Skip to main content

WEBKNOSSOS Python Library

PyPI version Supported Python Versions Build Status Documentation Code Style uv

Python API for working with WEBKNOSSOS datasets, annotations, and for WEBKNOSSOS server interaction.

For the WEBKNOSSOS server, please refer to https://github.com/scalableminds/webknossos.

Features

  • easy-to-use dataset API for reading/writing/editing raw 2D/3D image data and volume annotations/segmentation in WEBKNOSSOS-compatiböe format
    • convert from other formats, e.g. tiff stacks
    • add/remove layers
    • update metadata (datasource-properties.json)
    • up/downsample layers
    • compress layers
    • add/remove magnifications
  • Command line tool (CLI) for manipulating and creating WEBKNOSSOS datasets
  • manipulation of WEBKNOSSOS skeleton annotations (*.nml) as Python objects
    • access to nodes, comments, trees, bounding boxes, metadata, etc.
    • create new skeleton annotation from Graph structures or Python objects
  • interaction, connection & scripting with your WEBKNOSSOS instance over the REST API
    • list datastets, annotations, and tasks
    • up- & downloading annotations and datasets

Please refer to the documentation for further instructions.

Installation

The webknossos package requires at least Python 3.10.

You can install it from pypi, e.g. via pip:

pip install webknossos

To install webknossos with the dependencies for all examples and support for more file types, run: pip install webknossos[all].

For working with Zeiss CZI microscopy data use pip install --extra-index-url https://pypi.scm.io/simple/ webknossos[czi].

By default webknossos can only distribute any computations through multiprocessing or Slurm. For Kubernetes or Dask install these additional dependencies:

pip install cluster_tools[kubernetes]
pip install cluster_tools[dask]

Examples

See the examples folder or the the documentation. The dependencies for the examples are not installed by default. Use pip install webknossos[examples] to install them.

Contributions & Development

Please see the respective documentation page.

License

AGPLv3 Copyright scalable minds

Test Data Credits

Excerpts for testing purposes have been sampled from:

  • Dow Jacobo Hossain Siletti Hudspeth (2018). Connectomics of the zebrafish's lateral-line neuromast reveals wiring and miswiring in a simple microcircuit. eLife. DOI:10.7554/eLife.33988
  • Zheng Lauritzen Perlman Robinson Nichols Milkie Torrens Price Fisher Sharifi Calle-Schuler Kmecova Ali Karsh Trautman Bogovic Hanslovsky Jefferis Kazhdan Khairy Saalfeld Fetter Bock (2018). A Complete Electron Microscopy Volume of the Brain of Adult Drosophila melanogaster. Cell. DOI:10.1016/j.cell.2018.06.019. License: CC BY-NC 4.0
  • Bosch Ackels Pacureanu et al (2022). Functional and multiscale 3D structural investigation of brain tissue through correlative in vivo physiology, synchrotron microtomography and volume electron microscopy. Nature Communications. DOI:10.1038/s41467-022-30199-6
  • Hanke, M., Baumgartner, F. J., Ibe, P., Kaule, F. R., Pollmann, S., Speck, O., Zinke, W. & Stadler, J. (2014). A high-resolution 7-Tesla fMRI dataset from complex natural stimulation with an audio movie. Scientific Data, 1:140003. DOI:10.1038/sdata.2014.3
  • Sample OME-TIFF files (c) by the OME Consortium https://downloads.openmicroscopy.org/images/OME-TIFF/2016-06/bioformats-artificial/

Release files for webknossos 4.2.2

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

Source distribution (sdist)

Source distribution for webknossos 4.2.2
File Size Uploaded
webknossos-4.2.2.tar.gz 352.8 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for webknossos 4.2.2
File Interpreter ABI Platform
webknossos-4.2.2-py3-none-any.whl Python 3 none any Details

Total release size: 761.2 kB

Release files / webknossos-4.2.2.tar.gz

Download URL webknossos-4.2.2.tar.gz
Size 352.8 kB
Tags Source
SHA-256 checksum
How to use checksums
f1c6b08578443311ff69c07127640a8454c09dd8dc2f1c4d20098021aa44fc45
BLAKE2b-256 checksum
How to use checksums
86a9999ba900eacb577b0d964bead78d30802dc731f3a88833273c219bcca7fc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.23 {"installer":{"name":"uv","version":"0.12.23","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / webknossos-4.2.2-py3-none-any.whl

Download URL webknossos-4.2.2-py3-none-any.whl
Size 408.4 kB
Tags Python 3
SHA-256 checksum
How to use checksums
7eba3a7914849bf36675326912a0a82bfd1cb921e4aa54eb69ec27ba71568bc6
BLAKE2b-256 checksum
How to use checksums
d804c3b7bacdadfb71821e79b63a9023ddaa220f5162c1b77b625525f53cbae9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.23 {"installer":{"name":"uv","version":"0.12.23","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release history Release notifications | RSS feed

4.2.5

2 release files

4.2.4

2 release files

4.2.3

2 release files

This release

4.2.2 This release

2 release files

4.2.1

2 release files

4.2.0

2 release files

4.1.1

2 release files

4.1.0

2 release files

4.0.0

2 release files

3.7.0

2 release files

3.6.0

2 release files

3.5.6

2 release files

3.5.5

2 release files

3.5.4

2 release files

3.5.3

2 release files

3.5.2

2 release files

3.5.1

2 release files

3.5.0

2 release files

3.4.3

2 release files

3.4.2

2 release files

3.4.1

2 release files

3.4.0

2 release files

3.3.0

2 release files

3.2.4

2 release files

3.2.3

2 release files

3.2.2

2 release files

3.2.1

2 release files

3.2.0

2 release files

3.1.5

2 release files

3.1.4

2 release files

3.1.3

2 release files

3.1.2

2 release files

3.1.0

2 release files

3.0.4

2 release files

3.0.3

2 release files

3.0.2

2 release files

3.0.1

2 release files

3.0.0

2 release files

2.5.0

2 release files

2.4.12

2 release files

2.4.10

2 release files

2.4.9

2 release files

2.4.8

2 release files

2.4.7

2 release files

2.4.6

2 release files

2.4.5

2 release files

2.4.4

2 release files

2.4.3

2 release files

2.4.2

2 release files

2.4.1

2 release files

2.4.0

2 release files

2.3.11

2 release files

2.3.10

2 release files

2.3.9

2 release files

2.3.8

2 release files

2.3.7

2 release files

2.3.6

2 release files

2.3.5

2 release files

2.3.4

2 release files

2.3.3

2 release files

2.3.2

2 release files

2.3.1

2 release files

2.3.0

2 release files

2.2.0

2 release files

2.1.0

2 release files

2.0.7

2 release files

2.0.6

2 release files

2.0.5

2 release files

2.0.4

2 release files

2.0.3

2 release files

2.0.2

2 release files

2.0.1

2 release files

2.0.0

2 release files

0.16.9

2 release files

0.16.5

2 release files

0.16.4

2 release files

0.16.3

2 release files

0.16.2

2 release files

0.16.0

2 release files

0.15.9

2 release files

0.15.8

2 release files

0.15.7

2 release files

0.15.6

2 release files

0.15.5

2 release files

0.15.4

2 release files

0.15.3

2 release files

0.15.1

2 release files

0.15.0

2 release files

0.14.9

2 release files

0.14.8

2 release files

0.14.7

2 release files

0.14.6

2 release files

0.14.3

2 release files

0.14.2

2 release files

0.14.1

2 release files

0.14.0

2 release files

0.13.6

2 release files

0.13.5

2 release files

0.13.4

2 release files

0.13.2

2 release files

0.13.1

2 release files

0.13.0

2 release files

0.12.4

2 release files

0.12.3

2 release files

0.12.2

2 release files

0.12.1

2 release files

0.12.0

2 release files

0.11.2

2 release files

0.10.9

2 release files

0.10.8

2 release files

0.10.7

2 release files

0.10.6

2 release files

0.10.5

2 release files

0.10.2

2 release files

0.10.1

2 release files

0.9.21

2 release files

0.9.20

2 release files

0.9.19

2 release files

0.9.16

2 release files

0.9.14

2 release files

0.9.13

2 release files

0.9.12

2 release files

0.9.11

2 release files

0.9.10

2 release files

0.9.9

2 release files

0.9.8

2 release files

0.9.7

2 release files

0.9.6

2 release files

0.9.5

2 release files

0.9.4

2 release files

0.9.3

2 release files

0.9.2

2 release files

0.9.1

2 release files

0.9.0

2 release files

0.8.30

2 release files

0.8.29

2 release files

0.8.24

2 release files

0.8.23

2 release files

0.8.21

2 release files

0.8.20

2 release files

0.8.19

2 release files

0.8.18

2 release files

0.8.16

2 release files

0.8.15

2 release files

0.8.14

2 release files

0.0.1

2 release files

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