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.

`search_n(haystack, needle)`

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

Searches for the first occurrence of an arbitrary byte sequence needle within haystack.

Parameters:
- haystack: bytes | bytearray | memoryview — The bytes-like object to search in.
- needle: bytes | bytearray | memoryview | tuple[int, ...] | list[int] | Sequence[int] — An arbitrary 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
search_n

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 (Read+Write): 25.76 GiB/s

Max Single-Core Read Bandwidth: ~12.5 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 (Read+Write): 75.48 GiB/s

Max Single-Core Read Bandwidth: ~25.5 GiB/s

All benchmarks execute while pinned to a single physical core (mostly to 0th core). For out-of-cache RAM-bound payloads (>256 MiB), every search routine fully saturates the hardwares maximum single-core memory bandwidth ceiling (~12 GiB/s on x64, ~25 GiB/s on arm64). Execution is 100% memory-bandwidth bound rather than compute-bound searching data as fast as the physical memory bus can deliver bytes into the CPU registers.

`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

`search_n` (where `len(N) = 8`)

Level	Payload	Latency (x64)	Latency (arm64)	Throughput (x64)	Throughput (arm64)
L1 Cache	32 KiB	866.21 ns	2.57 µs	35.23 GiB/s	11.86 GiB/s
L2 Cache	512 KiB	12.74 µs	38.31 µs	38.32 GiB/s	12.75 GiB/s
L3 Cache	16 MiB	558.41 µs	1.23 ms	27.98 GiB/s	12.65 GiB/s
RAM	256 MiB	21.19 ms	19.53 ms	11.80 GiB/s	12.80 GiB/s
RAM	512 MiB	43.95 ms	39.12 ms	11.38 GiB/s	12.78 GiB/s
RAM	1 GiB	88.85 ms	78.08 ms	11.26 GiB/s	12.81 GiB/s

Metadata

Release files for ashwa 1.0.1

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

Source distribution (sdist)

Source distribution for ashwa 1.0.1
File	Size	Uploaded
ashwa-1.0.1.tar.gz	45.5 kB	Aug 31, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ashwa 1.0.1
File	Interpreter	ABI	Platform	Reset
ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 233.7 kB Aug 31, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.7 kB Aug 31, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.9 kB Aug 31, 2026	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 231.3 kB Aug 31, 2026	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl 230.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 226.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp314-cp314-win_arm64.whl 107.9 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
ashwa-1.0.1-cp314-cp314-win_amd64.whl 105.4 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ashwa-1.0.1-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 231.9 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 227.6 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp314-cp314-macosx_11_0_arm64.whl 201.9 kB Aug 31, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ashwa-1.0.1-cp313-cp313-win_arm64.whl 107.9 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
ashwa-1.0.1-cp313-cp313-win_amd64.whl 105.6 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ashwa-1.0.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 232.2 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 227.9 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp313-cp313-macosx_11_0_arm64.whl 202.2 kB Aug 31, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ashwa-1.0.1-cp312-cp312-win_arm64.whl 108.0 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
ashwa-1.0.1-cp312-cp312-win_amd64.whl 105.6 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ashwa-1.0.1-cp312-cp312-manylinux_2_34_x86_64.whl 213.3 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ x86-64	Details
ashwa-1.0.1-cp312-cp312-manylinux_2_34_aarch64.whl 218.0 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ ARM64	Details
ashwa-1.0.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 232.2 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 227.9 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp312-cp312-macosx_11_0_arm64.whl 202.2 kB Aug 31, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ashwa-1.0.1-cp311-cp311-win_amd64.whl 105.2 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ashwa-1.0.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 232.9 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 229.9 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp311-cp311-macosx_11_0_arm64.whl 202.4 kB Aug 31, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ashwa-1.0.1-cp310-cp310-win_amd64.whl 105.3 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ashwa-1.0.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 233.1 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.1 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 233.4 kB Aug 31, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details
ashwa-1.0.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.4 kB Aug 31, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.3 kB Aug 31, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARMv7l	Details

Total release size: 6.5 MB

Release files / ashwa-1.0.1.tar.gz

Download URL	ashwa-1.0.1.tar.gz
Size	45.5 kB
Tags	Source
SHA-256 checksum How to use checksums	`bfd4d3951b1d95a2f6bd944f3b57f9a63987c3ecd42537b3f2231f73f244239d`
BLAKE2b-256 checksum How to use checksums	`4fb73a5b225960ffaef96063696b51304c764b748f96ff04a5253bf225a3c9f2`
Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

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

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1.tar.gz
SHA-256 checksum: bfd4d3951b1d95a2f6bd944f3b57f9a63987c3ecd42537b3f2231f73f244239d Verifying attestations

Release files / ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size	233.7 kB
Tags	Linux glibc 2.17+ x86-32 PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum How to use checksums	`32401936c12462f55819b2c1ee051434dae9329d77c31834f5ebdb13bfcd2054`
BLAKE2b-256 checksum How to use checksums	`53decc51a43e10c2d4db6da5452d7f81b3353c19afb42186a4ec299abfef251a`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 32401936c12462f55819b2c1ee051434dae9329d77c31834f5ebdb13bfcd2054 Verifying attestations

Release files / ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.7 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum How to use checksums	`33b93d83f4fcfcf4380f9acdfdc26ba44d384dee377ffd39d50be320d0604908`
BLAKE2b-256 checksum How to use checksums	`93f5467e7315dbb05806cdba496e93055c2665d501abb45aeae295a5a06b88db`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 33b93d83f4fcfcf4380f9acdfdc26ba44d384dee377ffd39d50be320d0604908 Verifying attestations

Release files / ashwa-1.0.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.9 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum How to use checksums	`e2a9042035f871840f3b2325d855c89583559e6e7cb9d178c5aad93ab92292ef`
BLAKE2b-256 checksum How to use checksums	`a9f3f2231ca3a298ca72ca4cfc6838477fe9290b6f50d71d18175caa2fe4539c`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: e2a9042035f871840f3b2325d855c89583559e6e7cb9d178c5aad93ab92292ef Verifying attestations

Release files / ashwa-1.0.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	231.3 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum How to use checksums	`eaf2eb56c355b5ccdf7efd98d60ba2dd3ed836d718a13306093bfde59352862e`
BLAKE2b-256 checksum How to use checksums	`a8319a5794a3e6161fda3138b8d189f9ff18735549eec55ccb78e7a356751905`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: eaf2eb56c355b5ccdf7efd98d60ba2dd3ed836d718a13306093bfde59352862e Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
Size	230.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`33b7f15ebdf0f3a32f503ba86750f6522384e65f7b8ee02e587d2617208557e8`
BLAKE2b-256 checksum How to use checksums	`0e33ff59dc78e5d260a73b754c8653e4d2e818ed8c54e7f51df5a7d7be0fa220`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 33b7f15ebdf0f3a32f503ba86750f6522384e65f7b8ee02e587d2617208557e8 Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	226.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`2de69230506d9528c8ad2a26886e9760e2f5322e2467a34ddbcd9c54420b0c61`
BLAKE2b-256 checksum How to use checksums	`075d283d8a3bcf61cd5fcba92d2922342cb0148db95c983214e2eafba47c1ce8`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 2de69230506d9528c8ad2a26886e9760e2f5322e2467a34ddbcd9c54420b0c61 Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314-win_arm64.whl

Download URL	ashwa-1.0.1-cp314-cp314-win_arm64.whl
Size	107.9 kB
Tags	CPython 3.14 Windows ARM64
SHA-256 checksum How to use checksums	`da500ca97b1b5a64c7eb738d8a921753a10cae298ad00430b50e09e641a6fd64`
BLAKE2b-256 checksum How to use checksums	`daa2ca680972b2e05bc20ae58643d98f5bb9f5792298b416fa579f96f4b15b57`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314-win_arm64.whl
SHA-256 checksum: da500ca97b1b5a64c7eb738d8a921753a10cae298ad00430b50e09e641a6fd64 Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314-win_amd64.whl

Download URL	ashwa-1.0.1-cp314-cp314-win_amd64.whl
Size	105.4 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`cce3228598a803a05b56697e7776198c54948f76968e0b5be4963e9f5fd67135`
BLAKE2b-256 checksum How to use checksums	`5a8a045e7da080ce4ed6d8fb9187bc4f0ff405298455bb6711f014d2e3d5d284`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314-win_amd64.whl
SHA-256 checksum: cce3228598a803a05b56697e7776198c54948f76968e0b5be4963e9f5fd67135 Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
Size	231.9 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`0842afcc466e437c5be5d7356d9b43463a97da93567f43be19453d1c47baccff`
BLAKE2b-256 checksum How to use checksums	`e4a17eac89d55a3824dedfca0ee6935fa36e4cbd149126d836cac14ecd92404c`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 0842afcc466e437c5be5d7356d9b43463a97da93567f43be19453d1c47baccff Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	227.6 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`4045997f8c51d2c2331e46fca81f32beaf7e1eb0350862618ab6b9c52f2eaf22`
BLAKE2b-256 checksum How to use checksums	`083f5f361b293f5fb17b9f5f87ae8fabfe2c4c5fdda4b11c521766b67f70c199`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 4045997f8c51d2c2331e46fca81f32beaf7e1eb0350862618ab6b9c52f2eaf22 Verifying attestations

Release files / ashwa-1.0.1-cp314-cp314-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.1-cp314-cp314-macosx_11_0_arm64.whl
Size	201.9 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`00bb1ec13b03789ff9ef9a1d2fa4eee6a1b2d41e6030160b74c3f19a079a0ba6`
BLAKE2b-256 checksum How to use checksums	`54b53eef053dd43bd2d595e4fb45c60b3bc1b7ea36cbd981495c25e99a462928`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: 00bb1ec13b03789ff9ef9a1d2fa4eee6a1b2d41e6030160b74c3f19a079a0ba6 Verifying attestations

Release files / ashwa-1.0.1-cp313-cp313-win_arm64.whl

Download URL	ashwa-1.0.1-cp313-cp313-win_arm64.whl
Size	107.9 kB
Tags	CPython 3.13 Windows ARM64
SHA-256 checksum How to use checksums	`9f0f4ac3792b10dcc3aabef06032fec96242498f8858be55945e397af44d9c4e`
BLAKE2b-256 checksum How to use checksums	`e3ffc5083e3d4cfd61af9de440e5bda5661367bd7b5b5b137b1812b1968ef675`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp313-cp313-win_arm64.whl
SHA-256 checksum: 9f0f4ac3792b10dcc3aabef06032fec96242498f8858be55945e397af44d9c4e Verifying attestations

Release files / ashwa-1.0.1-cp313-cp313-win_amd64.whl

Download URL	ashwa-1.0.1-cp313-cp313-win_amd64.whl
Size	105.6 kB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`488aec0e2f1aff81b2628aab6171f9768ff69ab300ab755d6668b18ae349aea2`
BLAKE2b-256 checksum How to use checksums	`0e8dd55ecef45749c314a61b93158f7920235e1894d1ee42f669f3781c45368e`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp313-cp313-win_amd64.whl
SHA-256 checksum: 488aec0e2f1aff81b2628aab6171f9768ff69ab300ab755d6668b18ae349aea2 Verifying attestations

Release files / ashwa-1.0.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Size	232.2 kB
Tags	CPython 3.13 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`ef99966681268accd548c51b4905180c6191f7bc8687e887b259957d333f410d`
BLAKE2b-256 checksum How to use checksums	`06e5dffcb7865ce46529265d1a722cf8f863c5dfb9c977c8eb55ee7fb65313ff`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: ef99966681268accd548c51b4905180c6191f7bc8687e887b259957d333f410d Verifying attestations

Release files / ashwa-1.0.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	227.9 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`af2e3a9f9534e0f596dcec4e3a99e37fd459d6b6c75d0c4dcd2535ad577747e4`
BLAKE2b-256 checksum How to use checksums	`c09be8be64e77a6d972a398466445a6d013a0529d2c0f9a54817fd7748168fcd`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: af2e3a9f9534e0f596dcec4e3a99e37fd459d6b6c75d0c4dcd2535ad577747e4 Verifying attestations

Release files / ashwa-1.0.1-cp313-cp313-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.1-cp313-cp313-macosx_11_0_arm64.whl
Size	202.2 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`9bff9bffe2c8d82c85a2d76a0ad9cfd831aef33b6e7ef0ebbe4cf2cedf495ee9`
BLAKE2b-256 checksum How to use checksums	`db78435d152698c057bb4f99a02a98fd7d74a41003729287e31ef3337f4cca9b`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: 9bff9bffe2c8d82c85a2d76a0ad9cfd831aef33b6e7ef0ebbe4cf2cedf495ee9 Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-win_arm64.whl

Download URL	ashwa-1.0.1-cp312-cp312-win_arm64.whl
Size	108.0 kB
Tags	CPython 3.12 Windows ARM64
SHA-256 checksum How to use checksums	`2e7a4dbf45fdf40e5fd46886bd70034e54f8ba07e6fb5bb5285f9f037e4e99c7`
BLAKE2b-256 checksum How to use checksums	`5d90683f4dd09540f2f03129a8e1ae72532c7c6ddecd1303e5761db0eb5e9ab1`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-win_arm64.whl
SHA-256 checksum: 2e7a4dbf45fdf40e5fd46886bd70034e54f8ba07e6fb5bb5285f9f037e4e99c7 Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-win_amd64.whl

Download URL	ashwa-1.0.1-cp312-cp312-win_amd64.whl
Size	105.6 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`f6dbd5d119f4ef7b02475114cf64f356a3ca12d51ea58495fc8731de57c927a4`
BLAKE2b-256 checksum How to use checksums	`48dfaafdc12656b898c1755a38828edb3a005e2c51afe041849beffc614d3507`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-win_amd64.whl
SHA-256 checksum: f6dbd5d119f4ef7b02475114cf64f356a3ca12d51ea58495fc8731de57c927a4 Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-manylinux_2_34_x86_64.whl

Download URL	ashwa-1.0.1-cp312-cp312-manylinux_2_34_x86_64.whl
Size	213.3 kB
Tags	CPython 3.12 Linux glibc 2.34+ x86-64
SHA-256 checksum How to use checksums	`b186ec9e35a94ac42ee6537a90a2d7410ddcca06e6b7fc2a2806c1b39303ef1d`
BLAKE2b-256 checksum How to use checksums	`6ba6112d8babe47284b5454beca87684a49fdd74cf2fa74b85b8cee6cf64383b`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-manylinux_2_34_x86_64.whl
SHA-256 checksum: b186ec9e35a94ac42ee6537a90a2d7410ddcca06e6b7fc2a2806c1b39303ef1d Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-manylinux_2_34_aarch64.whl

Download URL	ashwa-1.0.1-cp312-cp312-manylinux_2_34_aarch64.whl
Size	218.0 kB
Tags	CPython 3.12 Linux glibc 2.34+ ARM64
SHA-256 checksum How to use checksums	`abbc4f3693559661f6846f76f155776952908a2c5f5acd9413e146176df0b2d4`
BLAKE2b-256 checksum How to use checksums	`90ac6f8e1bac7aff046dd088d1de7505d07f52ec8404bef070105b685313710b`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-manylinux_2_34_aarch64.whl
SHA-256 checksum: abbc4f3693559661f6846f76f155776952908a2c5f5acd9413e146176df0b2d4 Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Size	232.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`c45fcc1c420b8fa18131ad6a27171470f568f8517a1cd28a2c396b3d6465bff9`
BLAKE2b-256 checksum How to use checksums	`7b31a7f3454979f94bad406e7d358d5b03270f7172674e4f75ffbea96771b871`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: c45fcc1c420b8fa18131ad6a27171470f568f8517a1cd28a2c396b3d6465bff9 Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	227.9 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`75212207e50b86490e7091c79d5a28e44dce40fb0fb3b0001e57c664a8371f59`
BLAKE2b-256 checksum How to use checksums	`9ba5ab98c9756a20458f5e28e93dab104c88f52fbba879dcdccf12c646dcf209`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 75212207e50b86490e7091c79d5a28e44dce40fb0fb3b0001e57c664a8371f59 Verifying attestations

Release files / ashwa-1.0.1-cp312-cp312-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.1-cp312-cp312-macosx_11_0_arm64.whl
Size	202.2 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`fc4c5823d41d8aa90157f2035d4da33331daa4ca5b839ffb6e33ed52a193916b`
BLAKE2b-256 checksum How to use checksums	`5a98dc840d347eb0ae09227c4d7356e578349320869d0a11007d2179c45f15e1`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: fc4c5823d41d8aa90157f2035d4da33331daa4ca5b839ffb6e33ed52a193916b Verifying attestations

Release files / ashwa-1.0.1-cp311-cp311-win_amd64.whl

Download URL	ashwa-1.0.1-cp311-cp311-win_amd64.whl
Size	105.2 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`a31face25b5a12db6fe95eb26b0f8b62b358f0dbd6a8d0bb2480fd3f1dbe6b19`
BLAKE2b-256 checksum How to use checksums	`8659e5d26f907cc156e0e2d68c1b08035554ecca5dc1955190cd5e45a0e95b7b`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp311-cp311-win_amd64.whl
SHA-256 checksum: a31face25b5a12db6fe95eb26b0f8b62b358f0dbd6a8d0bb2480fd3f1dbe6b19 Verifying attestations

Release files / ashwa-1.0.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size	232.9 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`2b03937ebd47847d0b7b597bde8087a342c32adf992d85b5d8490b1f08ce3aa4`
BLAKE2b-256 checksum How to use checksums	`5eb0ed820c9e97e264e560295019b5282c73fd40939da3c3210a4177b104721d`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 2b03937ebd47847d0b7b597bde8087a342c32adf992d85b5d8490b1f08ce3aa4 Verifying attestations

Release files / ashwa-1.0.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	229.9 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`ffc9acc7562440d7f7d9d493b1144e538ddac557425d18d2953291b3a34a1bf5`
BLAKE2b-256 checksum How to use checksums	`a47a28481806d081e79f69ae654d09204b880c05bfe453eaa2f98cc27165bcc7`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: ffc9acc7562440d7f7d9d493b1144e538ddac557425d18d2953291b3a34a1bf5 Verifying attestations

Release files / ashwa-1.0.1-cp311-cp311-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.1-cp311-cp311-macosx_11_0_arm64.whl
Size	202.4 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`30851051b4c887760011690cd3e67cf1aba5d802d8e57e19a2ba584eb6db6d54`
BLAKE2b-256 checksum How to use checksums	`c55cbc5dc62af8ae389a1d269bf4ecaff56b13de5f1c23537656d54ff9c11725`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 30851051b4c887760011690cd3e67cf1aba5d802d8e57e19a2ba584eb6db6d54 Verifying attestations

Release files / ashwa-1.0.1-cp310-cp310-win_amd64.whl

Download URL	ashwa-1.0.1-cp310-cp310-win_amd64.whl
Size	105.3 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`ff424f18ca0a01f95244c33f9870e856ded8e1533cad8662bf4dbb4a779abe81`
BLAKE2b-256 checksum How to use checksums	`43087513130fa5c431ad69ac4ea63721bd05fca60a5900b4bc7065c5c771b63d`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp310-cp310-win_amd64.whl
SHA-256 checksum: ff424f18ca0a01f95244c33f9870e856ded8e1533cad8662bf4dbb4a779abe81 Verifying attestations

Release files / ashwa-1.0.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size	233.1 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`ce45fb75afdc3f04bf920becbbdd40f3cc4d00e1d5f502b85da5a94e6b51167e`
BLAKE2b-256 checksum How to use checksums	`bf82273324af05d69af6cd616feddc81211ef7da67923133f4ed478df3f7149d`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: ce45fb75afdc3f04bf920becbbdd40f3cc4d00e1d5f502b85da5a94e6b51167e Verifying attestations

Release files / ashwa-1.0.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.1 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`20cdcd5649674839bf45c1915d9d435ba2213e85e19766490b6bbffdc455d7f9`
BLAKE2b-256 checksum How to use checksums	`775e9e55c159aa651b22837eb0fbb4d5123b038151d2c05d5749c26cf8b3686c`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 20cdcd5649674839bf45c1915d9d435ba2213e85e19766490b6bbffdc455d7f9 Verifying attestations

Release files / ashwa-1.0.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size	233.4 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`4dd3a6211099ecd20002d5c35a85cd04fc7fdd25cc241eac42100440b63444c7`
BLAKE2b-256 checksum How to use checksums	`efe7023ca8dfce7e5c15c6086d395035c5bcc525e79e68213e3c40b831e930b7`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 4dd3a6211099ecd20002d5c35a85cd04fc7fdd25cc241eac42100440b63444c7 Verifying attestations

Release files / ashwa-1.0.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.4 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`5a0204a7759a93a698bfc6357553902f86ec6e5c2d2f2cd58079554ef863cd3b`
BLAKE2b-256 checksum How to use checksums	`cf20c8c71a09c88f6da97800dacd6f58323bb3557b66ed84abf23bbdfe9624a4`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 5a0204a7759a93a698bfc6357553902f86ec6e5c2d2f2cd58079554ef863cd3b Verifying attestations

Release files / ashwa-1.0.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.3 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`08ec916e60623a13dcf32c05ee90f5359b615c0ab8710a021d82bad9b78ea276`
BLAKE2b-256 checksum How to use checksums	`6f394706aca362f3bb845e76418f62948e0d6f4a6f28e15590da4cf6dae28d69`
Upload date	Aug 31, 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/3daa2d73835ccc32ed831ebf928cf8b5133b42bb

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/3daa2d73835ccc32ed831ebf928cf8b5133b42bb/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33404823675/attempts/1

Artifact

Subject: ashwa-1.0.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 08ec916e60623a13dcf32c05ee90f5359b615c0ab8710a021d82bad9b78ea276 Verifying attestations