Skip to main content

A rusty mutex watershed

Project description

mwatershed

pytest ruff cargo

pypi

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

Project details


Download files

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

Source Distribution

mwatershed-0.5.4.tar.gz (25.7 kB view details)

Uploaded Source

Built Distributions

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

mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (371.9 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ x86-64

mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl (393.9 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ s390x

mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (511.7 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ppc64le

mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (372.9 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARMv7l

mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (356.5 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARM64

mwatershed-0.5.4-cp314-cp314-win_amd64.whl (204.2 kB view details)

Uploaded CPython 3.14Windows x86-64

mwatershed-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (368.1 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

mwatershed-0.5.4-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl (389.9 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ s390x

mwatershed-0.5.4-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (507.7 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ppc64le

mwatershed-0.5.4-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (368.9 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARMv7l

mwatershed-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (351.3 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

mwatershed-0.5.4-cp314-cp314-macosx_11_0_arm64.whl (316.9 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

mwatershed-0.5.4-cp314-cp314-macosx_10_12_x86_64.whl (326.6 kB view details)

Uploaded CPython 3.14macOS 10.12+ x86-64

mwatershed-0.5.4-cp313-cp313-win_amd64.whl (203.7 kB view details)

Uploaded CPython 3.13Windows x86-64

mwatershed-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (367.6 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

mwatershed-0.5.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl (389.5 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ s390x

mwatershed-0.5.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (508.3 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ppc64le

mwatershed-0.5.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (368.6 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARMv7l

mwatershed-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (350.9 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

mwatershed-0.5.4-cp313-cp313-macosx_11_0_arm64.whl (317.4 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

mwatershed-0.5.4-cp313-cp313-macosx_10_12_x86_64.whl (326.1 kB view details)

Uploaded CPython 3.13macOS 10.12+ x86-64

mwatershed-0.5.4-cp312-cp312-win_amd64.whl (204.0 kB view details)

Uploaded CPython 3.12Windows x86-64

mwatershed-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (368.1 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

mwatershed-0.5.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl (389.8 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ s390x

mwatershed-0.5.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (508.6 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ppc64le

mwatershed-0.5.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (368.8 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARMv7l

mwatershed-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (351.2 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

mwatershed-0.5.4-cp312-cp312-macosx_11_0_arm64.whl (318.0 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

mwatershed-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl (326.4 kB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

mwatershed-0.5.4-cp311-cp311-win_amd64.whl (205.5 kB view details)

Uploaded CPython 3.11Windows x86-64

mwatershed-0.5.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (370.7 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

mwatershed-0.5.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl (392.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ s390x

mwatershed-0.5.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (511.5 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ppc64le

mwatershed-0.5.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (371.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARMv7l

mwatershed-0.5.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (354.4 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

mwatershed-0.5.4-cp311-cp311-macosx_11_0_arm64.whl (320.3 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

mwatershed-0.5.4-cp311-cp311-macosx_10_12_x86_64.whl (328.4 kB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

File details

Details for the file mwatershed-0.5.4.tar.gz.

File metadata

  • Download URL: mwatershed-0.5.4.tar.gz
  • Upload date:
  • Size: 25.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.14

File hashes

Hashes for mwatershed-0.5.4.tar.gz
Algorithm Hash digest
SHA256 cf60aa23dca33bf22e849348428fc30f47f9e7136432be223e146222a9c55089
MD5 8289b707f856b7240a9ba7082ffec57b
BLAKE2b-256 c25f097d3f84b2193b2ca3ab31847cd7881cc9c1e856212acff37912809eb6e0

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8897d60b812443ff95e882a5f567b1c46a2c772d70a186ff1d7f18b15f0bffd7
MD5 3f7fd238903db27ba494603b0055fc01
BLAKE2b-256 bc475f96c0a36c1f569b926b051accb5babab31e724fb1c869ff1897ffadf405

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 2c795a7bbdf2434a916cb1c14e857fb2e7010adb7babafcf35eef77e22c12239
MD5 4598b86fdf58b3c5c5cd4869322befab
BLAKE2b-256 87d85bab5523c5bb016733cc15585a9c641cab92b7bcb3d233a3e43211b0ded7

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 7c2632716c514ec2cb6fe0f48d88675e3cd6f7b6c9cf3b0d27b9b019bd41b3b1
MD5 cbbe1f0e1ef3aa97b3648e595ef3d6ba
BLAKE2b-256 508f5d6010d18fad5435fbc96e856e0c71c09f3b2fbef8c615d344b4a4f0fd1e

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 8a9ddf2b35fbb4150a15bb0b85fb6ba872d706136591efe554620a91f63303e6
MD5 4e673f3a1692c62827e69597e397d61c
BLAKE2b-256 c0fd7542693bb830d466ccc3399e86ca93649836af4ab458b6773d0a761ef693

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 9976e879a08af8d6dabb2e712c485d855e9a5db78061165f8d33cd4526437275
MD5 76c2515b13fa14c3c0ad265deb43c50e
BLAKE2b-256 7dab277049857f92e09b16ef0c434373feebe0b62ae2b55f91e28edd92e5080e

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: mwatershed-0.5.4-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 204.2 kB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.14

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 cb08adbc048cc1b69e0f8166686b459ca2c53b5e95d8f95f47c2b49e1434470a
MD5 81e4dedf9ab0ce5e805bf1c6b9975566
BLAKE2b-256 d7839470095efbc8d61fd9ce78a5dd21128ecb481210e6aa5adae98aa45a8e3d

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8046c956e5f272a714e73d4b936dfcfab5dbc617be6b2df9da6dbd75ed890f5c
MD5 4aaf9d70b224cfbfd96aee8366207838
BLAKE2b-256 bf71443a5ade5cfdac9462e117eacc871e929e30ea792e904e7e065033d61012

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 5a01b15bbd9722bcc57ea646db519afc9c5aad910bf08945810b00a7c5e4389a
MD5 f46509b4ae47311a3386d5cd62322434
BLAKE2b-256 97c2e68d6866d1fdfee736f624d07da1d639d3395a34546f746c2e1109f59c68

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 d9fb4e7e29a928b4ada5d32be69f564bfd590dfe637de406ca1e939f20d8d7fd
MD5 14892e28bcfeb8e606f5f172d5853d10
BLAKE2b-256 7001eb999ee875091f563f0c5b836b294b1ed383b2c5bcb1aa448c15a48bd27b

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 d1c388dcc587e2b48a0c4d37b78220daac5fd671d8491f0dec45a06337d0bc46
MD5 b0dfc93e8fbdd0c734e7e7d1c98a211a
BLAKE2b-256 3ed39c132f83a08f042ef37a405b47e55256c7ed500cf5d86a78b97b4c349662

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 8de0e20ff39c926470a15cf46cb2136c216ba353c740aa31fdff8c05dc5bb057
MD5 967b178c18ab54a899b8e1e76de09ff1
BLAKE2b-256 bdad36c08b9184bad814b75e30ab60cbe281dd74a3685af37db614e562cc8adb

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9b93fb5cc6314f84dcf807b67960b25172d7515b0c491bb5a57fc8a6f78fae0d
MD5 ac035285aab81ab352c307e42fc15241
BLAKE2b-256 f172ee92eb7e862320eae16bb93dbeb0881e90627bca4c842d96551e14bc8553

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp314-cp314-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp314-cp314-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 e1e2ce65173db9eda552a28a258aa186c487528c69d2bed240981c114257f127
MD5 9f77cb436bf1f690ddbaa03c7b630565
BLAKE2b-256 57973704a29833832cfffee602114f89758365a2b6e4626f45738c81457e1a11

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: mwatershed-0.5.4-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 203.7 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.14

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 1e46ee62504c121f84907ecdf7f24bd91b8c0d3d05c73fdbdd5c4e0510f75a48
MD5 112235e46709ee069d2038f70132f804
BLAKE2b-256 0a4ee6a691d3199ed0693bb30df93b741bc87cf013bbebecdbdcce65ea8a23b9

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 88cb5d36e4ed16c959ec631dff8d348d5faacc2ec0f36910988153d894874111
MD5 5c57d1d763ce7f6868f939e89fa337ea
BLAKE2b-256 70b5b565a0f85f97b1b7c3b6f1cca8cb36adba4bbb2f75eef321830962288479

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 bc0aed657766dc606dd81800976d242170d3e4aec68d96c1b98d9f0979fe7996
MD5 347ff53f0941aa2d81bc2259a2b80bce
BLAKE2b-256 6a3c3b6f5cc79bf4bf25c45e60c2d3e024a12f5dd4b895256eb4b2d65d37bb6b

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 30bfe9166ab9f46be328eaa4eb624a422158cb48f3b738c4d49fc025b0a9e610
MD5 1e2bb9fe7e369824947a4622161816cd
BLAKE2b-256 7697a01c2818eeaa2e75915009dde4799b01eda34b25cc78adc6e67cbde87a1f

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 c499496b7331961783cd7429b21255a58c4d5a8bf86a4420438cc5d455ea3616
MD5 f99ead99ded9243a9fc611e0c8b874b4
BLAKE2b-256 7383f8ccd5a9eafce681e92b93f197d5c80ac763d94b7358678b862c8fbc8f7f

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 03cad9873f69d0bf75dfcaeb33a3d539186f4c061e2ff6e062a5b42ec60eb4f1
MD5 a837a64655fb9d18b3340f8fe2d0c805
BLAKE2b-256 427e8a89029fc39968a2617b85e93b231f456b4afc774d5205025e8c2e645eb5

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 704ce8a9ed1931f43a5c3bf153ac60f9158ce37698050037601738ba03c01ac3
MD5 8a6e71f72f073c5134cdcac191d42eb1
BLAKE2b-256 2918b63900f3867319244dc9c34d18a9759b9037fe3ccebc76d573953f23d2ed

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp313-cp313-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp313-cp313-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 b9c1c08db2da25b1c1f6324c053e8e2884d190912f2e21a546c96d6e5e702693
MD5 a12b1f00337f2d447daec6d1854cc229
BLAKE2b-256 e4acc89c0f9220d0a435e3f36609cf5aa9699b017a7ee81b3daff16522169fe4

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: mwatershed-0.5.4-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 204.0 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.14

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 8488012d18b8a673789faed17ca76fdb4946a734c85751168ce3dca662927d69
MD5 d47b260f86117e3abe48a7b0dc194f1d
BLAKE2b-256 592b4118be8743fdd0255ecce9c52c2413d90141752f8626b9cdddea20b02d90

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f485d7b4abfa837ebba70f648b4cb529cb81e3d97088b2e1b1ae0758640ab7b2
MD5 73b593ecb397926e0056dfcdadbfed75
BLAKE2b-256 2f90c9f8a7da039fe3ef85e2597c5d63f497569c51078780ac497b21c4768ebb

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 dfae9e40472f6530f982343325e1857ee0324685adcb3d12efae5bd9cd2ee799
MD5 26ed8a2ce3967bf80b400e49db62d5d0
BLAKE2b-256 9f621509d73743b5eff595313a6efceb9e51092c20a6ab6a9025783b3f2f09ce

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 3b7e6f5f109c55755adb7f01df0ba44ef6f753e74ce0b68ca3e202f453e1659d
MD5 105b56a01f063b06ac8753134366912e
BLAKE2b-256 868ccaf42358f242b18e71caa3ea4d15a28344c3bee5aa1199e0dd3e642cf17d

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 0cda568f684be727218bf94e91683711b68a2c86d6755260da9a7317916478de
MD5 9b5954103843eddfd89d35b64bcd6c90
BLAKE2b-256 b13e628471ce3cda61362f5bf4ff8c17f08c6e4b814e6606d751576fb263a3a9

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 eafa9edee80c56438a6f8dd13f0b49e2b6b722e841875ade3788b1620bfbd68f
MD5 bb292f9aa0532e89d7b3e7975d7464b1
BLAKE2b-256 4a717fe28362869c33467a70377f852530a9ae12d3f8f7b143da895817b26f7c

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ffe46839937421e932cd95fa0bd535ea313998f0210df46c7e8069a7d5cebd6c
MD5 83212b91a2483a39cde51b43f84f4e03
BLAKE2b-256 5939cad01fd0cec8cdb8b5b77c153489a1aafe71d60ed24bb19938911ac7b4a2

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 c3bc0bec4b130f5c140779dd61f42274c901723147281c3974346dde77e37c70
MD5 d5744a2fbd2c29b1994b19963fa77380
BLAKE2b-256 9cf37a75108f66cfc1818d43ad5e01c115a72c9ad34a66608386aa022ed35a69

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: mwatershed-0.5.4-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 205.5 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.14

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 92d64f86e0c237e6a9b64ff24ce6503c61dec9f34dd6f0ccc2c96c00fae78a98
MD5 399fd2a915e5d3af7bd45669d9868236
BLAKE2b-256 2e0b22f643c114de7da9f8c5d04521b2d0d51be33cc4746f88e3b38c0ad2ef38

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 973d69881955cd9bc36e44600f2e327d5d7c8dc23fedd1a9879a19dff90770fc
MD5 c74c5273a408c044e6138df3aaf4b4fd
BLAKE2b-256 fcf5cdbf44b49f63cafb3de088db5456ee53259f96f4d7558ae670f7bae086c9

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 7d999567853160a5351252e96900029e3e0464216b6846bf2923ce6d6738576c
MD5 3881758acef25482211a3a2b705812fe
BLAKE2b-256 68165ec2389d10386681f1e852da22c1ff21e0a886b5dc54c96d2ea79191dff4

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 720042f507d4614d8dd25287bf34f16ec054540f1dfec7da9b21cd96388c0b97
MD5 1446121f06d2fef000cf8d545a3fa627
BLAKE2b-256 19745e2b04a46e243783f9fad40760b95005bcb80e1135fed8be0a46a54f31ed

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 006fcbd1b3cf527b9647d4f8d082422ecdf7ec72b0ac51c5be735de2b21561f7
MD5 393cca4769cec4dc840b4e896096549e
BLAKE2b-256 7a706522c63422d324a3c603a7fab230f53e4b3bd48ff05b3fc5d780ec87d6cc

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 3631159a40026d081440c891c317136c1b62b19618dae3733d104097a1716298
MD5 0721fe0d00c9f35be6b702ab0c688631
BLAKE2b-256 9869dfe8647465a558a5971bb5e3bb1be0feacd7479816555523e2ab44d643c8

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c824957edd5d738d22f44fd23e54ef4c4fa2d319ad5e081a4e4776bb3aa76474
MD5 9a852e37853c04274d033e94928ab1ac
BLAKE2b-256 95e360dcefec4bd1bf00bebfbc3b071edf8857a242e65085c7ec3f1440785b00

See more details on using hashes here.

File details

Details for the file mwatershed-0.5.4-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for mwatershed-0.5.4-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 9b9cb8a9a209b68baceccdbfed813216a623f1e5b75525f6fe3e50ec7c0ec962
MD5 e8ce72b63cde117a0cdbc7885bb87f96
BLAKE2b-256 31fb0fe6e9a868aa1c41688dd70dc8a0bd976dff157791530aef4a0e8f287242

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page