Skip to main content

A framework for representing biomolecular structure.

Project description

AMPAL

A simple, intuitive and Pythonic framework for representing biomolecular structure.

Installation

AMPAL is currently tested with version of Python above 3.7, although it should still work with earlier versions. You can install AMPAL from pip:

pip install ampal

Or from source by downloading/cloning this repository, navigating to the folder and typing:

pip install .

AMPAL uses Cython, so if you're installing from source make sure you have it installed.

Super Quick Start

Load a PDB file into AMPAL:

my_structure = ampal.load_pdb('3qy1.pdb')
print(my_structure)
# OUT: <Assembly (3qy1) containing 2 Polypeptides, 449 Ligands>

Select regions of the structure in an intuitive manner:

my_atom = my_structure['A']['56']['CA']
print(my_structure['A']['56']['CA'])
# OUT: <Carbon Atom (CA). Coordinates: (6.102, -4.287, -29.607)>

Then climb all the way back up the hierachy:

print(my_atom.parent)
# OUT: <Residue containing 9 Atoms. Residue code: GLU>
print(my_atom.parent.parent)
# OUT: <Polypeptide containing 215 Residues. Sequence: DIDTLISNNALW...>
print(my_atom.parent.parent.parent)
# OUT: <Assembly (3qy1) containing 2 Polypeptides, 449 Ligands>

This is just a quick introduction, AMPAL contain tonnes of tools for making complex selections and performing analysis. Take a look at the docs to find out more.

Release Notes

v2.1.0

  • Adds load_mmcif_file function
  • Adds more typing information
  • Tidies up __repr__ strings

v2.0.0

  • Breaking change: removes find_aa_info function and tests, which enables us to remove the requests dependency. This kind of functionality is better handled by the user, as there is a security concern regarding making HTTP requests without the user explicitly opting in.
  • Updates project to use modern structure, enabling easier installation on all platforms.
  • Automated builds and uploads to PyPI on new version updates.

v1.5.3

  • Fixes bug with get_slice_from_res_id to enable non-continuous sequences to be selected.

v1.5.0

  • Adds rotamer classification with the classify_angle_as_rotamer in the analyse_protein module.
  • Fixes a bug with parsing structure files

v1.4.0

  • Adds get_ss_regions to ampal.dssp. This function can be used to extract all regions of a protein in a particular secondary structure.
  • Fixes bug with DSSP ss_region tagging. End residues used to be missed.

v1.3.0

  • Adds an interface for NACCESS. Functions for using NACCESS to calculate solvent accessibility.

v1.2.0

  • Adds an interface for DSSP. If you have DSSP on your computer and have the mkdssp command available on your path, you can use the ampal.tag_dssp_data function to add secondary structure information to the tags dictionary of the residues in your structure.
  • Adds the ampal.align module. Contains a simple class for aligning two Polypeptides using MMC. The simplest interface is the align_backbones function.
    • This is currently super inefficient and will be reimplemented.

v1.1.0

  • Adds the centroid property to residues.

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

ampal-2.1.1.tar.gz (2.6 MB view details)

Uploaded Source

Built Distributions

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

ampal-2.1.1-cp313-cp313-win_amd64.whl (482.6 kB view details)

Uploaded CPython 3.13Windows x86-64

ampal-2.1.1-cp313-cp313-win32.whl (458.1 kB view details)

Uploaded CPython 3.13Windows x86

ampal-2.1.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.6 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

ampal-2.1.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64manylinux: glibc 2.5+ x86-64

ampal-2.1.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (1.5 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ i686manylinux: glibc 2.5+ i686

ampal-2.1.1-cp313-cp313-macosx_11_0_arm64.whl (489.4 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

ampal-2.1.1-cp313-cp313-macosx_10_13_x86_64.whl (511.9 kB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

ampal-2.1.1-cp312-cp312-win_amd64.whl (481.2 kB view details)

Uploaded CPython 3.12Windows x86-64

ampal-2.1.1-cp312-cp312-win32.whl (458.7 kB view details)

Uploaded CPython 3.12Windows x86

ampal-2.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.6 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

ampal-2.1.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64manylinux: glibc 2.5+ x86-64

ampal-2.1.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (1.5 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ i686manylinux: glibc 2.5+ i686

ampal-2.1.1-cp312-cp312-macosx_11_0_arm64.whl (490.4 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

ampal-2.1.1-cp312-cp312-macosx_10_13_x86_64.whl (513.0 kB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

ampal-2.1.1-cp311-cp311-win_amd64.whl (486.3 kB view details)

Uploaded CPython 3.11Windows x86-64

ampal-2.1.1-cp311-cp311-win32.whl (464.6 kB view details)

Uploaded CPython 3.11Windows x86

ampal-2.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

ampal-2.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.6 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

ampal-2.1.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (1.6 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ i686manylinux: glibc 2.5+ i686

ampal-2.1.1-cp311-cp311-macosx_11_0_arm64.whl (493.0 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

ampal-2.1.1-cp311-cp311-macosx_10_9_x86_64.whl (516.3 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

ampal-2.1.1-cp310-cp310-win_amd64.whl (486.1 kB view details)

Uploaded CPython 3.10Windows x86-64

ampal-2.1.1-cp310-cp310-win32.whl (464.9 kB view details)

Uploaded CPython 3.10Windows x86

ampal-2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

ampal-2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.6 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

ampal-2.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (1.5 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ i686manylinux: glibc 2.5+ i686

ampal-2.1.1-cp310-cp310-macosx_11_0_arm64.whl (491.3 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

ampal-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl (515.6 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

ampal-2.1.1-cp39-cp39-win_amd64.whl (486.4 kB view details)

Uploaded CPython 3.9Windows x86-64

ampal-2.1.1-cp39-cp39-win32.whl (465.2 kB view details)

Uploaded CPython 3.9Windows x86

ampal-2.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

ampal-2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.5 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARM64

ampal-2.1.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (1.5 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ i686manylinux: glibc 2.5+ i686

ampal-2.1.1-cp39-cp39-macosx_11_0_arm64.whl (491.9 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

ampal-2.1.1-cp39-cp39-macosx_10_9_x86_64.whl (516.2 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

ampal-2.1.1-cp38-cp38-win_amd64.whl (487.4 kB view details)

Uploaded CPython 3.8Windows x86-64

ampal-2.1.1-cp38-cp38-win32.whl (466.6 kB view details)

Uploaded CPython 3.8Windows x86

ampal-2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

ampal-2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.6 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ ARM64

ampal-2.1.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (1.6 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ i686manylinux: glibc 2.5+ i686

ampal-2.1.1-cp38-cp38-macosx_11_0_arm64.whl (493.0 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

ampal-2.1.1-cp38-cp38-macosx_10_9_x86_64.whl (516.6 kB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

File details

Details for the file ampal-2.1.1.tar.gz.

File metadata

  • Download URL: ampal-2.1.1.tar.gz
  • Upload date:
  • Size: 2.6 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1.tar.gz
Algorithm Hash digest
SHA256 e52228fd959c93006df6e61564da2f74401a3e719eeda103f66de6dd2ee4c3b9
MD5 5ceac0e44221cdbd60a76c79af8cd524
BLAKE2b-256 1301d39000cb9953aa39691100ef5c8f01d844e9efc7f553d7469dbde42a5aff

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1.tar.gz:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 482.6 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 704ee47057c8ab9bfa046209f9ccdbf7896164216c75dcfa9f04aeb0276130e6
MD5 714a610b7f9a83bf684e3ca252215fa8
BLAKE2b-256 5daaa67d9422d3a7036fdccc10e0972c28687f13170c254d9dd7cfc5b1df63f5

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-win_amd64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-win32.whl.

File metadata

  • Download URL: ampal-2.1.1-cp313-cp313-win32.whl
  • Upload date:
  • Size: 458.1 kB
  • Tags: CPython 3.13, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp313-cp313-win32.whl
Algorithm Hash digest
SHA256 1b6520ec3c64870a6d1d13d4909ab3aa5db27984dabff2dafc769c88e58845cd
MD5 1cb392b92b083a62e24bd48a6c525f4a
BLAKE2b-256 6deb703be5727129d1a7c984adebee935b49b6d6da610b2d4067546dd238079a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-win32.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 14a0ac5d3719aa9b24f6f4453354a6b0af574c1ec4d68c4306591faffeb28b52
MD5 a7a25d58ce20e1a85e0774c1dbffd5ee
BLAKE2b-256 9b0e4733616b52b498b7ba8bd6524ae6e6255ee09ccb67132d4b6137e4a41baf

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 cd3885786a04658ba0ef4e66047df4299c8b2d1e6171bbc3f6f6b9c2b8fb0829
MD5 3115db831ed9b69d9b0346f9b0b0e330
BLAKE2b-256 d5b27eb6c8de3ef466c931be807da2b1f655d4a9c5be0f5044d8a72fc8cb966b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 de488d12b24bac8fdfb4eb33a294249132550dbd588ab49854bbf78e47f005be
MD5 8e297a493f50bd46314ee5f96d16bf47
BLAKE2b-256 176f33d6c81ec2f12277f9623763d8949042ac5bf3eadcf2d0ac425cf0b6c465

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e743b35392102364ff459da0b1c5067d471f18321f9e0a7d6af5b755b01d7daf
MD5 79245c2ccf22aefd43c1c3c4fb30261a
BLAKE2b-256 fd4c87c505c8fc6f0ee94e648e66e72885227a7259828f6ee6e8b04be8581d5d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 f0cbffd6dc4667cd08914003ba6f0e6afa5801e206fceedc80b68330a8bdf21c
MD5 62ad0860611c5dde9f0f7d2408462a49
BLAKE2b-256 afa1842c744acb3768fbfaab3500e02c3cc061d7bd76d63eaff63423a0ec0bf2

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 481.2 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 2e63b71f0937ab89488a31d9452ec5dce669752fd007f36f6769c9b09d7a47d5
MD5 02f7d1cbe1cfe21a2f6c94669c883745
BLAKE2b-256 a8830c664405067106b46a5cb6b03b221edf4d906e929640810d7eeab89566c7

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-win_amd64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-win32.whl.

File metadata

  • Download URL: ampal-2.1.1-cp312-cp312-win32.whl
  • Upload date:
  • Size: 458.7 kB
  • Tags: CPython 3.12, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 986598eb1df21d89968fcd4a4f7871e9ea7ec5630796704cc5efe0abf079a8e2
MD5 4f6700fb157ca0a7115fabda872b12a4
BLAKE2b-256 7cab003e90da7f193456f177b7c7a85870de16d31a7db3c92408b9590fea3d70

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-win32.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 0ab043af6f6413a0667166426ff66275e491061a31fd2f0d2d603d9b257edfde
MD5 0cd54dec756438e3ad3543081bcbd8ec
BLAKE2b-256 936d9001f8aa891d8afef1d284e1bdd892c137d0d1cc6dd9b6b28f7a9c1db4cf

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 590ad393da8dc74294de0c73bdab5a85234119f770faf9b89b5680634bba817e
MD5 f6610283b66c0d71be056647a539decd
BLAKE2b-256 163dfd4f3532720ffd4f947f2b2e44d638672b66d13d1bf7258df2d188bcbac8

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 c2ff038a53f467a567fa9912548c879a28f6cdedbda9d8f88f4d15c249a3b52f
MD5 f0b95cb2e95adc73aef85b525a11262f
BLAKE2b-256 9b441f08255cfd3f834d0ef22b0c7c2ab07951280a4b2d71f8f15651be25810e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 4120fafc242a8e046819b3e66e6500f04c3c1d0687e6fe080b753b7978b745b9
MD5 a865369b14c0626e852bcfa494a6d408
BLAKE2b-256 990d38f1e2f1bde7f9df493c9cf5f4d23c3b3438523fe966d343f6667ce7aef0

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 f3c03a52bc98d412b8f4b472690e02c97e8d36a9ee49776432fd16c46b5d072a
MD5 a71bf44431fa909eb67bc19d3b85680f
BLAKE2b-256 ec1e14deca21134c4d40fa3a963b7d2355c5bafb46ee387232709f98cdca5366

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 486.3 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 f297c379943ae3a6f2585396bdf928030dfb809cd871bab4780cca4681903b7a
MD5 5ecc76b75a9f79f869fec5d57fd0a4ce
BLAKE2b-256 7a976024d03d26c89b7dc4d83275ea1b81cce33be0ebf6aaaf56d200a0275002

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-win_amd64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-win32.whl.

File metadata

  • Download URL: ampal-2.1.1-cp311-cp311-win32.whl
  • Upload date:
  • Size: 464.6 kB
  • Tags: CPython 3.11, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 dfa5d78fd6c0305cdf36b270923c21078b523613ffc78df38f3941e9458c3b39
MD5 1cdbde88cb07028cbb2f150ad7de568d
BLAKE2b-256 dc41528c11ce7c1efbf9703594ca18046acd74d54ffdbe900737155b0c3dbe08

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-win32.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 cdbb9545138e1647dbb28d669af79ec09f239d4f36cea470920b965ffa3de275
MD5 26f3253bafc5e56dcb310534e09ee8be
BLAKE2b-256 fbcf4517dea18b522bcab6a3966af50f4cd89f89e50d83a767edcfd23c4cb508

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 4a35ae3d907a68770d9e87a666b57ee093a0e8bab79887696317f613cdf77715
MD5 d7361c14647589701455a4078f5bb5f7
BLAKE2b-256 15602f683c90d110ec69badbe64be1d75ee4410b0bf98df7fbfac749e9a3b31a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 58f2ee92bb32a48043b552137a60eecd3e0bcb482983ccdab3813dafa7794218
MD5 87c55574b0ab9b057a7bdcbdd135df7c
BLAKE2b-256 c4abd71290d4610a6b8130de7ad7bf566b0d7cc5070deec8eb96616d84b3651e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 859d106dffa7e1dc8ee12e66a2b9af3e1dd7d7004b8d47ecac1aeae536df7a97
MD5 414ae318e4fb7731d6da48ffa2778ed0
BLAKE2b-256 673a00a98329551a884944ea2f6f6bab83f361a6db6d5f50d74c90659bb935ba

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 a76e3b8516e3368d21005c7b76adaf35ffa89c343044557c21c3bcdd71004cb6
MD5 0fc375db80090bff7468e46c0a274f3b
BLAKE2b-256 78134cdd004407f60d7ef17f5cf83e244ae11fc759efee1d6826457253bdb450

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 486.1 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 fd277e4bc1868bc633ddbf5f2cdd3eaf1764a69f23004c61cc5b67a2c257e6e3
MD5 d51b96e8e0d96caf3f19f3596de4496b
BLAKE2b-256 fa47015d140de4e7a417927c970ecbe44516801a36b34b992c6d7313fdf287fb

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-win_amd64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-win32.whl.

File metadata

  • Download URL: ampal-2.1.1-cp310-cp310-win32.whl
  • Upload date:
  • Size: 464.9 kB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 0fac71a7df9ac9aea8469d6662c4289360548ab980110d6da1541bc10c50fa3b
MD5 da0f5d172ca0f3c43bd901869448e3e5
BLAKE2b-256 bd661864868657ee360458467d02d04d684444925c2b9b30d1827454b37a5f76

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-win32.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a85afcf03ce8438a385adfe719a7277cb56435f1aba39b454fdc3f450214699e
MD5 8be857c26ca11667081b75145e599d77
BLAKE2b-256 5aa09273f352cf4f30603519046fbc39008f665cde82c28d42f4eb178d5a7844

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 679e8ee8845c1c066273aac9d9be966de2e80ee3508bd4cb8ce825497abfc51a
MD5 c021212964c94cbeae4e776a2652993c
BLAKE2b-256 9114960ce66a899774e5d4c8d51208e28a645e508e1cdd7e3579ca82ea8c237c

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 f722e8bc09ef97dd8a8dddb6b713c037045047293bb8d63783f03f2d6d27a0a1
MD5 fdbc2b2c0a289de31852e65cf5635e3c
BLAKE2b-256 9f3b8d99efb3a6daa5e544a079f99d75620e43b3acdf4ada6e77afc8a17e8987

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 18c9a8c4108010435cb402b04e4646ab096ed07c13d619db1848eb0517afc5a5
MD5 ff0953c538499c1f7c67b7e178e55068
BLAKE2b-256 0fa1c16d4cac1082f9febbafb9a4c01343b43799d7139973ea9d0bafc3ff7ce7

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 22d06703d0c531131085606c531eab3b90ba03a33b33c27feb7044669cf64d60
MD5 3e61d1309e284094b820c2d506f63b11
BLAKE2b-256 046a8d0a9a1e7063210146df2207fd2ced8a49da081b10563d3aa8a536ad59dd

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 486.4 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 eca8d0a9e9113468baace1700a52eb6004212a2db3cf9d97c409a65eb3ecb7c8
MD5 9da4a63486ec1d0d60da67b1c27ae2b2
BLAKE2b-256 ef898451928bb185b23d6784ceb2facc5096076dad83192f85267d968dab6398

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-win_amd64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-win32.whl.

File metadata

  • Download URL: ampal-2.1.1-cp39-cp39-win32.whl
  • Upload date:
  • Size: 465.2 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 b018e35f5534f5ca54a0e50562788257f2f46eb14d66435d6dbe2848c7081f71
MD5 78ade50cf6e29885c3a0f75cd32b5222
BLAKE2b-256 6053d1ed87d1d9c3380ed234dd49763c683df7df715c2cb2e8ff27d93fb570f2

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-win32.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 09d3052ce42b0bc40838a3e68687113adc073fa0a4c36438057e546e4c90f0c2
MD5 4ff4924cc8d4e0ec377171f04603303b
BLAKE2b-256 a0ae64b6788ce93e7083991c8df7a816a47b13a62befa6dd9ecfc070a4c26c74

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 739a2d0fcbca88f60a6a6810e987d2f1a6f12347f21cf80f3473c777de3afda6
MD5 3e8f076d1089530dfcc6da0e73134385
BLAKE2b-256 77c250a26263e7d87f0c917befee05b8cd1923e66f762d4e0ffa383f79fb4651

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 2acaae262c80297f4b2ead7aba38af58f211d7e1770f6c6a86cb196a5980aca1
MD5 7cedf07a1c9889606356ab589c49fd3a
BLAKE2b-256 066aeba3456a34593e483909f1d71ab51c0b356ae225a4b0a49313a9bf3eeeb4

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp39-cp39-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 491.9 kB
  • Tags: CPython 3.9, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 94cb4de2cf6ed642aeac6e8caee68ab97ac51808ed02355b5cf365dbee301304
MD5 eb02d47264e4f9458739f462692a4475
BLAKE2b-256 96b648af4a62a1edaff0cdda2f699dcc1ee514f1394bfee964d3b507a167eb22

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b047aa2ddac7ff33e90d700eaa9d7c1b3acfe36c6309a62683a8c4b30917be8a
MD5 050f3e8619a72b4110931f6e5545f905
BLAKE2b-256 0f629c223526ec720e83836dc77add3ac5db372b6f485a98d1a515c4e6dff117

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 487.4 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 0fd60f106d2394f97ad9003121e6b84db4a78ee21e9efc4665c7ddc76c6538d2
MD5 6ce4de91481bdd105efcb6bb1a84a687
BLAKE2b-256 70bae83bc2e4d1c43322f372b31658ff7ebf8ae0a47249d3ba98d88a4bb240d8

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-win_amd64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-win32.whl.

File metadata

  • Download URL: ampal-2.1.1-cp38-cp38-win32.whl
  • Upload date:
  • Size: 466.6 kB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 304e17310d9aba31544f5bc778c7a6427eb6f914c81368ada9d545c3e99e0329
MD5 397b151b0cd31d7906e2cf48975cb2be
BLAKE2b-256 ef1fc9a869a3cb889e6a7b6b92aa1bcecbe56e095235dcb5cff6d2bc6d68c089

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-win32.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 03cb879535dac1e6588fae2615f79d287bfc9b3f36dd3bc6f1700e5c5f2180c9
MD5 b2d6447bc6d9d80a05cd2824a1ffe1a8
BLAKE2b-256 1967da56c2a5e1cb967d2137794db532587c5c7a9b402fb0ef86a91aa1282804

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a5fbb0fc87cf978feb0b63bc62d07f43f47837641fe255fc741e87e84ffe23d7
MD5 b217e4ea91ac07208f1d32225f2d533d
BLAKE2b-256 c6f561ec86e01b82e9896f6796f0905d3cf7ac8a4cdfcb2416fd7b02c2ad839a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 c83ad415660775f627c1c59830240b63f1826491960a5ef69c46b119011a62e6
MD5 0433cb02774ae5fa13450241f8ba6ee2
BLAKE2b-256 83dbd8ce7123361cebb6221b757b91dc768e461ae064f567ef616e05f3e949fe

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

  • Download URL: ampal-2.1.1-cp38-cp38-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 493.0 kB
  • Tags: CPython 3.8, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for ampal-2.1.1-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 4c5a3328c5c162588197d82683fd3840cb4ab873df9a7aa6e72214085989f49d
MD5 ff546afd381c0aa071e805b0c7f0ff6b
BLAKE2b-256 162a4967ea7322d4e2a998a466849e3b0865dd54e37e8264aad3a7ad9b8add74

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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

File details

Details for the file ampal-2.1.1-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for ampal-2.1.1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 50b1eb45cb96c02af69f717bc10358f8a3857ccafb54c78716fe97c198080733
MD5 dd5def923ce421d7098f2286f0720520
BLAKE2b-256 487ae1c734ac20c6f37d0e8abaf9ecb193b95768d0c5adc1cdaed4d78565b5bc

See more details on using hashes here.

Provenance

The following attestation bundles were made for ampal-2.1.1-cp38-cp38-macosx_10_9_x86_64.whl:

Publisher: github-deploy.yml on isambard-uob/ampal

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