hashcodecs

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hashcodecs provides runtime-dispatched SIMD Base64 codecs and fast, reference-compatible MurmurHash3 and XXH3 functions for Rust and Python.

Design

  • Runtime-dispatched SIMD Base64 with portable scalar fallbacks.
  • Reference-compatible MurmurHash3 with SIMD acceleration.
  • Bit-for-bit compatible XXH3-64 and XXH3-128 with runtime SIMD dispatch and native batch APIs.
  • Rust and Python *_into APIs for caller-managed output buffers.
  • A familiar Python Base64 API, including native batch encode and decode operations.
  • Unsafe paths verified with Kani, strict-provenance Miri, ASan/MSan, and differential fuzzing.

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);
assert_eq!(hashcodecs::xxh3_64(b"", 0), 0x2d06_8005_38d3_94c2);

Python

import hashcodecs.base64 as base64
from hashcodecs import murmur3_32, murmur3_x64_128, xxh3_64, xxh3_128_batch

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
assert xxh3_64(b'') == 0x2D06800538D394C2
assert xxh3_128_batch([b'hello', b'world']) == [
    0xB5E9C1AD071B3E7FC779CFAA5E523818,
    0xFA0D38A9B38280D0891E4985BDB2583E,
]

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
cargo bench --bench xxhash
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
uv run --no-project --with . python benchmarks/python_xxhash.py

For regression checks that do not need fresh competitor measurements, pass --hashcodecs-only to any Python benchmark command.

For the same-ISA Windows comparison reported below, rebuild the C baseline with $env:CFLAGS='/O2 /arch:AVX2'; cargo clean -p xxhash-c-sys; cargo bench --bench xxhash.

Base64: Rust

Rust Base64 throughput

MurmurHash3: Rust

Rust MurmurHash3 throughput

XXH3: Rust

upstream C is xxHash 0.8.3 built through xxhash-c-sys with AVX2 enabled, matching the backend selected by hashcodecs on the benchmark host. Batch results hash 32 equal-size inputs and include result-vector allocation.

Rust XXH3 throughput

Base64: Python

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

Python Base64 throughput

MurmurHash3: Python

Python MurmurHash3 throughput

XXH3: Python

The batch comparison uses one native hashcodecs call versus a loop over the upstream xxhash extension.

Python XXH3 throughput

Reusable-buffer and mutable-input charts are available in BENCHMARK.md. Exact chart values are available as CSV.

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.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (1.4.1)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for kozistr from gravatar.com kozistr

License expression

MIT OR Apache-2.0
View SPDX License List

Requires

Python >=3.10

Classifiers

Report project as malware

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1.4.1

25 files

1.4.0

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1.3.0

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1.2.1

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1.2.0

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1.1.0

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1.0.0

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0.6.1

19 files

This release

0.6.0 This release

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0.5.0

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0.3.0

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0.2.0

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0.1.0

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