cp315t-manylinux2014_s390x.manylinux_2_17_s390x.whl 460.4 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp315-cp315t-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 576.5 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 412.6 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp315-cp315-win_amd64.whl 266.9 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Windows x86-64	Details for mwatershed-0.6.1-cp315-cp315-win_amd64.whl
mwatershed-0.6.1-cp315-cp315-musllinux_1_2_x86_64.whl 628.5 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp315-cp315-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp315-cp315-musllinux_1_2_aarch64.whl 591.3 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp315-cp315-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 421.4 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl 460.4 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 577.8 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 413.2 kB Nov 3, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_x86_64.whl 628.5 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_aarch64.whl 589.9 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp314-cp314t-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 421.8 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl 460.9 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 577.7 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 412.0 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp314-cp314-win_amd64.whl 266.5 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Windows x86-64	Details for mwatershed-0.6.1-cp314-cp314-win_amd64.whl
mwatershed-0.6.1-cp314-cp314-musllinux_1_2_x86_64.whl 628.1 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp314-cp314-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp314-cp314-musllinux_1_2_aarch64.whl 590.9 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp314-cp314-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 421.2 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl 460.5 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 577.7 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 413.1 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp314-cp314-macosx_11_0_arm64.whl 377.4 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details for mwatershed-0.6.1-cp314-cp314-macosx_11_0_arm64.whl
mwatershed-0.6.1-cp314-cp314-macosx_10_12_x86_64.whl 385.7 kB Nov 3, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details for mwatershed-0.6.1-cp314-cp314-macosx_10_12_x86_64.whl
mwatershed-0.6.1-cp313-cp313-win_amd64.whl 265.7 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows x86-64	Details for mwatershed-0.6.1-cp313-cp313-win_amd64.whl
mwatershed-0.6.1-cp313-cp313-musllinux_1_2_x86_64.whl 626.6 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp313-cp313-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp313-cp313-musllinux_1_2_aarch64.whl 589.9 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp313-cp313-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 419.6 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl 459.8 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 577.0 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 411.7 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp313-cp313-macosx_11_0_arm64.whl 375.8 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details for mwatershed-0.6.1-cp313-cp313-macosx_11_0_arm64.whl
mwatershed-0.6.1-cp313-cp313-macosx_10_12_x86_64.whl 383.9 kB Nov 3, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details for mwatershed-0.6.1-cp313-cp313-macosx_10_12_x86_64.whl
mwatershed-0.6.1-cp312-cp312-win_amd64.whl 266.0 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Windows x86-64	Details for mwatershed-0.6.1-cp312-cp312-win_amd64.whl
mwatershed-0.6.1-cp312-cp312-musllinux_1_2_x86_64.whl 626.9 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp312-cp312-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp312-cp312-musllinux_1_2_aarch64.whl 590.1 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp312-cp312-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 419.6 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl 460.0 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 575.9 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 411.5 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp312-cp312-macosx_11_0_arm64.whl 376.4 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details for mwatershed-0.6.1-cp312-cp312-macosx_11_0_arm64.whl
mwatershed-0.6.1-cp312-cp312-macosx_10_12_x86_64.whl 384.3 kB Nov 3, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details for mwatershed-0.6.1-cp312-cp312-macosx_10_12_x86_64.whl
mwatershed-0.6.1-cp311-cp311-win_amd64.whl 269.8 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Windows x86-64	Details for mwatershed-0.6.1-cp311-cp311-win_amd64.whl
mwatershed-0.6.1-cp311-cp311-musllinux_1_2_x86_64.whl 630.0 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details for mwatershed-0.6.1-cp311-cp311-musllinux_1_2_x86_64.whl
mwatershed-0.6.1-cp311-cp311-musllinux_1_2_aarch64.whl 594.1 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details for mwatershed-0.6.1-cp311-cp311-musllinux_1_2_aarch64.whl
mwatershed-0.6.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl 422.6 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details for mwatershed-0.6.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
mwatershed-0.6.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl 462.3 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ IBM System/390x	Details for mwatershed-0.6.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl
mwatershed-0.6.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl 580.2 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ PowerPC 64-le	Details for mwatershed-0.6.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
mwatershed-0.6.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl 416.7 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details for mwatershed-0.6.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
mwatershed-0.6.1-cp311-cp311-macosx_11_0_arm64.whl 381.3 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details for mwatershed-0.6.1-cp311-cp311-macosx_11_0_arm64.whl
mwatershed-0.6.1-cp311-cp311-macosx_10_12_x86_64.whl 384.1 kB Nov 3, 2026 Without provenance	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details for mwatershed-0.6.1-cp311-cp311-macosx_10_12_x86_64.whl

mwatershed 0.6.1