PyPI Crates.io Tests License

Ashwa 🐎

Hardware accelerated routines for single substring search

[!NOTE] The best available SIMD instruction set is detected at runtime

Supported Platforms

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

Install

pip install ashwa

Example

import ashwa

haystack = b"The quick brown fox jumps over the lazy dog"

match ashwa.search_one(haystack, ord("f")):
    case int(index):
        print(f"Found 'f' at byte index: {index}")
    case None:
        print("Not found")

assert ashwa.search_one(haystack, ord("z")) == 0x25
assert ashwa.search_one(haystack, ord("!")) is None

API

ashwa.search_one(haystack, needle) -> int | None

Search for the first occurrence of needle (an int 0–255) in haystack (bytes, bytearray, or memoryview).

Returns the 0-based byte index of the first match, or None if not found.

Benchmarks

search_one

For x86_64 machine targeting AVX-512BW SIMD ISA,

Level Payload Latency Throughput
L1 Cache 32 KiB 682.87 ns 44.69 GiB/s
L2 Cache 512 KiB 10.08 µs 48.45 GiB/s
L3 Cache 16 MiB 524.71 µs 29.78 GiB/s
RAM 256 MiB 22.40 ms 11.16 GiB/s

Benchmarked using Intel(R) Xeon(R) Platinum 8375C CPU @ 2.90GHz (8C/16T) · L1d: 384 KiB, L1i: 256 KiB, L2: 10 MiB, L3: 54 MiB · STREAM Triad: 21.07 GB/s · Python 3.12.3

For aarch64 machine targeting NEON SIMD ISA,

Level Payload Latency Throughput
L1 Cache 32 KiB 779.68 ns 39.14 GiB/s
L2 Cache 512 KiB 10.93 µs 44.68 GiB/s
L3 Cache 16 MiB 364.89 µs 42.82 GiB/s
RAM 256 MiB 9.50 ms 26.33 GiB/s

Benchmarked using ARM Neoverse-V1 (16C/16T) · L1d: 1 MiB, L1i: 1 MiB, L2: 16 MiB, L3: 32 MiB · STREAM Triad: 77.35 GB/s · Python 3.12.3

Project links

Data verified by PyPI on Aug 23, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
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  • Released:
Latest release

1 maintainer

PyPI data
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Avatar for pid7 from gravatar.com pid7

GitHub Statistics

Data verified by PyPI on Aug 23, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Apache Software License, MIT License (MIT OR Apache-2.0)

Requires

Python >=3.8

Tags

ashwa memmem substring find search simd

Classifiers

Report project as malware

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