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.

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

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.

`search_three(haystack, needle)`

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

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

Parameters:
- haystack: bytes | bytearray | memoryview — The bytes-like object to search in.
- needle: bytes | bytearray | memoryview | tuple[int, int, int] | list[int] | Sequence[int] — A 3-byte sequence to locate.
Returns:
- The 0-based byte index (int) of the first occurrence of needle, or None if not found.

Benchmarks

search_one
search_two
search_three

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

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

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

`search_three`

Level	Payload	Latency (x64)	Latency (arm64)	Throughput (x64)	Throughput (arm64)
L1 Cache	32 KiB	615.50 ns	2.37 µs	49.58 GiB/s	12.87 GiB/s
L2 Cache	512 KiB	9.89 µs	35.02 µs	49.38 GiB/s	13.94 GiB/s
L3 Cache	16 MiB	488.62 µs	1.12 ms	31.98 GiB/s	13.89 GiB/s
RAM	256 MiB	19.33 ms	17.92 ms	12.93 GiB/s	13.95 GiB/s
RAM	512 MiB	41.46 ms	35.87 ms	12.06 GiB/s	13.94 GiB/s
RAM	1 GiB	87.15 ms	71.73 ms	11.47 GiB/s	13.94 GiB/s

Metadata

Release files for ashwa 0.2.5

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 0.2.5
File	Size	Uploaded
ashwa-0.2.5.tar.gz	38.2 kB	Aug 30, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ashwa 0.2.5
File	Interpreter	ABI	Platform	Reset
ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 229.5 kB Aug 30, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 223.3 kB Aug 30, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 223.6 kB Aug 30, 2026	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 223.8 kB Aug 30, 2026	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl 226.9 kB Aug 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 220.6 kB Aug 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp314-cp314-win_arm64.whl 100.2 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
ashwa-0.2.5-cp314-cp314-win_amd64.whl 101.8 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ashwa-0.2.5-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 228.1 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 221.4 kB Aug 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp314-cp314-macosx_11_0_arm64.whl 195.0 kB Aug 30, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ashwa-0.2.5-cp313-cp313-win_arm64.whl 100.1 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
ashwa-0.2.5-cp313-cp313-win_amd64.whl 102.0 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ashwa-0.2.5-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 228.2 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 221.4 kB Aug 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp313-cp313-macosx_11_0_arm64.whl 195.2 kB Aug 30, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ashwa-0.2.5-cp312-cp312-win_arm64.whl 100.3 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
ashwa-0.2.5-cp312-cp312-win_amd64.whl 102.0 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ashwa-0.2.5-cp312-cp312-manylinux_2_34_x86_64.whl 209.6 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ x86-64	Details
ashwa-0.2.5-cp312-cp312-manylinux_2_34_aarch64.whl 210.7 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ ARM64	Details
ashwa-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 228.2 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 221.4 kB Aug 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp312-cp312-macosx_11_0_arm64.whl 195.2 kB Aug 30, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ashwa-0.2.5-cp311-cp311-win_amd64.whl 101.6 kB Aug 30, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ashwa-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 228.9 kB Aug 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 222.6 kB Aug 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp311-cp311-macosx_11_0_arm64.whl 195.3 kB Aug 30, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ashwa-0.2.5-cp310-cp310-win_amd64.whl 101.7 kB Aug 30, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ashwa-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 229.0 kB Aug 30, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 222.9 kB Aug 30, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 229.3 kB Aug 30, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.5-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 223.1 kB Aug 30, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.5-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 222.9 kB Aug 30, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARMv7l	Details

Total release size: 6.3 MB

Release files / ashwa-0.2.5.tar.gz

Download URL	ashwa-0.2.5.tar.gz
Size	38.2 kB
Tags	Source
SHA-256 checksum How to use checksums	`10359be49ee20bd8a0cac0ca41f942d2d9bd2ad6ec817e3986cc8cad597181d3`
BLAKE2b-256 checksum How to use checksums	`341706c47d7164f6bac4277039aecc998b0c074a7fa3bbd2ee3f1913ea1f2e08`
Upload date	Aug 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5.tar.gz
SHA-256 checksum: 10359be49ee20bd8a0cac0ca41f942d2d9bd2ad6ec817e3986cc8cad597181d3 Verifying attestations

Release files / ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size	229.5 kB
Tags	Linux glibc 2.17+ x86-32 PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum How to use checksums	`2a0149b1e5e81c4e94cc9696479fd5ac3f6c64c71f92215fe88d719ad4b572e8`
BLAKE2b-256 checksum How to use checksums	`951e837d107996931d9664562ac4b6a77c3e827174763080de30182aaa4d0e71`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 2a0149b1e5e81c4e94cc9696479fd5ac3f6c64c71f92215fe88d719ad4b572e8 Verifying attestations

Release files / ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	223.3 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum How to use checksums	`e92e3cfaf378a87102815eb407754b5eaf765a2900431a0e7888d321b57908ee`
BLAKE2b-256 checksum How to use checksums	`22c8a2820fa9e17e7fff55b0dfd55a0055818b910622ebe0f7e6a712bd7aa05c`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: e92e3cfaf378a87102815eb407754b5eaf765a2900431a0e7888d321b57908ee Verifying attestations

Release files / ashwa-0.2.5-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	223.6 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`e23c594c07a077896e3f8e659b80a812bd4ea9e838ae031ea38cc86389eb46c8`
BLAKE2b-256 checksum How to use checksums	`f0ed8cc349ae3d0619b99603bd272e2f8dde0d1616c6a93ee941a520ebac1b66`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: e23c594c07a077896e3f8e659b80a812bd4ea9e838ae031ea38cc86389eb46c8 Verifying attestations

Release files / ashwa-0.2.5-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	223.8 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`2dc676aa3e56a828436266e2cfbb2b4ce45cfda93a62098eb0c79e626ad91ee5`
BLAKE2b-256 checksum How to use checksums	`8c991c9f75a38b3a6401a498cccb0fbfb18c274feea62b13da5c73b390a81631`
Upload date	Aug 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 2dc676aa3e56a828436266e2cfbb2b4ce45cfda93a62098eb0c79e626ad91ee5 Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
Size	226.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`1837c23986ac28db24c99356c1dd89615e5f250ee3f0218bcaaa6f36b8ef529e`
BLAKE2b-256 checksum How to use checksums	`bee776765efb1782883ace9f2e1fab3f01ddf04efd4b900826ff263c43595381`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 1837c23986ac28db24c99356c1dd89615e5f250ee3f0218bcaaa6f36b8ef529e Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	220.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`0b184af4146516bc24ad0684e1b06ecc39d24e9287d4d352cfe79ff1da68b6f9`
BLAKE2b-256 checksum How to use checksums	`3ba4a000f46b6c1c1744794ee63815c133e94531bdca8b9e542e7891e37885b2`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 0b184af4146516bc24ad0684e1b06ecc39d24e9287d4d352cfe79ff1da68b6f9 Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314-win_arm64.whl

Download URL	ashwa-0.2.5-cp314-cp314-win_arm64.whl
Size	100.2 kB
Tags	CPython 3.14 Windows ARM64
SHA-256 checksum How to use checksums	`c20a9caf658a225b845fa429159cbaf727bd9634acd9b7dbb1ecddf7eb3951f6`
BLAKE2b-256 checksum How to use checksums	`bbda4b1db51b8b73b1ed7d40d5ab1d8c89f88583c823e2b230b4414f5b1e52a3`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314-win_arm64.whl
SHA-256 checksum: c20a9caf658a225b845fa429159cbaf727bd9634acd9b7dbb1ecddf7eb3951f6 Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314-win_amd64.whl

Download URL	ashwa-0.2.5-cp314-cp314-win_amd64.whl
Size	101.8 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`ac3abbc693922c4575f81a17a9556e6bc7d4478aed1f19a0b4e99da865bbb5e5`
BLAKE2b-256 checksum How to use checksums	`ab458bdbc1e211fa78cedefeba552575613321dbcda06faaafd220bdb79bcdc6`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314-win_amd64.whl
SHA-256 checksum: ac3abbc693922c4575f81a17a9556e6bc7d4478aed1f19a0b4e99da865bbb5e5 Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
Size	228.1 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`f1c8d929a54fa865de17660e47e5e6fe454e9fe88fdfb2451d62437163775931`
BLAKE2b-256 checksum How to use checksums	`669f3cf47baaf1e2543f5e00f62eb0c3b4c2429790f9af5cc6a7774ca8c1eacb`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: f1c8d929a54fa865de17660e47e5e6fe454e9fe88fdfb2451d62437163775931 Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	221.4 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`f3f9736a3b92c9f75f6679100ccc85dc7ce9e6911de04e6dc06888ace7a5dc9c`
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Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: f3f9736a3b92c9f75f6679100ccc85dc7ce9e6911de04e6dc06888ace7a5dc9c Verifying attestations

Release files / ashwa-0.2.5-cp314-cp314-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.5-cp314-cp314-macosx_11_0_arm64.whl
Size	195.0 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d703fa6e37c49a0ec718074d3858b3e61e5efd96ec449533afc36db245316a57`
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Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: d703fa6e37c49a0ec718074d3858b3e61e5efd96ec449533afc36db245316a57 Verifying attestations

Release files / ashwa-0.2.5-cp313-cp313-win_arm64.whl

Download URL	ashwa-0.2.5-cp313-cp313-win_arm64.whl
Size	100.1 kB
Tags	CPython 3.13 Windows ARM64
SHA-256 checksum How to use checksums	`e9272635a5cc4aa0925aeb139cd8d56768846709a3c2813e2e9b22694f91d500`
BLAKE2b-256 checksum How to use checksums	`d45a4d265b18f29c5524d3fea15a8c11cac544bba9eb1efef9ca6aa6ed8dbc52`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp313-cp313-win_arm64.whl
SHA-256 checksum: e9272635a5cc4aa0925aeb139cd8d56768846709a3c2813e2e9b22694f91d500 Verifying attestations

Release files / ashwa-0.2.5-cp313-cp313-win_amd64.whl

Download URL	ashwa-0.2.5-cp313-cp313-win_amd64.whl
Size	102.0 kB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`9b17a95dff1eff69d12102f9eb11b0d212a8d9fe0186e599071062fbd3b27a7c`
BLAKE2b-256 checksum How to use checksums	`1e3a487e8d407261b11b632bf1eb45b3f1755ab9f5b88a41b40ed47c4a050b31`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp313-cp313-win_amd64.whl
SHA-256 checksum: 9b17a95dff1eff69d12102f9eb11b0d212a8d9fe0186e599071062fbd3b27a7c Verifying attestations

Release files / ashwa-0.2.5-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Size	228.2 kB
Tags	CPython 3.13 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`99dd2f0b7f2dd7aa8d0726828d204577020e7a2113bc407394a70da0de4dd1d7`
BLAKE2b-256 checksum How to use checksums	`a7892a1636189ea274e60838daa7ff13b3acec81c8fbb01cd9754e1d4cebf9a6`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 99dd2f0b7f2dd7aa8d0726828d204577020e7a2113bc407394a70da0de4dd1d7 Verifying attestations

Release files / ashwa-0.2.5-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	221.4 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`22fc611a13ac7294be362e67b2ede026ce13d2277ab2a4058bbf0ccc41be09fb`
BLAKE2b-256 checksum How to use checksums	`2ff33136323d0d6612f69f612d5385594691d99448d914333806ec3a4a53132e`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 22fc611a13ac7294be362e67b2ede026ce13d2277ab2a4058bbf0ccc41be09fb Verifying attestations

Release files / ashwa-0.2.5-cp313-cp313-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.5-cp313-cp313-macosx_11_0_arm64.whl
Size	195.2 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`e7170a423c533f4c18868de1e7dcf4b4b2463aca1d177cdb9f658d9f13f640b7`
BLAKE2b-256 checksum How to use checksums	`82d8fe65c15a75564ca113716a1761af19b9b5e00e6d360e0cb244413e6992ce`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: e7170a423c533f4c18868de1e7dcf4b4b2463aca1d177cdb9f658d9f13f640b7 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-win_arm64.whl

Download URL	ashwa-0.2.5-cp312-cp312-win_arm64.whl
Size	100.3 kB
Tags	CPython 3.12 Windows ARM64
SHA-256 checksum How to use checksums	`9e700affac040ec4bc43f437b49efb90f18f1b70281e0e5fba854075f7fe2616`
BLAKE2b-256 checksum How to use checksums	`a7864bd23c9756b0865d6149c636464c78842f924bf59843b0e571056f195984`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-win_arm64.whl
SHA-256 checksum: 9e700affac040ec4bc43f437b49efb90f18f1b70281e0e5fba854075f7fe2616 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-win_amd64.whl

Download URL	ashwa-0.2.5-cp312-cp312-win_amd64.whl
Size	102.0 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`5a8acfd893d0f6172f1a912d8cd9de188b65502ee9b519cd1dcb07f6f0dbade2`
BLAKE2b-256 checksum How to use checksums	`611ba92e993630a257b59fa63f05f5458e0e98eb4f8d210b0ae093bc680f7ee7`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-win_amd64.whl
SHA-256 checksum: 5a8acfd893d0f6172f1a912d8cd9de188b65502ee9b519cd1dcb07f6f0dbade2 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-manylinux_2_34_x86_64.whl

Download URL	ashwa-0.2.5-cp312-cp312-manylinux_2_34_x86_64.whl
Size	209.6 kB
Tags	CPython 3.12 Linux glibc 2.34+ x86-64
SHA-256 checksum How to use checksums	`d8994500731cb9fbd491f290882d085e761dff51e0bc2c11af68caa472497388`
BLAKE2b-256 checksum How to use checksums	`01ef289763fb990d0508ff495d4b2528c69c3f943bedf73eccfb98e4c09bf9c2`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-manylinux_2_34_x86_64.whl
SHA-256 checksum: d8994500731cb9fbd491f290882d085e761dff51e0bc2c11af68caa472497388 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-manylinux_2_34_aarch64.whl

Download URL	ashwa-0.2.5-cp312-cp312-manylinux_2_34_aarch64.whl
Size	210.7 kB
Tags	CPython 3.12 Linux glibc 2.34+ ARM64
SHA-256 checksum How to use checksums	`c0c4ad1ff30a04d3c6bbbfc2456993d40b8f05f89457c71dafac355462b485e3`
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Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-manylinux_2_34_aarch64.whl
SHA-256 checksum: c0c4ad1ff30a04d3c6bbbfc2456993d40b8f05f89457c71dafac355462b485e3 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Size	228.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`7857dd7770f7b2840ad068daa52986f04bbbc83c651dc92c864fd0a75f3fa001`
BLAKE2b-256 checksum How to use checksums	`620c1d4ba099509905003f8e9826366bf13e792f8fc5df4a24a3630b1a75cdbd`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 7857dd7770f7b2840ad068daa52986f04bbbc83c651dc92c864fd0a75f3fa001 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	221.4 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`2148673936005416c310e721121fa346eb01fa0cb378be993eb57b0982ccc7d9`
BLAKE2b-256 checksum How to use checksums	`e66da98a21c0a0bb0578059746e19ce76e71a79170c69b340ee7ae0c68cc7f6d`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 2148673936005416c310e721121fa346eb01fa0cb378be993eb57b0982ccc7d9 Verifying attestations

Release files / ashwa-0.2.5-cp312-cp312-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.5-cp312-cp312-macosx_11_0_arm64.whl
Size	195.2 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`0b8a269ec3fd7cbe90d1a8ca477a5de73df33728bd10e5ff47a62941cd5f6dff`
BLAKE2b-256 checksum How to use checksums	`305d8b9488368f8bb51910f453e05aec6412c1edf195036c7c87b2a21904ee00`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 0b8a269ec3fd7cbe90d1a8ca477a5de73df33728bd10e5ff47a62941cd5f6dff Verifying attestations

Release files / ashwa-0.2.5-cp311-cp311-win_amd64.whl

Download URL	ashwa-0.2.5-cp311-cp311-win_amd64.whl
Size	101.6 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`aa9b5ab3354ad99dfeaadb7c0eff5b12650c9fae0f534413a40dd41c7847220d`
BLAKE2b-256 checksum How to use checksums	`5214415208e9b62e508eb8948aa94eb74a380f1e5c3241db537d5e78d9aa39ac`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp311-cp311-win_amd64.whl
SHA-256 checksum: aa9b5ab3354ad99dfeaadb7c0eff5b12650c9fae0f534413a40dd41c7847220d Verifying attestations

Release files / ashwa-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size	228.9 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`0ef5688af7cc511e6a792713684e18611099e9ab232be593a4326dbfcb1adc87`
BLAKE2b-256 checksum How to use checksums	`875305fc44cba4286d03d622bab2cc7758fcf02d3d5230e952ce6be53d9a4d08`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 0ef5688af7cc511e6a792713684e18611099e9ab232be593a4326dbfcb1adc87 Verifying attestations

Release files / ashwa-0.2.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	222.6 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`1e8c2f8385443b6022b55570f7218aafea29e19bba40f1586fda6d2992085a37`
BLAKE2b-256 checksum How to use checksums	`7693473f462542015bf149d2ca1e0d0ce907d3396a36be5d056682a88c5d785a`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 1e8c2f8385443b6022b55570f7218aafea29e19bba40f1586fda6d2992085a37 Verifying attestations

Release files / ashwa-0.2.5-cp311-cp311-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.5-cp311-cp311-macosx_11_0_arm64.whl
Size	195.3 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`ce6958a9e67aaa58e76120a492f0106d154c3099e8ea07d2a28273b3308aa8ab`
BLAKE2b-256 checksum How to use checksums	`f276de91fb72918d28d469ff65ddea4109a95be7a66959905073c7d899e59e7b`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: ce6958a9e67aaa58e76120a492f0106d154c3099e8ea07d2a28273b3308aa8ab Verifying attestations

Release files / ashwa-0.2.5-cp310-cp310-win_amd64.whl

Download URL	ashwa-0.2.5-cp310-cp310-win_amd64.whl
Size	101.7 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`6e117fc614a2d3c8a54fa8670c518ab7e228a03113a1bde3fe355bc0c5b25768`
BLAKE2b-256 checksum How to use checksums	`de79b30c19762edf1ee03cb80397cd1a23a4fe61d168b93b9369b4bf187f5894`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp310-cp310-win_amd64.whl
SHA-256 checksum: 6e117fc614a2d3c8a54fa8670c518ab7e228a03113a1bde3fe355bc0c5b25768 Verifying attestations

Release files / ashwa-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size	229.0 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`2f7131ddd975c2983f8e0fe884562025d6bd9571bdded75e4f5a12446c6edd67`
BLAKE2b-256 checksum How to use checksums	`8a933c93ba8f89b94a620d212384651069a92118d87f6bdb50014ace7309b49a`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 2f7131ddd975c2983f8e0fe884562025d6bd9571bdded75e4f5a12446c6edd67 Verifying attestations

Release files / ashwa-0.2.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	222.9 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`dab003fc89add15d9ae9bf8a9711688f9241a98374454bf93143c0af91eac5bc`
BLAKE2b-256 checksum How to use checksums	`d69d24d129abf12b80a9e2fae3544e89128c7d4f8b8583123bdb3a6b26e8b3dc`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: dab003fc89add15d9ae9bf8a9711688f9241a98374454bf93143c0af91eac5bc Verifying attestations

Release files / ashwa-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size	229.3 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`684553c0ef37b5c25368feb17a3a95779e16f7b5e7d96c0d643f3fcaaf1f63f7`
BLAKE2b-256 checksum How to use checksums	`85b1047e8e1d54ab76edac3637db3ffbec833dd8e0a0c630acabc90cf3f1a8e4`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 684553c0ef37b5c25368feb17a3a95779e16f7b5e7d96c0d643f3fcaaf1f63f7 Verifying attestations

Release files / ashwa-0.2.5-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	223.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`fea8631781301733cb51172a672347a38d782eecca169028edfd1e8c610a3c47`
BLAKE2b-256 checksum How to use checksums	`d01c4167b14619788848619d3baf72b282c66865cb3be98456cdbbf1743a1fe2`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: fea8631781301733cb51172a672347a38d782eecca169028edfd1e8c610a3c47 Verifying attestations

Release files / ashwa-0.2.5-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.5-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	222.9 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`84b68f1037a6ce152835ea06689181f60dbfd2094104fcd6baf13e8d6e0bf802`
BLAKE2b-256 checksum How to use checksums	`f45e3197a93b08aa2d8e587d0746a0e178b7220812d7d05d05ab0471b1de6e36`
Upload date	Aug 30, 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/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3bd3fbaefa60dbf93733abb8172d17b1fb19fb6c/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33321927798/attempts/1

Artifact

Subject: ashwa-0.2.5-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 84b68f1037a6ce152835ea06689181f60dbfd2094104fcd6baf13e8d6e0bf802 Verifying attestations