Skip to main content

ImageD11 is a python code for identifying individual grains in spotty area detector X-ray diffraction images.

Version 2.1.3, Jon Wright and co-authors, wright@esrf.fr

This is the source code for ImageD11. Probably you wanted a compiled version.

If your pip is up-to-date, you can try to install it like this:

 python -m pip install --upgrade pip setuptools
 python -m pip install ImageD11

If you want to use an existing numpy installation add a --no-build-isolation flag.

To get all the possible dependencies too, you can try: python -m pip install ImageD11[full]

Some (dated) documentation is here: https://imaged11.readthedocs.io/

To use from git, try this:

  • Download and install python 3.8+, perhaps from www.python.org but probably from conda.
  • Preload binary packages from conda (or your system package manager): numpy, scipy, matplotlib, h5py, pillow, pycifrw, xfab, pyqt, pillow, silx[full] etc
  • pip install git+https://github.com/FABLE-3DXRD/ImageD11.git

If you want to work with the sources then you can try like this:

$ python -m pip install --upgrade pip
$ git clone https://github.com/FABLE-3DXRD/ImageD11.git && cd ImageD11
$ python -m pip install --editable .

If you want multiple binaries in your home (on recent pythons) you can do and get the compiled code for each platform in .so files that are labelled by platform. This is potentially useful for a heterogeneous cluster (like at ESRF):

  # on ppc64le:
  python3 -m pip install dist/ImageD11-1.9.8-cp38-cp38-linux_ppc64le.whl --user --ignore-installed
  # on x86_64:
  python3 -m pip install dist/ImageD11-1.9.8-cp38-cp38-linux_x86_64.whl --user --ignore-installed
  # etc
  # ~/.local/lib/python3.8/site-packages/ImageD11 % ls *.so
  _cImageD11.cpython-38-powerpc64le-linux-gnu.so  _cImageD11.cpython-38-x86_64-linux-gnu.so

After it is installed, you should find a script ImageD11_gui.py, somewhere in your path.

Until 2017 this code was mostly developed on sourceforge at http://sourceforge.net/projects/fable/

It is now developed at http://github.com/FABLE-3DXRD/ImageD11

Bug reports are always welcome!

Good luck!

CI Status

Flake, Build and PyTest

Metadata

Release files for ImageD11 2.1.3

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

Source distribution (sdist)

Source distribution for ImageD11 2.1.3
File Size Uploaded
imaged11-2.1.3.tar.gz 7.4 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for ImageD11 2.1.3
File
imaged11-2.1.3-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
imaged11-2.1.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
imaged11-2.1.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
imaged11-2.1.3-cp313-cp313-macosx_10_13_universal2.whl CPython 3.13 CPython 3.13 macOS 10.13+ universal2 (ARM64, x86-64) Details
imaged11-2.1.3-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
imaged11-2.1.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
imaged11-2.1.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
imaged11-2.1.3-cp312-cp312-macosx_10_13_universal2.whl CPython 3.12 CPython 3.12 macOS 10.13+ universal2 (ARM64, x86-64) Details
imaged11-2.1.3-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
imaged11-2.1.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
imaged11-2.1.3-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le Details
imaged11-2.1.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
imaged11-2.1.3-cp311-cp311-macosx_10_9_universal2.whl CPython 3.11 CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64) Details
imaged11-2.1.3-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
imaged11-2.1.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
imaged11-2.1.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le Details
imaged11-2.1.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
imaged11-2.1.3-cp310-cp310-macosx_10_9_universal2.whl CPython 3.10 CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) Details
imaged11-2.1.3-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
imaged11-2.1.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
imaged11-2.1.3-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le Details
imaged11-2.1.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
imaged11-2.1.3-cp39-cp39-macosx_10_9_universal2.whl CPython 3.9 CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64) Details
imaged11-2.1.3-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details
imaged11-2.1.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
imaged11-2.1.3-cp38-cp38-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le Details
imaged11-2.1.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl CPython 3.8 CPython 3.8 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
imaged11-2.1.3-cp38-cp38-macosx_10_9_universal2.whl CPython 3.8 CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64) Details

Total release size: 42.5 MB

Release files / imaged11-2.1.3.tar.gz

Download URL imaged11-2.1.3.tar.gz
Size 7.4 MB
Tags Source
SHA-256 checksum
How to use checksums
3786a9bc51a9c77cb3e012a3b2dc7f835921a0b3aca202227aba667f771d8380
BLAKE2b-256 checksum
How to use checksums
c7f6c47a87ed1015d04ee1cb2ef8eaefb26370c36479ddf6d0a397dfaa41cf4c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp313-cp313-win_amd64.whl

Download URL imaged11-2.1.3-cp313-cp313-win_amd64.whl
Size 1.1 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
3be0d147b4838df2746b99bc7c097a944df8a8e192e777185e5790927dec0ec6
BLAKE2b-256 checksum
How to use checksums
b01145380ea6e43c75fad96a5ac2ddfb4e3158df4b77db87517592677b0e4693
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL imaged11-2.1.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size 1.4 MB
Tags CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
d996221ea360453d1426dd057d01b8e74138c7ea297783dc947af6f881615520
BLAKE2b-256 checksum
How to use checksums
2614416e4f2f482ce3b03a20b88d927e8b67e4bee8855df815bf88b61778f061
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL imaged11-2.1.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size 1.4 MB
Tags CPython 3.13 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
38b5f924364e936f42cc94b515499010b659130262cf6cb937f1d32ecf75beea
BLAKE2b-256 checksum
How to use checksums
6780ae2b4f180547dba6a67dc4107655cd3bd47e8209330eb1a6c473dfb1f98f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp313-cp313-macosx_10_13_universal2.whl

Download URL imaged11-2.1.3-cp313-cp313-macosx_10_13_universal2.whl
Size 1.1 MB
Tags CPython 3.13 macOS 10.13+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
74f08c5d6e920b09a4bea8a01a322147434c02fb7580998c47d841b343456c48
BLAKE2b-256 checksum
How to use checksums
af6f88eb791db24e533e00c11d171bff5f67234f7432a06ab4cece4bb9974e28
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp312-cp312-win_amd64.whl

Download URL imaged11-2.1.3-cp312-cp312-win_amd64.whl
Size 1.1 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
4f5e368992eefb8c8963c7ab8afd43f0d3b7584987086998a3c15cdc8950a359
BLAKE2b-256 checksum
How to use checksums
b851685f874f7e0c3741e8db1aa2bd6c19a2b061b3cd0a55d7f74ac784272706
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL imaged11-2.1.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size 1.4 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
5dbce674caa29fa1b84aa91deb734a83636703b45fb86ee41420f42a27581b44
BLAKE2b-256 checksum
How to use checksums
883c2571b2993932f8dbfbdfa9e69ea31b3ed6e0c787911c707c0f0d0607ee87
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL imaged11-2.1.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size 1.4 MB
Tags CPython 3.12 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
21bb1a170a19de979029c21cb6bcb144e39684fc067b2b2e5e4564b0c8aabc3c
BLAKE2b-256 checksum
How to use checksums
2cd6c0b39c73da915089ed251251ef0159e2bbb181b42cf984c6585d179d9e25
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp312-cp312-macosx_10_13_universal2.whl

Download URL imaged11-2.1.3-cp312-cp312-macosx_10_13_universal2.whl
Size 1.1 MB
Tags CPython 3.12 macOS 10.13+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
2490b581fa44f652b59258d3f70a1ead393dbeb849edcc8683e3d06f85708aa7
BLAKE2b-256 checksum
How to use checksums
4f8546a8a48d0fce3dde276a7b222aef9d24b95b998a1ea16496b2d79e00ce81
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp311-cp311-win_amd64.whl

Download URL imaged11-2.1.3-cp311-cp311-win_amd64.whl
Size 1.1 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
663b7675bc0c45d029214dae062a424a24fd4d4267354c301a4ac93c7c44474b
BLAKE2b-256 checksum
How to use checksums
57722fe48a483941d0abc099f5843d0e2ab1b9af2adbe4ebd9501759660b789e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL imaged11-2.1.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size 1.4 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
13adc86683dbbdec9ed8699c77d118647ebe77421c9b6ec1b42767282cdf5290
BLAKE2b-256 checksum
How to use checksums
b7a4ec23301ce0f09dac14f43fa56abb4638d5fc84a554ef5bd543e17daa58f6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL imaged11-2.1.3-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size 1.4 MB
Tags CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
SHA-256 checksum
How to use checksums
0e31a2a90c2c12081fb870d06e42c01fd5ba8f58ade0dd60f0f08931cd0971cb
BLAKE2b-256 checksum
How to use checksums
d94488b94f949845598c19cc49da246216625fc3c5ea7994a71afb27aab4f671
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL imaged11-2.1.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size 1.4 MB
Tags CPython 3.11 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
333425505b7e919104d5cff5168116f8b23e53fccabaca03fc71f0ddaee40b28
BLAKE2b-256 checksum
How to use checksums
a2a63bda52c49d2c6d6f836f5bb31e771954094d1e3c0ba65f70075125132a26
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp311-cp311-macosx_10_9_universal2.whl

Download URL imaged11-2.1.3-cp311-cp311-macosx_10_9_universal2.whl
Size 1.1 MB
Tags CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
f5ffca836b116d7ef1011c5d21a9f3d0eef7740c6a83bd5ad555309d6b48214a
BLAKE2b-256 checksum
How to use checksums
355966acc65b141c9838184185e4508b02e5058838d0bb02715e5e77f710bc88
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp310-cp310-win_amd64.whl

Download URL imaged11-2.1.3-cp310-cp310-win_amd64.whl
Size 1.1 MB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
5a7956ab65bc5187882b2836075cb4b0926284dd16382d498f8af575150a8e26
BLAKE2b-256 checksum
How to use checksums
f0eeb83c587427f1df9fcf8588fdb33230b4817e681927f70133ba14ff010470
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL imaged11-2.1.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size 1.4 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
961f7e5b216b46aea881cb8ec8bee5e2e61f04997051ee4a2e67b3c4bdd146b0
BLAKE2b-256 checksum
How to use checksums
d16c1a92c266084fbe6db19dbbd62b48e984ce7fe03d340a0394b2232db47da4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL imaged11-2.1.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size 1.4 MB
Tags CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
SHA-256 checksum
How to use checksums
b8254e0d494d9c3f31b94bffbbda91b24a5ae84474624678de27858c24bf9984
BLAKE2b-256 checksum
How to use checksums
e8c39f6794b6a6db3dc0d22b70413990ad5484d0e44602a054b5bc54dea8b706
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL imaged11-2.1.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size 1.4 MB
Tags CPython 3.10 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
1f2f85bac34d875d5972fc93d264da85414f2f919b1c282537b883d2072b28b8
BLAKE2b-256 checksum
How to use checksums
a3d2c3beeb6eb5a7ba7882ae64fc2f64bb6884a92b9debb5c9ce98d031fae7b1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp310-cp310-macosx_10_9_universal2.whl

Download URL imaged11-2.1.3-cp310-cp310-macosx_10_9_universal2.whl
Size 1.1 MB
Tags CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
dfcdb25f47ec9cd1a7032a40e0b86ac91c5cc888b4fbbe7f41cff55c3e161b0e
BLAKE2b-256 checksum
How to use checksums
7f47fee93320c6331454a1b5710f14e9add6bd2e4e0346abab35b06bfe6c71fc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp39-cp39-win_amd64.whl

Download URL imaged11-2.1.3-cp39-cp39-win_amd64.whl
Size 1.1 MB
Tags CPython 3.9 Windows x86-64
SHA-256 checksum
How to use checksums
c2b27754a8eed7c92952cc6261b10e20ca123b39db806e14bf5c72e4044faf54
BLAKE2b-256 checksum
How to use checksums
8b96cbc1fa8d48714ae26b8d04e66ba1cf6fa4e6b7a7efbb9e678d6c8b6abe93
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL imaged11-2.1.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size 1.4 MB
Tags CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
a1a7160c264a1a6a18de4ffb6e62a3c2a8855e3ac5e5b18121fcd7a03b289f6e
BLAKE2b-256 checksum
How to use checksums
408eb3c9b762bb28c90bf9b27e47ff9f2cba129448713f7a828a8032a1d305bc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL imaged11-2.1.3-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size 1.4 MB
Tags CPython 3.9 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
SHA-256 checksum
How to use checksums
5a45d01abfe8c84656baa9cef86988fd03da97bf3b93d706c5859d08dcf753ef
BLAKE2b-256 checksum
How to use checksums
d9001f9365143c8c695dcf987d07e64685bf148c67acd1ee8600ca0e5ad145ee
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL imaged11-2.1.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size 1.4 MB
Tags CPython 3.9 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
85411b4e88b7e81de8d1adad83b669ff309efe8fb2bd4700f25c550f2138504b
BLAKE2b-256 checksum
How to use checksums
29ba0ff2a6a63113ae69af59163d26b3926107784b7f7375adb2ae76cba88871
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp39-cp39-macosx_10_9_universal2.whl

Download URL imaged11-2.1.3-cp39-cp39-macosx_10_9_universal2.whl
Size 1.1 MB
Tags CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
ce56847302a5694fbdbbf15cce8273ea91d98dc0a2a287c9a280ddd54a8c1867
BLAKE2b-256 checksum
How to use checksums
a65fd327d4e9b3c080adfb6b8d91bfff7f473fd49e88b6175df27c30db23ea79
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp38-cp38-win_amd64.whl

Download URL imaged11-2.1.3-cp38-cp38-win_amd64.whl
Size 1.1 MB
Tags CPython 3.8 Windows x86-64
SHA-256 checksum
How to use checksums
0e7cc34986a1f9e9ce873e5b0c222786b74ec6ac107ee023a865005afc30872b
BLAKE2b-256 checksum
How to use checksums
1e7e2e2ac7b28ba9809b0aff09ab4862e8b9852518a465fe9ec6d466ac4a3a2b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL imaged11-2.1.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size 1.3 MB
Tags CPython 3.8 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
2df1b40b7897f2744755029863ac9cc9e11588c25685583aa860e6089bd8a2fe
BLAKE2b-256 checksum
How to use checksums
7a8ca44dec235d647b4ce0146d34eb84487c0fea31416421cdb05bb726652505
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp38-cp38-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL imaged11-2.1.3-cp38-cp38-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size 1.4 MB
Tags CPython 3.8 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
SHA-256 checksum
How to use checksums
191590714546a15f2a16ee0f0d4b44e6b9f142b8e711e55dbc001947b96bfee1
BLAKE2b-256 checksum
How to use checksums
61d02aed018a37051fdabb07b3891f6e49db5675e678c1296597e308aad109b5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL imaged11-2.1.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size 1.4 MB
Tags CPython 3.8 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
31df2ef4c1bbf44f7b084747966dff5d1afbf208fe8d1fc6b3083a2497322c2e
BLAKE2b-256 checksum
How to use checksums
e149cad68be7713b7981e91e75389598772ef5d2fb73cd8da936ce5b1099dd4c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release files / imaged11-2.1.3-cp38-cp38-macosx_10_9_universal2.whl

Download URL imaged11-2.1.3-cp38-cp38-macosx_10_9_universal2.whl
Size 1.1 MB
Tags CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum
How to use checksums
0d53fc165c72718a24dbf5a3ef36343ae5801e3b031b9d20d8eb6a7cd0bcd9a8
BLAKE2b-256 checksum
How to use checksums
1c520f9d48401607ed980548b6e5b00e3839283f0f467c95d1af49009f755b7d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.7

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jan 13, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

2.1.3 This release

29 release files

2.1.1

25 release files

2.1.0

21 release files

2.0.4

29 release files

2.0.2

25 release files

2.0.0

1 release file

1.9.9

1 release file

1.9.8

3 release files

1.9.5

3 release files

1.9.4

2 release files

1.9.3

2 release files

1.9.2

3 release files

1.7.0

2 release files

1.2.2

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page