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 0.6.0

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Release files / mwatershed-0.6.0-cp315-cp315t-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp315-cp315t-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	426.4 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ ARMv7l
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Release files / mwatershed-0.6.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	411.6 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ ARM64
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Release files / mwatershed-0.6.0-cp315-cp315t-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp315-cp315t-manylinux1_i686.manylinux_2_5_i686.whl
Size	459.9 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.5+ x86-32
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Release files / mwatershed-0.6.0-cp315-cp315-win_amd64.whl

Download URL	mwatershed-0.6.0-cp315-cp315-win_amd64.whl
Size	265.6 kB
Tags	CPython 3.15 Windows x86-64
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Release files / mwatershed-0.6.0-cp315-cp315-win32.whl

Download URL	mwatershed-0.6.0-cp315-cp315-win32.whl
Size	262.4 kB
Tags	CPython 3.15 Windows x86-32
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Release files / mwatershed-0.6.0-cp315-cp315-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.0-cp315-cp315-musllinux_1_2_x86_64.whl
Size	626.3 kB
Tags	CPython 3.15 Linux musl 1.2+ x86-64
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Release files / mwatershed-0.6.0-cp315-cp315-musllinux_1_2_i686.whl

Download URL	mwatershed-0.6.0-cp315-cp315-musllinux_1_2_i686.whl
Size	670.8 kB
Tags	CPython 3.15 Linux musl 1.2+ x86-32
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Release files / mwatershed-0.6.0-cp315-cp315-musllinux_1_2_armv7l.whl

Download URL	mwatershed-0.6.0-cp315-cp315-musllinux_1_2_armv7l.whl
Size	704.6 kB
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Release files / mwatershed-0.6.0-cp315-cp315-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.0-cp315-cp315-musllinux_1_2_aarch64.whl
Size	590.6 kB
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Release files / mwatershed-0.6.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	419.6 kB
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Release files / mwatershed-0.6.0-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.0-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	458.0 kB
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Release files / mwatershed-0.6.0-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.0-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	578.7 kB
Tags	CPython 3.15 Linux glibc 2.17+ PowerPC 64-le
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Release files / mwatershed-0.6.0-cp315-cp315-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp315-cp315-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	429.4 kB
Tags	CPython 3.15 Linux glibc 2.17+ ARMv7l
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Release files / mwatershed-0.6.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	412.4 kB
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Release files / mwatershed-0.6.0-cp315-cp315-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp315-cp315-manylinux1_i686.manylinux_2_5_i686.whl
Size	461.3 kB
Tags	CPython 3.15 Linux glibc 2.5+ x86-32
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Release files / mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	626.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
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Release files / mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_i686.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_i686.whl
Size	668.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32
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Release files / mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_armv7l.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_armv7l.whl
Size	700.4 kB
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Release files / mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-musllinux_1_2_aarch64.whl
Size	589.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
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Release files / mwatershed-0.6.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	420.4 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64
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Release files / mwatershed-0.6.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	457.7 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x
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Release files / mwatershed-0.6.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	578.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le
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Release files / mwatershed-0.6.0-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	426.3 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
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Release files / mwatershed-0.6.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	411.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64
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Release files / mwatershed-0.6.0-cp314-cp314t-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp314-cp314t-manylinux1_i686.manylinux_2_5_i686.whl
Size	459.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32
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Release files / mwatershed-0.6.0-cp314-cp314-win_amd64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-win_amd64.whl
Size	265.7 kB
Tags	CPython 3.14 Windows x86-64
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Release files / mwatershed-0.6.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size	626.2 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
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Release files / mwatershed-0.6.0-cp314-cp314-musllinux_1_2_i686.whl

Download URL	mwatershed-0.6.0-cp314-cp314-musllinux_1_2_i686.whl
Size	670.7 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-32
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Release files / mwatershed-0.6.0-cp314-cp314-musllinux_1_2_armv7l.whl

Download URL	mwatershed-0.6.0-cp314-cp314-musllinux_1_2_armv7l.whl
Size	704.3 kB
Tags	CPython 3.14 Linux musl 1.2+ ARMv7l
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Release files / mwatershed-0.6.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size	590.9 kB
Tags	CPython 3.14 Linux musl 1.2+ ARM64
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Release files / mwatershed-0.6.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	419.7 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-64
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Release files / mwatershed-0.6.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	457.9 kB
Tags	CPython 3.14 Linux glibc 2.17+ IBM System/390x
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Release files / mwatershed-0.6.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	579.5 kB
Tags	CPython 3.14 Linux glibc 2.17+ PowerPC 64-le
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Release files / mwatershed-0.6.0-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	429.4 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARMv7l
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Release files / mwatershed-0.6.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	412.6 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARM64
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Release files / mwatershed-0.6.0-cp314-cp314-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp314-cp314-manylinux1_i686.manylinux_2_5_i686.whl
Size	461.1 kB
Tags	CPython 3.14 Linux glibc 2.5+ x86-32
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Release files / mwatershed-0.6.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-macosx_11_0_arm64.whl
Size	375.6 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
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Release files / mwatershed-0.6.0-cp314-cp314-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.0-cp314-cp314-macosx_10_12_x86_64.whl
Size	383.3 kB
Tags	CPython 3.14 macOS 10.12+ x86-64
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Release files / mwatershed-0.6.0-cp313-cp313-win_amd64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-win_amd64.whl
Size	265.4 kB
Tags	CPython 3.13 Windows x86-64
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Release files / mwatershed-0.6.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size	626.2 kB
Tags	CPython 3.13 Linux musl 1.2+ x86-64
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Release files / mwatershed-0.6.0-cp313-cp313-musllinux_1_2_i686.whl

Download URL	mwatershed-0.6.0-cp313-cp313-musllinux_1_2_i686.whl
Size	673.4 kB
Tags	CPython 3.13 Linux musl 1.2+ x86-32
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Release files / mwatershed-0.6.0-cp313-cp313-musllinux_1_2_armv7l.whl

Download URL	mwatershed-0.6.0-cp313-cp313-musllinux_1_2_armv7l.whl
Size	704.5 kB
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Release files / mwatershed-0.6.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-musllinux_1_2_aarch64.whl
Size	590.7 kB
Tags	CPython 3.13 Linux musl 1.2+ ARM64
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Release files / mwatershed-0.6.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	420.0 kB
Tags	CPython 3.13 Linux glibc 2.17+ x86-64
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Release files / mwatershed-0.6.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	457.8 kB
Tags	CPython 3.13 Linux glibc 2.17+ IBM System/390x
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Release files / mwatershed-0.6.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	577.6 kB
Tags	CPython 3.13 Linux glibc 2.17+ PowerPC 64-le
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Release files / mwatershed-0.6.0-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	429.8 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
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Release files / mwatershed-0.6.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	412.4 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARM64
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Release files / mwatershed-0.6.0-cp313-cp313-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp313-cp313-manylinux1_i686.manylinux_2_5_i686.whl
Size	462.9 kB
Tags	CPython 3.13 Linux glibc 2.5+ x86-32
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Release files / mwatershed-0.6.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-macosx_11_0_arm64.whl
Size	375.1 kB
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Release files / mwatershed-0.6.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.0-cp313-cp313-macosx_10_12_x86_64.whl
Size	382.5 kB
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Release files / mwatershed-0.6.0-cp312-cp312-win_amd64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-win_amd64.whl
Size	265.2 kB
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Release files / mwatershed-0.6.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size	626.9 kB
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Release files / mwatershed-0.6.0-cp312-cp312-musllinux_1_2_i686.whl

Download URL	mwatershed-0.6.0-cp312-cp312-musllinux_1_2_i686.whl
Size	670.7 kB
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Release files / mwatershed-0.6.0-cp312-cp312-musllinux_1_2_armv7l.whl

Download URL	mwatershed-0.6.0-cp312-cp312-musllinux_1_2_armv7l.whl
Size	704.6 kB
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Release files / mwatershed-0.6.0-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-musllinux_1_2_aarch64.whl
Size	591.5 kB
Tags	CPython 3.12 Linux musl 1.2+ ARM64
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Release files / mwatershed-0.6.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	420.6 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64
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Release files / mwatershed-0.6.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	458.5 kB
Tags	CPython 3.12 Linux glibc 2.17+ IBM System/390x
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Release files / mwatershed-0.6.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	578.4 kB
Tags	CPython 3.12 Linux glibc 2.17+ PowerPC 64-le
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Release files / mwatershed-0.6.0-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	429.6 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`048cb8bc9aa95a934a69267fe2511625b092f2437fadb8542f25381657339549`
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Release files / mwatershed-0.6.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	413.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARM64
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Release files / mwatershed-0.6.0-cp312-cp312-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp312-cp312-manylinux1_i686.manylinux_2_5_i686.whl
Size	461.0 kB
Tags	CPython 3.12 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`cade9d6acb628f76b2e1bf48aa10e3ab061a1c93e30f4e2ddbdd2c387832f4c0`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-macosx_11_0_arm64.whl
Size	375.4 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`6f90e05e8c0fa450624c4261e1fb26751894203e6bad5a35890331c8dd6decfc`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	382.7 kB
Tags	CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`2c88b33b82811630d127abd0efc425989d46d310f5510cb6db6f73f8708e9a0d`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp311-cp311-win_amd64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-win_amd64.whl
Size	268.3 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`4abd33649aac4936ddef928b4c3c35920ac4a5afdbf1f4ee6b6457991ae5c679`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size	629.1 kB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`95bc4e3624e0ff59b4d0181f275bb849053933c27c4c728902f0269e4fa61b09`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp311-cp311-musllinux_1_2_i686.whl

Download URL	mwatershed-0.6.0-cp311-cp311-musllinux_1_2_i686.whl
Size	674.1 kB
Tags	CPython 3.11 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`7d11d160af3fe2aa1e41cae44fe242faa1a424ca5635a728ac94719807fb64d1`
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Upload date	Nov 3, 2026
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Uploaded via	`maturin/1.16.0`

Release files / mwatershed-0.6.0-cp311-cp311-musllinux_1_2_armv7l.whl

Download URL	mwatershed-0.6.0-cp311-cp311-musllinux_1_2_armv7l.whl
Size	706.4 kB
Tags	CPython 3.11 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`4e381512a785c15414fb283e394cbfa33cc45d46c1373be94bea2eff6d22dc78`
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Upload date	Nov 3, 2026
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Uploaded via	`maturin/1.16.0`

Release files / mwatershed-0.6.0-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-musllinux_1_2_aarch64.whl
Size	592.6 kB
Tags	CPython 3.11 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`92d9d8107b533686bf5fb5213ef51504bc757acd30a47184612fc0a1b8bb01f5`
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Release files / mwatershed-0.6.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Size	422.6 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`82255dd353c975326ca8bf0976bbc48857afd9b7092bb6aabea735c9373e5ac6`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl

Download URL	mwatershed-0.6.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl
Size	461.2 kB
Tags	CPython 3.11 Linux glibc 2.17+ IBM System/390x
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

Download URL	mwatershed-0.6.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl
Size	580.5 kB
Tags	CPython 3.11 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`49be81192c69eea43520b58af12d485781e8412704fb3086f72cbf041da6ecd2`
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Upload date	Nov 3, 2026
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Release files / mwatershed-0.6.0-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

Download URL	mwatershed-0.6.0-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.whl
Size	430.3 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`4d2923905548b1656b8ecb8edeca52d458bd77d17aeeadb75caf12609af1386f`
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Upload date	Nov 3, 2026
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Uploaded via	`maturin/1.16.0`

Release files / mwatershed-0.6.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Size	415.4 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`3ddf18f8bf91624669e55ff2e499224db51561ea7bae551a0e4e72179d4a3a57`
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Uploaded via	`maturin/1.16.0`

Release files / mwatershed-0.6.0-cp311-cp311-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	mwatershed-0.6.0-cp311-cp311-manylinux1_i686.manylinux_2_5_i686.whl
Size	463.6 kB
Tags	CPython 3.11 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`762036a1df97a434d778b91b5f6f6ff4e98318770e101cba85dd168ef4434576`
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Uploaded via	`maturin/1.16.0`

Release files / mwatershed-0.6.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-macosx_11_0_arm64.whl
Size	377.5 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d083a393d6f749b0b0f41ec49c60ea0b4a64c598e63cd0df5be94d807bb71174`
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Upload date	Nov 3, 2026
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Uploaded via	`maturin/1.16.0`

Release files / mwatershed-0.6.0-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	mwatershed-0.6.0-cp311-cp311-macosx_10_12_x86_64.whl
Size	386.5 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`eceb2d13e1e2e0c52107d6fc44ecc7da861cfee5cdbc92466a0716d5cf54adb3`
BLAKE2b-256 checksum How to use checksums	`47c1754f460d5eb032868326c8da3286d9f0c20a002ef29605654d7cbb0ab5b3`
Upload date	Nov 3, 2026
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Uploaded via	`maturin/1.16.0`

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0.6.1

Nov 3, 2026 67 release files No provenance

This release

0.6.0 This release

Nov 3, 2026 103 release files No provenance

mwatershed 0.6.0