Skip to main content

A fast MSA simulator

Project description

Sailfish

Sailfish is a performant multiple sequence alignment(MSA) simulator, written in C++ and Python, allowing for quick and easy generation of large simulated datasets.

Project goals

  • Ease of use
  • Speed
  • Modularity

Installation

pip install msasim

Example

from msasim import sailfish as sim
from msasim.sailfish import MODEL_CODES, ZipfDistribution

ROOT_SEQUENCE_LENGTH = 100

sim_protocol = sim.SimProtocol("(A:0.5,B:0.5);",
                               deletion_rate=0.01,
                               insertion_rate=0.01,
                               deletion_dist=ZipfDistribution(1.08, 50),
                               insertion_dist=ZipfDistribution(1.08, 50),
                               seed=50)
sim_protocol.set_sequence_size(ROOT_SEQUENCE_LENGTH)

simulation = sim.Simulator(sim_protocol, simulation_type=sim.SIMULATION_TYPE.PROTEIN)

simulation.set_replacement_model(model=MODEL_CODES.WAG, 
                                 gamma_parameters_alpha=1.0, 
                                 gamma_parameters_catergories=4)
msa = simulation()
msa.print_msa()

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

msasim-25.11.2.tar.gz (18.6 kB view details)

Uploaded Source

Built Distributions

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

msasim-25.11.2-cp313-cp313-win_amd64.whl (267.7 kB view details)

Uploaded CPython 3.13Windows x86-64

msasim-25.11.2-cp313-cp313-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

msasim-25.11.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (631.9 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp313-cp313-macosx_11_0_arm64.whl (405.3 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

msasim-25.11.2-cp312-cp312-win_amd64.whl (267.7 kB view details)

Uploaded CPython 3.12Windows x86-64

msasim-25.11.2-cp312-cp312-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

msasim-25.11.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (631.7 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp312-cp312-macosx_11_0_arm64.whl (405.3 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

msasim-25.11.2-cp311-cp311-win_amd64.whl (266.2 kB view details)

Uploaded CPython 3.11Windows x86-64

msasim-25.11.2-cp311-cp311-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

msasim-25.11.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (631.2 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp311-cp311-macosx_11_0_arm64.whl (402.5 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

msasim-25.11.2-cp310-cp310-win_amd64.whl (265.4 kB view details)

Uploaded CPython 3.10Windows x86-64

msasim-25.11.2-cp310-cp310-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

msasim-25.11.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (630.0 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp310-cp310-macosx_11_0_arm64.whl (401.7 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

msasim-25.11.2-cp39-cp39-win_amd64.whl (273.2 kB view details)

Uploaded CPython 3.9Windows x86-64

msasim-25.11.2-cp39-cp39-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

msasim-25.11.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (630.3 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp39-cp39-macosx_11_0_arm64.whl (401.9 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

msasim-25.11.2-cp38-cp38-win_amd64.whl (265.1 kB view details)

Uploaded CPython 3.8Windows x86-64

msasim-25.11.2-cp38-cp38-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ x86-64

msasim-25.11.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (629.9 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp38-cp38-macosx_11_0_arm64.whl (401.5 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

msasim-25.11.2-cp37-cp37m-win_amd64.whl (249.7 kB view details)

Uploaded CPython 3.7mWindows x86-64

msasim-25.11.2-cp37-cp37m-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.7mmusllinux: musl 1.2+ x86-64

msasim-25.11.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (600.1 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ x86-64

msasim-25.11.2-cp36-cp36m-win_amd64.whl (250.1 kB view details)

Uploaded CPython 3.6mWindows x86-64

msasim-25.11.2-cp36-cp36m-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.6mmusllinux: musl 1.2+ x86-64

msasim-25.11.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (599.6 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.17+ x86-64

File details

Details for the file msasim-25.11.2.tar.gz.

File metadata

  • Download URL: msasim-25.11.2.tar.gz
  • Upload date:
  • Size: 18.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2.tar.gz
Algorithm Hash digest
SHA256 5569d12acab72c8d4850199b60bb772e70e350a10060e95c68691a577f9326bc
MD5 12b4fb1e4fd71c66bb4f3549f86accb7
BLAKE2b-256 d75779f36f4cb4afbfa50b477285f2ec3f165f9b7cbc7172f5de6b6c12c2133d

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2.tar.gz:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 267.7 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 bf8dcb78e6bc0ff890101e8e0b77ece032ad55a6631cc241a9a0637a2f9c7374
MD5 169a43a6b8cf4afd468b5c0352e70d62
BLAKE2b-256 7e684063d630a835da082696f2669184959328e56c60dfa8c435b17a9f834e19

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp313-cp313-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 04b1da0130e8449d063179cb5b58581faf2d7add101df435167c923baea41516
MD5 ff8c097ef3c7a2e342d1d9bf64e7317c
BLAKE2b-256 1b07ac235a6a9e17faa5028bcc7701a6634769ee2e3c43d038c41ff21e744a6e

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f6f307cd0a3d01bdf863ff3527e73b1c3202d44a59d2acea61e68e336be20dab
MD5 aecf2a4597158deeb8309f1783008473
BLAKE2b-256 561c57f89719e5b6017a45a26291089cb72db8fe7cf0298f9bd5ffde4da0e1cf

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9e56f713ca8454007489403603d0a39048e4e8d0e2e8bfb5a57d35f40327950d
MD5 68c69d99bd2ba017746688289db0c464
BLAKE2b-256 f7b6c2e8956db0da28c56e5eb2d1a432d5b78d3beff87e5cb44b5c91c2e99ad0

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 267.7 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 9f2b47a4bfedf21786484ec6f722a495f4168b03a42605606e85f1d4836b9642
MD5 8599cc0f347520077840630162e7f52d
BLAKE2b-256 bc223fc368e45fba8de3277009f926948476e3271a8dec2b02a9cd6c5ec0c456

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp312-cp312-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 d261836aa080a187a741cb622a7beb65d04a30b606bf3c3d7eb83a8c98433c85
MD5 a30ede61aee563ed4db329c93431df9e
BLAKE2b-256 30fe04706f38d5750012e79d0884d9aa3f9df41e4e53c0a3d4aecfd4500ccf76

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 29ca6cd9cc77a45c65d1c824e8286528d0bb7980f1f2618d904873d1da8e4749
MD5 cf985c3f2b8f33e0e7020976d9f00c8a
BLAKE2b-256 a294ae9b5015b08753dd983e3c70f9736fefd769c7632209987a85a1208b1d18

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 756ff83b6f3cf52e92973f7006d8fbb8fd2566c7e742d4abb753d2374567e1a8
MD5 b34470890fc6d789ce13ba6d62b3b705
BLAKE2b-256 5eba8bab8ceb7099c7ae13b92ec1c4d293aa13d753e4b0253aec3a51eaf63312

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 266.2 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 4d8747e9d45bdf551bc13785dd26f9385a48d25c716a60646c9f87fd3f969b96
MD5 9be9152ae558e473c7e33f25e3e4f318
BLAKE2b-256 c1af2543cc4ea2f74b9cfd0f9ccfdd956cec8d7eacb89baa4b4b01b8e51aa11c

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp311-cp311-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 881e353338a5ba4f10e290c0ab699529fe9482ce909867da08d2ba4f95645b2e
MD5 7f956dbe479fe2014054f68cf642f0cb
BLAKE2b-256 9d2bba2f560903cb62df240f66a44ffe3f051c256981ad64c50069f289497d84

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f68df1c7a4c15f33ebe3462c8a4393c6246158287eed53d3420447b77c0cf869
MD5 c18ef720212b25450eac6b54490d04be
BLAKE2b-256 532ff01465175834096935ed3145a58910be0b3200e08793f63d2a7838faa102

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 318cf118065f5ca713970e43285ac2a722a7c7b08646bf6e3873c60e3a267373
MD5 04424904196b199f3d21ea272e53a4cf
BLAKE2b-256 cf246c3f26c3a628fef6fd80f290dea9958ebb842beb748231bf5aff8fd27d3c

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 265.4 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 94a79a58e8adabfb2ff0c7b0e0649315b009f949d40bca13b6e960b77e7dae2f
MD5 cb048e7ab553b5f4dfa076c57bacbd47
BLAKE2b-256 9e4d50d5bf99f855bd90ed43a2ca95081f13a40f246ed80bea8385135bb64d3f

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp310-cp310-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 44fce3aa1562c95784d97dbe403c6d94f07e8c0e683e6e6fe8aa1057f768df16
MD5 26d5b377ef21ae14d432dbb5364642fb
BLAKE2b-256 cd46e6c8d97277aeef5ce1adbf00fab5b0fb012dc10769f83c4c8361c12c96e0

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0820ecc994f017ebb83f4e9c51648f53a7e5f5fc78336a6234db15f0297062c4
MD5 1beb023294eaf5d4a12e47058f2c61c7
BLAKE2b-256 4401243d8e13d5b996d6b6d1126180f1273df4285368283c8710c65fa21af6fa

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 81dfa878cff0363661d62ed714b35d18fd18af80f41f086cce07ee67f585b5cf
MD5 bb6c2da30e639c0719cd5b0cf68496d1
BLAKE2b-256 b3251f4e191b930392fde84a100b3cefd2661c7e9e7d05d810abb17ed3f06179

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 273.2 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 ff78aa68df0af19d7cadf15586219737fdd4a8a5fcdac26dc63c498a7de19c94
MD5 1270cdad78484600edc188fdafd9fe6c
BLAKE2b-256 0ac5281fa2d2af59f6eb6691145fd11ae41d726beb74e6799fb7ebc750859f61

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp39-cp39-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 4f31574760244e7569d9814a40110323a773122855a1795cb1fa55166905ac4b
MD5 6b528781b85dc77a19aa7705b594c82b
BLAKE2b-256 97115b6818a5ada3ae33a503b49677430c136289ac08a56468d23a9434d1aa58

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp39-cp39-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b3277c28b324a1b95e99037c09b2ab4f61fe9c255212c192c0a42404c9fd08c0
MD5 4206ac6c0e1571b9c1e2fad7d761e814
BLAKE2b-256 c215caa28a50800c8b643d7709cbd00e45cd8d7778016562e9058bc608bafecb

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 86e04693d32ec5e6659daf35509e6ae52142cb85b98bf44a6ebf6490feddf58b
MD5 6045d65736fa3c1c65dcd7704d6d55b0
BLAKE2b-256 6a5677aff7d6da8026712ec79b3939170001d47f833554b9ced69b0dfe8bfa18

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 265.1 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 6077e10edc6f9d050eebc0bfe510e66ef8158fb7c46cafe3c546a3192715a253
MD5 f0c35255bc134b3c613a8177607e3084
BLAKE2b-256 3676e431669b7d2695d7e7c35a1ebc40adf9cdc7fc1e75fe9c67229e1cc36957

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp38-cp38-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a903f70cc1a07009d8341f049c606d6378f35a39aad104a88dc10c3497a5521c
MD5 43a9fc879d419c39a8e058cd541a9079
BLAKE2b-256 5cd0812696f6360850f55f01538c794bbc7996bf8fe25685980ff0d5368b2425

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp38-cp38-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c81d83c866b69d00dee1d00b6e1b70b47570fed0cf5c8738bfe48dba5ace3bd6
MD5 f3593fd0feca67abb249e98eb330c6c2
BLAKE2b-256 cb73d4f34373ceb6dce8c66a4dbc7fe4c1b89f330351354010cecabce6a4153c

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 73da5f7e2ec740d242e7d3ef6470b22bc12fd40cc388cf02fe915791b9f22b26
MD5 0ccbf774fde9fda0b2ce8d40f490b3d8
BLAKE2b-256 24d323fc051c5e9b2e906dfacccdc95c7bfe790e01b2cd7b4b2797bab3fee92c

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 249.7 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 2472e95aa29a9e6d5d14814eb5c8363130eac52f8d8a7adcd0287b257e9fb7a0
MD5 2240b5f48fc26dafff0e9c3e9a860ca5
BLAKE2b-256 14792e11facb3599ad783e8450af862d19a5579bf9c1a94e445750d4a48b6016

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp37-cp37m-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp37-cp37m-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp37-cp37m-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 e093bb41b3886b2081f245ce43f0e9423a046ea8ea2ba62b0b3a897a010441b8
MD5 e680b7db7ab517dc77e09ce88b53f11e
BLAKE2b-256 1ff2492c5a97ef2c4a81f082669bd8a886272cccbc50140e6defe06fe00a6922

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp37-cp37m-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d629096bde1ef960ea96b4b4ff0a0ec347e011b5919ce415070afd845d483c8b
MD5 127cf74ff0cca41f343a872b6c2a2270
BLAKE2b-256 f59ab4da8e0c448e192bc584b66fd9748673a739aa9ff417077118b3b99a347e

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.2-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 250.1 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msasim-25.11.2-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 9fb88f613ad7c1f58f45d998170b932030c90ab2582c74fbd6819673bedd0a47
MD5 e2794564b371b32df328efc21b39c5e1
BLAKE2b-256 0f9ebae22fd5db64f57b3566e052260aa8cabb595455f6bf6029eee8e03156a7

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp36-cp36m-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp36-cp36m-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp36-cp36m-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 e5af8ec405c7209bf73af9ecfe631fe717460bbf15fc33231af4764111fa6376
MD5 8fdfb7343be4fa47e02b6747cb563026
BLAKE2b-256 f5bce25598c6349d93fa6fb31f07d5c68df2bde7e3e2ab1218b772dda79b62a8

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp36-cp36m-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

File details

Details for the file msasim-25.11.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 867f97c4f4d367343c0576c57c6e9f734c3bf1e16f10cfe94a2efa64cc4a6823
MD5 52cce0f1cfec413766f92065765310b6
BLAKE2b-256 218ead408a532aa5cacfd3841f199b00fcff074a6142fcbb05abdd18643e2be3

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/Sailfish-backend

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

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