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 0.2.6

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

Source distribution (sdist)

Source distribution for ashwa 0.2.6
File	Size	Uploaded
ashwa-0.2.6.tar.gz	45.4 kB	Aug 31, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ashwa 0.2.6
File	Interpreter	ABI	Platform	Reset
ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 233.6 kB Aug 31, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.6 kB Aug 31, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-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-0.2.6-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 231.2 kB Aug 31, 2026	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl 230.7 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 226.7 kB Aug 31, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-cp314-cp314-win_arm64.whl 107.7 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
ashwa-0.2.6-cp314-cp314-win_amd64.whl 105.3 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ashwa-0.2.6-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 231.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 227.5 kB Aug 31, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-cp314-cp314-macosx_11_0_arm64.whl 201.8 kB Aug 31, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ashwa-0.2.6-cp313-cp313-win_arm64.whl 107.8 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
ashwa-0.2.6-cp313-cp313-win_amd64.whl 105.5 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ashwa-0.2.6-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 232.0 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 227.7 kB Aug 31, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-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-0.2.6-cp312-cp312-win_arm64.whl 107.9 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
ashwa-0.2.6-cp312-cp312-win_amd64.whl 105.6 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ashwa-0.2.6-cp312-cp312-manylinux_2_34_x86_64.whl 213.2 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ x86-64	Details
ashwa-0.2.6-cp312-cp312-manylinux_2_34_aarch64.whl 217.8 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.34+ ARM64	Details
ashwa-0.2.6-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 232.0 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 227.7 kB Aug 31, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-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-0.2.6-cp311-cp311-win_amd64.whl 105.1 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ashwa-0.2.6-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 232.8 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 229.8 kB Aug 31, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details
ashwa-0.2.6-cp311-cp311-macosx_11_0_arm64.whl 202.2 kB Aug 31, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ashwa-0.2.6-cp310-cp310-win_amd64.whl 105.2 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ashwa-0.2.6-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 233.0 kB Aug 31, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-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-0.2.6-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 233.3 kB Aug 31, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details
ashwa-0.2.6-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-0.2.6-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 230.2 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-0.2.6.tar.gz

Download URL	ashwa-0.2.6.tar.gz
Size	45.4 kB
Tags	Source
SHA-256 checksum How to use checksums	`a0e6c926b0359defd0b798c0dfd32bdd1eb07220ec4b05dc59d04098fc24a9a1`
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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/53ad164ce1b01b436f6da401af60d41d876f5b12

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Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6.tar.gz
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Release files / ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size	233.6 kB
Tags	Linux glibc 2.17+ x86-32 PyPy 3.11 PyPy 3.11 7.3
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/53ad164ce1b01b436f6da401af60d41d876f5b12

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Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

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Subject: ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.6 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum How to use checksums	`5e3a7c2462af39752a290cc89a95fd930902e569ca9749ce9d2fe169b2301f89`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / ashwa-0.2.6-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-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	`9f81a95d9efe7cd4ba1e7010934df86693ba0f3a32cd9705c44d9719d8d84dbb`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

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Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

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Release files / ashwa-0.2.6-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	231.2 kB
Tags	Linux glibc 2.17+ ARMv7l PyPy 3.9 PyPy 3.9 7.3
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Publishing repository: github.com/pid7-org/ashwa
Publishing commit: github.com/pid7-org/ashwa/tree/53ad164ce1b01b436f6da401af60d41d876f5b12

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Subject: ashwa-0.2.6-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / ashwa-0.2.6-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
Size	230.7 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`e84833602171f3e6206ba0a2478ebde514416f6578d92dd891f6b6ac5231a831`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

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Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: e84833602171f3e6206ba0a2478ebde514416f6578d92dd891f6b6ac5231a831 Verifying attestations

Release files / ashwa-0.2.6-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	226.7 kB
Tags	CPython 3.14 CPython 3.14 free-threading 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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 4db1269ecc67cafe52d3d1a5b486e7d4771213fe1dc667ab132eb0dbe2fb27fc Verifying attestations

Release files / ashwa-0.2.6-cp314-cp314-win_arm64.whl

Download URL	ashwa-0.2.6-cp314-cp314-win_arm64.whl
Size	107.7 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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314-win_arm64.whl
SHA-256 checksum: df7863fdb4b8584d6457c4792b88eabb1da07a35d2dc1e01af58163579c0dcc8 Verifying attestations

Release files / ashwa-0.2.6-cp314-cp314-win_amd64.whl

Download URL	ashwa-0.2.6-cp314-cp314-win_amd64.whl
Size	105.3 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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314-win_amd64.whl
SHA-256 checksum: 67a7bb49d753867494de87aa3ee147e0eaaa759d6d847ff92b66a86e26d76b48 Verifying attestations

Release files / ashwa-0.2.6-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

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Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 4eed240357314e2f335fd06d4a82db1fc55b31e0afd45564b802c2cc9816b301 Verifying attestations

Release files / ashwa-0.2.6-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: d783172bdec6acf01fee1eece8895165dac9291cbc1bcf4236e498f9c82111ac Verifying attestations

Release files / ashwa-0.2.6-cp314-cp314-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.6-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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: 5795d8194816a07ee6449f9a9a78b52180ae7322ede41770d1be2865d5659576 Verifying attestations

Release files / ashwa-0.2.6-cp313-cp313-win_arm64.whl

Download URL	ashwa-0.2.6-cp313-cp313-win_arm64.whl
Size	107.8 kB
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SHA-256 checksum How to use checksums	`3fd08bf820370c4386328f1ea618a4c8c2cdc4e42789dc24e9d902e5a475d622`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp313-cp313-win_arm64.whl
SHA-256 checksum: 3fd08bf820370c4386328f1ea618a4c8c2cdc4e42789dc24e9d902e5a475d622 Verifying attestations

Release files / ashwa-0.2.6-cp313-cp313-win_amd64.whl

Download URL	ashwa-0.2.6-cp313-cp313-win_amd64.whl
Size	105.5 kB
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SHA-256 checksum How to use checksums	`52e93a55e52109c464fa95159dbffae6043a403b00a5f75fa5af60674c8faae2`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp313-cp313-win_amd64.whl
SHA-256 checksum: 52e93a55e52109c464fa95159dbffae6043a403b00a5f75fa5af60674c8faae2 Verifying attestations

Release files / ashwa-0.2.6-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
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Tags	CPython 3.13 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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: cef758c8c72af0bc58bbea65763e6c0a5d48e0267900bdc254df6496fb103768 Verifying attestations

Release files / ashwa-0.2.6-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
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Upload date	Aug 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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 966eee099ca9d22842ef9341445061a3a37388652bc49ac516921f8160ae6125 Verifying attestations

Release files / ashwa-0.2.6-cp313-cp313-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.6-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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: 4eff6bd189e5d0f9198a2366a4cef9a8df1f7c031337483dd284138f6fea2e48 Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-win_arm64.whl

Download URL	ashwa-0.2.6-cp312-cp312-win_arm64.whl
Size	107.9 kB
Tags	CPython 3.12 Windows ARM64
SHA-256 checksum How to use checksums	`9aa00bd8182f84d1b7787ccdd3cb122a96184cf2eda42611499dcdabdeb17179`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-win_arm64.whl
SHA-256 checksum: 9aa00bd8182f84d1b7787ccdd3cb122a96184cf2eda42611499dcdabdeb17179 Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-win_amd64.whl

Download URL	ashwa-0.2.6-cp312-cp312-win_amd64.whl
Size	105.6 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`1cd9a09ed76256892c07e4b5019b936ba1acd959d432b6e7394e9f920691dd17`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-win_amd64.whl
SHA-256 checksum: 1cd9a09ed76256892c07e4b5019b936ba1acd959d432b6e7394e9f920691dd17 Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-manylinux_2_34_x86_64.whl

Download URL	ashwa-0.2.6-cp312-cp312-manylinux_2_34_x86_64.whl
Size	213.2 kB
Tags	CPython 3.12 Linux glibc 2.34+ x86-64
SHA-256 checksum How to use checksums	`8db1e0903347abf1bda737c79811bfccea04e2e576fd54749e727cd214831dae`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-manylinux_2_34_x86_64.whl
SHA-256 checksum: 8db1e0903347abf1bda737c79811bfccea04e2e576fd54749e727cd214831dae Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-manylinux_2_34_aarch64.whl

Download URL	ashwa-0.2.6-cp312-cp312-manylinux_2_34_aarch64.whl
Size	217.8 kB
Tags	CPython 3.12 Linux glibc 2.34+ ARM64
SHA-256 checksum How to use checksums	`fefc7c7883f0dacd1dd98e0caea27ce9dc0f99b0c573e7d28dc4706e34c667c4`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-manylinux_2_34_aarch64.whl
SHA-256 checksum: fefc7c7883f0dacd1dd98e0caea27ce9dc0f99b0c573e7d28dc4706e34c667c4 Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Size	232.0 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`749a219264ff08a973e26578b60935b5d3de55951f45ccc76a0766ed825e8af2`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 749a219264ff08a973e26578b60935b5d3de55951f45ccc76a0766ed825e8af2 Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	227.7 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`18230cbdddf8660138c27faaf3856523b103f9e83a57c228847546c594b48917`
BLAKE2b-256 checksum How to use checksums	`d0a3ecea52a1aa1a68f30cf60d46cff3301f4f32101f4cf1060ebf20100c9b54`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 18230cbdddf8660138c27faaf3856523b103f9e83a57c228847546c594b48917 Verifying attestations

Release files / ashwa-0.2.6-cp312-cp312-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.6-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	`f6cdae6f6b36dad359018c2ef681bf512a575b2e1e9a3eaff5f5cdb17f5b74d5`
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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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: f6cdae6f6b36dad359018c2ef681bf512a575b2e1e9a3eaff5f5cdb17f5b74d5 Verifying attestations

Release files / ashwa-0.2.6-cp311-cp311-win_amd64.whl

Download URL	ashwa-0.2.6-cp311-cp311-win_amd64.whl
Size	105.1 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`806ea68cc9171652ecca56f010f9feee5e5a5db0874750fce41800913b044fbe`
BLAKE2b-256 checksum How to use checksums	`7956ff0941b335b9eb629c938a90e408e08fac2daa0634ceb98a0f1cd3e8ca99`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp311-cp311-win_amd64.whl
SHA-256 checksum: 806ea68cc9171652ecca56f010f9feee5e5a5db0874750fce41800913b044fbe Verifying attestations

Release files / ashwa-0.2.6-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size	232.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`036030746fe6089aabdb247c20419fdf23de194baa90a43d0a95b65a9575cc6c`
BLAKE2b-256 checksum How to use checksums	`2f6064156752950b4220fe7f6ed8f48e2ffbe0946fe90c6be07d655112001b6b`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 036030746fe6089aabdb247c20419fdf23de194baa90a43d0a95b65a9575cc6c Verifying attestations

Release files / ashwa-0.2.6-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	229.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`4b7f59f94fc779f061c47a73735e8a885723bc2361d544ea99e40b086b8a1c1b`
BLAKE2b-256 checksum How to use checksums	`1bba631bfeb1f2fffc9b9b62eaed544606b138511db14f80a7cf2d00cd795161`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 4b7f59f94fc779f061c47a73735e8a885723bc2361d544ea99e40b086b8a1c1b Verifying attestations

Release files / ashwa-0.2.6-cp311-cp311-macosx_11_0_arm64.whl

Download URL	ashwa-0.2.6-cp311-cp311-macosx_11_0_arm64.whl
Size	202.2 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`011d235f86d1ec036df45523fe2cf8cd589f936f2f47ea27a0a90545cca77a9c`
BLAKE2b-256 checksum How to use checksums	`3e464728c95d0244d8e81175ea59ab7bded01a02be304165a075a83b5c3defe9`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 011d235f86d1ec036df45523fe2cf8cd589f936f2f47ea27a0a90545cca77a9c Verifying attestations

Release files / ashwa-0.2.6-cp310-cp310-win_amd64.whl

Download URL	ashwa-0.2.6-cp310-cp310-win_amd64.whl
Size	105.2 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`8185f3a39f122cac6d7a9b1959ef69a028908617adcf9c4e3e185e5fc8afa18b`
BLAKE2b-256 checksum How to use checksums	`d4388516815c0cd00092f5816b5b9881e0bff7fd81ee917c860238ec8efd4c7f`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp310-cp310-win_amd64.whl
SHA-256 checksum: 8185f3a39f122cac6d7a9b1959ef69a028908617adcf9c4e3e185e5fc8afa18b Verifying attestations

Release files / ashwa-0.2.6-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size	233.0 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`3d7713dcf2cc4077e900ac51db27c10454af3617e58327b67fbeb5a59e996da3`
BLAKE2b-256 checksum How to use checksums	`9e98bf455cf018dc234c9a54d6c2c0182242eaf538bc238b1edfc6932b0f0922`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 3d7713dcf2cc4077e900ac51db27c10454af3617e58327b67fbeb5a59e996da3 Verifying attestations

Release files / ashwa-0.2.6-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-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	`78f3797b61b19e87468ebfb0aa931854e65a96024fcbc0b5ab77783f630da2ee`
BLAKE2b-256 checksum How to use checksums	`f6bf24ad596813d462c3dea03ba214c0e44d3475f34bfe6045bb1cba03978958`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 78f3797b61b19e87468ebfb0aa931854e65a96024fcbc0b5ab77783f630da2ee Verifying attestations

Release files / ashwa-0.2.6-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	ashwa-0.2.6-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size	233.3 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`7c903b1dc0019a7049aeb6c215921d52d53fe80a73ae12c7cc09d54e9ab20b88`
BLAKE2b-256 checksum How to use checksums	`9745d3b1058b5b0d53b21ddb5575dcfdcbe6bf92e5deb6c97c4f74fda7de807e`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
SHA-256 checksum: 7c903b1dc0019a7049aeb6c215921d52d53fe80a73ae12c7cc09d54e9ab20b88 Verifying attestations

Release files / ashwa-0.2.6-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-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	`6d50082a266ab85218a389383965d20724acc00a6713cb8dc3a91732785d6912`
BLAKE2b-256 checksum How to use checksums	`7dd8ea0e5c9dc9667bec7dd9ab20040dd773fb1a5aec6b2aefc4ede0873bfdaf`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: 6d50082a266ab85218a389383965d20724acc00a6713cb8dc3a91732785d6912 Verifying attestations

Release files / ashwa-0.2.6-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	ashwa-0.2.6-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	230.2 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`d2c9cacc60a033dfaa22c235be3df26dab32a0011ab1ec6446956e0366b4fc11`
BLAKE2b-256 checksum How to use checksums	`24d2d00e807cd83dc548b1c236a9b55dc9725e0803bff55cefab44d246f5b701`
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/53ad164ce1b01b436f6da401af60d41d876f5b12

Workflow

Publishing configuration: github.com/pid7-org/ashwa/blob/53ad164ce1b01b436f6da401af60d41d876f5b12/.github/workflows/release.yaml
Publishing logs: github.com/pid7-org/ashwa/actions/runs/33374785560/attempts/1

Artifact

Subject: ashwa-0.2.6-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
SHA-256 checksum: d2c9cacc60a033dfaa22c235be3df26dab32a0011ab1ec6446956e0366b4fc11 Verifying attestations