simplejpeg

Yanked

This release has been yanked by its maintainers, and will be ignored by installers, except when explicitly specified.
Consider using release 1.9.0 instead.
Reason given by maintainers: Wheels contain unnecessary files

This project is in no way affiliated with the libjpeg-turbo project.

simplejpeg

simplejpeg is a simple package based on recent versions of libturbojpeg for fast JPEG encoding and decoding.

Why another library?

Pillow and OpenCV are excellent options for handling JPEG images and a variety of other formats.

If all you want is to read or write a couple of images and don’t worry about the details, this package is not for you.

Keep reading if you care about speed and want more control over how your JPEGs are handled.

These are the reasons why I started making this:

Pillow is very slow compared to OpenCV.
Pillow only accepts streams as input. Images in memory have to be wrapped in BytesIO or similar. This adds to the slowness.
OpenCV is gigantic, only accepts Numpy arrays as input, and returns images as BGR instead of RGB.
Recent versions of libturbojpeg offer impressive speed gains on modern processors. Linux distributions and libraries tend to ship very old versions.

This library is especially for you if you need:

Speed.
Read and write directly from/to memory.
Advanced features of the underlying library.

Installation

On Linux (x86/x64), Windows (x86/x64), or MacOS (10.9+, x64) you can simply pip install simplejpeg. Update pip if it wants to build from source anyway.
On other platforms you can try to install from source. Make sure your system is setup to build CPython extensions and install cmake >= 2.8.12. Then run pip install simplejpeg to install from source.
You can also run python setup.py bdist_wheel etc. as usual.

Usage

This library provides four functions:

decode_jpeg_header, decode_jpeg, encode_jpeg, is_jpeg.

Uncompressed image data is stored as numpy arrays. Decoding functions can accept any Python object that supports the buffer protocol, like array, bytes, bytearray, memoryview, etc.

decode_jpeg_header

decode_jpeg_header(
    data: Any,
    min_height: SupportsInt=0,
    min_width: SupportsInt=0,
    min_factor: SupportsFloat=1,
    strict: bool=True,
) -> (SupportsInt, SupportsInt, Text, Text)

Decode only the header of a JPEG image given as JPEG (JFIF) data from memory. Accepts any input that supports the buffer protocol. This is very fast on the order of 100000+ images per second. Returns height and width in pixels of the image when decoded, and colorspace and subsampling as string.

data: JPEG data in memory; must support buffer interface (e.g., bytes, memoryview)
min_height: minimum height in pixels of the decoded image; values <= 0 are ignored
min_width: minimum width in pixels of the decoded image; values <= 0 are ignored
min_factor: minimum downsampling factor when decoding to smaller size; factors smaller than 2 may take longer to decode
strict: if True, raise ValueError for recoverable errors; default True
returns: (height: int, width: int, colorspace: str, color subsampling: str)

decode_jpeg

def decode_jpeg(
    data: SupportsBuffer,
    colorspace: Text='RGB',
    fastdct: Any=False,
    fastupsample: Any=False,
    min_height: SupportsInt=0,
    min_width: SupportsInt=0,
    min_factor: SupportsFloat=1,
    buffer: SupportsBuffer=None,
    strict: bool=True,
) -> np.ndarray

Decode a JPEG image given as JPEG (JFIF) data from memory. Accepts any input that supports the buffer protocol. Returns the image as numpy array in the requested colorspace.

data: JPEG data in memory; must support buffer interface (e.g., bytes, memoryview)
colorspace: target colorspace, any of the following: ‘RGB’, ‘BGR’, ‘RGBX’, ‘BGRX’, ‘XBGR’, ‘XRGB’, ‘GRAY’, ‘RGBA’, ‘BGRA’, ‘ABGR’, ‘ARGB’; ‘CMYK’ may only be used for images already in CMYK space
fastdct: if True, use fastest DCT method; speeds up decoding by 4-5% for a minor loss in quality
fastupsample: if True, use fastest color upsampling method; speeds up decoding by 4-5% for a minor loss in quality
min_height: minimum height in pixels of the decoded image; values <= 0 are ignored
param min_width: minimum width in pixels of the decoded image; values <= 0 are ignored
param min_factor: minimum downsampling factor when decoding to smaller size; factors smaller than 2 may take longer to decode
buffer: use given object as output buffer; must support the buffer protocol and be writable, e.g., numpy ndarray or bytearray; use decode_jpeg_header to find out required minimum size
strict: if True, raise ValueError for recoverable errors; default True
returns: image as numpy.ndarray

encode_jpeg

def encode_jpeg(
        image: numpy.ndarray,
        quality: SupportsInt=85,
        colorspace: Text='RGB',
        colorsubsampling: Text='444',
        fastdct: Any=True,
) -> bytes

Encode an image given as numpy array to JPEG (JFIF) string. Returns JPEG (JFIF) data.

image: uncompressed image as uint8 array
quality: JPEG quantization factor; 0-100, higher equals better quality
colorspace: source colorspace; one of ‘RGB’, ‘BGR’, ‘RGBX’, ‘BGRX’, ‘XBGR’, ‘XRGB’, ‘GRAY’, ‘RGBA’, ‘BGRA’, ‘ABGR’, ‘ARGB’, ‘CMYK’
colorsubsampling: subsampling factor for color channels; one of ‘444’, ‘422’, ‘420’, ‘440’, ‘411’, ‘Gray’.
fastdct: If True, use fastest DCT method; usually no observable difference
returns: bytes object of encoded image as JPEG (JFIF) data

is_jpeg

def is_jpeg(data: SupportsBytes)

Check whether a bytes object (or similar) contains JPEG (JFIF) data.

data: JPEG (JFIF) data
returns: True if JPEG

Release files for simplejpeg 1.7.0

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

Source distribution (sdist)

Source distribution for simplejpeg 1.7.0
File	Size	Uploaded
simplejpeg-1.7.0.tar.gz	5.8 MB	Aug 6, 2023	Details

Built distributions (wheels)

Table of built distributions (wheels) for simplejpeg 1.7.0
File	Interpreter	ABI	Platform	Reset
simplejpeg-1.7.0-cp311-cp311-win_amd64.whl 468.4 kB Aug 6, 2023	CPython 3.11	CPython 3.11	Windows x86-64	Details
simplejpeg-1.7.0-cp311-cp311-win32.whl 438.0 kB Aug 6, 2023	CPython 3.11	CPython 3.11	Windows x86-32	Details
simplejpeg-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 585.1 kB Aug 6, 2023	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
simplejpeg-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 601.8 kB Aug 6, 2023	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
simplejpeg-1.7.0-cp311-cp311-macosx_11_0_arm64.whl 600.4 kB Aug 6, 2023	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
simplejpeg-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl 643.7 kB Aug 6, 2023	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
simplejpeg-1.7.0-cp310-cp310-win_amd64.whl 467.9 kB Aug 6, 2023	CPython 3.10	CPython 3.10	Windows x86-64	Details
simplejpeg-1.7.0-cp310-cp310-win32.whl 437.7 kB Aug 6, 2023	CPython 3.10	CPython 3.10	Windows x86-32	Details
simplejpeg-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 584.6 kB Aug 6, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
simplejpeg-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 600.9 kB Aug 6, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
simplejpeg-1.7.0-cp310-cp310-macosx_11_0_arm64.whl 599.9 kB Aug 6, 2023	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
simplejpeg-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl 643.1 kB Aug 6, 2023	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
simplejpeg-1.7.0-cp39-cp39-win_amd64.whl 467.4 kB Aug 6, 2023	CPython 3.9	CPython 3.9	Windows x86-64	Details
simplejpeg-1.7.0-cp39-cp39-win32.whl 437.1 kB Aug 6, 2023	CPython 3.9	CPython 3.9	Windows x86-32	Details
simplejpeg-1.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 584.2 kB Aug 6, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
simplejpeg-1.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 600.5 kB Aug 6, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
simplejpeg-1.7.0-cp39-cp39-macosx_11_0_arm64.whl 599.5 kB Aug 6, 2023	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
simplejpeg-1.7.0-cp39-cp39-macosx_10_9_x86_64.whl 643.0 kB Aug 6, 2023	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
simplejpeg-1.7.0-cp38-cp38-win_amd64.whl 468.3 kB Aug 6, 2023	CPython 3.8	CPython 3.8	Windows x86-64	Details
simplejpeg-1.7.0-cp38-cp38-win32.whl 438.1 kB Aug 6, 2023	CPython 3.8	CPython 3.8	Windows x86-32	Details
simplejpeg-1.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 586.1 kB Aug 6, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
simplejpeg-1.7.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 601.7 kB Aug 6, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details
simplejpeg-1.7.0-cp38-cp38-macosx_11_0_arm64.whl 599.8 kB Aug 6, 2023	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
simplejpeg-1.7.0-cp38-cp38-macosx_10_9_x86_64.whl 643.2 kB Aug 6, 2023	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details
simplejpeg-1.7.0-cp37-cp37m-win_amd64.whl 467.0 kB Aug 6, 2023	CPython 3.7	CPython 3.7 pymalloc	Windows x86-64	Details
simplejpeg-1.7.0-cp37-cp37m-win32.whl 436.7 kB Aug 6, 2023	CPython 3.7	CPython 3.7 pymalloc	Windows x86-32	Details
simplejpeg-1.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 584.8 kB Aug 6, 2023	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-64	Details
simplejpeg-1.7.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 601.3 kB Aug 6, 2023	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARM64	Details
simplejpeg-1.7.0-cp37-cp37m-macosx_10_9_x86_64.whl 642.4 kB Aug 6, 2023	CPython 3.7	CPython 3.7 pymalloc	macOS 10.9+ x86-64	Details

Total release size: 21.8 MB

Release files / simplejpeg-1.7.0.tar.gz

Download URL	simplejpeg-1.7.0.tar.gz
Size	5.8 MB
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Release files / simplejpeg-1.7.0-cp311-cp311-win_amd64.whl

Download URL	simplejpeg-1.7.0-cp311-cp311-win_amd64.whl
Size	468.4 kB
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Release files / simplejpeg-1.7.0-cp311-cp311-win32.whl

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Release files / simplejpeg-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	simplejpeg-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	585.1 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
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Release files / simplejpeg-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	simplejpeg-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	601.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
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Size	600.4 kB
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Release files / simplejpeg-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	simplejpeg-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl
Size	643.7 kB
Tags	CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`023fee54ba430549f7933401cbfe17301989a6e39b8a057405106d5f06c1b5ac`
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Release files / simplejpeg-1.7.0-cp310-cp310-win_amd64.whl

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Size	467.9 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`e7e572fb4ad9fb03fc231d18c3129479874b9118aee4eab4174f47d713788e0c`
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Release files / simplejpeg-1.7.0-cp310-cp310-win32.whl

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Size	437.7 kB
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Release files / simplejpeg-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	simplejpeg-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	584.6 kB
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SHA-256 checksum How to use checksums	`a8ac348cad571a07658b41bf01472b453e83dbb3f5f74d905aba6dfbaa719805`
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Release files / simplejpeg-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	simplejpeg-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	600.9 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
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Size	599.9 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
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Download URL	simplejpeg-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl
Size	643.1 kB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`e94a7d13de96f2a80db98e5f9fce579ad2d35a9d90cf5a4638dcd599fe795745`
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Release files / simplejpeg-1.7.0-cp39-cp39-win_amd64.whl

Download URL	simplejpeg-1.7.0-cp39-cp39-win_amd64.whl
Size	467.4 kB
Tags	CPython 3.9 Windows x86-64
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Release files / simplejpeg-1.7.0-cp39-cp39-win32.whl

Download URL	simplejpeg-1.7.0-cp39-cp39-win32.whl
Size	437.1 kB
Tags	CPython 3.9 Windows x86-32
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Release files / simplejpeg-1.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	simplejpeg-1.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	584.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`4678592f24a5d33b919640d76f870b37cbb93155de71f1731465917e1b44ca7b`
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Release files / simplejpeg-1.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	simplejpeg-1.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	600.5 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`43a0819a347a1ffac7c92575124f05396587a84b1be2aa1aef4d9bc9b405fbba`
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Release files / simplejpeg-1.7.0-cp39-cp39-macosx_11_0_arm64.whl

Download URL	simplejpeg-1.7.0-cp39-cp39-macosx_11_0_arm64.whl
Size	599.5 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`fd4787cccb0c588894bed663263b61c3a35a593f4a3dc9207e1e79d818d3297d`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	simplejpeg-1.7.0-cp39-cp39-macosx_10_9_x86_64.whl
Size	643.0 kB
Tags	CPython 3.9 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`eeb442fbc8cbf14735ed9bcde492a78c036c18b5e2d9e8f2cbcb13ce627c38ca`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp38-cp38-win_amd64.whl

Download URL	simplejpeg-1.7.0-cp38-cp38-win_amd64.whl
Size	468.3 kB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`57a168363130c57c52900c361cd081853be66556c9f818f35ebadea3869ad499`
BLAKE2b-256 checksum How to use checksums	`9a124bedb2bdf0f4a8cd6d5a1c4820bde3acf23337fdfae2989441e54683bd00`
Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp38-cp38-win32.whl

Download URL	simplejpeg-1.7.0-cp38-cp38-win32.whl
Size	438.1 kB
Tags	CPython 3.8 Windows x86-32
SHA-256 checksum How to use checksums	`87f7b3ba6b74c070a35c0178abbb8c905f89d8c27b5d2bb16966e4ff54e0a214`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	simplejpeg-1.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	586.1 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	simplejpeg-1.7.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	601.7 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`52c81e4a5da71dba2e7c1d849629d3e4ee5cac018a723893e39496f93b4c2905`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp38-cp38-macosx_11_0_arm64.whl

Download URL	simplejpeg-1.7.0-cp38-cp38-macosx_11_0_arm64.whl
Size	599.8 kB
Tags	CPython 3.8 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`2556a7ff8268e89c9e774dea579a4efdacee7c171779c4544d9883f93dfc8e09`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	simplejpeg-1.7.0-cp38-cp38-macosx_10_9_x86_64.whl
Size	643.2 kB
Tags	CPython 3.8 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`8f987fdf16edbc291bafdafa309e4ff7448a94823141b30c793834c8398ad145`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp37-cp37m-win_amd64.whl

Download URL	simplejpeg-1.7.0-cp37-cp37m-win_amd64.whl
Size	467.0 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Windows x86-64
SHA-256 checksum How to use checksums	`fdd3f86a7245397b7ec718a7f5ce9371e98da4c34b179e38a58c98e7a9fc346a`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp37-cp37m-win32.whl

Download URL	simplejpeg-1.7.0-cp37-cp37m-win32.whl
Size	436.7 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Windows x86-32
SHA-256 checksum How to use checksums	`8db377d63799f47b0c014772388f17a03c2db2535d7a70bb67f9e957757822fc`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	simplejpeg-1.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	584.8 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`72dd0031a518a0168dd9a27a1e09b39a388bc521d916afa5981b4ab354782049`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	simplejpeg-1.7.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	601.3 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`a28298da3497c51cf13750e41ea900d23806e14bc6b8064a6cb93beb81284bbf`
BLAKE2b-256 checksum How to use checksums	`da5be8a17f8c26ca7e3d41438c24d3e0b198259d38c92883330bf49548d99216`
Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`

Release files / simplejpeg-1.7.0-cp37-cp37m-macosx_10_9_x86_64.whl

Download URL	simplejpeg-1.7.0-cp37-cp37m-macosx_10_9_x86_64.whl
Size	642.4 kB
Tags	CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`bbe453c28f39a0892e491672c892744c74e8ec1cff323489aea8e7d476b91fdb`
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Upload date	Aug 6, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.17`