Yanked

This release has been yanked by its maintainers, and will be ignored by installers, except when explicitly specified.
Consider using release 1.0.1 instead.
Reason given by maintainers: use "ashwa=0.2.4" instead

Ashwa 🐎

Hardware accelerated routines for single substring search

💡 TIP: ashwa provides native CPython extension bindings powered by Rust and SIMD vectorization.

ℹ️ NOTE: The best available SIMD instruction set (AVX-512BW, AVX2, SSE4.2, SSSE3, SSE2, ARM NEON) is detected automatically at runtime on the host CPU with seamless fallback to SWAR routines.

Index

Supported Platforms
AVX512 Support
Installation
API Reference
- search_one
- search_two
Benchmarks
- search_one
- search_two

Supported Platforms

Architecture	Target Platform	Target ISA	Fallback
x86_64	Linux, macOS, Windows	AVX-512BW, AVX2, SSE4.2, SSSE3, SSE2	64-bit SWAR
i686 (x86)	Linux, Windows	SSE2	32-bit SWAR
AArch64 (ARM64)	Apple Silicon, Linux ARM64, Android, FreeBSD	128-bit ARM NEON	64-bit SWAR
ARMv7	Linux ARM, Android	128-bit ARM NEON	32-bit SWAR

`AVX512` Support

ℹ️ NOTE: On x86_64 machines where the AVX512BW ISA is supported by the CPU, ashwa automatically detects and uses the ISA for hardware acceleration at runtime. Unlike Rust, no nightly toolchain, compile-time flags, or extra setup are required.

Installation

Install ashwa using your preferred Python package manager:

pip install ashwa

API Reference

`search_one(haystack, needle)`

def search_one(
    haystack: bytes | bytearray | memoryview,
    needle: int,
) -> int | None:
    ...

Searches for the first occurrence of needle (an int 0–255) within haystack.

Parameters:
- haystack: bytes | bytearray | memoryview — The bytes-like object to search in.
- needle: int — The target byte value (0–255) to locate.
Returns:
- The 0-based byte index (int) of the first occurrence of needle, or None if not found.

`search_two(haystack, needle)`

def search_two(
    haystack: bytes | bytearray | memoryview,
    needle: bytes | bytearray | memoryview | tuple[int, int] | list[int] | Sequence[int],
) -> int | None:
    ...

Searches for the first occurrence of a two-byte needle within haystack.

Parameters:
- haystack: bytes | bytearray | memoryview — The bytes-like object to search in.
- needle: bytes | bytearray | memoryview | tuple[int, int] | list[int] | Sequence[int] — A 2-byte sequence to locate.
Returns:
- The 0-based byte index (int) of the first occurrence of needle, or None if not found.

Benchmarks are evaluated across dedicated AWS EC2 hardware environments on Python 3.12.3,

x86_64 (x64)

Instance: Intel(R) Xeon(R) Platinum 8488C (8C/16T)

ISA: AVX-512BW (+nightly)

Cache: L1d: 384 KiB · L1i: 256 KiB · L2: 16 MiB · L3: 105 MiB

STREAM Triad: 25.76 GiB/s

AArch64 (arm64)

Instance: AWS Graviton3 ARM Neoverse-V1 (16C/16T)

ISA: NEON (stable)

Cache: L1d: 1 MiB · L1i: 1 MiB · L2: 16 MiB · L3: 32 MiB

STREAM Triad: 75.48 GiB/s

`search_one`

Level	Payload	Latency (x64)	Latency (arm64)	Throughput (x64)	Throughput (arm64)
L1 Cache	32 KiB	304.09 ns	864.09 ns	100.36 GiB/s	35.32 GiB/s
L2 Cache	512 KiB	6.89 µs	11.93 µs	70.82 GiB/s	40.94 GiB/s
L3 Cache	16 MiB	488.96 µs	397.55 µs	31.96 GiB/s	39.30 GiB/s
RAM	256 MiB	20.35 ms	10.33 ms	12.28 GiB/s	24.21 GiB/s
RAM	512 MiB	41.72 ms	20.94 ms	11.98 GiB/s	23.88 GiB/s
RAM	1 GiB	83.63 ms	39.15 ms	11.96 GiB/s	25.54 GiB/s

`search_two`

Level	Payload	Latency (x64)	Latency (arm64)	Throughput (x64)	Throughput (arm64)
L1 Cache	32 KiB	611.86 ns	1.67 µs	49.88 GiB/s	18.31 GiB/s
L2 Cache	512 KiB	10.77 µs	24.31 µs	45.33 GiB/s	20.08 GiB/s
L3 Cache	16 MiB	558.87 µs	768.98 µs	27.96 GiB/s	20.32 GiB/s
RAM	256 MiB	19.94 ms	13.03 ms	12.54 GiB/s	19.18 GiB/s
RAM	512 MiB	41.67 ms	26.06 ms	12.00 GiB/s	19.18 GiB/s
RAM	1 GiB	83.56 ms	52.04 ms	11.97 GiB/s	19.22 GiB/s

Metadata

Release files for ashwa 0.2.3

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

Source distribution (sdist)

Source distribution for ashwa 0.2.3
File	Size	Uploaded
ashwa-0.2.3.tar.gz	32.0 kB	Aug 29, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ashwa 0.2.3
File	Interpreter	ABI	Platform	Reset
ashwa-0.2.3-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 227.5 kB Aug 29, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 221.2 kB Aug 29, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 221.5 kB Aug 29, 2026	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 221.7 kB Aug 29, 2026	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl 224.8 kB Aug 29, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 218.6 kB Aug 29, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp314-cp314-win_arm64.whl 98.6 kB Aug 29, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
ashwa-0.2.3-cp314-cp314-win_amd64.whl 99.3 kB Aug 29, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ashwa-0.2.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 225.8 kB Aug 29, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 219.1 kB Aug 29, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp314-cp314-macosx_11_0_arm64.whl 193.6 kB Aug 29, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ashwa-0.2.3-cp313-cp313-win_arm64.whl 98.7 kB Aug 29, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
ashwa-0.2.3-cp313-cp313-win_amd64.whl 99.4 kB Aug 29, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ashwa-0.2.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 226.0 kB Aug 29, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 219.3 kB Aug 29, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp313-cp313-macosx_11_0_arm64.whl 193.8 kB Aug 29, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ashwa-0.2.3-cp312-cp312-win_arm64.whl 98.9 kB Aug 29, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
ashwa-0.2.3-cp312-cp312-win_amd64.whl 99.6 kB Aug 29, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ashwa-0.2.3-cp312-cp312-manylinux_2_34_x86_64.whl 203.2 kB Aug 29, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ x86-64	Details
ashwa-0.2.3-cp312-cp312-manylinux_2_34_aarch64.whl 208.7 kB Aug 29, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ ARM64	Details
ashwa-0.2.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 226.0 kB Aug 29, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 219.3 kB Aug 29, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp312-cp312-macosx_11_0_arm64.whl 193.8 kB Aug 29, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ashwa-0.2.3-cp311-cp311-win_amd64.whl 99.0 kB Aug 29, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ashwa-0.2.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 226.6 kB Aug 29, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 220.5 kB Aug 29, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp311-cp311-macosx_11_0_arm64.whl 193.9 kB Aug 29, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ashwa-0.2.3-cp310-cp310-win_amd64.whl 99.1 kB Aug 29, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ashwa-0.2.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 226.7 kB Aug 29, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 220.7 kB Aug 29, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 227.1 kB Aug 29, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 220.9 kB Aug 29, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 220.8 kB Aug 29, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARMv7l	Details

Total release size: 6.2 MB

Release files / ashwa-0.2.3.tar.gz

Download URL	ashwa-0.2.3.tar.gz
Size	32.0 kB
Tags	Source
SHA-256 checksum How to use checksums	`0e9bf8c693a632cd6e551159e70265a26a6258563eff56c315df5ac73961cb7e`
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Publishing platform: GitHub Actions
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Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

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Release files / ashwa-0.2.3-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size	227.5 kB
Tags	Linux glibc 2.17+ x86-32 PyPy 3.11 PyPy 3.11 7.3
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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

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Release files / ashwa-0.2.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	221.2 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum How to use checksums	`d5ce320bd4f6137ef94bbf79f328e8d1ed4f00bd4dd3a69cbc7a6f86bddf01ae`
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

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Release files / ashwa-0.2.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	221.5 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`4afc3674e8e9006ae114fc83e61ac78a9dc2de9b850f6987709ccbfd66d7686e`
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

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Release files / ashwa-0.2.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	221.7 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

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Release files / ashwa-0.2.3-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
Size	224.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`200a5227578dc2704929f76a58870bbf98aa97d38a0c65e3a35ecfa21957b1d9`
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

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Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

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Release files / ashwa-0.2.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	218.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`764d95a3c3f70185dc2b2418ae6410688cbd34499e54e9afa0e1d51489de2068`
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Upload date	Aug 29, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

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Subject: ashwa-0.2.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / ashwa-0.2.3-cp314-cp314-win_arm64.whl

Download URL	ashwa-0.2.3-cp314-cp314-win_arm64.whl
Size	98.6 kB
Tags	CPython 3.14 Windows ARM64
SHA-256 checksum How to use checksums	`63751f3ea3d1f322f7638f5d6e382c18118060ccca98fe718356d39d37810b8d`
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp314-cp314-win_arm64.whl
SHA-256 checksum: 63751f3ea3d1f322f7638f5d6e382c18118060ccca98fe718356d39d37810b8d Verifying attestations

Release files / ashwa-0.2.3-cp314-cp314-win_amd64.whl

Download URL	ashwa-0.2.3-cp314-cp314-win_amd64.whl
Size	99.3 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`224e1fde3f69243b1639b3530b3bcbd421577171904831980557ce9b588927c8`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp314-cp314-win_amd64.whl
SHA-256 checksum: 224e1fde3f69243b1639b3530b3bcbd421577171904831980557ce9b588927c8 Verifying attestations

Release files / ashwa-0.2.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
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Tags	CPython 3.14 Linux glibc 2.17+ x86-32
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 8f45f2e5477645c6b6a1ccb0d86669255966cd656221e074364c90a48cd5a727 Verifying attestations

Release files / ashwa-0.2.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: bb2fba43f87e94c971c312d971ae9b37dd51953ddc428f1ef87f5b53bfe11c9b Verifying attestations

Release files / ashwa-0.2.3-cp314-cp314-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.3-cp314-cp314-macosx_11_0_arm64.whl
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: ac119a46d1ecca0ffb0d44260cf704fce559af6e7b8abbe8533c2614c2e46e99 Verifying attestations

Release files / ashwa-0.2.3-cp313-cp313-win_arm64.whl

Download URL	ashwa-0.2.3-cp313-cp313-win_arm64.whl
Size	98.7 kB
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SHA-256 checksum How to use checksums	`7897087ef87f6d66d8b339d42ed97a33d4b7a86dbc475419bb535d5138e42c8c`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp313-cp313-win_arm64.whl
SHA-256 checksum: 7897087ef87f6d66d8b339d42ed97a33d4b7a86dbc475419bb535d5138e42c8c Verifying attestations

Release files / ashwa-0.2.3-cp313-cp313-win_amd64.whl

Download URL	ashwa-0.2.3-cp313-cp313-win_amd64.whl
Size	99.4 kB
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SHA-256 checksum How to use checksums	`d0500663b737e8bc08cd0e5912bf117a83e167f8c4ead3745d6799b0362088f5`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp313-cp313-win_amd64.whl
SHA-256 checksum: d0500663b737e8bc08cd0e5912bf117a83e167f8c4ead3745d6799b0362088f5 Verifying attestations

Release files / ashwa-0.2.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Size	226.0 kB
Tags	CPython 3.13 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`baa2f8604eb19417c5ba24c1054b450cbab2525dcf2443875008474ecbbb9178`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: baa2f8604eb19417c5ba24c1054b450cbab2525dcf2443875008474ecbbb9178 Verifying attestations

Release files / ashwa-0.2.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 83de01b44b151e89bfc0bf88e1f89b61d372c3b17b9d54a370123f460b1b9ecf Verifying attestations

Release files / ashwa-0.2.3-cp313-cp313-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.3-cp313-cp313-macosx_11_0_arm64.whl
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: 696a2ca3e66370fe5891f7058e8014ad7e6fba1c41f3b62e4110a00e1a3304f8 Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-win_arm64.whl

Download URL	ashwa-0.2.3-cp312-cp312-win_arm64.whl
Size	98.9 kB
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SHA-256 checksum How to use checksums	`4c7824df4785f0687f1926d5f425789cb75f8508a42318253ae20ef9c506e16f`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-win_arm64.whl
SHA-256 checksum: 4c7824df4785f0687f1926d5f425789cb75f8508a42318253ae20ef9c506e16f Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-win_amd64.whl

Download URL	ashwa-0.2.3-cp312-cp312-win_amd64.whl
Size	99.6 kB
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-win_amd64.whl
SHA-256 checksum: c9b75bfd9ec62756cb44b2d4bcddacaef7c3ef7409fa69421ec789cfdd34af6b Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-manylinux_2_34_x86_64.whl

Download URL	ashwa-0.2.3-cp312-cp312-manylinux_2_34_x86_64.whl
Size	203.2 kB
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-manylinux_2_34_x86_64.whl
SHA-256 checksum: fb86098aebc7f8470d7c78afc63862950df309c165fc8d7f4607e75a015f51df Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-manylinux_2_34_aarch64.whl

Download URL	ashwa-0.2.3-cp312-cp312-manylinux_2_34_aarch64.whl
Size	208.7 kB
Tags	CPython 3.12 Linux glibc 2.34+ ARM64
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-manylinux_2_34_aarch64.whl
SHA-256 checksum: ff810715b53d14f7fa7e804a9a0f9b53b31c2d6bb6baa8c765f1ee03060b0c90 Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Size	226.0 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`890d3aabee19a015aa479decd03d258b873fbdced608e80d6dc3b0ebb4102a30`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 890d3aabee19a015aa479decd03d258b873fbdced608e80d6dc3b0ebb4102a30 Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	219.3 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`04263a77ad119eeca5b498450f06de12f2a9d02484bbe85c956450178a98a388`
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Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 04263a77ad119eeca5b498450f06de12f2a9d02484bbe85c956450178a98a388 Verifying attestations

Release files / ashwa-0.2.3-cp312-cp312-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.3-cp312-cp312-macosx_11_0_arm64.whl
Size	193.8 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`dc9168b1a0d97f08d7fa67aaf3fec4bfaddbe8de128139cd6d4c9bd66edafa34`
BLAKE2b-256 checksum How to use checksums	`67f3652964f06b49500578de56eb6b42a7b839907a26020e419b1205516f3e0a`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: dc9168b1a0d97f08d7fa67aaf3fec4bfaddbe8de128139cd6d4c9bd66edafa34 Verifying attestations

Release files / ashwa-0.2.3-cp311-cp311-win_amd64.whl

Download URL	ashwa-0.2.3-cp311-cp311-win_amd64.whl
Size	99.0 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`896c80d3b4c942287b4de04ad028c9ab97f18cda89ef5e071275f40d78992479`
BLAKE2b-256 checksum How to use checksums	`95b94ec7c6aae8cd4b52053409b76771b346afc7ceadbde5672c6ef0566fd737`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp311-cp311-win_amd64.whl
SHA-256 checksum: 896c80d3b4c942287b4de04ad028c9ab97f18cda89ef5e071275f40d78992479 Verifying attestations

Release files / ashwa-0.2.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size	226.6 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`b5f67738d291cf38e8e24002a5239377669f65fc0474fe71e839eedb9a397bad`
BLAKE2b-256 checksum How to use checksums	`15d1390a17398833cbb6310395a165e0b943ed75448d71486f862c4858dbeb1d`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: b5f67738d291cf38e8e24002a5239377669f65fc0474fe71e839eedb9a397bad Verifying attestations

Release files / ashwa-0.2.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	220.5 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`272beb9f1027716412e2f71d5b3321fcbdf5240f09fbbc13330e821bdb69ac25`
BLAKE2b-256 checksum How to use checksums	`0e480d45d0d95ce8cced40a4a27a3617d13c9004b8017109e2c3aef5bc000b79`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 272beb9f1027716412e2f71d5b3321fcbdf5240f09fbbc13330e821bdb69ac25 Verifying attestations

Release files / ashwa-0.2.3-cp311-cp311-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.3-cp311-cp311-macosx_11_0_arm64.whl
Size	193.9 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`5760d5d3c5e3c260908cb983aaff06cb0cb60ea4b5cb8a92f74c1aa071691740`
BLAKE2b-256 checksum How to use checksums	`513eaa4fd676695a343a572efaad2c440d7ba57371e69b518bd42d40286758e8`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 5760d5d3c5e3c260908cb983aaff06cb0cb60ea4b5cb8a92f74c1aa071691740 Verifying attestations

Release files / ashwa-0.2.3-cp310-cp310-win_amd64.whl

Download URL	ashwa-0.2.3-cp310-cp310-win_amd64.whl
Size	99.1 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`72a3e0f07fbc4a32cc3b6e3dcb15537846414167236cdcf1096662982c0a4677`
BLAKE2b-256 checksum How to use checksums	`d671e438919521e03482cfe0b6dda633d2f94da5556ece79c908c3957080430a`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp310-cp310-win_amd64.whl
SHA-256 checksum: 72a3e0f07fbc4a32cc3b6e3dcb15537846414167236cdcf1096662982c0a4677 Verifying attestations

Release files / ashwa-0.2.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size	226.7 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`40a19f8b4fe37326c1593a8e19d1b36302c52c38fa727c886faaa4ff016e00fd`
BLAKE2b-256 checksum How to use checksums	`886e860ebb2f21a6cbcf5940300cd74f655bf5b7e882de48212a8f6d23af26ca`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 40a19f8b4fe37326c1593a8e19d1b36302c52c38fa727c886faaa4ff016e00fd Verifying attestations

Release files / ashwa-0.2.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	220.7 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`5530afbaf006a23b8ce6c4908c10a1bc10e63ba44a4e7b9cf426fddbbd02a044`
BLAKE2b-256 checksum How to use checksums	`545f84d62ae2b654c1b66921374f6007d417a2b88a7f1c635014f8359dff8060`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 5530afbaf006a23b8ce6c4908c10a1bc10e63ba44a4e7b9cf426fddbbd02a044 Verifying attestations

Release files / ashwa-0.2.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size	227.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`653ecbc3b1a15466024ef10b6701be7442d4b4e03c9158b45a5530c9fcf2f02e`
BLAKE2b-256 checksum How to use checksums	`e23f6d6055411622a0e8315ccdb0771d7bc026624f931107a125ed410497fc69`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 653ecbc3b1a15466024ef10b6701be7442d4b4e03c9158b45a5530c9fcf2f02e Verifying attestations

Release files / ashwa-0.2.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	220.9 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`27275bd37f22bad0f4f5212de513d6d2ccc40105a79635f4db86859f0d91cddd`
BLAKE2b-256 checksum How to use checksums	`a151c0a41a16582733747a4ecdcaaf42d0e5fa1a7313101b5a2ad37a203c92ca`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 27275bd37f22bad0f4f5212de513d6d2ccc40105a79635f4db86859f0d91cddd Verifying attestations

Release files / ashwa-0.2.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	220.8 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`56b58a56957748d9e45daf326fd82e527b82b6e4e4021e27347ca83cdb96e7d6`
BLAKE2b-256 checksum How to use checksums	`f8870d6b0ba260132ead60b94c061e68356c98a828c0f721de72b4533161dbe3`
Upload date	Aug 29, 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/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/5b50d73bb6dc20b07a86ddd183212f0035ae63a3

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/5b50d73bb6dc20b07a86ddd183212f0035ae63a3/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33244802055/attempts/1

Artifact

Subject: ashwa-0.2.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 56b58a56957748d9e45daf326fd82e527b82b6e4e4021e27347ca83cdb96e7d6 Verifying attestations