Unit tests

Integer ranges in Python

Python implementation of the IRanges Bioconductor package.

To get started, install the package from PyPI

pip install iranges

# To install optional dependencies
pip install iranges[optional]

IRanges

An IRanges holds a start position and a width, and is most typically used to represent coordinates along some genomic sequence. The interpretation of the start position depends on the application; for sequences, the start is usually a 1-based position, but other use cases may allow zero or even negative values.

[!NOTE] ends are expected to be inclusive to be consistent with Bioconductor representations. If they are not, we recommend subtracting 1 from the ends.

from iranges import IRanges

starts = [1, 2, 3, 4]
widths = [4, 5, 6, 7]
x = IRanges(starts, widths)

print(x)

 ## output
 IRanges object with 4 ranges and 0 metadata columns
                start              end            width
      <ndarray[int32]> <ndarray[int32]> <ndarray[int32]>
 [0]                1                4                4
 [1]                2                6                5
 [2]                3                9                6
 [3]                4               10                7

Interval Operations

IRanges supports most interval based operations. For example to compute gaps

x = IRanges([-2, 6, 9, -4, 1, 0, -6, 10], [5, 0, 6, 1, 4, 3, 2, 3])

gaps = x.gaps()
print(gaps)

 ## output
 IRanges object with 2 ranges and 0 metadata columns
                start              end            width
      <ndarray[int32]> <ndarray[int32]> <ndarray[int32]>
 [0]               -3               -3                1
 [1]                5                8                4

Or Perform interval set operations

x = IRanges([1, 5, -2, 0, 14], [10, 5, 6, 12, 4])
y = IRanges([14, 0, -5, 6, 18], [7, 3, 8, 3, 3])

intersection = x.intersect(y)
print(intersection)

 ## output
 IRanges object with 3 ranges and 0 metadata columns
                start              end            width
      <ndarray[int32]> <ndarray[int32]> <ndarray[int32]>
 [0]               -2                2                5
 [1]                6                9                3
 [2]               14               17                4

Overlap operations

IRanges uses LTLA/nclist-cpp under the hood to perform fast overlap and search based operations. These methods typically return a hits-like BiocFrame.

subject = IRanges([2, 2, 10], [1, 2, 3])
query = IRanges([1, 4, 9], [5, 4, 2])

overlap = subject.find_overlaps(query)
print(overlap)

 ## output
 BiocFrame with 3 rows and 2 columns
           self_hits       query_hits
      <ndarray[int64]> <ndarray[int64]>
 [0]                1                0
 [1]                0                0
 [2]                2                2

Similarly one can perform search operations like follow, precede or nearest.

query = IRanges([1, 3, 9], [2, 5, 2])
subject = IRanges([3, 5, 12], [1, 2, 1])

nearest = subject.nearest(query, select="all")
print(nearest)

 ## output
 BiocFrame with 4 rows and 2 columns
           query_hits        self_hits
      <ndarray[int64]> <ndarray[int64]>
 [0]                0                0
 [1]                0                1
 [2]                1                1
 [3]                2                2

Further Information

Note

This project has been set up using PyScaffold 4.5. For details and usage information on PyScaffold see https://pyscaffold.org/.

Release files for IRanges 0.7.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for IRanges 0.7.3
File	Size	Uploaded
iranges-0.7.3.tar.gz	60.7 kB	Aug 13, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for IRanges 0.7.3
File	Interpreter	ABI	Platform	Reset
iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 199.8 kB Aug 13, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl 176.9 kB Aug 13, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 197.5 kB Aug 13, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl 169.0 kB Aug 13, 2026	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 199.2 kB Aug 13, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl 176.9 kB Aug 13, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 197.5 kB Aug 13, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl 169.0 kB Aug 13, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 197.4 kB Aug 13, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl 168.5 kB Aug 13, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 197.3 kB Aug 13, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl 168.5 kB Aug 13, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 198.6 kB Aug 13, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl 167.9 kB Aug 13, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl 1.2 MB Aug 13, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 198.0 kB Aug 13, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl 166.9 kB Aug 13, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details

Total release size: 12.9 MB

Release files / iranges-0.7.3.tar.gz

Download URL	iranges-0.7.3.tar.gz
Size	60.7 kB
Tags	Source
SHA-256 checksum How to use checksums	`6741c9867846f3e0531e1dc602bfe33241c87a27633fede5729cdf0100b89c87`
BLAKE2b-256 checksum How to use checksums	`4ed6f112b5866c2e0454ec559409179ceb5a98e667fc026a398610e8bb4c5cea`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3.tar.gz
SHA-256 checksum: 6741c9867846f3e0531e1dc602bfe33241c87a27633fede5729cdf0100b89c87 Verifying attestations

Release files / iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`0b203f63368a5f0731855779b30e5e3ab2f5c9ade25beb012dd2b4bc8bdbbb38`
BLAKE2b-256 checksum How to use checksums	`d978ebf9081e6ffda06605dc475a383c4510ea1fe989616e38c76cbf7c247779`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl
SHA-256 checksum: 0b203f63368a5f0731855779b30e5e3ab2f5c9ade25beb012dd2b4bc8bdbbb38 Verifying attestations

Release files / iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	199.8 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`781147e78c7bb65eac85f1e05a9bd70b514516ab25c29deb8557075399710e98`
BLAKE2b-256 checksum How to use checksums	`4ace57d3af7cd77dc0452d767da5566d106fc9e60c24878da616fa2ed207147e`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 781147e78c7bb65eac85f1e05a9bd70b514516ab25c29deb8557075399710e98 Verifying attestations

Release files / iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl
Size	176.9 kB
Tags	CPython 3.15 CPython 3.15 free-threading macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`1a812bd1ff4b72f9bc8a3440bd44610dadd75a79539dae59036700aa9cedc0a5`
BLAKE2b-256 checksum How to use checksums	`6bad23558ba2911d25873044a7c21e9e8c716ee49c4d4d5b267531d12125bb3e`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl
SHA-256 checksum: 1a812bd1ff4b72f9bc8a3440bd44610dadd75a79539dae59036700aa9cedc0a5 Verifying attestations

Release files / iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.15 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`2d66878870dbf97491c7d0da53c71bf7ef0c4aae2b61b9434bc16d78ec8defe0`
BLAKE2b-256 checksum How to use checksums	`628d6b4259c487aa80a8be26653bfb09aaa0f70deaf5e9af993691273931ad7e`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl
SHA-256 checksum: 2d66878870dbf97491c7d0da53c71bf7ef0c4aae2b61b9434bc16d78ec8defe0 Verifying attestations

Release files / iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	197.5 kB
Tags	CPython 3.15 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`9c112ce2a329ff30b026013569773b1ec58a525ba1017290f545fc97da371c9e`
BLAKE2b-256 checksum How to use checksums	`2bc34e53360ea9208be2f5920653f1421cd92599e0d4b1bfaf9590847b90ff12`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 9c112ce2a329ff30b026013569773b1ec58a525ba1017290f545fc97da371c9e Verifying attestations

Release files / iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl
Size	169.0 kB
Tags	CPython 3.15 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d4ac9459ac5e68625531cd4f6d9fdc283507a50a4248f75de309a37377ef2562`
BLAKE2b-256 checksum How to use checksums	`7b26d321ee190fd51b0b944ced653ab717db391aedf31ba4f9a3ac60916303b6`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl
SHA-256 checksum: d4ac9459ac5e68625531cd4f6d9fdc283507a50a4248f75de309a37377ef2562 Verifying attestations

Release files / iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`8a31ec1a60d50b1f502ab289e7e7122f124e6b327529bd3d6c95c7304c6851f5`
BLAKE2b-256 checksum How to use checksums	`487253cdd34a177f7c1b03e06ca49768e9bdfe4da70b00b2dc6cb55753563fa1`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl
SHA-256 checksum: 8a31ec1a60d50b1f502ab289e7e7122f124e6b327529bd3d6c95c7304c6851f5 Verifying attestations

Release files / iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	199.2 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`dcf4b52a24d38cdc3bfbe0bd4a3ce67fc5b3346199b353195eebe5f4a080a815`
BLAKE2b-256 checksum How to use checksums	`0c2a1cc4ec36a9f9168ff60c429fb7d468eaad51e3dd14a6534101510d0cccaa`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: dcf4b52a24d38cdc3bfbe0bd4a3ce67fc5b3346199b353195eebe5f4a080a815 Verifying attestations

Release files / iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl
Size	176.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`09949e28bcc731227b419d3ba344810236b63a87c45adcd35902fa066352280c`
BLAKE2b-256 checksum How to use checksums	`4daee6c9f633b1e1011ba3d3303cc6bd230a5ab4fe01e4c346345ec378bd82fa`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl
SHA-256 checksum: 09949e28bcc731227b419d3ba344810236b63a87c45adcd35902fa066352280c Verifying attestations

Release files / iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`aa0224b40cce444d2e3708a00601f38e271e20512593a52d6ef35b7f9842d5dd`
BLAKE2b-256 checksum How to use checksums	`cddde414718040264b7263f445f370921c12dbf7f08d3c115ee79a803ccf8f84`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl
SHA-256 checksum: aa0224b40cce444d2e3708a00601f38e271e20512593a52d6ef35b7f9842d5dd Verifying attestations

Release files / iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	197.5 kB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`ab3238bb036adefdb3499a450cb765d169befa3a3d7b8d35cb0c61e6c0b9dbb7`
BLAKE2b-256 checksum How to use checksums	`084f5d610e2c4befdc9203daad07c356bc7908a63034e0d3f6bc6f77d0472540`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: ab3238bb036adefdb3499a450cb765d169befa3a3d7b8d35cb0c61e6c0b9dbb7 Verifying attestations

Release files / iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl
Size	169.0 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`04d418c45f76564dce72c3438eddafb6267ccecc1d6d0a0866ea39a82aefc4d6`
BLAKE2b-256 checksum How to use checksums	`6ec4785c92f8aa74615692812e5db6953df7033d90322eb36180a9c0bc771c02`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: 04d418c45f76564dce72c3438eddafb6267ccecc1d6d0a0866ea39a82aefc4d6 Verifying attestations

Release files / iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`875a4c07f0ee75a2e8f7e52cd178260b0b0f3922e48d6bed8616693ac4840334`
BLAKE2b-256 checksum How to use checksums	`8b9bddd9de98c82a0a44f50247c42fc6a2bcc60e53b05e369b5d632f0649a50b`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl
SHA-256 checksum: 875a4c07f0ee75a2e8f7e52cd178260b0b0f3922e48d6bed8616693ac4840334 Verifying attestations

Release files / iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	197.4 kB
Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`b19d2d1e612d82860ce114493fdb68dde2884c121085e53cc1d356a4eee4ede0`
BLAKE2b-256 checksum How to use checksums	`f75558d2b33c7667d14a3c78d4296cd9022b26574e0f4cb6485f20f4af7437f5`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: b19d2d1e612d82860ce114493fdb68dde2884c121085e53cc1d356a4eee4ede0 Verifying attestations

Release files / iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl
Size	168.5 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`e3a696b26a9d2d3e4c5e0e3b99861ac67844d5913a0f5249575cb610b5c010f4`
BLAKE2b-256 checksum How to use checksums	`e0083e93f48d3c213c239bf0ce2364de227a3a8b8a1d31b0217c29670d8b28dc`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: e3a696b26a9d2d3e4c5e0e3b99861ac67844d5913a0f5249575cb610b5c010f4 Verifying attestations

Release files / iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`dc0379ffb6fb94356baea362a23560d3c47debd4a10773cee1c7482ee7ac01c4`
BLAKE2b-256 checksum How to use checksums	`5696335ab824265602312cdd37f9c0a4fd18f7ddc1bb6a492b314352f511e8a3`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl
SHA-256 checksum: dc0379ffb6fb94356baea362a23560d3c47debd4a10773cee1c7482ee7ac01c4 Verifying attestations

Release files / iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	197.3 kB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`4a229eff48a5dd289342847dafec2ff21836a00ea6e86a76a023a096e5da2973`
BLAKE2b-256 checksum How to use checksums	`5b74a9faf679d5f8def84d243c9d6d177d4cd784e1803c50101289c52b24998e`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 4a229eff48a5dd289342847dafec2ff21836a00ea6e86a76a023a096e5da2973 Verifying attestations

Release files / iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl
Size	168.5 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`239d29e983e8bf3f65ac4c6eade9e5846461fe44c2910bd0b66b6af256db33bf`
BLAKE2b-256 checksum How to use checksums	`eb96bc245078bb54947699460832da5362dbbce95b850f58fb2d3b4f99367581`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 239d29e983e8bf3f65ac4c6eade9e5846461fe44c2910bd0b66b6af256db33bf Verifying attestations

Release files / iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`68064f620b350c4dc12a57761362791f42dfcf56d53a423ba6cc62b2e7a1589d`
BLAKE2b-256 checksum How to use checksums	`fdf652f5900ec0412caf318906fb340774c536b6bdede8cbe669a42d7434810f`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: 68064f620b350c4dc12a57761362791f42dfcf56d53a423ba6cc62b2e7a1589d Verifying attestations

Release files / iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	198.6 kB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`f0e7a93b2de97f4edec7201802c4ce9891f4324f16b1ae76c2c46a8143765bba`
BLAKE2b-256 checksum How to use checksums	`60762563cef06ccbdafa45d781889a844d323a640ad2c30bfce98c59b52afe55`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: f0e7a93b2de97f4edec7201802c4ce9891f4324f16b1ae76c2c46a8143765bba Verifying attestations

Release files / iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl
Size	167.9 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`210b6fc47106a8f409ae2665d5f2c45dc576fff85721d5ca64b4b324ef0e2124`
BLAKE2b-256 checksum How to use checksums	`af2d927f123561404bc8c2e31783a7a2803b1de9de3809d12d8b09d6e1a43510`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 210b6fc47106a8f409ae2665d5f2c45dc576fff85721d5ca64b4b324ef0e2124 Verifying attestations

Release files / iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl
Size	1.2 MB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`47d67d54dcde49ef8e38afa781bebd92b8b4c2952766bbb1347ff35145889f71`
BLAKE2b-256 checksum How to use checksums	`74d1f9c8a685520fd1910ae40cedf431bb9ccc9e51800b6acd7216a2eb68d2fa`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl
SHA-256 checksum: 47d67d54dcde49ef8e38afa781bebd92b8b4c2952766bbb1347ff35145889f71 Verifying attestations

Release files / iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	198.0 kB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`357c59341d69d0c68c7651842e262bd60aed0b18742ea26eb1c2363676642116`
BLAKE2b-256 checksum How to use checksums	`840ab826512f63d10b7f73d052a60280058607c99ac6da52f21c7dcde3458b4f`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 357c59341d69d0c68c7651842e262bd60aed0b18742ea26eb1c2363676642116 Verifying attestations

Release files / iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl

Download URL	iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl
Size	166.9 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`536b0d9b131624c050b1d4456de1436ff4d5364915d6d5493e4316949b2ce8cd`
BLAKE2b-256 checksum How to use checksums	`90d1c6537e024084cea75362cd4faf46c02cd2e401fbf0bc91751cf2d11d4118`
Upload date	Aug 13, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BiocPy/IRanges
Publishing commit: github.com/BiocPy/IRanges/tree/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07

Workflow

Publishing configuration: github.com/BiocPy/IRanges/blob/0a1bc6029c9c26d7c84ce4ab267d2429cda87b07/.github/workflows/publish-pypi.yml
Publishing logs: github.com/BiocPy/IRanges/actions/runs/31664661047/attempts/1

Artifact

Subject: iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 536b0d9b131624c050b1d4456de1436ff4d5364915d6d5493e4316949b2ce8cd Verifying attestations