Highly scalable, extremely fast, easy-to-use embeddable graph database

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adsharma from gravatar.com adsharma

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: MIT
  • Tags graph , database
  • Requires: Python <3.15, >=3.10
  • Provides-Extra: dev
Report project as malware

Project description

Ladybug Logo

Github Actions Badge discord twitter

Ladybug

Ladybug is an embedded graph database built for query speed and scalability. Ladybug is optimized for handling complex analytical workloads on very large databases and provides a set of retrieval features, such as a full text search and vector indices. Our core feature set includes:

  • Flexible Property Graph Data Model and Cypher query language
  • Embeddable, serverless integration into applications
  • Native full text search and vector index
  • Columnar disk-based storage
  • Columnar sparse row-based (CSR) adjacency list/join indices
  • Vectorized and factorized query processor
  • Novel and very fast join algorithms
  • Multi-core query parallelism
  • Serializable ACID transactions
  • Wasm (WebAssembly) bindings for fast, secure execution in the browser

Ladybug is being developed by LadybugDB Developers and is available under a permissive license. So try it out and help us make it better! We welcome your feedback and feature requests.

The database was formerly known as Kuzu.

Installation

Language Installation
Python pip install ladybug
NodeJS npm install @ladybugdb/core
Rust cargo add lbug
Go go get github.com/LadybugDB/go-ladybug
Swift lbug-swift
Java Maven Central
C/C++ precompiled binaries
CLI precompiled binaries

To learn more about installation, see our Installation page.

Getting Started

Refer to our Getting Started page for your first example.

Build from Source

You can build from source using the instructions provided in the developer guide.

Contributing

We welcome contributions to Ladybug. If you are interested in contributing to Ladybug, please read our Contributing Guide.

License

By contributing to Ladybug, you agree that your contributions will be licensed under the MIT License.

Contact

You can contact us at social@ladybugdb.com or join our Discord community.

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adsharma from gravatar.com adsharma

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: MIT
  • Tags graph , database
  • Requires: Python <3.15, >=3.10
  • Provides-Extra: dev

Release history Release notifications | RSS feed

0.18.0.dev20260616 pre-release

0.18.0.dev20260613 pre-release

0.18.0.dev20260612 pre-release

0.18.0.dev20260611 pre-release

0.18.0.dev20260610 pre-release

0.17.1

0.17.0

0.17.0.dev20260601 pre-release

0.17.0.dev20260531 pre-release

0.17.0.dev20260530 pre-release

0.17.0.dev20260529 pre-release

0.17.0.dev20260528 pre-release

0.17.0.dev20260527 pre-release

0.17.0.dev20260526 pre-release

0.17.0.dev20260522 pre-release

0.17.0.dev20260520 pre-release

0.17.0.dev20260519 pre-release

0.17.0.dev20260518 pre-release

0.17.0.dev20260517 pre-release

0.17.0.dev20260516 pre-release

This version

0.17.0.dev20260515 pre-release

0.17.0.dev20260514 pre-release

0.16.1

0.16.1.dev20260512 pre-release

0.16.1.dev20260511 pre-release

0.16.0

0.15.4

0.15.3

0.0.2

0.0.1

Download files

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

Source Distribution

ladybug-0.17.0.dev20260515.tar.gz (10.1 MB view details)

Uploaded Source

Built Distributions

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

ladybug-0.17.0.dev20260515-cp314-cp314-win_amd64.whl (5.3 MB view details)

Uploaded CPython 3.14Windows x86-64

ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_x86_64.whl (8.7 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.8 MB view details)

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

ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (7.0 MB view details)

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

ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.14macOS 13.0+ x86-64

ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.14macOS 13.0+ ARM64

ladybug-0.17.0.dev20260515-cp313-cp313-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.13Windows x86-64

ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_x86_64.whl (8.7 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.8 MB view details)

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

ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (7.0 MB view details)

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

ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.13macOS 13.0+ x86-64

ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.13macOS 13.0+ ARM64

ladybug-0.17.0.dev20260515-cp312-cp312-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.12Windows x86-64

ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_x86_64.whl (8.7 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.8 MB view details)

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

ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (7.0 MB view details)

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

ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.12macOS 13.0+ x86-64

ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.12macOS 13.0+ ARM64

ladybug-0.17.0.dev20260515-cp311-cp311-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.11Windows x86-64

ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_x86_64.whl (8.7 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.8 MB view details)

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

ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (7.0 MB view details)

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

ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.11macOS 13.0+ x86-64

ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.11macOS 13.0+ ARM64

ladybug-0.17.0.dev20260515-cp310-cp310-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.10Windows x86-64

ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_x86_64.whl (8.7 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (7.0 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.10macOS 13.0+ x86-64

ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.10macOS 13.0+ ARM64

File details

Details for the file ladybug-0.17.0.dev20260515.tar.gz.

File metadata

  • Download URL: ladybug-0.17.0.dev20260515.tar.gz
  • Upload date:
  • Size: 10.1 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ladybug-0.17.0.dev20260515.tar.gz
Algorithm Hash digest
SHA256 e5ffe1b498932fd17948b624e9b4ca044f082bb9652156cffea0bccd68e4a2b9
MD5 46e8a5c05e19978d4a9d2b7ef05edb1e
BLAKE2b-256 4e5bf0cb6e0ac04f8e1188a52e70bb95c1ebfbeb0ef89bdb715e63bd107e2050

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515.tar.gz:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 3fb57cc8c78003d5b7db86c3b0a22d67c6dc0b65feef804fa37f43847ba19651
MD5 36be0f45d5c7d0ec6e953918b35d79ca
BLAKE2b-256 b1d8c6a5d295c6614b90e1a05d4d425e9c77eb08e0f2ffe4369c77df5a1d6b26

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 00a9e35072f165f61b5c1b6f624640f157659ce039ce5bf6d220c6fe4088a98a
MD5 dccd016291877af22f12e4d84e7ec128
BLAKE2b-256 c122117e076ab91e261628509aec3b30b70b882e70ca04daf875681823fea4bb

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 b153bdb76776754e87a11847209ee806f9486d213e519de6ddb313aaf852905f
MD5 be6b6905ac7480583d172eb6b0276f9e
BLAKE2b-256 2d99fd9c0c6738924c7de4cec7dbc663d21580ed1e3dfe18e9fcdb46b1d5087e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ba55205b2288895833e01571c32ccba18d8f1d8c942b5afef445f7cbee101149
MD5 952826299209b76c3ea2bc579a90d443
BLAKE2b-256 a0d9831993b3593975dc0ed27d112b9b9f364da2f404f35328aee40644b237c9

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 602dc2be79fe2f913e9d3ddbb434170bf314fa7aa7ae00d07163cfe616c2ee11
MD5 7ed52ff545ac1f275fc4a2174b2b6d5b
BLAKE2b-256 43bca5f5946c0ea1396ceb14b1d5cc912d8b85a28fe18247f8effb099d96699a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 73e10b531d6b451a6bf4a548f3a2cb1fbbbde97504e68d2d8d01fc728987e7b0
MD5 03a911c5334279125197503b449ef6be
BLAKE2b-256 2e2b887f2f20bfa9924644c7f0960a05609f5d57455c39eb4d375ba937685ef4

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 c54ea2e24a7128579f269f81e6206567c3c5af651f0154229cd5d850bd9bcfcc
MD5 c125c0c56aa86eb6507ed39b910ff60e
BLAKE2b-256 c85b385e6d92fbdad705dc7bd0e3d3a77f9787d27cccea9b5baedf8ff3e33d17

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp314-cp314-macosx_13_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 129ffef2193203466fc732f9c90ee8af0670d0487fe94c02052332ea58f1acf4
MD5 0d7211f2ab7ef962b3fb7fbda8fbb0c7
BLAKE2b-256 fc530b992818246c4d381a01a5f71bcdd9ed5499ea5689e5250f388c4702a8e0

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ab83cf5ec43e9bcae2ef94f96ff7b99b4e23ce98790434aff87f6195d462b6fd
MD5 a6d1515d9033f828721682f0e1c654f8
BLAKE2b-256 895033e318e3387ec7baab5f744be87b096b3dd879a92d00e5f102c6789d8135

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 e44fb83ad93fc28a9f97756ea6940ac6013c9a8752aa7bf81f378b3e46f72858
MD5 ecc8b025c87153833626764314868207
BLAKE2b-256 1a146f8890ce11d696ea0d37446485f25e33f0c12d713980f727f9790e6211f9

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 1f7f2a7d7488628a2abaca906dca5448aa84856d66a61c4f0c9b29a9968a599d
MD5 afd77920d9925be32199f9835c5b9a93
BLAKE2b-256 900935dc4b98e7a530f607f974a4a5291ec525fed208e679bd08b4fe074d6ec0

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 adf9906195815f1498d587dba10a86c0428f2dc09f384acee5e40165f118dd33
MD5 164ebdc18708d36ab4fa73d57b11a828
BLAKE2b-256 3fa2562eadd0490e001308307e4de424b8b44065ae5975534d28ed6cfdfd94aa

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 249e8aa1f7a3806da9050a047b0c1df9ca583f654609a63de9b53682ca9232b8
MD5 a8c18b825ad79407ad7f83f6e6ba2b2e
BLAKE2b-256 2d6020b96cfc65fc23996a42ee97302bdee6615cf5727dbf2b25f764db350009

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 437b85eaffd37af247d77a98f38c00a4010336ecc7cc6cd29bb07f0a1810b41c
MD5 ea62940d3aee52a11ee2d65cc1d9395a
BLAKE2b-256 1ccfe875c7fcec2b57d8b23de7c7a9c0348ba7979016ed23877b1e2dc4529430

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp313-cp313-macosx_13_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 8126f3dc9ea5fc64c4620a4219d86ba55b8223404287e4decfd9498d006f8953
MD5 edd9075a2cf378330a69cc0a7bf066dd
BLAKE2b-256 506302d8be283dfee45c6930822af6435afaf08d7d6316b5577bf219a4e61293

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 b56935cd58afb08f364080e21dcb1330e84711e5ffef8bb26a822dbb0ee3d9a1
MD5 bda208e6e547968fb5417ca8f9659e01
BLAKE2b-256 ed2c3d325b507e2fcc40942dc0e5770fb57bf70f19512e4bd650d9d3f82591f7

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 9ccf2e115e1c0520cfd01cb686e856b123b43808d734aea8f49af0a7a7c5d6bb
MD5 6cad6934b62b4d367ab7395150695ae2
BLAKE2b-256 f9f67f328ec8d275b7396771fd658a133ed8665f714357c3766880621ce50b63

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 2c6f1da529b298c236d1ae4abfd4ebddfcae4be8e5b490fe72fb24dbc48c3279
MD5 292c108f0b67f61d3bcfe2ca21d9ea49
BLAKE2b-256 098a2aa930d192a43e220cff1c6e9e960a8049b3ef3dd89160a23019d3cb0750

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 0f830ef1f0eb462593484897ec1ca4af4c8592698b21f96388c81029425dca4b
MD5 79c0831fac9c569f78db058384b533a1
BLAKE2b-256 6dc4d31f8df8325f2fb5a0f7f122b5deadf59e61cdc8e3692c550db28a7f05e8

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 1103ae4b6e0ba2ced9e374d47da27dbeca404a495a69448be1d9bbc8f91a4829
MD5 971db2ac2e94ffccd68fa77352658daa
BLAKE2b-256 f8f999666a264ed4c6087ba06af03831a2d76e99c8842854c8d20fc62c1bed0b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 a7b539ada58d54369fd18a68859a0a03f60bd9cefc50faca02d7d7fb79535e2d
MD5 5df7be6560d1fa64937f56a61c92fa06
BLAKE2b-256 8a94125eb347d3e271e68d2fe6673b3dd534a019b4d1e0bc3a1ed9292e850f12

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp312-cp312-macosx_13_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 ea096c1dc3ee207babf9c48162ab89a044d2cf7191e17d89b0f71fef8c9e9b82
MD5 55c516f943076e2ca4e47f9a5119593b
BLAKE2b-256 00e28978cbb2a9185da55bca362ba2da8cd09b3cfe4145158b64008ec67d1cb2

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 5a1550bb12bb91905c4a197578bb70049fe63edd11b9e533bb62b7fb8925ad47
MD5 6138e17a2ab5cb576409ab4d596902c2
BLAKE2b-256 397d23173ec2a3748a73aab974743490974b8704ab49ec63c478594c948ec1d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 551e196777e76c4771c44fc6410b81ed4a09996e3566212d71bdca218d5095d4
MD5 8c2e5b715f435a1c0456e1c16078d264
BLAKE2b-256 c64d46a02f9e1ccde151a807cd88d91f99b057b753c64926ac3f0cd19bcdc373

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 dc1c8317a9300546ecf498bb1312f71bb8ac95fc9babda8f9652e0b265e6602c
MD5 4285fbde7e32ed86f97d0248378971b1
BLAKE2b-256 ed486c9a7ddef82d0be60ab4ccce8a6f1cd0b92b80082803411ae9b118676a9c

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 7009b3133348fceb9dbd261765caceacd6266efb56b783dd87b9772f4567d06c
MD5 a124cb0cac3f1c6220e923f8853c80fd
BLAKE2b-256 f73ad6878602106e99bbbe1e3906073c9bb05ad491b43b6c2c662ea731d199df

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 5a4cf14ed7d7a9a89023ff21247e66b20341c4369097993c5552dc4a5b121541
MD5 27397f5f507c1a05a8e766c4f9450251
BLAKE2b-256 4c8fb850d50505597e83ab08f4fd9af39fc7d4709dfbf6379b9e6ec7a9fb1a43

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 0b595e14271d4f48b034ad8ef3437798c0661fef3cab2fd7cfe40af4d288b60a
MD5 aae5d123c623ea8db0b9b5a342a77cab
BLAKE2b-256 23e0166b262713ea93c9db4f0f88e15b2ef063080e09bad9b419c7b89e3ed167

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp311-cp311-macosx_13_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 41475997f19942a103d12cbc0715a493258612cdf9016bca2cc50999e83f20db
MD5 142c43764189b17593582209967017d3
BLAKE2b-256 ba3223ac8d4b84a2f67c60fcf4b54e5ca5462f9211985deecff37d99d24326b9

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-win_amd64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 bfd6a352a0e10e783130cc167e1d102370b0249693036b2afbd806e3c27cd74a
MD5 6a21aaa7a4763f59501f913759c4bec5
BLAKE2b-256 c5b3e0b727945cd86ad3cb1dd58f064ab79104074dc522cfac772eb6f051f4fe

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 ae2b179d0aa5a99c8ef288ef5f45ddfbfacf9d5eec3e35a9e7857830d40b0f72
MD5 fdde194058fe8d25494e71a2583a686d
BLAKE2b-256 1d11a6574ffd792fb4fbf28ec86aef3f6d5c9713e7ff280d00240f327403fa19

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-musllinux_1_2_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 9b5e2bef1b944ffe344f11ee8e11d8c0a7608d5cd583dc8e8c9ecacf275df1ce
MD5 8d856a649f0fe4590b1a6c2ac8312448
BLAKE2b-256 14a2d2220688dcdfa36ef7fe1639861c7abbc6aed86e39f9f1c4a23d09c12fff

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2193c88528a304cf13f92ee574abb609b0d2e954cb724baa7fa8e81282425bc6
MD5 77bd9302ec9cd906cfc2d56e5ed486d0
BLAKE2b-256 3b928409bcdd3a22b82ad9f7849d8f6f25c01bcc62da358e7636a0bd64e9084a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 74842fea79b2a2b5d1abcf1c3aa9fabcf483c652d57bd5192d0daa00510de493
MD5 47abaef931602ef91da06eabea976621
BLAKE2b-256 38b1f3b133f98aed85b625d93ab0df710f3568a68fcd4ec049b1987eb7308508

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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

File details

Details for the file ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 c81101187469daf2d7b9667cf8964e39cd083c7564e66b6b018757ac3026a60c
MD5 804474a46e4a8cc5693120dc2c382ffc
BLAKE2b-256 35283ebdb8e65b559d4ac944de63273cfb48c956a1e4385631472981391a2d37

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260515-cp310-cp310-macosx_13_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

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