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fast-thumbhash-rs

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A fast Python package for ThumbHash image encoding/decoding using Rust bindings (PyO3, maturin) to the fast-thumbhash crate.

Usage Example

image_to_thumb_hash needs the [pillow] extra (see Installation).

from PIL import Image
from thumbhash import image_to_thumb_hash, thumb_hash_to_rgba

thash = image_to_thumb_hash("example.jpg")
width, height, rgba = thumb_hash_to_rgba(thash)
restored = Image.frombytes("RGBA", (width, height), rgba)
restored.save("restored.png")

Installation

pip install fast-thumbhash-rs

With Pillow support (for image_to_thumb_hash):

pip install "fast-thumbhash-rs[pillow]"

API

Each function has a docstring (help(thumbhash.rgba_to_thumb_hash)), also available as editor hints through the bundled type stubs.

  • rgba_to_thumb_hash(width, height, rgba): encode raw RGBA pixels (at most 100x100) to a ThumbHash (bytes).
  • thumb_hash_to_rgba(hash): decode a ThumbHash to (width, height, rgba).
  • thumb_hash_to_average_rgba(hash): the average color as (r, g, b, a), each from 0 to 1.
  • thumb_hash_to_approximate_aspect_ratio(hash): the approximate width / height of the original image.
  • image_to_thumb_hash(fp): open an image file with Pillow and encode it (requires the [pillow] extra).

Benchmark

Compared with the pure-Python packages thumbhash (encoding only) and thumbhash-python. Run it yourself with just bench (see benchmarks/). Output on an AMD Ryzen 7 5700X, Python 3.14, release build:

rgba_to_thumb_hash, 100x100 RGBA image -> ThumbHash

implementation                    median ms    min ms    runs   speedup
fast-thumbhash-rs (this package)      0.030     0.029   33215
thumbhash                            29.485    28.854      34    998.6x
thumbhash-python                     29.776    29.288      33   1008.5x
all implementations produced the same output

thumb_hash_to_rgba, ThumbHash -> 32x32 RGBA image

implementation                    median ms    min ms    runs   speedup
fast-thumbhash-rs (this package)      0.006     0.006  146563
thumbhash-python                      5.770     5.740     172    901.4x
all implementations produced the same output (within +-1 per channel)

speedup = how much faster fast-thumbhash-rs is than that implementation (median)

Other Python packages

Pure-Python implementations of ThumbHash:

License

MIT

Metadata

Release files for fast-thumbhash-rs 0.1.0

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

Source distribution (sdist)

Source distribution for fast-thumbhash-rs 0.1.0
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fast_thumbhash_rs-0.1.0.tar.gz 13.9 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for fast-thumbhash-rs 0.1.0
File
fast_thumbhash_rs-0.1.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
fast_thumbhash_rs-0.1.0-cp314-cp314-win32.whl CPython 3.14 CPython 3.14 Windows x86-32 Details
fast_thumbhash_rs-0.1.0-cp314-cp314-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64 Details
fast_thumbhash_rs-0.1.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
fast_thumbhash_rs-0.1.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
fast_thumbhash_rs-0.1.0-cp313-cp313-win32.whl CPython 3.13 CPython 3.13 Windows x86-32 Details
fast_thumbhash_rs-0.1.0-cp313-cp313-manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details
fast_thumbhash_rs-0.1.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
fast_thumbhash_rs-0.1.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
fast_thumbhash_rs-0.1.0-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details
fast_thumbhash_rs-0.1.0-cp312-cp312-manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details
fast_thumbhash_rs-0.1.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
fast_thumbhash_rs-0.1.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
fast_thumbhash_rs-0.1.0-cp311-cp311-win32.whl CPython 3.11 CPython 3.11 Windows x86-32 Details
fast_thumbhash_rs-0.1.0-cp311-cp311-manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
fast_thumbhash_rs-0.1.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
fast_thumbhash_rs-0.1.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
fast_thumbhash_rs-0.1.0-cp310-cp310-win32.whl CPython 3.10 CPython 3.10 Windows x86-32 Details
fast_thumbhash_rs-0.1.0-cp310-cp310-manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64 Details
fast_thumbhash_rs-0.1.0-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
fast_thumbhash_rs-0.1.0-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
fast_thumbhash_rs-0.1.0-cp39-cp39-win32.whl CPython 3.9 CPython 3.9 Windows x86-32 Details
fast_thumbhash_rs-0.1.0-cp39-cp39-manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ x86-64 Details
fast_thumbhash_rs-0.1.0-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details

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