hashcodecs

hashcodecs provides runtime-dispatched SIMD Base64 codecs and fast, reference-compatible MurmurHash3 functions for Rust and Python.

Design

• Runtime-dispatched SIMD Base64 with portable scalar fallbacks.
• Reference-compatible MurmurHash3 with SIMD acceleration.
• Rust and Python *_into APIs for caller-managed output buffers.
• A familiar Python Base64 API, including native batch encode and decode operations.

Install

pip3 install hashcodecs

Usage

Rust

let encoded = hashcodecs::b64encode(b"hello");
assert_eq!(encoded, "aGVsbG8=");

let mut output = [0_u8; 8];
let written = hashcodecs::b64encode_into(b"hello", &mut output).unwrap();
assert_eq!(&output[..written], b"aGVsbG8=");
assert_eq!(hashcodecs::murmur3_x86_32(b"hello", 0), 0x248b_fa47);

Python

import hashcodecs.base64 as base64
from hashcodecs import murmur3_32, murmur3_x64_128

assert base64.b64encode(b'hello') == b'aGVsbG8='
assert base64.b64decode(b'aGVsbG8=') == b'hello'
assert base64.b64encode_batch([b'hello', b'world']) == [b'aGVsbG8=', b'd29ybGQ=']
assert base64.b64decode_batch([b'aGVsbG8=', 'd29ybGQ=']) == [b'hello', b'world']
assert base64.b64encode(b'hello', padded=False) == b'aGVsbG8'
assert base64.b64decode(b'aGVsbG8', padded=False, canonical=True) == b'hello'
assert murmur3_32(b'hello') == 0x248BFA47

payload = b'hello'
encoded = bytearray(4 * ((len(payload) + 2) // 3))
encoded_len = base64.b64encode_into(payload, encoded)
decoded = bytearray(len(encoded))
decoded_len = base64.b64decode_into(encoded, decoded, validate=True)
assert encoded[:encoded_len] == b'aGVsbG8='
assert decoded[:decoded_len] == payload

hasher = murmur3_x64_128(seed=42)
hasher.update(b'hello')
assert hasher.hexdigest() == hasher.digest().hex()

Build an installable wheel and source distribution with:

uv build

Benchmark

Environment: Windows 10 x64 and Intel Core Ultra 7 265K.

Conditions: clean builds, one pinned logical CPU, single-threaded execution, 50 Rust samples, and 15 Python samples. Returned-output allocation is included except in the reusable-buffer table. Higher is better.

Run Locally

Comparison crates are development-only dependencies and are not included in consumer builds.

cargo bench --bench base64
cargo bench --bench murmur3
uv sync --group benchmark --no-install-project
uv run --no-project --with . python benchmarks/python_base64.py
uv run --no-project --with . python benchmarks/python_base64.py --into
uv run --no-project --with . python benchmarks/python_base64.py --bytearray-input
uv run --no-project --with . python benchmarks/python_base64.py --memoryview-input
uv run --no-project --with . python benchmarks/python_base64_batch.py
uv run --no-project --with . python benchmarks/python_base64_batch.py --large
uv run --no-project --with . python benchmarks/python_murmur3.py
uv run --no-project --with . python benchmarks/python_murmur3.py --incremental

Base64: Rust

MurmurHash3: Rust

Base64: Python

Python decoding uses validate=True, and hashcodecs passes bytes directly into Rust without an input copy.

MurmurHash3: Python

Reusable-buffer and mutable-input results are available in BENCHMARK.md.

SIMD References

The SIMD implementation follows the approach described in Faster Base64 Encoding and Decoding using AVX2 Instructions, with AVX-512 VBMI and AArch64 NEON backends selected automatically when available.