Skip to main content

Another bgen parser

bgen

This is a package for reading and writing bgen files.

This package uses cython to wrap c++ code for parsing bgen files. It can parse genotypes from 500,000 individuals at ~800 variants per second within a single python process (~1.2 billion probabilities per second with a 3GHz CPU).

This has been optimized for UKBiobank bgen files (i.e. bgen version 1.2 with zlib compressed 8-bit genotype probabilities, but the other bgen versions and zstd compression have also been tested using example bgen files).

Install

pip install bgen

Usage

from bgen import BgenReader, BgenWriter

bfile = BgenReader(BGEN_PATH)
rsids = bfile.rsids()

# select a variant by indexing
var = bfile[1000]

# pull out genotype probabilities
probs = var.probabilities  # returns 2D numpy array
dosage = var.minor_allele_dosage  # returns 1D numpy array for biallelic variant

# iterate through every variant in the file
with BgenReader(BGEN_PATH, delay_parsing=True) as bfile:
  for var in bfile:
      dosage = var.minor_allele_dosage

# get all variants in a genomic region
variants = bfile.fetch('21', 10000, 5000000)

# or for writing bgen files
import numpy as np
from bgen import BgenWriter

geno = np.array([[1, 0, 0], [0, 1, 0], [0, 0, 1]]).astype(np.float64)
with BgenWriter(BGEN_PATH, n_samples=3) as bfile:
  bfile.add_variant(varid='var1', rsid='rs1', chrom='chr1', pos=1,
                    alleles=['A', 'G'], genotypes=geno)

You can also read bgen files from stdin (to avoid local storage) e.g.

cat $BGEN_PATH | python -c '
import sys
from bgen import BgenReader
with BgenReader(sys.stdin) as bfile:
  for v in bfile:
    print(v)
'
# NOTE: if using a separate sample file, you cannot also read that from stdin,
#       you would need: with BgenReader(sys.stdin, SAMPLE_PATH) as bfile:
# NOTE: a stream cannot seek, so variants can only be reached by iteration.
#       Picking variants with bfile[i] or fetch() needs a file on disk.

API documentation

class BgenReader(path, sample_path='', delay_parsing=False)
    # opens a bgen file. If a bgenix index exists for the file, the index file
    # will be opened automatically for quicker access of specific variants.
    Arguments:
      path: path to bgen file, or sys.stdin (stdin also used when path is '-' or '/dev/stdin')
      sample_path: optional path to sample file. Samples will be given integer IDs
          if sample file is not given and sample IDs not found in the bgen file
      delay_parsing: True/False option to allow for not loading all variants into
          memory when the BgenReader is opened. This can save time when iterating
          across variants in the file
  
  Attributes:
    samples: list of sample IDs
    header: BgenHeader with info about the bgen version and compression.
  
  Methods:
    indexing: BgenVars can be accessed by index e.g. bfile[1000]
    iteration: variants in a BgenReader can be looped over e.g. for x in bfile: print(x)
    fetch(chrom, start=None, stop=None): get all variants within a genomic region
    drop_variants(list[int]): deprecated - drops variants by index from being
      used in analyses. This is inconsistent (iteration and indexed access can
      ignore it), so filter variants in python instead.
    with_rsid(rsid): returns list of BgenVars with given rsid
    at_position(pos): returns list of BgenVars at a given position
    varids(): returns list of varids for variants in the bgen file.
    rsids(): returns list of rsids for variants in the bgen file.
    chroms(): returns list of chromosomes for variants in the bgen file.
    positions(): returns list of positions for variants in the bgen file.

class BgenVar(handle, offset, layout, compression, n_samples):
  # Note: this isn't called directly, but instead returned from BgenReader methods
  Attributes:
    varid: ID for variant
    rsid: reference SNP ID for variant
    chrom: chromosome variant is on
    pos: nucleotide position variant is at
    alleles: list of alleles for variant
    is_phased: True/False for whether variant has phased genotype data
    ploidy: list of ploidy for each sample. Samples are ordered as per BgenReader.samples
    minor_allele: the least common allele (for biallelic variants)
    minor_allele_dosage: 1D numpy array of minor allele dosages for each sample
    alt_dosage: 1D numpy array of alt allele dosages for each sample
    probabilities:  2D numpy array of genotype probabilities, one sample per row
      These are most likely for biallelic diploid variants. In that scenario
      unphased probabilities have three columns, for homozygous first allele 
      (AA), heterozygous (Aa), homozygous second allele (aa).
      In contrast, phased probabilities (for a biallelic diploid variant) would
      have four columns, first two for haplotype 1 (hap1-allele1, hap1-allele2), 
      last two for haplotype 2 (hap2-allele1, hap2-allele2).
  
  BgenVars can be pickled e.g. pickle.dumps(var)


class BgenWriter(path, n_samples, samples=[], compression='zstd' layout=2, metadata=None)
    # opens a bgen file to write variants to. Automatically makes a bgenix index file
    Arguments:
      path: path to write data to
      n_samples: number of samples that you have data for
      samples: list of sample IDs (same length as n_samples)
      compression: compression type: None, 'zstd', or 'zlib' (default='zstd')
      layout: bgen layout format (default=2)
      metadata: any additional metadata you want o include in the file (as str)
    
    Methods:
      add_variant_direct(variant)
        Arguments:
            variant: BgenVar, to be directly copied from one begn file to 
                another. This can be done when the new bgen file is for the same
                set of samples as the one being read from. This is much faster
                due to not having to decode and re-encode the genotype data.
      add_variant(varid, rsid, chrom, pos, alleles, genotypes, ploidy=2, 
                  phased=False, bit_depth=8)
        Arguments:
            varid: variant ID e.g. 'var1'
            rsid: reference SNP ID e.g. 'rs1'
            chrom: chromosome the variant is on e.g 'chr1'
            pos: nucleotide position of the variant e.g. 100
            alleles: list of allele strings e.g. ['A', 'C']
            genotypes: numpy array of genotype probabilities, ordered as per the
                bgen samples e.g. np.array([[0, 0, 1], [0.5, 0.5, 0]])
            ploidy: ploidy state, either as integer to indicate constant ploidy
                (e.g. 2), or numpy array of ploidy values per sample, e.g. np.array([1, 2, 2])
            phased: whether the genotypes are for phased data or not (default=False)
            bit_depth: how many bits to store each genotype as (1-32, default=8)

Download files

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

Source Distribution

bgen-1.10.1.tar.gz (1.8 MB view details)

Uploaded Source

Built Distributions

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

bgen-1.10.1-cp315-cp315-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.15Windows x86-64

bgen-1.10.1-cp315-cp315-musllinux_1_2_x86_64.whl (7.2 MB view details)

Uploaded CPython 3.15musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp315-cp315-musllinux_1_2_aarch64.whl (6.6 MB view details)

Uploaded CPython 3.15musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.7 MB view details)

Uploaded CPython 3.15manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (6.1 MB view details)

Uploaded CPython 3.15manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp315-cp315-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.15macOS 11.0+ ARM64

bgen-1.10.1-cp314-cp314-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.14Windows x86-64

bgen-1.10.1-cp314-cp314-musllinux_1_2_x86_64.whl (7.1 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp314-cp314-musllinux_1_2_aarch64.whl (6.6 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.7 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (6.1 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp314-cp314-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

bgen-1.10.1-cp313-cp313-win_amd64.whl (1.2 MB view details)

Uploaded CPython 3.13Windows x86-64

bgen-1.10.1-cp313-cp313-musllinux_1_2_x86_64.whl (7.2 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp313-cp313-musllinux_1_2_aarch64.whl (6.6 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.7 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (6.1 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp313-cp313-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

bgen-1.10.1-cp312-cp312-win_amd64.whl (1.2 MB view details)

Uploaded CPython 3.12Windows x86-64

bgen-1.10.1-cp312-cp312-musllinux_1_2_x86_64.whl (7.2 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp312-cp312-musllinux_1_2_aarch64.whl (6.6 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.7 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (6.1 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp312-cp312-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

bgen-1.10.1-cp311-cp311-win_amd64.whl (1.2 MB view details)

Uploaded CPython 3.11Windows x86-64

bgen-1.10.1-cp311-cp311-musllinux_1_2_x86_64.whl (7.1 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp311-cp311-musllinux_1_2_aarch64.whl (6.5 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (6.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp311-cp311-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

bgen-1.10.1-cp310-cp310-win_amd64.whl (1.2 MB view details)

Uploaded CPython 3.10Windows x86-64

bgen-1.10.1-cp310-cp310-musllinux_1_2_x86_64.whl (7.0 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp310-cp310-musllinux_1_2_aarch64.whl (6.4 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (5.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp310-cp310-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

bgen-1.10.1-cp39-cp39-win_amd64.whl (1.2 MB view details)

Uploaded CPython 3.9Windows x86-64

bgen-1.10.1-cp39-cp39-musllinux_1_2_x86_64.whl (7.0 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

bgen-1.10.1-cp39-cp39-musllinux_1_2_aarch64.whl (6.4 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ ARM64

bgen-1.10.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

bgen-1.10.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (5.9 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

bgen-1.10.1-cp39-cp39-macosx_11_0_arm64.whl (1.2 MB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

File details

Details for the file bgen-1.10.1.tar.gz.

File metadata

  • Download URL: bgen-1.10.1.tar.gz
  • Upload date:
  • Size: 1.8 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1.tar.gz
Algorithm Hash digest
SHA256 7121e36400863171e0d3c30f9e4cdd90777678f447e8a3cb1aaf6c185a5bb260
MD5 d545155fcdfa341c6adc6d0a23f1d50a
BLAKE2b-256 7a356d7ca58e6b0f3c062c73f26bb8b398a82112ce1f1abb47ebf68b168da610

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1.tar.gz:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp315-cp315-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp315-cp315-win_amd64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.15, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp315-cp315-win_amd64.whl
Algorithm Hash digest
SHA256 08e57fe8a37e016ccc39e54311befb1b79f6bb3063345f73f087877d838dfb1d
MD5 43b46f07564472b04e8d28023bf576c6
BLAKE2b-256 697a4f5e46f1fa7a4fcef91ad42d116a64eed89bd8012b0b92893b052e5d2ddf

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp315-cp315-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp315-cp315-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp315-cp315-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 c50a4c691be3200872901e8047632c144ba5c83b769b623bef573136061e0bc5
MD5 49a4bdc709e4fa52d99c31bd1b111dea
BLAKE2b-256 ec240f8185aee07f870e49ea8496f9fca07c94b8ecee3ab958bbd5d2aef1333e

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp315-cp315-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp315-cp315-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp315-cp315-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 299355a09ae9668491ae1e3516485ebc587eec24a32627f4f1e14a0d5400bc84
MD5 65ec1f43d681302f6a1f8761e685db8d
BLAKE2b-256 16baaa27d84400901bedf6ce2681560d2d7d4ca73b3c2e537a2558aa0ef29053

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp315-cp315-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6092da3a5edca4f0129b2f62ba7ae299e4abbc5eb96c4232bb7f174bca324dd9
MD5 149a1cc04592355c48f8bf3d12c82551
BLAKE2b-256 52b6b2ecf798ece1aaf31bf3f56d8a6af3056e068774d32e8b2ab1e07aa25023

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 7a78ab9a8d3fbf5a8a7b5f43b5c944bbd8206fa219dedb3cfca81b38be002af1
MD5 9182aebe5f69433fc34cd6144080bf7d
BLAKE2b-256 10a8a1d77a9c4e4a50fdb70bb5d8931d268a9f1e237552bbfb16d4c6c854e654

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp315-cp315-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp315-cp315-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 30c9272043dbe49acb26f29de83e142ae53a944545e6393a6b8b4ef94a4ec5d8
MD5 26d0581b572b9636a49f65201b70748f
BLAKE2b-256 9523879ff4293f3ed22d23d65e7af789d4a65ee000ef779670a239d2d62084b6

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp315-cp315-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 93ea299ab11f444448b3a1c8845ab64ae31ce089e435005cc8374cb034b59c77
MD5 65d11ee03028dcec4924966e76c4c8ad
BLAKE2b-256 5970ca3c2551fbbf8b7ceb4f25a5f7559a3a82796c5d188d708aa3354dc213a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp314-cp314-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 64ae5558e775a32237b6b99f0367d9e180e8721021ff04195cbe392c497b24e3
MD5 362b3a2d86f8d3224d4533d6b377cce4
BLAKE2b-256 a87eba124e95dd07c2173d817cbf544db2a4baeebb11b884c61d5010038251a4

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 f69d4613d431f09665b6a0106e6fbd54d0cc8b1d16a943a5b71020ce6bc4bb50
MD5 1c79f12bb42a5fe4f4de0ab88166df61
BLAKE2b-256 5c5d09614ce8de05430c0e38b6d98b4e5f60f466b3c4f65b47785802ffc89cdd

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp314-cp314-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 3ed3506625314647f4aee021e5d45410ecdff0414ea5416d2f9eafa7f4fe93af
MD5 315750d82aa383a9fb8d42959069c891
BLAKE2b-256 2553d9fb6e7f683f96a6e78c060a34c84c0128ab0d1b7d1e2518858c63b3cb0c

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 9b6db54517ba5da80e182beec5f262ca1c5507d1b5b380fb010e492f146b111b
MD5 670bd3bce407c6b48629b1d870615575
BLAKE2b-256 4cd36c0319851efb7da53e0c0bd71af97ee3c357e72a4e0938c0f69dddad1d0c

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6f4a7a4db4dd3dc7f1c4b58c353e0229fdd99296ea7542418bc78e9ddda0e6ec
MD5 3ebe855f218ef57b6520c04cb4811750
BLAKE2b-256 f1d9376bd88da6ba37817dda3a9611b4144d9e6a94755375b5f0c28c8868b39b

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 413139d4bd0bdf52b99654af2aceeb69345015e2bd25b9ebe8059a1ff8c12a3a
MD5 4403ba23edf57534a380a16f55e013ff
BLAKE2b-256 1008354dcaa0c91aa899e32b020a5833f69ed3fa095f797fc62fbc4c739562a8

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp313-cp313-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ef84324aba77924f166e95e11b9988657ce59a335ed1dcbef0a64c67c3e26d57
MD5 4f704908c682c2a19098adc43610ee23
BLAKE2b-256 478753ef36d17e08925587f213ce8e340c5c2ec2705725af1b43c33d522c303c

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 732720c4b02ea7ee9239be33a6b80cf006e5d811dc52d8e111d98d88d87753db
MD5 3916e13c0145f817d8d6c71ca4b46d27
BLAKE2b-256 70d144e7a98a604734d9abf056230699fc8275d9e1942337b69b69fc5b069ec6

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 9e5ee710d8e364d58f7fe902cf9f5e3f1d0fcab3ce138ffdd9ee88db7183ac2a
MD5 e9651c5798e5197a1b4c6ba6b773ab63
BLAKE2b-256 6b91d0ffd0e7df314f8cf729169fe6fc99822d8d819830bb3b27d51e9bca1431

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 89359301da657ab95426506c8206a3a95368a16165de66abcecfeb642f8f50f1
MD5 6c98abbe61d3d4c005f43fcc79ecc7bf
BLAKE2b-256 54241e7c04cd940a21ee5770e6f8d1eb3d362c92234d72c656fd76a2ddae5bcf

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 817b81729b99c63df7e4875858e456209571a37a5153aa0f21dddf215d79aad7
MD5 06b0e48cede6333d622993d351390ac2
BLAKE2b-256 c536148084d1196145691638cbf65b17642eaac914a9e2e98655feb536edeb0b

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 5198f979b1f4870b7bf7239e90778cc8de3575b332cbc6095c0ea9ad6068ac5b
MD5 8235318fb77c7f3fc9a875e3dc31b2c8
BLAKE2b-256 d486a9a12b6e10a20730d070293181de4fcc17cf68ea46732acc742746326f48

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp312-cp312-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 f63d63e7fb2b64ef093126722f000f195645b187d27f48f8e27caafe48d5d779
MD5 9bb9ff08d2c86878b051587e06c7f7a6
BLAKE2b-256 494bb3e80b2f173628b72dcd216f93f96f5ece65ad5d9913ea67674899fa7542

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 0841fe663d08473cf28040e15bb907a6a19b53850794dede7608da1f1408439d
MD5 049eb85b817440f80fdfb9d425fb7629
BLAKE2b-256 f7582df776992eb71a7f8850b91b98b72283320ef5652c593b18578af55a0251

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 516319e1eb94905481a74d780bb785b16d54da5b777a6e09e4449fce7e7f5979
MD5 6a3098d7dc1edf283253d853a84c9792
BLAKE2b-256 f0750e137a5b50625b265d415f87fd6c0addc0034279ff8888127d42e433c5d7

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 0f25eb4caa26a245237b43b2b130727150b6c10bba1ade47a9fe877597804b45
MD5 3c213efbfbaa172fb012cf3919065d08
BLAKE2b-256 2517b033d5c4a09102e153660cda85b6348f6c124d854fb5a196f05dfc58b9ef

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9208d8d93fc78144909550f3357397685efdb499981f96cfbebfca3dc756b4eb
MD5 faa70de45f79ba25b57f16ee45fd5976
BLAKE2b-256 aad1bcdd11a11e5869a2f3fc3ee5f2f38ff1245b6ad9969763504f0e5cac9ac1

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 3f1e18579366b939d53ffd3ae1633ed813566d03d61c9c09f841a2a824983f2c
MD5 62c82345f9d7b7e27a0c5b0a04504daf
BLAKE2b-256 558062e406b2d507b53ee5574387836a1abeb661ebb34a11b8763d443f181610

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp311-cp311-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 37df15c7a72bd6d078fd8ca3cae840ba3e4d877b02e18ab4015225caeb1f58a6
MD5 d56df0a771b0eea90b83e950ad34525a
BLAKE2b-256 a2758c03eebad42acb526a9d6e84f21e0025f0f90743ce23e0c25465d5d7f6a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 e7e4596cf7d09bca969dd2dd451deb05447b30c5a2d949619821b8060d132a81
MD5 b23b05356cdac1ef618966d4ed2e837d
BLAKE2b-256 31fe8a9f8b4283c3404d5653e1b904047d9ea77ade39fbc9f26d2f888f4dc263

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp311-cp311-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 f2ceccc3c084b3d0e18aa37843bb5afcaa4508ee48f87c9f0dfee735890d5f07
MD5 72fb6f566f8030f0455d9199198857c6
BLAKE2b-256 577c98a1c88976376349197b48d663122e450864ddb74219d2863d2d71c010a5

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 854f6f129d58fe12b482f22cfcc17b209a2090036bc2f78d9cdb492c54b78520
MD5 4a7e9d65e98518d622c2e1f192e03c03
BLAKE2b-256 90067d9c4f790ea31a5d9d9818892c49be025e9cbf59b45d2cd3bd7a6b638c4a

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 09f366a5595aed214c29200fd36c5eb2ce01e87ad8785ccc6fe388049b59691a
MD5 885fd22d36332c663dd39d090e3795a8
BLAKE2b-256 001b7d117b8ae1d924b5e58a490fdabbcd9288fd7336b110cc641c841a656978

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 e70cfba89854a251a6682112b016585a26c708252fd345156bec87adf5e88caa
MD5 fb19e1322c12dc9346c9b11fb76a8527
BLAKE2b-256 5bb783aa809e5415957ce2fa480cbf71b94226383db9c757e0f7a06fab911216

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp310-cp310-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 54352a57f2f8dee4f02433bd108befc0ffeabf33fb6b57619827d81352700399
MD5 a20f04b2923fdf20ce8bb8d51c9e4c6b
BLAKE2b-256 bd453ef6640607bf30cfea0cc49e15227bbc93caaf2480a2fa84d7c955e72770

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 2ecdcdfd3d33d74842e45717a45edee2da2f505b36eadc40ff48ed7db8bcc200
MD5 afa09dadabbddc85bec2c89e59d187e5
BLAKE2b-256 db209249e1f5e9073da34936bd4779deee968544d521a03e2c29c9cf7feedf6a

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp310-cp310-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 0eb9bc6fec30f3fd8f74a711ea2ce2b10bcb4e01135e1143c72edbd0235365e3
MD5 57e941c9efcd68348daf165579bf44bd
BLAKE2b-256 73aac8a1d34c9f58831dac4b6d47e84d8bdcbaad365bd25776016a9b696fbaf2

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 85e528871fac8b652e60ae93901c7f29e55a5806daacc3e765453668fb8e3bf7
MD5 4e0787d5d6c5e553974943388ea5a374
BLAKE2b-256 9ba9531beed83f20137b2a9979cf780393b68a190e609ca36a00081205ba3a16

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ad1c26a6b3a524a3fa0e032b9f0a2f0e46b8f0675736bbd2b0f1d40ea16ff26e
MD5 835a1d818ef879424770b6af211149df
BLAKE2b-256 a0c17d8f2dc0a71afc4bb50722008d8e5118cc1d0f9556b3fffc709043bef58b

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 7eb936a2553feb18ad6e3f672f70263a45d4dcd89bd6f77e56e62fc55711095c
MD5 bde4479c3ba9ea2a4d4212beeeb3dd41
BLAKE2b-256 63705ab7300beaf564dadef3a58d724ac2395c05dca4bee630e773d67cca135b

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp39-cp39-win_amd64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 d68300456a89f420f3fc8a6bf9243f4cda2d30c096d0956728151db8bcc643ad
MD5 fc8abff6079efacc69eabda6cb766774
BLAKE2b-256 6ad93572740ca6560e6d6bcaefe60d99ed21d3c90ae3533f9698c44090eb6fc7

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp39-cp39-musllinux_1_2_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp39-cp39-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 ac0a2fcbbbfa3dacfda9f82f81d3b2499f133a358364e2af6f9cd0304da079b7
MD5 e245224728314cfe1ad2a3fae30f3258
BLAKE2b-256 9a75b614df5901a607bbed415447c705989f60b5253d3ecdbe0fa001fd64c36f

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp39-cp39-musllinux_1_2_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 671d4dd90ca2970175f6ef33c85c9da79958e247c06199902ff9634556dfe26d
MD5 acc65351096a7f05d3d11b6f85e453a2
BLAKE2b-256 d30437a1e390ffbafcf8ecd0fdb923d5ebf7b32d4d47ce3bafa286424ec69ce8

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.

File metadata

File hashes

Hashes for bgen-1.10.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
Algorithm Hash digest
SHA256 4efda518751c46ca7abfcf75d2707b419d2368f7bd41e5129f8f777f30b003ea
MD5 f9d23aa1c36a70da5f93f21ab6ba46cc
BLAKE2b-256 03ac51c3a2b80f0cfe85cdbe3890f1bfd3179127c78000d7db6d015aaa54075c

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

File details

Details for the file bgen-1.10.1-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

  • Download URL: bgen-1.10.1-cp39-cp39-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.9, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for bgen-1.10.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5987c77cb435320ef33853e6d2876a87ba938bb83896f383e03082d309f03af6
MD5 90c20313582f5c37efb2073636a21b45
BLAKE2b-256 60041cbd397a1b763e44a5cd6ecdf483446123bbce347c8f992d57f1ce21a1b8

See more details on using hashes here.

Provenance

The following attestation bundles were made for bgen-1.10.1-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: python-package.yml on jeremymcrae/bgen

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

Release history Release notifications | RSS feed

This release

1.10.1 This release

43 files

1.10.0

37 files

1.9.11

37 files

1.9.10

37 files

1.9.9

43 files

1.9.8

43 files

1.9.7

43 files

1.9.6

43 files

1.9.5

43 files

1.9.4

37 files

1.9.3

25 files

1.9.2

25 files

1.9.1

25 files

1.9.0

25 files

1.8.1

25 files

1.8.0

31 files

1.7.3

31 files

1.7.2

26 files

1.7.1

26 files

1.7.0

26 files

1.6.5

26 files

1.6.4

26 files

1.6.3

26 files

1.6.2

26 files

1.6.1

26 files

1.6.0

26 files

1.5.9

26 files

1.5.8

26 files

1.5.7

26 files

1.5.6

26 files

1.5.5

26 files

1.5.4

36 files

1.5.3

36 files

1.4.1

36 files

1.4.0

36 files

1.3.1

26 files

1.3.0

22 files

1.2.17

21 files

1.2.16

21 files

1.2.15

9 files

1.2.14

8 files

1.2.13

7 files

1.2.12

7 files

1.2.10

10 files

1.2.9

10 files

1.2.8

10 files

1.2.7

10 files

1.2.6

10 files

1.2.4

10 files

1.2.3

9 files

1.2.2

4 files

1.2.1

1 file

1.2.0

1 file

1.1.10

1 file

1.1.9

1 file

1.1.8

1 file

1.1.7

1 file

1.1.6

1 file

1.1.5

1 file

1.1.4

1 file

1.1.3

1 file

1.1.2

1 file

1.1.1

1 file

1.1.0

1 file

1.0.0

1 file

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page