warpkit

Build PyPI codecov

A Python library for neuroimaging transforms, focused on the Multi-Echo DIstortion Correction (MEDIC) algorithm. The paper is published in Imaging Neuroscience at https://doi.org/10.1162/IMAG.a.1262.

The phase-unwrapping core is a self-contained C++17 port of ROMEO.

Installation

From PyPI (recommended)

pip install warpkit

Pre-built wheels are published for Linux (x86_64 + aarch64) and macOS (universal2). If pip falls back to a source build and fails, please open an issue with the output of pip install warpkit -v.

Standalone binaries (no Python required)

Each GitHub release attaches a zip per arch (linux-x86_64, linux-aarch64, macos-arm64) containing all seven wk-* CLIs as standalone binaries — no Python install or system ITK needed. Extract, add to PATH, and run. See the bundled README.md inside the zip for install/PATH instructions and the macOS Gatekeeper note.

Docker

docker run -it --rm ghcr.io/vanandrew/warpkit:latest --help

The image's entrypoint is the wk-medic CLI.

From source

You need a C++17 compiler and CMake ≥ 3.24. Everything else (Python, build deps, ITK) is resolved by uv.

git clone https://github.com/vanandrew/warpkit.git
cd warpkit
uv sync --group dev --config-setting editable_mode=strict

editable_mode=strict is the recommended setuptools editable layout — it avoids the import-path pitfalls of the default editable install. Append -v to uv sync if a build fails and include the full log when reporting the issue.

What is MEDIC?

MEDIC takes ME-EPI phase data:

phase

and turns it into a per-frame field map:

field map

You can then use these field maps to distortion-correct your data.

Using MEDIC

warpkit is meant to be integrated into a larger neuroimaging pipeline. The Python entry point:

import nibabel as nib
from warpkit.distortion import medic
from warpkit.utilities import displacement_map_to_field

# each list entry is a different echo
phases = [nib.load(p) for p in phases_paths]
magnitudes = [nib.load(p) for p in magnitude_paths]
TEs = [TE1, TE2, ...]                     # milliseconds
total_readout_time = ...                  # seconds
phase_encoding_direction = ...            # one of i, j, k, i-, j-, k-, x, y, z, x-, y-, z-

field_maps_native, displacement_maps, field_maps = medic(
    phases, magnitudes, TEs, total_readout_time, phase_encoding_direction
)

Returns are nibabel.Nifti1Image objects:

  • field_maps_native — field maps in distorted space (Hz). Mostly useful for debugging.
  • displacement_maps — displacement in undistorted space (mm). Convert with displacement_map_to_field before applying.
  • field_maps — field maps in undistorted space (Hz). Equivalent to topup/fugue output, but framewise.

To convert a displacement map to a per-frame warp field for your tool of choice:

displacement_maps.to_filename("/path/to/save.nii.gz")

displacement_field = displacement_map_to_field(
    displacement_maps, axis="y", format="itk", frame=0
)

format selects the output convention. Apply with the matching tool:

format Apply with Notes
itk warpkit.utilities.resample_image warpkit's internal format.
ants antsApplyTransforms ANTs uses ITK underneath, but its warp convention differs from ours.
afni 3dNwarpApply
fsl applywarp If you'd rather use fugue, feed it field_maps instead.

CLI

All warpkit CLIs are installed on PATH with a wk- prefix to avoid colliding with same-named tools from FSL/ANTs/AFNI/etc.:

Command Purpose
wk-medic End-to-end MEDIC pipeline: phase + magnitude → field maps + displacement maps.
wk-unwrap-phase Stage 1: ROMEO multi-echo phase unwrapping → unwrapped phase + per-frame masks.
wk-compute-fieldmap Stage 2: take stage-1 outputs → native + displacement + undistorted-space field maps.
wk-apply-warp Resample an image through a displacement map / field (single or per-frame series).
wk-convert-warp Convert between maps ↔ fields and between ITK / FSL / ANTs / AFNI; --invert warps.
wk-convert-fieldmap Convert between mm displacement maps/fields and Hz B0 field maps.
wk-compute-jacobian Per-voxel Jacobian determinant (1 = no change, <1 = compression, >1 = expansion).

wk-medic runs the full pipeline; wk-unwrap-phase + wk-compute-fieldmap run the same thing in two stages so you can inspect/reuse the unwrapped phase. Acquisition parameters can come either from BIDS sidecars or from the command line — pick one.

From BIDS sidecars:

wk-medic \
  --magnitude mag_e1.nii.gz mag_e2.nii.gz mag_e3.nii.gz \
  --phase phase_e1.nii.gz phase_e2.nii.gz phase_e3.nii.gz \
  --metadata mag_e1.json mag_e2.json mag_e3.json \
  --out-prefix sub-01_run-01

EchoTime is read per file (seconds → converted to ms internally); TotalReadoutTime and PhaseEncodingDirection are taken from the first sidecar.

Or by passing acquisition parameters directly:

wk-medic \
  --magnitude mag_e1.nii.gz mag_e2.nii.gz mag_e3.nii.gz \
  --phase phase_e1.nii.gz phase_e2.nii.gz phase_e3.nii.gz \
  --TEs 14.2 38.93 63.66 \
  --total-readout-time 0.0501 \
  --phase-encoding-direction j- \
  --out-prefix sub-01_run-01

--TEs is in milliseconds, --total-readout-time in seconds, and --phase-encoding-direction is one of i, j, k, i-, j-, k-, x, y, z, x-, y-, z-.

Run any wk-* CLI with --help for the full option list.

Common follow-on workflows

Apply a MEDIC displacement-map series to the BOLD it was derived from (per-frame distortion correction):

wk-apply-warp \
  --input bold.nii.gz \
  --transform sub-01_run-01_displacementmaps.nii \
  --phase-encoding-axis j \
  --output bold_corrected.nii.gz

Convert MEDIC's per-frame displacement maps into per-frame ANTs-format displacement fields:

wk-convert-warp \
  --input sub-01_run-01_displacementmaps.nii \
  --to field --axis j --to-format ants \
  --output field_{0..14}.nii.gz

Compute the per-frame Jacobian determinant (volume-change map) of those displacement maps:

wk-compute-jacobian \
  --input sub-01_run-01_displacementmaps.nii \
  --axis j \
  --output sub-01_run-01_jacobian.nii

Convert MEDIC's mm displacement maps to a Hz B0 field map (or back — this CLI handles either direction, with maps or fields on the mm side):

wk-convert-fieldmap \
  --input sub-01_run-01_displacementmaps.nii \
  --to fieldmap \
  --total-readout-time 0.0501 \
  --phase-encoding-direction j- \
  --output sub-01_run-01_fieldmap.nii

Citation

If you use warpkit, please cite:

Van AN, Montez DF, Laumann TO, Cho PN, Suljic V, Madison T, et al. Frame-wise multi-echo distortion correction for superior functional MRI. Imaging Neuroscience 2026; 4 IMAG.a.1262. doi: https://doi.org/10.1162/IMAG.a.1262

Authors

Vahdeta Suljic <suljic@wustl.edu>, Andrew Van <vanandrew77@gmail.com>

Project links

Data verified by PyPI on Jul 23, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (1.5.0)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for vanandrew from gravatar.com vanandrew

Credits

Author: Andrew Van

GitHub Statistics

Data verified by PyPI on Jul 23, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

Requires

Python >=3.11

Tags

neuroimaging

Classifiers

Report project as malware

Download files

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

Source Distribution

warpkit-1.4.1.tar.gz (38.7 MB view details)

Uploaded Source

Built Distributions

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

warpkit-1.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (764.8 kB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

warpkit-1.4.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (707.2 kB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

warpkit-1.4.1-cp314-cp314t-macosx_10_15_universal2.whl (1.2 MB view details)

Uploaded CPython 3.14tmacOS 10.15+ universal2 (ARM64, x86-64)

warpkit-1.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (758.6 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

warpkit-1.4.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (701.4 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

warpkit-1.4.1-cp314-cp314-macosx_10_15_universal2.whl (1.2 MB view details)

Uploaded CPython 3.14macOS 10.15+ universal2 (ARM64, x86-64)

warpkit-1.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (758.5 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

warpkit-1.4.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (701.1 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

warpkit-1.4.1-cp313-cp313-macosx_10_13_universal2.whl (1.2 MB view details)

Uploaded CPython 3.13macOS 10.13+ universal2 (ARM64, x86-64)

warpkit-1.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (758.5 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

warpkit-1.4.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (701.2 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

warpkit-1.4.1-cp312-cp312-macosx_10_13_universal2.whl (1.2 MB view details)

Uploaded CPython 3.12macOS 10.13+ universal2 (ARM64, x86-64)

warpkit-1.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (758.7 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

warpkit-1.4.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (700.7 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

warpkit-1.4.1-cp311-cp311-macosx_10_9_universal2.whl (1.2 MB view details)

Uploaded CPython 3.11macOS 10.9+ universal2 (ARM64, x86-64)

File details

Details for the file warpkit-1.4.1.tar.gz.

File metadata

  • Download URL: warpkit-1.4.1.tar.gz
  • Upload date:
  • Size: 38.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for warpkit-1.4.1.tar.gz
Algorithm Hash digest
SHA256 998056d51a15a96f9c9f795a9fc2a6e0553ab49030eb405e2ac14e4f421e63ea
MD5 c27de22bf96eaa6cd0435be345f1e79b
BLAKE2b-256 4a4c8d95e297eec46201382b3cad588b1c6169513e7234249b8595e29f1c0c5e

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1.tar.gz:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 6a046db5903cecd93b53769591242a99d3784c95458ee12295b0fbd9f8683f0c
MD5 ada531e1f89e954bd70deecf56ac0cb8
BLAKE2b-256 b48b0d04dbd11cde1e17cbb03e18788a99351e222dd805b2c69840054832171a

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 109b3e45b579538e23587c1627613c376111aba3a0b748a665452fd1c61a6f69
MD5 1c2efb8a826e78190c6cc5f0a2e55000
BLAKE2b-256 9bbe3401b8cb76c27de81741600a81f186aa1ca77d2d5aff83d8f31ad2de8b95

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp314-cp314t-macosx_10_15_universal2.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp314-cp314t-macosx_10_15_universal2.whl
Algorithm Hash digest
SHA256 24d6ce763fae4acb22852410a1307ff10b00bb75719052c3b35e6beee45dbd5d
MD5 cc4036bf889bb8af085bc97bd6d6f8b5
BLAKE2b-256 164b635fadac9ef4f0c5c00b740e20b53a9f7cf4f6e480cb615d99970938c9c5

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp314-cp314t-macosx_10_15_universal2.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 7071d4d30fa1aea29fda103fbc7b4d84c59fa32b5b5c4a57f3bdb3a893928284
MD5 611e8b040199dcabfd401c10d0ef779d
BLAKE2b-256 9ccc940ec449bbb0fbf527770cb0d434a351f6393fb3e52d954e81c711870d2a

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 26420a231647bf3a0a09d808bd6c34367bbd814f713dc178d409fa13f54a6f8d
MD5 1afeb5f4a1718294c4a497ecf33023fa
BLAKE2b-256 3e1f67bd7186bee054f3e816ca6585d8328250bfa52f934fdd5582ee713999db

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp314-cp314-macosx_10_15_universal2.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp314-cp314-macosx_10_15_universal2.whl
Algorithm Hash digest
SHA256 05347b5fab61ba67da33e5442020bdc3fbea7f88982d60c48302981021902c7d
MD5 5eef70e91add72641ed0a07b130e097b
BLAKE2b-256 3b874327376b71a6e1b05157f7837535f17ee6c08f5ef9ae76030fe27d719360

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp314-cp314-macosx_10_15_universal2.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 65dde39a859c1402647112a30cd280fd15860073e4011396da3d5b0c60501ded
MD5 63c812951ad54aeddfc9cc528cb13e1e
BLAKE2b-256 2cc8f85af624c18af6a9aa92c788854f4ff012a0a4fedd10658cf719d5208554

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 1cf6b2ea85244f0e2324ea0a74a1f6a7e537fb3c2d830118e4e9cbceb708df17
MD5 a63673c53bb36c48fe631a73e6322f69
BLAKE2b-256 6e0453bbf36767419491f4fcebdf5391aa60b7ea8b921e1a587063159b3ef642

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp313-cp313-macosx_10_13_universal2.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp313-cp313-macosx_10_13_universal2.whl
Algorithm Hash digest
SHA256 ea1dbb5306ed86c006c43c056c40838ef78296def9ac538728768d42be3e7df6
MD5 95a69c917b03db9cf338d8a2b7cd9883
BLAKE2b-256 bf8b9328244a8c5602ddf669a51abc0a9d77d6a1602b98abe0c35b0a9a11ed55

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp313-cp313-macosx_10_13_universal2.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 150e5e3ef3ecaede4c05d0cd05613e01b7367fd5eb775bd4b375e394cf704c30
MD5 2a7c52e688b5d138f9f940b21ae741e6
BLAKE2b-256 30b0b30fe26a29c2f9d29c56103c43d5a13bcecfb48cc3e9617017c61c74ae7d

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 e20a12d8b5f0030ee177da3f262b2c4cbfdd5ac69bbd8bce4bbe8239df4b2b01
MD5 0ac07b26f569cb5950b9f02605790fcb
BLAKE2b-256 b1fe3ecc767a7621679f6a251613c6a144496b5c2f2f2a6988758f79a591b463

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp312-cp312-macosx_10_13_universal2.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp312-cp312-macosx_10_13_universal2.whl
Algorithm Hash digest
SHA256 3f5f7a200b4b7cf1e974bb3c832829232ae2d22117460d0cfa3b627520da91a1
MD5 ac5ab584147f4b88bacfb45fc3032c73
BLAKE2b-256 a273214edcdf14a0dd82eef6db09e4504beb00b83c4fc66d7344294a9aee679a

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp312-cp312-macosx_10_13_universal2.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 782b1feab62210b6842b3cde152ff1e3197f763c3ed5806eea4702fa9f96da27
MD5 27c32f31a50201e29de59475eec3de26
BLAKE2b-256 994427508d728495b44c2c1c22886e56450852be78f7c8ebe19862db392be987

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 ac43f05d57bc7d4ab547babaa91f4d1c1be530458fed922766d82d6c50c9205a
MD5 7a5a7f65870737d517c0b31d00c81014
BLAKE2b-256 5068b52e51eed23e67e227d16ede262cd8cca00658428035cd5dba372fff95b4

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file warpkit-1.4.1-cp311-cp311-macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for warpkit-1.4.1-cp311-cp311-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 5e22a9f8a31142958d28a64100d0e2f6dbcc1ef756be9ed50d21c20718694b47
MD5 88b65cb8852d672b08f05855a4d69cf6
BLAKE2b-256 34101af13cf51b89a52f5c7759fd54875f4e51980a6c31178240b9c97c7a82db

See more details on using hashes here.

Provenance

The following attestation bundles were made for warpkit-1.4.1-cp311-cp311-macosx_10_9_universal2.whl:

Publisher: build.yml on vanandrew/warpkit

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

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