ndindex

ndindex logo

A Python library for manipulating indices of ndarrays.

The documentation for ndindex can be found at https://quansight-labs.github.io/ndindex/

ndindex is a library that allows representing and manipulating objects that can be valid indices to numpy arrays, i.e., slices, integers, ellipses, None, integer and boolean arrays, and tuples thereof. The goals of the library are

Provide a uniform API to manipulate these objects. Unlike the standard index objects themselves like slice, int, and tuple, which do not share any methods in common related to being indices, ndindex classes can all be manipulated uniformly. For example, idx.args always gives the arguments used to construct idx.
Give 100% correct semantics as defined by numpy's ndarray. This means that ndindex will not make a transformation on an index object unless it is correct for all possible input array shapes. The only exception to this rule is that ndindex assumes that any given index will not raise IndexError (for instance, from an out of bounds integer index or from too few dimensions). For those operations where the array shape is known, there is a reduce() method to reduce an index to a simpler index that is equivalent for the given shape.
Enable useful transformation and manipulation functions on index objects.

Examples

Canonicalize a slice (over a given shape, or independent of array shape)

>>> from ndindex import *
>>> Slice(-2, 10, 3).reduce()
Slice(-2, 10, 2)
>>> Slice(-2, 10, 3).reduce(5)
Slice(3, 4, 1)

Compute the maximum length of a sliced axis

>>> import numpy as np
>>> len(Slice(2, 10, 3))
3
>>> len(np.arange(10)[2:10:3])
3

Compute the shape of an array of shape (10, 20) indexed by [0, 0:10]

>>> Tuple(0, slice(0, 10)).newshape((10, 20))
(10,)
>>> np.ones((10, 20))[0, 0:10].shape
(10,)

Check if an indexed array would be empty

>>> Tuple(0, ..., Slice(10, 20)).isempty((3, 4, 5))
True
>>> np.ones((3, 4, 5))[0,...,10:20]
array([], shape=(4, 0), dtype=float64)

See the documentation for full details on what ndindex can do.

License

MIT License

Acknowledgments

ndindex development is supported by Quansight Labs and is sponsored in part by the D. E. Shaw group. The D. E. Shaw group collaborates with Quansight on numerous open source projects, including Numba, Dask and Project Jupyter.

Metadata

Release files for ndindex 1.10.1

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

Source distribution (sdist)

Source distribution for ndindex 1.10.1
File	Size	Uploaded
ndindex-1.10.1.tar.gz	271.4 kB	Nov 19, 2025	Details

Built distributions (wheels)

Table of built distributions (wheels) for ndindex 1.10.1
File	Interpreter	ABI	Platform	Reset
ndindex-1.10.1-cp314-cp314t-win_amd64.whl 171.1 kB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
ndindex-1.10.1-cp314-cp314t-win32.whl 162.2 kB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
ndindex-1.10.1-cp314-cp314t-musllinux_1_2_x86_64.whl 1.6 MB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp314-cp314t-musllinux_1_2_aarch64.whl 1.6 MB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 614.4 kB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ndindex-1.10.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 630.9 kB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ndindex-1.10.1-cp314-cp314t-macosx_11_0_arm64.whl 181.7 kB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp314-cp314t-macosx_10_15_x86_64.whl 181.7 kB Nov 19, 2025	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
ndindex-1.10.1-cp314-cp314-win_amd64.whl 158.9 kB Nov 19, 2025	CPython 3.14	CPython 3.14	Windows x86-64	Details
ndindex-1.10.1-cp314-cp314-win32.whl 151.2 kB Nov 19, 2025	CPython 3.14	CPython 3.14	Windows x86-32	Details
ndindex-1.10.1-cp314-cp314-musllinux_1_2_x86_64.whl 1.6 MB Nov 19, 2025	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp314-cp314-musllinux_1_2_aarch64.whl 1.5 MB Nov 19, 2025	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 527.3 kB Nov 19, 2025	CPython 3.14	CPython 3.14	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ndindex-1.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 528.1 kB Nov 19, 2025	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
ndindex-1.10.1-cp314-cp314-macosx_11_0_arm64.whl 175.5 kB Nov 19, 2025	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp314-cp314-macosx_10_15_x86_64.whl 176.5 kB Nov 19, 2025	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
ndindex-1.10.1-cp313-cp313t-win_amd64.whl 167.5 kB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	Windows x86-64	Details
ndindex-1.10.1-cp313-cp313t-win32.whl 158.8 kB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	Windows x86-32	Details
ndindex-1.10.1-cp313-cp313t-musllinux_1_2_x86_64.whl 1.6 MB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp313-cp313t-musllinux_1_2_aarch64.whl 1.6 MB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp313-cp313t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 616.2 kB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ndindex-1.10.1-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 632.5 kB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
ndindex-1.10.1-cp313-cp313t-macosx_11_0_arm64.whl 181.3 kB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp313-cp313t-macosx_10_13_x86_64.whl 181.0 kB Nov 19, 2025	CPython 3.13	CPython 3.13 free-threading	macOS 10.13+ x86-64	Details
ndindex-1.10.1-cp313-cp313-win_amd64.whl 157.3 kB Nov 19, 2025	CPython 3.13	CPython 3.13	Windows x86-64	Details
ndindex-1.10.1-cp313-cp313-win32.whl 149.3 kB Nov 19, 2025	CPython 3.13	CPython 3.13	Windows x86-32	Details
ndindex-1.10.1-cp313-cp313-musllinux_1_2_x86_64.whl 1.6 MB Nov 19, 2025	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp313-cp313-musllinux_1_2_aarch64.whl 1.5 MB Nov 19, 2025	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 528.2 kB Nov 19, 2025	CPython 3.13	CPython 3.13	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ndindex-1.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 524.1 kB Nov 19, 2025	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
ndindex-1.10.1-cp313-cp313-macosx_11_0_arm64.whl 175.6 kB Nov 19, 2025	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp313-cp313-macosx_10_13_x86_64.whl 176.3 kB Nov 19, 2025	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
ndindex-1.10.1-cp312-cp312-win_amd64.whl 158.2 kB Nov 19, 2025	CPython 3.12	CPython 3.12	Windows x86-64	Details
ndindex-1.10.1-cp312-cp312-win32.whl 149.8 kB Nov 19, 2025	CPython 3.12	CPython 3.12	Windows x86-32	Details
ndindex-1.10.1-cp312-cp312-musllinux_1_2_x86_64.whl 1.6 MB Nov 19, 2025	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp312-cp312-musllinux_1_2_aarch64.whl 1.5 MB Nov 19, 2025	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 546.9 kB Nov 19, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ndindex-1.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 542.9 kB Nov 19, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ndindex-1.10.1-cp312-cp312-macosx_11_0_arm64.whl 176.6 kB Nov 19, 2025	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp312-cp312-macosx_10_13_x86_64.whl 177.3 kB Nov 19, 2025	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
ndindex-1.10.1-cp311-cp311-win_amd64.whl 157.2 kB Nov 19, 2025	CPython 3.11	CPython 3.11	Windows x86-64	Details
ndindex-1.10.1-cp311-cp311-win32.whl 149.1 kB Nov 19, 2025	CPython 3.11	CPython 3.11	Windows x86-32	Details
ndindex-1.10.1-cp311-cp311-musllinux_1_2_x86_64.whl 1.5 MB Nov 19, 2025	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp311-cp311-musllinux_1_2_aarch64.whl 1.5 MB Nov 19, 2025	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 516.7 kB Nov 19, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
ndindex-1.10.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 519.6 kB Nov 19, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ndindex-1.10.1-cp311-cp311-macosx_11_0_arm64.whl 171.4 kB Nov 19, 2025	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp311-cp311-macosx_10_9_x86_64.whl 172.1 kB Nov 19, 2025	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
ndindex-1.10.1-cp310-cp310-win_amd64.whl 157.2 kB Nov 19, 2025	CPython 3.10	CPython 3.10	Windows x86-64	Details
ndindex-1.10.1-cp310-cp310-win32.whl 149.3 kB Nov 19, 2025	CPython 3.10	CPython 3.10	Windows x86-32	Details
ndindex-1.10.1-cp310-cp310-musllinux_1_2_x86_64.whl 1.5 MB Nov 19, 2025	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp310-cp310-musllinux_1_2_aarch64.whl 1.5 MB Nov 19, 2025	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 495.7 kB Nov 19, 2025	CPython 3.10	CPython 3.10	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ndindex-1.10.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 498.9 kB Nov 19, 2025	CPython 3.10	CPython 3.10	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ndindex-1.10.1-cp310-cp310-macosx_11_0_arm64.whl 171.1 kB Nov 19, 2025	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp310-cp310-macosx_10_9_x86_64.whl 172.0 kB Nov 19, 2025	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
ndindex-1.10.1-cp39-cp39-win_amd64.whl 158.0 kB Nov 19, 2025	CPython 3.9	CPython 3.9	Windows x86-64	Details
ndindex-1.10.1-cp39-cp39-win32.whl 150.1 kB Nov 19, 2025	CPython 3.9	CPython 3.9	Windows x86-32	Details
ndindex-1.10.1-cp39-cp39-musllinux_1_2_x86_64.whl 1.5 MB Nov 19, 2025	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
ndindex-1.10.1-cp39-cp39-musllinux_1_2_aarch64.whl 1.5 MB Nov 19, 2025	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
ndindex-1.10.1-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 497.7 kB Nov 19, 2025	CPython 3.9	CPython 3.9	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
ndindex-1.10.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 500.6 kB Nov 19, 2025	CPython 3.9	CPython 3.9	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
ndindex-1.10.1-cp39-cp39-macosx_11_0_arm64.whl 172.1 kB Nov 19, 2025	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
ndindex-1.10.1-cp39-cp39-macosx_10_9_x86_64.whl 173.1 kB Nov 19, 2025	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details

Total release size: 39.0 MB

Release files / ndindex-1.10.1.tar.gz

Download URL	ndindex-1.10.1.tar.gz
Size	271.4 kB
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Release files / ndindex-1.10.1-cp314-cp314t-win_amd64.whl

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Download URL	ndindex-1.10.1-cp314-cp314t-musllinux_1_2_x86_64.whl
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Release files / ndindex-1.10.1-cp314-cp314t-musllinux_1_2_aarch64.whl

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Release files / ndindex-1.10.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	ndindex-1.10.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Identity

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Provenance

Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
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Provenance

Identity

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Identity

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Identity

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Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Provenance

Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Publishing repository: github.com/Quansight-Labs/ndindex
Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Provenance

Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
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Identity

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Provenance

Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Release files / ndindex-1.10.1-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Identity

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Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Provenance

Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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Provenance

Identity

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Publishing repository: github.com/Quansight-Labs/ndindex
Publishing commit: github.com/Quansight-Labs/ndindex/tree/db26ea1658494de6a30d29df5c1fb638c0a982c2

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