Skip to main content

Image transformation, compression, and decompression codecs

Project description

Imagecodecs is a Python library that provides block-oriented, in-memory buffer transformation, compression, and decompression functions for use in the tifffile, czifile, zarr, and other scientific image input/output modules.

Decode and/or encode functions are implemented for Zlib (DEFLATE), GZIP, ZStandard (ZSTD), Blosc, Brotli, Snappy, LZMA, BZ2, LZ4, LZ4F, LZ4HC, LZW, LZF, PGLZ (PostgreSQL LZ), RCOMP (Rice), ZFP, AEC, LERC, NPY, PNG, GIF, TIFF, WebP, JPEG 8-bit, JPEG 12-bit, Lossless JPEG (LJPEG, SOF3), MOZJPEG, JPEG 2000, JPEG LS, JPEG XR (WDP, HD Photo), JPEG XL, AVIF, PackBits, Packed Integers, Delta, XOR Delta, Floating Point Predictor, Bitorder reversal, Bitshuffle, CMS (color space transformations), and Float24 (24-bit floating point).

Author:

Christoph Gohlke

Organization:

Laboratory for Fluorescence Dynamics. University of California, Irvine

License:

BSD 3-Clause

Version:

2021.11.20

Status:

Alpha

Requirements

This release has been tested with the following requirements and dependencies (other versions may work):

Required Python packages for testing (other versions may work):

Notes

This library is largely work in progress.

The API is not stable yet and might change between revisions.

Works on little-endian platforms only.

Python 32-bit versions are deprecated. Python <= 3.6 are no longer supported.

MacOS wheels may not be available for latest releases. Consider using previous, conda-forge or macports releases.

Some codecs are currently decode-only: tiff, lzw, packints, and jpegsof3.

The latest Microsoft Visual C++ Redistributable for Visual Studio 2015-2022 is required on Windows.

Refer to the imagecodecs/licenses folder for 3rd-party library licenses.

This software is based in part on the work of the Independent JPEG Group.

This software includes a modified version of dcm2niix’s jpg_0XC3.cpp.

This software includes a modified version of PostgreSQL’s pg_lzcompress.c.

This software includes a modified version of liblj92.

Build instructions and wheels for manylinux and macOS courtesy of Grzegorz Bokota.

Update pip and setuptools to the latest version before installing imagecodecs:

python -m pip install --upgrade pip setuptools

Install imagecodecs using precompiled wheels:

python -m pip install --upgrade imagecodecs

Install the requirements for building imagecodecs from source code on latest Ubuntu Linux distributions:

sudo apt-get install build-essential python3-dev cython3 python3-setuptools python3-pip python3-wheel python3-numpy python3-zarr python3-pytest python3-blosc python3-brotli python3-snappy python3-lz4 libz-dev libblosc-dev liblzma-dev liblz4-dev libzstd-dev libpng-dev libwebp-dev libbz2-dev libopenjp2-7-dev libjpeg-dev libjxr-dev liblcms2-dev libcharls-dev libaec-dev libbrotli-dev libsnappy-dev libzopfli-dev libgif-dev libtiff-dev libdeflate-dev libavif-dev libcfitsio-dev

Use the --lite build option to only build extensions without 3rd-party dependencies. Use the --skip-extension build options to skip building specific extensions, e.g.:

python -m pip install imagecodecs --global-option="build_ext" --global-option="--skip-bitshuffle"

The jpeg12, jpegls, jpegxl, zfp, avif, lz4f, lerc, mozjpeg, and zlibng extensions are disabled by default when building from source.

To modify other build settings such as library names and compiler arguments, provide a imagecodecs_distributor_setup.customize_build function, which is imported and executed during setup. See setup.py for examples.

Other Python packages and C libraries providing imaging or compression codecs:

Revisions

2021.11.20

Pass 5949 tests. Fix testing on pypy and Python 3.10.

2021.11.11

Require libjxl 0.6.x. Add CMS codec via Little CMS library for color space transformations (WIP). Add MOZJPEG codec via mozjpeg library (Windows only). Add SPNG codec via libspng library. Rename avif_encode maxthreads parameter to numthreads (breaking). Accept n-dimensional output in non-image numcodecs decoders. Support masks in LERC codec. Support multi-threading and planar format in JPEG2K codec. Support multi-resolution, MCT, bitspersample, and 32-bit in jpeg2k encoder. Change jpeg2k_encode level parameter to fixed quality psnr (breaking). Change jpegxl_encode effort parameter default to minimum 3. Change JPEG encoders to use YCbCr for RGB images by default. Replace lerc_encode planarconfig with planar parameter (breaking). Add option to specify omp numthreads and chunksize in ZFP codec. Set default numthreads to 0. Fix Blosc default typesize. Fix segfault in jpegxl_encode. Replace many constants with enums (breaking).

2021.8.26

Add BLOSC2 codec via c-blosc2 library. Require LERC 3 and libjxl 0.5. Do not exceed literal-only size in PackBits encoder. Raise ImcdError if output is insufficient in PackBits codecs (breaking). Raise ImcdError if input is corrupt in PackBits decoder (breaking). Fix delta codec for non-native byteorder.

2021.7.30

Support more dtypes and axes argument in PackBits encoder. Fix worst case output size in PackBits encoder. Fix decoding AVIF created with older libavif. Fix decoding GIF with disposal to previous for first frame. Add lossless option in jpeg_encode.

2021.6.8

Fix building with Cython 0.3a7. Decode TIFF with JPEG compression, YCBCR or CMYK colorspace as RGB24. Vendor cfitsio/ricecomp.c for shared library builds on Windows (#18).

2021.5.20

Add ZLIBNG codec via zlib-ng library. Add RCOMP (Rice) codec via cfitsio library. Fix decoding of 16-bit JPEG with jpeg_decode. Relax user provided output array shape requirement.

2021.4.28

Change WebP default compression level to lossless. Rename jpegxl codec to brunsli (breaking). Add new JPEG XL codec via jpeg-xl library. Add PGLZ codec via PostgreSQL’s pg_lzcompress.c. Update to libtiff 4.3 and libjpeg-turbo 2.1. Enable JPEG 12-bit codec in manylinux wheels. Drop manylinux2010 wheels.

2021.3.31

Add numcodecs compatible codecs for use by Zarr (experimental). Support separate JPEG header in jpeg_decode. Do not decode JPEG LS and XL in jpeg_decode (breaking). Fix ZFP with partial header. Fix JPEG LS tests (#15). Fix LZ4F contentchecksum. Remove blosc Snappy tests. Fix docstrings.

2021.2.26

Support X2 and X4 floating point predictors (found in DNG).

2021.1.28

Add option to return JPEG XR fixed point pixel types as integers. Add LJPEG codec via liblj92 (alternative to JPEGSOF3 codec). Change zopfli header location.

2021.1.11

Fix build issues (#7, #8). Return bytearray instead of bytes on PyPy. Raise TypeError if output provided is bytes (breaking).

2021.1.8

Add float24 codec. Update copyrights.

2020.12.24

Update dependencies and build scripts.

2020.12.22

Add AVIF codec via libavif. Add DEFLATE/Zlib and GZIP codecs via libdeflate. Add LZ4F codec. Add high compression mode option to lz4_encode. Convert JPEG XR 16 and 32-bit fixed point pixel types to float32. Fix JPEG 2000 lossy encoding. Fix GIF disposal handling. Remove support for Python 3.6 (NEP 29).

2020.5.30

Add LERC codec via ESRI’s lerc library. Enable building JPEG extensions with libjpeg >= 8. Enable distributors to modify build settings.

2020.2.18

Fix segfault when decoding corrupted LZW segments. Work around Cython raises AttributeError when using incompatible numpy. Raise ValueError if in-place decoding is not possible (except floatpred).

2020.1.31

Add GIF codec via giflib. Add TIFF decoder via libtiff. Add codec_check functions. Fix formatting libjpeg error messages. Use xfail in tests. Load extensions on demand on Python >= 3.7. Add build options to skip building specific extensions. Split imagecodecs extension into individual extensions. Move shared code into shared extension. Rename imagecodecs_lite extension and imagecodecs C library to ‘imcd’. Remove support for Python 2.7 and 3.5.

2019.12.31

Fix decoding of indexed PNG with transparency. Last version to support Python 2.7 and 3.5.

2019.12.16

Add Zopfli codec. Add Snappy codec. Rename j2k codec to jpeg2k. Rename jxr codec to jpegxr. Use Debian’s jxrlib. Support pathlib and binary streams in imread and imwrite. Move external C declarations to pxd files. Move shared code to pxi file. Update copyright notices.

2019.12.10

Add version functions. Add Brotli codec. Add optional JPEG XL codec via Brunsli repacker.

2019.12.3

Sync with imagecodecs-lite.

2019.11.28

Add AEC codec via libaec. Do not require scikit-image for testing. Require CharLS 2.1.

2019.11.18

Add bitshuffle codec. Fix formatting of unknown error numbers. Fix test failures with official python-lzf.

2019.11.5

Rebuild with updated dependencies.

2019.5.22

Add optional YCbCr chroma subsampling to JPEG encoder. Add default reversible mode to ZFP encoder. Add imread and imwrite helper functions.

2019.4.20

Fix setup requirements.

2019.2.22

Move codecs without 3rd-party C library dependencies to imagecodecs_lite.

2019.2.20

Rebuild with updated dependencies.

2019.1.20

Add more pixel formats to JPEG XR codec. Add JPEG XR encoder.

2019.1.14

Add optional ZFP codec via zfp library. Add numpy NPY and NPZ codecs. Fix some static codechecker errors.

2019.1.1

Refer to the CHANGES file for older revisions.

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

imagecodecs-2021.11.20.tar.gz (11.2 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

imagecodecs-2021.11.20-cp310-cp310-win_amd64.whl (14.2 MB view details)

Uploaded CPython 3.10Windows x86-64

imagecodecs-2021.11.20-cp310-cp310-win32.whl (12.2 MB view details)

Uploaded CPython 3.10Windows x86

imagecodecs-2021.11.20-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (32.5 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

imagecodecs-2021.11.20-cp310-cp310-macosx_10_9_x86_64.whl (12.0 MB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

imagecodecs-2021.11.20-cp39-cp39-win_amd64.whl (14.2 MB view details)

Uploaded CPython 3.9Windows x86-64

imagecodecs-2021.11.20-cp39-cp39-win32.whl (12.2 MB view details)

Uploaded CPython 3.9Windows x86

imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (32.5 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl (29.6 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ i686

imagecodecs-2021.11.20-cp39-cp39-macosx_10_9_x86_64.whl (12.0 MB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

imagecodecs-2021.11.20-cp38-cp38-win_amd64.whl (14.2 MB view details)

Uploaded CPython 3.8Windows x86-64

imagecodecs-2021.11.20-cp38-cp38-win32.whl (12.2 MB view details)

Uploaded CPython 3.8Windows x86

imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (32.6 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl (29.7 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ i686

imagecodecs-2021.11.20-cp38-cp38-macosx_10_9_x86_64.whl (11.9 MB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

imagecodecs-2021.11.20-cp37-cp37m-win_amd64.whl (14.1 MB view details)

Uploaded CPython 3.7mWindows x86-64

imagecodecs-2021.11.20-cp37-cp37m-win32.whl (12.2 MB view details)

Uploaded CPython 3.7mWindows x86

imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (31.0 MB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ x86-64

imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl (28.2 MB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ i686

imagecodecs-2021.11.20-cp37-cp37m-macosx_10_9_x86_64.whl (11.9 MB view details)

Uploaded CPython 3.7mmacOS 10.9+ x86-64

File details

Details for the file imagecodecs-2021.11.20.tar.gz.

File metadata

  • Download URL: imagecodecs-2021.11.20.tar.gz
  • Upload date:
  • Size: 11.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20.tar.gz
Algorithm Hash digest
SHA256 04b378ddaafa3178d079b1a84f3d8fdce0980f85a17b89cb6c68bf3de687293c
MD5 fdd66f386f4f4f149780224f690181c4
BLAKE2b-256 517209eb4cdf8f2a8887cf87cedefdd6be063c85005918ec107a9d8dce432375

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 14.2 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 d7b224a65c7cff7bed2b080630594ce19785579af11cd817fbe23cbb931d3e7c
MD5 6b4e4384e14bed54cb0233dc29ba027c
BLAKE2b-256 88ddfdffd8125739caf6ad146efda5beb841a02b3e38088b48fe12aa89985ad4

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp310-cp310-win32.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp310-cp310-win32.whl
  • Upload date:
  • Size: 12.2 MB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 079fe05120a8d2209595c405369f712904b3885fd03c882905204b008424fd9f
MD5 845d888a9911f67f7a0fb287192645f2
BLAKE2b-256 77c82a37d112e3f162296987f472ea2233224cd5c1768fd233ebc7dc209ff22a

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d18a6a92eadbe195dced25a9736e7897dd958929c167634dd62a64994be4f158
MD5 9c004f6da19802f99d86c62c3171c6bc
BLAKE2b-256 283707bdd122319f0f4b486fb810770554af94d5959daa8101b9650fd5759de6

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp310-cp310-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 12.0 MB
  • Tags: CPython 3.10, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 69c154ca16b92d5db99093648d6a4be83616a475a10ceb5ba465b72fb9b17aae
MD5 d4da46c787b477fbbfa7bec4b8ece88d
BLAKE2b-256 ee8232e53460281b77420749e1c1d494bc2406c380705c45468ed2124cf17c01

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 14.2 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 539bf438d5b5e6f2d68829057304be729948b8e154e2d1e0195bb58bc361ed52
MD5 a5e8ee0d4082b66855b7872a00049b56
BLAKE2b-256 6ebef9dd375ce05b14db56964ec7096dab3b202b9844bbd7c0d8aa3e0416ffc4

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp39-cp39-win32.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp39-cp39-win32.whl
  • Upload date:
  • Size: 12.2 MB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 8993b7134f9fa5f63343cabaea20a5273a09359646693929ac8382c071d31a54
MD5 f6040c07f9e45e682360dbefed787cfe
BLAKE2b-256 778b8b2f5160ea050c25cdf7d7bae3fcc4d6eb13d20ae75cc4579f4da5917b1f

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 4d020a02db7c419e41fd1eb8b7ee1e9622e384a21c72476936348fae4d4fadc8
MD5 ce203897929e45615fe4aeaddd4c1aa9
BLAKE2b-256 7e2e0f22fd0f993bed6a987f3d381c788698f7c9032521dbcc1db47f7ee61dd7

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 14efa2310a1257c902a0b860b66369c569b36a6296d215b02e303c9df4ae74bc
MD5 4cc7e18f8c880712a445c5a1f9ba0af9
BLAKE2b-256 cb564a734fc8a446d85e0769348a9685a4e7cd049e06d4eceb2f99c836700f9d

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp39-cp39-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 12.0 MB
  • Tags: CPython 3.9, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 3e305f655bb887b2739d4a36a19741da565bd2f539f3d13c1e7b3e65ecfc2e7a
MD5 550121dc0de0e3df1a7f2fb5c39f6418
BLAKE2b-256 3109f923bec0e3a2516fdb36e5a99a85e2d59deb521849bf092e5dc37d6455e4

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 14.2 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 ed5d68e08b013046d10319d80699f95a4f5933d15a6d09e0fab01428aaeadc58
MD5 7277b784a6784957af202bc86b9e8159
BLAKE2b-256 04ceb21dd602f73cc4e97a3bcedc9bad822ffcf18c3713e2bbfb22ba71753099

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp38-cp38-win32.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp38-cp38-win32.whl
  • Upload date:
  • Size: 12.2 MB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 b80630f5c8d5131b1e5399816e8f93990e6e165fc332f0bf294a9c22650bdc5c
MD5 254a257f828dae123c9b97c0b28b5437
BLAKE2b-256 4a981dbc2d9980d0f61486fc8890590e17f32e45397fb7843ee7d39470e1c0fa

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b5bc913197cd587303b178cdd95477bf5f12d68526f94d4a83f5140a6efd86a0
MD5 f5207deb3c609bf92dbe38328eeb99de
BLAKE2b-256 677b848ff4b5627a1effba765f44395b918094ee966ffde727bf30c4298d7e55

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 115d28d3827513333af6edb7eb0e5c51f9f18296572ba05aa23ad99cfbea9e9e
MD5 cc7a96ad4b30e588eeca9c08565073f0
BLAKE2b-256 be7b8a5dfa9549fad6f5303d82d9df5a8e506419c848c34d4e4d286b3a9dba4f

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 11.9 MB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 7fcdb139fdec2941c536680adc9a923f635da7bd2c026bc0fef5627dcda6bcf9
MD5 83422fcb4c4e2c478b4f0232e58a5763
BLAKE2b-256 12f01831252a15b22439905277f56c96a795e0cea34e8e398be016968b2aa4b7

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 14.1 MB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 fe0405eb85e3f9c6ec6f18ebd12a0e151c6bb687dd1dbfbd3b64fc09750cbcee
MD5 7b8b81cc5319e8fd1b77b48a14b77d77
BLAKE2b-256 b6c335c7106c13665ad5e788f053cb836e1f8d5240b8cc53aa76fac186ee0c21

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp37-cp37m-win32.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 12.2 MB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 97802935e93e0d57cb404cb0371fcff31467ab31dc2ae165d50c584c17c87cb0
MD5 1491a030c02212899f00793db9e68901
BLAKE2b-256 2fa5032e2605534d3f17c7068918fe05c51d178ef9cbf5cedb90cc759adcb75f

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 044a498ae8b854d59090c4dbd7ff2dbf8c1fbda16d504861a0eddc33b2d58a4a
MD5 b679a1e7832bf3466bfb628a542a11aa
BLAKE2b-256 98d8ddeda8911128955d911698e9df6127ddf62937be62d1fad2102a2521d677

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for imagecodecs-2021.11.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 b9b00fa5f834627a1d15bb48be86fe0925f35b0a6863c5af6347a1af0c9c0596
MD5 980646eede15dcb977aee71947ab9958
BLAKE2b-256 d117885a58f0e471eebba20693cccef0080a76a984ab358e062b6f18323ea231

See more details on using hashes here.

File details

Details for the file imagecodecs-2021.11.20-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: imagecodecs-2021.11.20-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 11.9 MB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.9.9

File hashes

Hashes for imagecodecs-2021.11.20-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 740131d71b4b9dfc9190768870d9cea31091ca196034811b7f871decffb745aa
MD5 49d909c9949dcc2b6ac35216589d6eb3
BLAKE2b-256 aadd1c050a03ace3a14923fe14a9dbb40221570be7758abfd94c4aa653e6d279

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page