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

This version

0.17.0.dev20260517 pre-release

0.17.0.dev20260516 pre-release

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.dev20260517.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.dev20260517-cp314-cp314-win_amd64.whl (5.4 MB view details)

Uploaded CPython 3.14Windows x86-64

ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260517-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.dev20260517-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.dev20260517-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.dev20260517-cp314-cp314-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.14macOS 13.0+ ARM64

ladybug-0.17.0.dev20260517-cp313-cp313-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.13Windows x86-64

ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260517-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.dev20260517-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.dev20260517-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.dev20260517-cp313-cp313-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.13macOS 13.0+ ARM64

ladybug-0.17.0.dev20260517-cp312-cp312-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.12Windows x86-64

ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260517-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.dev20260517-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.dev20260517-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.dev20260517-cp312-cp312-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.12macOS 13.0+ ARM64

ladybug-0.17.0.dev20260517-cp311-cp311-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.11Windows x86-64

ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260517-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.dev20260517-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.dev20260517-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.dev20260517-cp311-cp311-macosx_13_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.11macOS 13.0+ ARM64

ladybug-0.17.0.dev20260517-cp310-cp310-win_amd64.whl (5.2 MB view details)

Uploaded CPython 3.10Windows x86-64

ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-musllinux_1_2_aarch64.whl (7.8 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ ARM64

ladybug-0.17.0.dev20260517-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.dev20260517-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.dev20260517-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.dev20260517-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.dev20260517.tar.gz.

File metadata

  • Download URL: ladybug-0.17.0.dev20260517.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.dev20260517.tar.gz
Algorithm Hash digest
SHA256 670f23a675bb7a2a16087e696923e8d1e951b7d2ae2b230174c03d64560939a6
MD5 26998ced551317164000cf102f9efa1e
BLAKE2b-256 f8761a043d97cb4194773d183b2cdf53906b4f258c8fab2eee0798d60d906679

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517.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.dev20260517-cp314-cp314-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 5f59d72650a6890e01addb45f4e89e23d18edb2b797d897be486daa2e71e00bc
MD5 55a4a16a06a3db63478ef91ca72478a2
BLAKE2b-256 8426d0346795cadcbcd4ad33b1008d20d754c4a375b0c8cfff5ffee0be8ad2b8

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a252f82d563530ab193bd91b8e349bf8b33e32acb1f879c00e1c09e5cf9fa0b4
MD5 78049da82dfab3c3b4f1be65f5bf275b
BLAKE2b-256 3b76b50194bfdb8a146b7e6253d9333c9bc410568d36baee9904e794ea8fc7e3

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 ae5d0bc2ba648f4ea490782a894985c5ee2545df4efc06d828d8d227f964a2ce
MD5 56f57bddc08e2c7ed48c6672f5ed6289
BLAKE2b-256 1a0a8d53cd85c15d5140c00790ef90adc430379fd999ce0f0e20d0e677a8606d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 1611977cf756457d75dfd8e8f02ef30944fc142548f3c719784386871b05d554
MD5 b8fafc3a17ebbc3adfa4f3bab63f06ea
BLAKE2b-256 f37a89c021ef1a46aa4b0b3e6bd6d3665e3431c8000383b4512e3b1a6837be68

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 889e873580f4b547bb4609b4659b1888dc4b3a05c6015a74f39e592f92d289f6
MD5 2d9bc523098ae15e37ec06685013c51d
BLAKE2b-256 c9d6b795db2156e539f1ff1a89e80f33bc1127d829d681f92ea9b363b17245a7

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 8efc8eef752d95b380298563c3e99f3b8ac32fc0b198f6c33dcc8ec91d7fcbd1
MD5 be05db3ebeb6a5ac05bdad08a3108188
BLAKE2b-256 3e3ba9ae78ab53ec2553f2f78f72abc73b52ef80222a283fc22f32ce1e01cb1a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp314-cp314-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp314-cp314-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 5215c155dd88b8950a11c8878e98829b489eb06935a56f3c8c763fa00e4a8893
MD5 f2d18ab5a881542d4705e6b71702c703
BLAKE2b-256 a9604befef85443bb7d398f3ccde6c6e561961f22c8129dfb13fc9a9aa8a013d

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 be3b3a9f9f0ea03e0ecbd18fb4abbd225e4f344ce33d54d3aa9513b5a2183910
MD5 7317a4defb6f67549cefa96b3b8fc1a8
BLAKE2b-256 24f749b2d0ae900144ab9098436616804faca0c8ebd0d039e93a4a4caf72de6b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 c3a53d04c1bf9424a775de36639a09b6917862257efaa54d1582475c7f2ddffe
MD5 635e0ae01573a7ca79e2c62f9f25ce64
BLAKE2b-256 cb9ed29095acd8f21ca01d71964c2e3bc169bdfc3a1fb835e131232b2baef743

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 f08a4d32ed635592151680dafa6559d41ad7845d345866036e272aa517ef6413
MD5 e7990595b7bab266ee37c7c0e568099b
BLAKE2b-256 33037cf6120b2d02cbded6efbc60d74d6e4b07bcb0e2666e59db0eb3c683be63

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 6fb8af21a569dfd4db5f2b73ca990ef813ab29ffaff998f5b507ee7ba3938600
MD5 0e1d45d444efb9c25eb359468fb1def7
BLAKE2b-256 82fdad1de7557759e4eab7d1175ce86825508a1b9835232901b7eaf18bf71f97

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 cb8865f564ebfe366205bad435676952b40c7ad0435bb9fe1a74ba32f2201da3
MD5 64caa096dc1ddbb1067bfa2b6cd09e0c
BLAKE2b-256 75ab7d45eac1b393fb0d0a59e9be9ad0b6c66679976370e56de3576cedcee1c5

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 15d0d3b819b518816bc2feae6aa2381bd6603919abe3e4fad3f7332a6ca8b9c1
MD5 8e44f70a96fd21710b0dd03d0abea72a
BLAKE2b-256 953c65f545f209c5f15bf20cb201ab8878dd62c5e82b5155f5aaee062f882077

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp313-cp313-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp313-cp313-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 2b1884ee9de0dbba9bc5926c11c062e775dc7dd0170e9c2a03fae6f82e83ae0e
MD5 bfc783f0df8b7875c8a3f670e6d4830b
BLAKE2b-256 8f86998fb39db8b1e6d95905ada63f27068fc534e3c637ffd69b4300773b8675

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 d92aec071efa4c26d6b38610c11c307e452ee72edac4346ecb191b470eeaa773
MD5 a0a660f86eec358ea9e2a06c021c7370
BLAKE2b-256 d8ec02c63da960de4bb06f287b7629c9489a21f7f56b36ff92e2fe272f3cb042

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 9bf749bb8a2ced2839fa2fd9eea4945a1399b72d62e560e3854446e030bc9c76
MD5 52152ae325f0d11bbf0be4c662a65f3d
BLAKE2b-256 5ef82853b13153db73393f559f1a1c11427185dcbdd05dec1d8499517fb04588

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 733a2bea7db4bc029cf5fc16aca5da137b74e7f99fab39ba29137b999f82df6b
MD5 985e2ab0a3fca778aaa5fb9b78655ab8
BLAKE2b-256 9004b57790ffe8df1f0d38f3939690eb9aba1a0cfe7385e6fe1250ff839a795b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 3259a851f03a73ab7d8a65507f8c44e8da85059d19ea7d3eb203139de6048ec7
MD5 d74def315c00aa700e12e6ccbbc4d5db
BLAKE2b-256 49d7ecc6dd2ab65dd597af3ffb1080a1c7c61beaa500a2ee402a32404617f188

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 376c5ae0b9cccdd318fa44394a913222cfc22724d14d1cfec689022bf953e572
MD5 7d3cf168abab1b9e8d14d7b1c9ee7d6f
BLAKE2b-256 6882cb9c670f12159275f3b7863815483f6003bc4883dd3246727393fa6468ce

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 a1f162d13a12b62ea2bb4b3570736377c375bf5e705e536ffa798e927e72ca9c
MD5 b323dfc9b8bf9c6929356112b27a6472
BLAKE2b-256 4b3a94b118dd2176dfe566af0e231a3b92a00a3961f36f36628e608a0cf53657

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp312-cp312-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp312-cp312-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 e7a9440d9b86c2768396b43766fe18a6fb7dad2f07ad882ac4ac6a6b6b21f1f0
MD5 a1f2d19cdc0ba93e1ce8e922de03721f
BLAKE2b-256 b6203b813bae00a58d36a34d5a09ed40cd78d49ab861492fe18cbbb284f72850

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 d3de7296ace2bd56c07e472030f9a309dd47cb140366cb657a0b45b2be161a9d
MD5 e3db71a85448bcbdcf4dc62b955de10f
BLAKE2b-256 c93b29de701d4301a4916057459a73775d7878004338e7a257d51fcf48d1eaf1

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 44e8f7161c27f1946a97810ad4d4af08d43e545d9d0d2c48e740eb94f0f084a4
MD5 8fa7ab0588a48f2b8ff890bb10c373cb
BLAKE2b-256 69a517923d3450010456d3c3b9bbb8bea54f484bea4a55c85e228154c4befae5

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 85245dd4a482e4a8ebde2184754e7e9b117ae6c475d8f263e1649d8f1c12cb79
MD5 424c5547c7db3c73749869a137ee136e
BLAKE2b-256 6a42523280e8bea6a5305434e69d5e9de5efbff297a40d7506102b8393351c40

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f7f5f97f7a4d67ee3aca282cacab076e934b49a015347242de7c72dfe4a0181f
MD5 84c1d2fa0aed9a9e85d3f6b1ef8fae00
BLAKE2b-256 7e4b6cab32292839f8bca0916fe56cc083dd7fadc5d3568811721f666b739f5b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 0aaffaa3e5e1805e49fbd46e9dc63711dc3ea2ae3a2cef8aa12764a5d0bf0b62
MD5 69f2b577043d905ad151dc0c114107d0
BLAKE2b-256 dd581e0cda88282056f8f682c678b99df5c0a87e062d5ff04b59aea2c09a74d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 92147ee89259655203f76b7f04072b57bcc43cb9a2e805802695ced6e41652d9
MD5 769941bb813369b43861854ef75c1b26
BLAKE2b-256 b5f94e8f2c749ef32ed90e506e22768b4676f988a65fb12178a1e0662e87581e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp311-cp311-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp311-cp311-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 a81cd93ef2264623cfc7ef99845cc5f23d67bb982c15084cb485d4f192bc6cbc
MD5 9821049e93986de6d13368c080bdbfe8
BLAKE2b-256 e1636f02294226e0c42255e5b2e4d7008029230962121455bbd0bb404bb4bf68

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 2286dc0b4f90015c389b6b873db11326585eabb56ccc18298d422011aa781c3a
MD5 550d80cdc62b0c3ceb8149243f33a933
BLAKE2b-256 95cb129f47078f5c2a0ea77b864197a1189176655e828f3a60bbc8a550fef8f2

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 2aba6d71acdd4e6c0370cc193a6989098bd0f12974bdb575bdb305f35ca655e7
MD5 de0ab87327e66b1434522610b87a7c43
BLAKE2b-256 1d9ea97677b9ee23382590fce80b698ebbb50ff4c78785df37dde488ea1be0fc

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 9629c9ca79a0e67667fc00540c4897308777f775d5f0698a515e8de6146cb932
MD5 1422d33fee50e325218e233316f3a982
BLAKE2b-256 ecf510615b6eb12c0822f8d9d8b4c20804d1abb7be948133f4c2ae0f78098733

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ab826ce6c86aff5c904453afc98b92852d28b4da1ecdf4f4baded6165d09c784
MD5 083fbca1417df390994c69e7017203d1
BLAKE2b-256 451325ad96562b6d5cabb11be491f9d51c664f9c6aa25c2998556f98ebb9dfcc

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 1163ba2463968134610da3e9e4853a6a76846fbaad9805417c1b739d103ee132
MD5 a5577e8633f6a1fa60b47c0b5fd6f06d
BLAKE2b-256 911ad8d4e4f85833f4d1f6cfb807b97d240e53054b74c4b3fa81c38126249202

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 35be89543641b9ee9f34350e472ae5c198aab959dacd59c47e3f75a2798ff85d
MD5 63e0ddcfbb12d2b673fb35fef8c0ab2f
BLAKE2b-256 3cbab721c2f9c7c105bad7dc3569b3dfa44d5cc06c7aad49d39726b2b610aa45

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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.dev20260517-cp310-cp310-macosx_13_0_arm64.whl.

File metadata

File hashes

Hashes for ladybug-0.17.0.dev20260517-cp310-cp310-macosx_13_0_arm64.whl
Algorithm Hash digest
SHA256 ca5abde8b0139345aea817451a8c0bfa2f777414447455cf40b7bbedeee9f43e
MD5 680dd4eafa2a4cb81c0407b0fdf97532
BLAKE2b-256 0f1cd7c3b65d991be60ef0e00627e068fcdcbdbbab255479568788d2a87bf91b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ladybug-0.17.0.dev20260517-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