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-25.11.7.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-25.11.7-cp313-cp313-win_amd64.whl (268.9 kB view details)

Uploaded CPython 3.13Windows x86-64

msasim-25.11.7-cp313-cp313-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

msasim-25.11.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (632.2 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp313-cp313-macosx_11_0_arm64.whl (407.4 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

msasim-25.11.7-cp312-cp312-win_amd64.whl (268.9 kB view details)

Uploaded CPython 3.12Windows x86-64

msasim-25.11.7-cp312-cp312-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

msasim-25.11.7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (632.3 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp312-cp312-macosx_11_0_arm64.whl (407.3 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

msasim-25.11.7-cp311-cp311-win_amd64.whl (267.5 kB view details)

Uploaded CPython 3.11Windows x86-64

msasim-25.11.7-cp311-cp311-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

msasim-25.11.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (631.6 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp311-cp311-macosx_11_0_arm64.whl (404.0 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

msasim-25.11.7-cp310-cp310-win_amd64.whl (266.6 kB view details)

Uploaded CPython 3.10Windows x86-64

msasim-25.11.7-cp310-cp310-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

msasim-25.11.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (630.6 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp310-cp310-macosx_11_0_arm64.whl (402.7 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

msasim-25.11.7-cp39-cp39-win_amd64.whl (274.6 kB view details)

Uploaded CPython 3.9Windows x86-64

msasim-25.11.7-cp39-cp39-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

msasim-25.11.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (631.0 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp39-cp39-macosx_11_0_arm64.whl (402.9 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

msasim-25.11.7-cp38-cp38-win_amd64.whl (266.4 kB view details)

Uploaded CPython 3.8Windows x86-64

msasim-25.11.7-cp38-cp38-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ x86-64

msasim-25.11.7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (630.2 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp38-cp38-macosx_11_0_arm64.whl (402.4 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

msasim-25.11.7-cp37-cp37m-win_amd64.whl (251.0 kB view details)

Uploaded CPython 3.7mWindows x86-64

msasim-25.11.7-cp37-cp37m-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.7mmusllinux: musl 1.2+ x86-64

msasim-25.11.7-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (601.9 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ x86-64

msasim-25.11.7-cp36-cp36m-win_amd64.whl (251.3 kB view details)

Uploaded CPython 3.6mWindows x86-64

msasim-25.11.7-cp36-cp36m-musllinux_1_2_x86_64.whl (1.5 MB view details)

Uploaded CPython 3.6mmusllinux: musl 1.2+ x86-64

msasim-25.11.7-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (600.9 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.17+ x86-64

File details

Details for the file msasim-25.11.7.tar.gz.

File metadata

  • Download URL: msasim-25.11.7.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-25.11.7.tar.gz
Algorithm Hash digest
SHA256 b442405281390739236641508cafe452688b99fa5c9d3b71b33de222a194d345
MD5 6fac1165f349d24714fbefc16d82e7be
BLAKE2b-256 7f8369d0c8f3f933fe93829da612e73b19fe4f2ce2fc4a1d6c258eaf2b1e1942

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7.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-25.11.7-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 268.9 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-25.11.7-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 6c9ec2852b3a455d1b9cbdf8bf04074d1ccb12b338547ef6b42968399ff1185b
MD5 64dcb751e1b5b47dba6f102389549008
BLAKE2b-256 d9068ed3fd740481fb406f95262f4daa3fb06cf8df80ecec57cf27009ff37b49

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 683773bb19db142429d8c8c2e41ff5cb93ddaad7872fb3c52959c40e52cd48e3
MD5 c47677ef7313c56802de727c2de9c443
BLAKE2b-256 574865180a23c41636c1c35730177740727a95593129181f1187b4f5b14767e2

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1877b7d96268e501cea3ad62baee8fad915386fc6547343f22417c39c1701612
MD5 d7b57716f3c0d2577a88d01db23b284c
BLAKE2b-256 2e91445872ce6c162707a3132e2655e5b8b377ba65f07fd088bc2e3c70a4f7e3

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5f9752d218b6d7e49dfb906724c014322d7623103943f4de56b742194561a4fc
MD5 d20c355f95a627e7b0b22728e52e9a3a
BLAKE2b-256 7897fe6637be9d58cfb4f0d4ae76a8ba930d734112f7a9fea95e0801bbdcb8d3

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 268.9 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-25.11.7-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 f7d5b23fdb105e776ba727fbe65322b4738856155e126958b92263fe60652787
MD5 2bc6c01c2d6433f811ad7785b8c08ef0
BLAKE2b-256 4559afd612f86af844676ce00b8fc2b694503e921b23bda4072ae81d7c770fd4

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ffb6d94128332bec013bfa79f8dcfdfe777c3ccf5ea6d23c682131fe61c6ad5a
MD5 0123aa2ff6e002179da7455684a0bcc8
BLAKE2b-256 18880ce40764cc08b1fd3bece6ca0fb4d22f0805c6f765b1d1e1c24c217cf04a

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 603888e0c2429d3e86e55275816cf988cbffab2df4786f0b0608ffd7cc5ba4ad
MD5 05153f3ba832fad92612147b3a1792bb
BLAKE2b-256 57237f9c3b861100f3c530fcb265474e793b1d57abf0dd641be9b55897bc3c5d

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 1899545421c2e7229226ea607bc2623d58745d02031da8fe43883cb919a3f7a2
MD5 047b63462aa97224e4b40cacaa3390e6
BLAKE2b-256 2fe64fc55458f83a78f199b9fedb2ecb2f6925bd73789fc5ac37a0291d73275a

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 267.5 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-25.11.7-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 08afd03c5b209c1ada37fa22f3748263889d05eafe0222e2ddffb43ffff5a3b7
MD5 85dc565c07d1b884dfd38e1ad22d5e44
BLAKE2b-256 1228719c490de75eb93f7ac72183b02a5ad8219867b7c22d341a8aaddde04406

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 c6b0a71294a65a7205f770eff767de50ec60909137c3a89bf47a9259d869494a
MD5 3a6f358b447aa28c7af129fe27ac2c56
BLAKE2b-256 355a31d05f23e0c5d686bfed685f168c02d16686bb0d8883738000b724332ee1

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 08691d74ae3d8a72a7dca0fe00af546d0e64277be22c59666c574d9db35d67cd
MD5 5cafce8f2edad0d9ac3a10d37399f0fc
BLAKE2b-256 5727a18f895d89ba32a08b2beb0fdebeacf24bf3d101b3fa7d93f795e1f31d2e

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d6ece60167a6d1d0fa7f62fcb020b8fc916abbac124bcfbbe09c571cda15782f
MD5 b8c785a736cbb7bdd3220e4dd83eb5eb
BLAKE2b-256 8d0a2b91243b6a0ab5af21ef79d8b71eeb511122e5090766f8a6de5e3fd09423

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 266.6 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-25.11.7-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 f471804096d649176bd1575b38ef9ec7cab96d18695722e5494a9a4460af143a
MD5 3244807893a1286e412fb5ed3bdcb77a
BLAKE2b-256 7d79b55bb7589bffbc1e559b98b58ce8ed717d5618ca5d101354fabad2120d54

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 550bf6b6b47b4469b468fcd1ef5aafb2ad17e20f4c3ca901e0aab51a72eaf016
MD5 18c54768330395725ac8ec3438dd0fb9
BLAKE2b-256 79d5ef05ded3d8a4b6c1ca1b58965bbc776de0f7919fe666382739e4005868b5

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 bf5ccd9ef48a05d02d0c861585c3ece703da3a953df6587ec3c455f6be9786fb
MD5 82aa98f5b5580e78c0d10c25e63362ce
BLAKE2b-256 9fb19af071714fa0fa06723ed32cbe553bd7cbc512378d2bc0f1fd8b798bd77e

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 36974b39b102e6b275ed70b3cb0d6e3f993e54975f2c7012fdbe56b3d045b9b5
MD5 6e6ada69b20b8bc7bd39ad9487f2ee74
BLAKE2b-256 26227490dd4b2b28d4fcf14fb94f1264b955bf26e198c17ddb03e839b21d26df

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 274.6 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-25.11.7-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 9f41cf75fea8aa28c7ce732c1b7c142ebbc80e15fae048daaf194e78ab4a2031
MD5 675bbd6a95901c75de8ba5c40c96bda2
BLAKE2b-256 02a3cac70aa696252429501ef8b7200aa8120f2819262903affdb4948dce7179

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a4984bd068395e8b680a9d5d5bebd9b73c081c66d50ef9ad29f2b20ff72a4e94
MD5 5d9e420c60d24d099f4024a64f933b37
BLAKE2b-256 ef7e371de857bfc5c221289326a31e7e31611f1045e80757e6730517511eee26

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 22bf4cef87b3a16a66e60282ecb7b59beda004805105d42afe89844c22f57bf3
MD5 33e02c9c80b9d8a277476ac39afb5f7b
BLAKE2b-256 e9a2479bc81f60d338d3dc3b1e5d0f127c6b5bdcf7dd56b0939af8f98a4421df

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7760264b0394ceabed3712cb697132e7273c05c2b490f081d153b3abbe3c5ee7
MD5 b663dd06e89975fdaa79f342f0c370c8
BLAKE2b-256 ba4285a0cf942de763c6b5fd38034a8cf3a9ad68bc4746aa029fd6c4d19eb896

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 266.4 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-25.11.7-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 c3f4d6b2b29ad6eb5b235b301976e4dbcbd83e97eb5f9572b0d484f885f96163
MD5 ace1a077e50af025c2efa336a131204e
BLAKE2b-256 2410a9fc21f095baeca9497a6bce6adbb232983d24aadd6fee6fd73b4b023906

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 91905cd3da24958ce3ac9482212f727f10b266aa2d74b9ebb309c42fda1ccaa9
MD5 686a36ef04cca9f3449fa2baeff11925
BLAKE2b-256 0494a007297509740bfcc42dd05cad8df163b811a909f2e9f6ea028e2e019751

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 4c207de18e892a637b869371225c418c242d88fc27bdac224a428a9aefa1b7f4
MD5 a8d011e61a8086e1ea5b5aceea14cffd
BLAKE2b-256 39c339ee65550ef4fcdcea54e8a6632ef98aa2a50394c9953da3027e64e605bc

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 2c7d4ce84434da81373a05b4a67dcbe5258d091c84e35c107d4791b928f94ab8
MD5 0d3548986eeb41959f4646c0344f2dad
BLAKE2b-256 4851d233e0f502085a0aa8e7938e938306b22b8aac8960be5a6708220b963f9c

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 251.0 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-25.11.7-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 e42f6265901f27d55dcdaabc8affcceebf8f0d711803dfc353ee94e99523376a
MD5 bc7134ab97e87c3c62aa52f2b3c83517
BLAKE2b-256 014d11aa367c7d4661064791c2be6c47ca4d39d51e0bb0433959b1598739eb05

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp37-cp37m-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp37-cp37m-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 6931205a9350a4f48f317d133f863709b2ac8f1041202b14337fd91bff46545d
MD5 26fd3ae89bd72aa8f7fef4e2e113db0b
BLAKE2b-256 2cf53104c1db537e0ff27038f4ca6123eb4b0e2f97eea1561cc1d72141dabc7c

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 fcfc84697e125f154f6bdd040c9f63aed8f94b5c5f3e235c82b5136f1c7d1ce1
MD5 e77a140c7047f0b7f31edecc9d6ac4af
BLAKE2b-256 0c5b73d3703a7bc7384f4c92251568c2ca839d87dad4fe93353dcbeba8e7bf49

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: msasim-25.11.7-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 251.3 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-25.11.7-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 f75b45ad64b211a5978041b8f7e41e4856c8a41a824bfd7c272f5d596cb40456
MD5 48c84f524595179f1e9f85c0ab7de9f2
BLAKE2b-256 9ddc010e8838e125cc56ceb384807d5e8495068a1218b6a2f65ff6aa2a675568

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp36-cp36m-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp36-cp36m-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 3ceb747307a7b5e433b598e472f4d07aedbcb7a254a0370ef11ae5858f7e29c8
MD5 1b49c55daadfd6b5a50147b25e5f58c7
BLAKE2b-256 4b11b57997f79ed2e95a3266c2502511a79ad259c648ce95d9af91585e1d1034

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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-25.11.7-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-25.11.7-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7541355dc52fdbe6fcf31b2b964f29379eab45e315dd24ddb91a728ab7816dc5
MD5 57df3b3fb3c85309e0cc1792b8927cf5
BLAKE2b-256 3830dccb107da4bc1807633325aabdf563226ed880730c5d24169f72aa73ac5b

See more details on using hashes here.

Provenance

The following attestation bundles were made for msasim-25.11.7-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