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 1.0.0

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 1.0.0
File	Size	Uploaded
ashwa-1.0.0.tar.gz	45.5 kB	Aug 31, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ashwa 1.0.0
File	Interpreter	ABI	Platform	Reset
ashwa-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-cp314-cp314-win_arm64.whl 107.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
ashwa-1.0.0-cp314-cp314-win_amd64.whl 105.4 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ashwa-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-cp313-cp313-win_arm64.whl 107.9 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
ashwa-1.0.0-cp313-cp313-win_amd64.whl 105.6 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ashwa-1.0.0-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-1.0.0-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-1.0.0-cp313-cp313-macosx_11_0_arm64.whl 202.1 kB Aug 31, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ashwa-1.0.0-cp312-cp312-win_arm64.whl 108.0 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
ashwa-1.0.0-cp312-cp312-win_amd64.whl 105.6 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ashwa-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-cp312-cp312-macosx_11_0_arm64.whl 202.1 kB Aug 31, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ashwa-1.0.0-cp311-cp311-win_amd64.whl 105.2 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ashwa-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0-cp310-cp310-win_amd64.whl 105.3 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ashwa-1.0.0-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-1.0.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.0 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARMv7l	Details
ashwa-1.0.0-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-1.0.0-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-1.0.0-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-1.0.0.tar.gz

Download URL	ashwa-1.0.0.tar.gz
Size	45.5 kB
Tags	Source
SHA-256 checksum How to use checksums	`ab18da30e4d2c23404983015ee4ad9ab4b8d9c367b2d89b0432b436477c6ee2c`
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0.tar.gz
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Release files / ashwa-1.0.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`6eb9da4ea33e413e51622b45405d3e2519a8056f41ec5d63c865103e7b3b6cb2`
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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

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Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
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Subject: ashwa-1.0.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / ashwa-1.0.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-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	`18e29162005c8fb13c744d1d9cdc81cd7ca789b8c0803bee9b2fc315cd010e52`
BLAKE2b-256 checksum How to use checksums	`54a12fd4fe2c975894f6967b00e0c986468028a2aec92e378324d7db43e06b1a`
Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / ashwa-1.0.0-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-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	`87ee283dbb418a77cbb55c0686fad907a18889e634acf14f1f76eb59af40df22`
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Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

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Release files / ashwa-1.0.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Tags	Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3
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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

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Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
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Subject: ashwa-1.0.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / ashwa-1.0.0-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`93fd793954a2778231b82ff07a229403deb6a37474f775c8ccf96b994df7a8d2`
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Upload date	Aug 31, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 93fd793954a2778231b82ff07a229403deb6a37474f775c8ccf96b994df7a8d2 Verifying attestations

Release files / ashwa-1.0.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`ae93e6f14743e9630c0b7b672c569c68a6a8e4214e51bcff7b5ada3911958015`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: ae93e6f14743e9630c0b7b672c569c68a6a8e4214e51bcff7b5ada3911958015 Verifying attestations

Release files / ashwa-1.0.0-cp314-cp314-win_arm64.whl

Download URL	ashwa-1.0.0-cp314-cp314-win_arm64.whl
Size	107.8 kB
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

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SHA-256 checksum: ea28975c967f9a6a1f56c52fe2bf2533a23cdcea28a85e845567b24ce7481411 Verifying attestations

Release files / ashwa-1.0.0-cp314-cp314-win_amd64.whl

Download URL	ashwa-1.0.0-cp314-cp314-win_amd64.whl
Size	105.4 kB
Tags	CPython 3.14 Windows x86-64
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp314-cp314-win_amd64.whl
SHA-256 checksum: 7e16fa135c679891d283a278de97b6fb674b8028d934b357b3f6ebd4f48bf5bb Verifying attestations

Release files / ashwa-1.0.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
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Tags	CPython 3.14 Linux glibc 2.17+ x86-32
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Upload date	Aug 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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 762cc8cf74484d5871fc9193ac50c3714dccc1e3042a52bb564b9e7a5775b462 Verifying attestations

Release files / ashwa-1.0.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Tags	CPython 3.14 Linux glibc 2.17+ ARMv7l
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 75ee366cc790fa7d8d0e4e2844d23aa0b5b71a64ed762741c44be180bb241e89 Verifying attestations

Release files / ashwa-1.0.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.0-cp314-cp314-macosx_11_0_arm64.whl
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: b95a73a154ce64561409a3182d3caa73c40c04a81b272410b46a272084f85821 Verifying attestations

Release files / ashwa-1.0.0-cp313-cp313-win_arm64.whl

Download URL	ashwa-1.0.0-cp313-cp313-win_arm64.whl
Size	107.9 kB
Tags	CPython 3.13 Windows ARM64
SHA-256 checksum How to use checksums	`9a0e9d7996fcc10ba80b1c85837fe3f543ff59ca6f84cb95a0b210eca4fe4126`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp313-cp313-win_arm64.whl
SHA-256 checksum: 9a0e9d7996fcc10ba80b1c85837fe3f543ff59ca6f84cb95a0b210eca4fe4126 Verifying attestations

Release files / ashwa-1.0.0-cp313-cp313-win_amd64.whl

Download URL	ashwa-1.0.0-cp313-cp313-win_amd64.whl
Size	105.6 kB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`6585530e8dbb3af86c098ca76fe8fc3f54e8f467e799adaac9eddb86daab6cf0`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp313-cp313-win_amd64.whl
SHA-256 checksum: 6585530e8dbb3af86c098ca76fe8fc3f54e8f467e799adaac9eddb86daab6cf0 Verifying attestations

Release files / ashwa-1.0.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`38ff221426cf85922a6a702ad55877c2b5073526643601938755a365cc5cbdc8`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 38ff221426cf85922a6a702ad55877c2b5073526643601938755a365cc5cbdc8 Verifying attestations

Release files / ashwa-1.0.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	227.9 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: e10b5a2fa5045e17114a5c55150acb81b3ef74b8db711952cd064099d17da040 Verifying attestations

Release files / ashwa-1.0.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.0-cp313-cp313-macosx_11_0_arm64.whl
Size	202.1 kB
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: 5390cb9209484c27791ecae73b652f4c6567d6c3ec0e756ab647c24aa4537870 Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-win_arm64.whl

Download URL	ashwa-1.0.0-cp312-cp312-win_arm64.whl
Size	108.0 kB
Tags	CPython 3.12 Windows ARM64
SHA-256 checksum How to use checksums	`a69229e856fff245e632d20e4fd8b55fe6fb42ff505f4005cf24369b877079ab`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-win_arm64.whl
SHA-256 checksum: a69229e856fff245e632d20e4fd8b55fe6fb42ff505f4005cf24369b877079ab Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-win_amd64.whl

Download URL	ashwa-1.0.0-cp312-cp312-win_amd64.whl
Size	105.6 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`e4a511ffacbc5d56cab2ee999c8e25e5761ddf8978ffa5154bfe18860ff2ffb9`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: e4a511ffacbc5d56cab2ee999c8e25e5761ddf8978ffa5154bfe18860ff2ffb9 Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-manylinux_2_34_x86_64.whl

Download URL	ashwa-1.0.0-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	`d197176e3d6c68996ae81fe0300e165c33618c81398eeb0db481b9468f7cbddf`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-manylinux_2_34_x86_64.whl
SHA-256 checksum: d197176e3d6c68996ae81fe0300e165c33618c81398eeb0db481b9468f7cbddf Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-manylinux_2_34_aarch64.whl

Download URL	ashwa-1.0.0-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	`0f46434c993af433dfef1bf34d516d05d3dd6cbe21fe4bd8ecbed13b1b3ce75d`
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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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-manylinux_2_34_aarch64.whl
SHA-256 checksum: 0f46434c993af433dfef1bf34d516d05d3dd6cbe21fe4bd8ecbed13b1b3ce75d Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`c2b73f5b26296329c096a67ed69150b590ac3ad5e37202f1d133bfee1fc1f56f`
BLAKE2b-256 checksum How to use checksums	`5c80244a552cd47a6717b29a48466b4440782f61664e0c8c6098a37d708ee563`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: c2b73f5b26296329c096a67ed69150b590ac3ad5e37202f1d133bfee1fc1f56f Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-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	`e698cd45d8a7a11a67f0cabb1797a8371da5ce8c9fca10c5219fa8baa713d30d`
BLAKE2b-256 checksum How to use checksums	`9247f664014599142e3d9dd4e12b00723ccee1e75dd717810fb70e6c4a9db2e9`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: e698cd45d8a7a11a67f0cabb1797a8371da5ce8c9fca10c5219fa8baa713d30d Verifying attestations

Release files / ashwa-1.0.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.0-cp312-cp312-macosx_11_0_arm64.whl
Size	202.1 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`4bdabec7096a8a0ea8c8bcef89e60853b70f3697b2c32e4262d8501952a58115`
BLAKE2b-256 checksum How to use checksums	`8ecff106869834ea2563d58c8cba61c625dfc475b1a3ebb066bfb89b9b6a37c0`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: 4bdabec7096a8a0ea8c8bcef89e60853b70f3697b2c32e4262d8501952a58115 Verifying attestations

Release files / ashwa-1.0.0-cp311-cp311-win_amd64.whl

Download URL	ashwa-1.0.0-cp311-cp311-win_amd64.whl
Size	105.2 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`3b7bae6cbecdea69a8fcb66ad2118fa29dce7ed8083367299ac06bbfcaea99a4`
BLAKE2b-256 checksum How to use checksums	`6a6bfae86d8b1f5b242da9844bd0104cfbb3d03b05de26ca2d774146760c6327`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: 3b7bae6cbecdea69a8fcb66ad2118fa29dce7ed8083367299ac06bbfcaea99a4 Verifying attestations

Release files / ashwa-1.0.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`5058cc43558eaef020d882ebed347669b56b983fc1a6cbf45127d3b1fa99d88a`
BLAKE2b-256 checksum How to use checksums	`1b2e4c54aca05c3f46d678380b371d800d8a2f49272562e33e99095e0197971b`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 5058cc43558eaef020d882ebed347669b56b983fc1a6cbf45127d3b1fa99d88a Verifying attestations

Release files / ashwa-1.0.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-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	`15c75cde5932690e4543155f04834c12f15e675007fa0be49ce103e00d4b219a`
BLAKE2b-256 checksum How to use checksums	`c9865534292399f30e658bb882143ee0d83e422cb2c9ad26c06327cf4c8f6c0e`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 15c75cde5932690e4543155f04834c12f15e675007fa0be49ce103e00d4b219a Verifying attestations

Release files / ashwa-1.0.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	ashwa-1.0.0-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	`a6efab9a4501b0a4b2dab1ff5431f467f72afca5ee02efb4bca608833d9c1e1d`
BLAKE2b-256 checksum How to use checksums	`c67380bdd7fe4c932fc258fbc59a17a6cee5b9e44d81bba9a72a93aabcb41b3e`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: a6efab9a4501b0a4b2dab1ff5431f467f72afca5ee02efb4bca608833d9c1e1d Verifying attestations

Release files / ashwa-1.0.0-cp310-cp310-win_amd64.whl

Download URL	ashwa-1.0.0-cp310-cp310-win_amd64.whl
Size	105.3 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`4a7dd99542128c78c2dfdef88defb5c885815f6dc71c3ca5170a7660f38682c2`
BLAKE2b-256 checksum How to use checksums	`f7ac1f11de10e56fa42e8ae51e3c11b98b55c0615f041ac3b5967d65b2059e11`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp310-cp310-win_amd64.whl
SHA-256 checksum: 4a7dd99542128c78c2dfdef88defb5c885815f6dc71c3ca5170a7660f38682c2 Verifying attestations

Release files / ashwa-1.0.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`f5dcc9bbf68d54156e70fb800d9234e8452de8178af068af8697faacb4586bfd`
BLAKE2b-256 checksum How to use checksums	`ada7d5382b1ae95ee6c9e0d913f5649a90e0186277580067172862b42c0f0284`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: f5dcc9bbf68d54156e70fb800d9234e8452de8178af068af8697faacb4586bfd Verifying attestations

Release files / ashwa-1.0.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.0 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`4d3107c9f546bca8a4d7f2b812b369e2b6fb001d6b3475ce0d38c420e86f53dd`
BLAKE2b-256 checksum How to use checksums	`d70578de01ba278a0be88d999a35357644ea27d94a2be4c1f8408e6bdf158859`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 4d3107c9f546bca8a4d7f2b812b369e2b6fb001d6b3475ce0d38c420e86f53dd Verifying attestations

Release files / ashwa-1.0.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-1.0.0-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	`9d951e23133841cab97a388bf1f64e2ee470920fbd34a86f89f4f51b180c904f`
BLAKE2b-256 checksum How to use checksums	`f42539676a86b467789fafc9d3562fea9f41ff8b6023dde24d3cf8fed17e1297`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 9d951e23133841cab97a388bf1f64e2ee470920fbd34a86f89f4f51b180c904f Verifying attestations

Release files / ashwa-1.0.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-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	`76d231e235136db174f19aad894b9f517d8f073c017248e6cf5fa327db8481b4`
BLAKE2b-256 checksum How to use checksums	`cb22e4003451f194223c5d5ad3c411b7c5448ce9b3ab29818ded5659c0e6700e`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 76d231e235136db174f19aad894b9f517d8f073c017248e6cf5fa327db8481b4 Verifying attestations

Release files / ashwa-1.0.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-1.0.0-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	`3293619f3adff1a8468143a1cea56869a5f7e86fe41f969020ad04e98093be74`
BLAKE2b-256 checksum How to use checksums	`679e12cbfac65fcca433e26df4605844bf5ef25a5e1c511b94e08d2520962c03`
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/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/6d4d9229abfc2c3ddc43270cbba4b08d2f24f0a0/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33397458115/attempts/1

Artifact

Subject: ashwa-1.0.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 3293619f3adff1a8468143a1cea56869a5f7e86fe41f969020ad04e98093be74 Verifying attestations