charex

Use NumPy string functions inside Numba-compiled code.

charex lets @njit functions call common NumPy string operations such as comparisons, find, startswith, endswith, str_len, and string predicates. It works with fixed-width NumPy string arrays and, on NumPy 2.x, variable-width StringDType arrays.

Installation

The PyPI distribution is named charex-numba; the import package is charex:

python -m pip install charex-numba

Quick Start

import charex
import numpy as np
from numba import njit


@njit
def count_long(values, min_length):
    # charex enables this NumPy string operation inside nopython mode.
    lengths = np.strings.str_len(values)
    return np.count_nonzero(lengths >= min_length)

On NumPy 1.x, use the same pattern with np.char and fixed-width S or U arrays.

Behavior

NumPy behavior is the contract. Supported operations aim to match NumPy's return values, output shapes, dtypes, exception behavior, broadcasting, and input immutability.

Supported Operations

Comparisons:

equal
not_equal
greater
greater_equal
less
less_equal

Occurrence and search:

count
startswith
endswith
find
rfind
index
rindex

Information and predicates:

str_len
isalpha
isalnum
isdigit
isdecimal
isnumeric
isspace
islower
isupper
istitle

Additional np.char operation:

compare_chararrays

Supported APIs And Dtypes

np.char fixed-width byte strings: S
np.char fixed-width Unicode strings: U
np.strings fixed-width byte strings: S
np.strings fixed-width Unicode strings: U
np.strings variable-width Unicode strings: StringDType

NumPy stores S and U arrays in fixed-size records. StringDType is variable-width and stores string payloads separately from the array's fixed-size metadata records. charex supports both storage models.

The native charex._stringdtype extension is required for StringDType support and is built by the package install.

Shapes

Supported inputs include scalars, 0-D arrays, 1-D arrays, N-D arrays, and broadcast-compatible shapes for both fixed-width S/U and variable-width StringDType. Array inputs may be contiguous, read-only, positively strided, negatively strided, zero-stride, or empty views.

StringDType() and StringDType(na_object=...) variants are supported for the listed np.strings operations with NumPy-matching operation-specific null behavior.

np.char and np.strings are not treated as aliases. For example, np.char comparison semantics strip trailing whitespace/NULs, while np.strings comparison semantics do not.

Byte inputs to Unicode-only predicates such as isdecimal and isnumeric follow NumPy and raise unsupported-loop errors.

Not Supported

charex does not yet implement transformation or output-producing string operations such as replace, case conversion, strip, pad, join, split, encode, or decode. Object arrays and object-scalar bridges are also outside the current nopython string path.

Performance

On the current Numba 0.65.1 matrix, charex ranges from 1.02x to 6.51x NumPy speed across 135 fixed-width and StringDType cases, with a 1.60x median.

Benchmark artifacts are in docs/benchmarks/numba-v-0.65.1.

Comparison Operators

Occurrence Information

Property Information

The previous Numba 0.59 matrix is archived under benchmarks/numba-v-0.59.

Compatibility

charex targets Numba 0.65.1 and the NumPy ranges tested by that Numba release:

Python >=3.10,<3.15
Numba >=0.65.1,<0.66
NumPy >=1.22,<1.27 or >=2.0,<2.5
llvmlite 0.47.x

np.strings is available on NumPy 2.x only. On NumPy 1.x, charex registers the np.char overloads and skips np.strings.

Development

Install test dependencies:

python -m pip install -e ".[test]"

Run tests:

pytest -q

Run the representative behavior audit:

python docs/exploration/string_array_shape_audit.py --methods representative --api all --dtype all

Run the benchmark smoke test:

python benchmarks/benchmark.py --size 50000 --repeat 5

Install benchmark plotting dependencies and write CSV/PNG output:

python -m pip install -e ".[bench]"
python benchmarks/benchmark.py --size 50000 --repeat 5 --plot

Regenerate the full benchmark matrix from the repository root:

python -m pip install -e ".[bench]"
# Use a fresh NUMBA_CACHE_DIR for release matrices
CACHE_DIR=$(mktemp -d /tmp/charex-numba-cache.XXXXXX)
NUMBA_CACHE_DIR="$CACHE_DIR" PYTHONPATH=. \
  python benchmarks/matrix.py --size 250000 --repeat 15

CI runs Python 3.10-3.14 across representative NumPy 1.x and 2.x jobs with Numba 0.65.1. The benchmark matrix above was generated on Python 3.12.8, NumPy 2.4.6, Numba 0.65.1, and llvmlite 0.47.0.

Metadata

Release files for charex-numba 0.5.2

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

Source distribution (sdist)

Source distribution for charex-numba 0.5.2
File	Size	Uploaded
charex_numba-0.5.2.tar.gz	54.5 kB	Jun 1, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for charex-numba 0.5.2
File	Interpreter	ABI	Platform	Reset
charex_numba-0.5.2-cp314-cp314-win_amd64.whl 60.8 kB Jun 1, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
charex_numba-0.5.2-cp314-cp314-win32.whl 60.4 kB Jun 1, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
charex_numba-0.5.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 67.0 kB Jun 1, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64	Details
charex_numba-0.5.2-cp314-cp314-macosx_11_0_arm64.whl 58.4 kB Jun 1, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
charex_numba-0.5.2-cp314-cp314-macosx_10_15_x86_64.whl 58.0 kB Jun 1, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
charex_numba-0.5.2-cp313-cp313-win_amd64.whl 61.2 kB Jun 1, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
charex_numba-0.5.2-cp313-cp313-win32.whl 60.9 kB Jun 1, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
charex_numba-0.5.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 66.9 kB Jun 1, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64	Details
charex_numba-0.5.2-cp313-cp313-macosx_11_0_arm64.whl 58.4 kB Jun 1, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
charex_numba-0.5.2-cp313-cp313-macosx_10_13_x86_64.whl 58.0 kB Jun 1, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
charex_numba-0.5.2-cp312-cp312-win_amd64.whl 61.2 kB Jun 1, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
charex_numba-0.5.2-cp312-cp312-win32.whl 60.9 kB Jun 1, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
charex_numba-0.5.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 66.9 kB Jun 1, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-64, Linux glibc 2.28+ x86-64	Details
charex_numba-0.5.2-cp312-cp312-macosx_11_0_arm64.whl 58.4 kB Jun 1, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
charex_numba-0.5.2-cp312-cp312-macosx_10_13_x86_64.whl 58.0 kB Jun 1, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
charex_numba-0.5.2-cp311-cp311-win_amd64.whl 61.2 kB Jun 1, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
charex_numba-0.5.2-cp311-cp311-win32.whl 60.9 kB Jun 1, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
charex_numba-0.5.2-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 66.6 kB Jun 1, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
charex_numba-0.5.2-cp311-cp311-macosx_11_0_arm64.whl 58.4 kB Jun 1, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
charex_numba-0.5.2-cp311-cp311-macosx_10_9_x86_64.whl 57.9 kB Jun 1, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
charex_numba-0.5.2-cp310-cp310-win_amd64.whl 61.2 kB Jun 1, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
charex_numba-0.5.2-cp310-cp310-win32.whl 60.9 kB Jun 1, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
charex_numba-0.5.2-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl 66.4 kB Jun 1, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.5+ x86-64	Details
charex_numba-0.5.2-cp310-cp310-macosx_11_0_arm64.whl 58.4 kB Jun 1, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
charex_numba-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl 57.9 kB Jun 1, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

Total release size: 1.6 MB

Release files / charex_numba-0.5.2.tar.gz

Download URL	charex_numba-0.5.2.tar.gz
Size	54.5 kB
Tags	Source
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Size	60.8 kB
Tags	CPython 3.14 Windows x86-64
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Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Release files / charex_numba-0.5.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

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Size	67.0 kB
Tags	CPython 3.14 Linux glibc 2.28+ x86-64 Linux glibc 2.5+ x86-64
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Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Release files / charex_numba-0.5.2-cp314-cp314-macosx_11_0_arm64.whl

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Size	58.4 kB
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Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Release files / charex_numba-0.5.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

Download URL	charex_numba-0.5.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Size	66.9 kB
Tags	CPython 3.13 Linux glibc 2.28+ x86-64 Linux glibc 2.5+ x86-64
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Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Artifact

Subject: charex_numba-0.5.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
SHA-256 checksum: 2f9cb53aed6faa9fdc91682c20baab3892d62198c16b8fd9b4cf1ed0f9cf917c Verifying attestations

Release files / charex_numba-0.5.2-cp313-cp313-macosx_11_0_arm64.whl

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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

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Release files / charex_numba-0.5.2-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	charex_numba-0.5.2-cp313-cp313-macosx_10_13_x86_64.whl
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Artifact

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Release files / charex_numba-0.5.2-cp312-cp312-win_amd64.whl

Download URL	charex_numba-0.5.2-cp312-cp312-win_amd64.whl
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Artifact

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Release files / charex_numba-0.5.2-cp312-cp312-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

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Release files / charex_numba-0.5.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
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Artifact

Subject: charex_numba-0.5.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
SHA-256 checksum: b6dd05c31715c23a7112a773c6a56d0f685f440bd8078e6e1b1f6e339dcb6130 Verifying attestations

Release files / charex_numba-0.5.2-cp312-cp312-macosx_11_0_arm64.whl

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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 62cebc1134e7c54c21b9afdd7922280147367a6542d0327711a7d0b05b9e7e17 Verifying attestations

Release files / charex_numba-0.5.2-cp312-cp312-macosx_10_13_x86_64.whl

Download URL	charex_numba-0.5.2-cp312-cp312-macosx_10_13_x86_64.whl
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
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Artifact

Subject: charex_numba-0.5.2-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: 3f0850b8abd5ad6505d867688a6ce1d78c8a3964effec03aa1f3600eabbb9be3 Verifying attestations

Release files / charex_numba-0.5.2-cp311-cp311-win_amd64.whl

Download URL	charex_numba-0.5.2-cp311-cp311-win_amd64.whl
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp311-cp311-win_amd64.whl
SHA-256 checksum: a785e1fffd7b8b8d2f933dd79729db82f0dc4236a428b9f17de2f50084380a70 Verifying attestations

Release files / charex_numba-0.5.2-cp311-cp311-win32.whl

Download URL	charex_numba-0.5.2-cp311-cp311-win32.whl
Size	60.9 kB
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp311-cp311-win32.whl
SHA-256 checksum: 565171ba5c47923d6308f49d9bc5c5fb6a352001d00f2368bfe42b959f950801 Verifying attestations

Release files / charex_numba-0.5.2-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

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Tags	CPython 3.11 Linux glibc 2.28+ x86-64 Linux glibc 2.5+ x86-64
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
SHA-256 checksum: 58450daf7e449dd909a3f68b5f95fed7e783e3ed1e0edada6c007327f4e089a9 Verifying attestations

Release files / charex_numba-0.5.2-cp311-cp311-macosx_11_0_arm64.whl

Download URL	charex_numba-0.5.2-cp311-cp311-macosx_11_0_arm64.whl
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

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SHA-256 checksum: 94c2c3386ba314df4a92c21d41529c3ad6707dd030a2139f0bb90b014f55a178 Verifying attestations

Release files / charex_numba-0.5.2-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	charex_numba-0.5.2-cp311-cp311-macosx_10_9_x86_64.whl
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Tags	CPython 3.11 macOS 10.9+ x86-64
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

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Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 58ab82ac0f025523f69a1e8fccc3b1e662a46f4dc4555e01748a0d168255a69c Verifying attestations

Release files / charex_numba-0.5.2-cp310-cp310-win_amd64.whl

Download URL	charex_numba-0.5.2-cp310-cp310-win_amd64.whl
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp310-cp310-win_amd64.whl
SHA-256 checksum: df86cf7b91648be376411ca57478821c4b0da2a73e64f949b1f1fbc4b3e98bab Verifying attestations

Release files / charex_numba-0.5.2-cp310-cp310-win32.whl

Download URL	charex_numba-0.5.2-cp310-cp310-win32.whl
Size	60.9 kB
Tags	CPython 3.10 Windows x86-32
SHA-256 checksum How to use checksums	`dd705bc1a07810e81fe67bd54cb673fb2bf0f67c5e50d365780e22cfa1a1493c`
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

Workflow

Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp310-cp310-win32.whl
SHA-256 checksum: dd705bc1a07810e81fe67bd54cb673fb2bf0f67c5e50d365780e22cfa1a1493c Verifying attestations

Release files / charex_numba-0.5.2-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

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Tags	CPython 3.10 Linux glibc 2.28+ x86-64 Linux glibc 2.5+ x86-64
SHA-256 checksum How to use checksums	`5f791bdc3ae50fc25218d7934740b1ba9dd2207d5efd99acfe302bb7eddc0e0d`
BLAKE2b-256 checksum How to use checksums	`8c2bf841740bd31263a4f191189dbe1ed902c354af154be4416a2aa4a9e6d5cc`
Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

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Subject: charex_numba-0.5.2-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
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Release files / charex_numba-0.5.2-cp310-cp310-macosx_11_0_arm64.whl

Download URL	charex_numba-0.5.2-cp310-cp310-macosx_11_0_arm64.whl
Size	58.4 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 6713c43db3b5e2bc62fd10f136632b062543ec0b31ec3b5dfef190d4e0b91ea2 Verifying attestations

Release files / charex_numba-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	charex_numba-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl
Size	57.9 kB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`71ccc794658872b09f0fd46404294cd8b44cfe0cdbc2eee5e19bb1cf862da367`
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Upload date	Jun 1, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/nmehran/charex
Publishing commit: github.com/nmehran/charex/tree/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5

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Publishing configuration: github.com/nmehran/charex/blob/ea4eb96a51d316c7642e3e8c5bd8fd6d2ff357b5/.github/workflows/publish-pypi.yml
Publishing logs: github.com/nmehran/charex/actions/runs/26783876923/attempts/2

Artifact

Subject: charex_numba-0.5.2-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: 71ccc794658872b09f0fd46404294cd8b44cfe0cdbc2eee5e19bb1cf862da367 Verifying attestations

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This release

0.5.2 This release

Jun 1, 2026 26 release files

charex-numba 0.5.2

charex

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Release files / charex_numba-0.5.2.tar.gz

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Release files / charex_numba-0.5.2-cp314-cp314-win_amd64.whl

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Release files / charex_numba-0.5.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl

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Release files / charex_numba-0.5.2-cp313-cp313-win_amd64.whl

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Release files / charex_numba-0.5.2-cp313-cp313-win32.whl