Skip to main content

Easy-to-use, fast, simple multi-platform approximate nearest-neighbor search library.

Project description

License: Apache 2.0 Documentation Supported Platforms Apple Silicon support for macOS and Linux (Docker) Test Badge

Voyager is a library for performing fast approximate nearest-neighbor searches on an in-memory collection of vectors.

Voyager features bindings to both Python and Java, with feature parity and index compatibility between both languages. It uses the HNSW algorithm, based on the open-source hnswlib package, with numerous features added for convenience and speed. Voyager is used extensively in production at Spotify, and is queried hundreds of millions of times per day to power numerous user-facing features.

Think of Voyager like Sparkey, but for vector/embedding data; or like Annoy, but with much higher recall. It got its name because it searches through (embedding) space(s), much like the Voyager interstellar probes launched by NASA in 1977.

Python Documentation Java Documentation

Installation

Python

# pip install voyager
# pending https://github.com/pypi/support/issues/2951

Java

Add the following artifact to your pom.xml:

<dependency>
  <groupId>com.spotify</groupId>
  <artifactId>voyager</artifactId>
  <version>1.2.5</version>
</dependency>

You can find the latest version on Voyager's Releases page.

Scala

Add the following artifact to your build.sbt:

"com.spotify" % "voyager" % "1.2.5"

You can find the latest version on Voyager's Releases page.

Compatibility

OS Language Version x86_64 (Intel) arm64 (ARM)
Linux Python 3.7
Linux Python 3.8
Linux Python 3.9
Linux Python 3.10
Linux Python 3.11
Linux Python 3.12
Linux Java 8-16+
macOS Python 3.7
macOS Python 3.8
macOS Python 3.9
macOS Python 3.10
macOS Python 3.11
macOS Python 3.12
macOS Java 8-16+
Windows Python 3.7
Windows Python 3.8
Windows Python 3.9
Windows Python 3.10
Windows Python 3.11
Windows Python 3.12
Windows Java 8-16+

Contributing

Contributions to voyager are welcomed! See CONTRIBUTING.md for details.

License

Voyager is copyright 2022-2023 Spotify AB.

Voyager is licensed under the Apache 2 License.

Project details


Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

voyager-1.2.5-cp311-cp311-win_amd64.whl (182.0 kB view details)

Uploaded CPython 3.11 Windows x86-64

voyager-1.2.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

voyager-1.2.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.8 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

voyager-1.2.5-cp311-cp311-macosx_11_0_arm64.whl (330.0 kB view details)

Uploaded CPython 3.11 macOS 11.0+ ARM64

voyager-1.2.5-cp311-cp311-macosx_10_13_x86_64.whl (360.0 kB view details)

Uploaded CPython 3.11 macOS 10.13+ x86-64

voyager-1.2.5-cp311-cp311-macosx_10_13_universal2.whl (688.8 kB view details)

Uploaded CPython 3.11 macOS 10.13+ universal2 (ARM64, x86-64)

voyager-1.2.5-cp310-cp310-win_amd64.whl (180.9 kB view details)

Uploaded CPython 3.10 Windows x86-64

voyager-1.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

voyager-1.2.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.8 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

voyager-1.2.5-cp310-cp310-macosx_11_0_arm64.whl (328.5 kB view details)

Uploaded CPython 3.10 macOS 11.0+ ARM64

voyager-1.2.5-cp310-cp310-macosx_10_13_x86_64.whl (358.4 kB view details)

Uploaded CPython 3.10 macOS 10.13+ x86-64

voyager-1.2.5-cp310-cp310-macosx_10_13_universal2.whl (685.1 kB view details)

Uploaded CPython 3.10 macOS 10.13+ universal2 (ARM64, x86-64)

voyager-1.2.5-cp39-cp39-win_amd64.whl (181.0 kB view details)

Uploaded CPython 3.9 Windows x86-64

voyager-1.2.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

voyager-1.2.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.8 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

voyager-1.2.5-cp39-cp39-macosx_11_0_arm64.whl (328.6 kB view details)

Uploaded CPython 3.9 macOS 11.0+ ARM64

voyager-1.2.5-cp39-cp39-macosx_10_13_x86_64.whl (358.5 kB view details)

Uploaded CPython 3.9 macOS 10.13+ x86-64

voyager-1.2.5-cp39-cp39-macosx_10_13_universal2.whl (685.7 kB view details)

Uploaded CPython 3.9 macOS 10.13+ universal2 (ARM64, x86-64)

voyager-1.2.5-cp38-cp38-win_amd64.whl (180.8 kB view details)

Uploaded CPython 3.8 Windows x86-64

voyager-1.2.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

voyager-1.2.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.8 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

voyager-1.2.5-cp38-cp38-macosx_11_0_arm64.whl (328.5 kB view details)

Uploaded CPython 3.8 macOS 11.0+ ARM64

voyager-1.2.5-cp38-cp38-macosx_10_13_x86_64.whl (358.4 kB view details)

Uploaded CPython 3.8 macOS 10.13+ x86-64

voyager-1.2.5-cp38-cp38-macosx_10_13_universal2.whl (685.1 kB view details)

Uploaded CPython 3.8 macOS 10.13+ universal2 (ARM64, x86-64)

voyager-1.2.5-cp37-cp37m-win_amd64.whl (180.8 kB view details)

Uploaded CPython 3.7m Windows x86-64

voyager-1.2.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.9 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ x86-64

voyager-1.2.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (3.9 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ ARM64

voyager-1.2.5-cp37-cp37m-macosx_10_13_x86_64.whl (354.1 kB view details)

Uploaded CPython 3.7m macOS 10.13+ x86-64

File details

Details for the file voyager-1.2.5-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: voyager-1.2.5-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 182.0 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.17

File hashes

Hashes for voyager-1.2.5-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 d79cf60c0e51e6b2e025f2d91d2e033a710d5404c6403ccace042208ef9d061e
MD5 4f896328b32a95ab7847cbbd84a24431
BLAKE2b-256 d5ae95cbab0c6b4f495ea6eca3752aa11dde9fdec43423af9a4a3a671b2626e3

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 4bbf52f084841b0f0fb96dff0d02e899776d7cb0b23987fe01c748b534ef14a9
MD5 7df2b3033ea4673636f20aba120c582d
BLAKE2b-256 cda1a89be8e4c42c98c7f37ecd708c90ba58b0644ce088dd5f4c16e14e729416

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 3f9740af246a667004f7f39ca37adf9ebbff8dcb34e90673d061a23a50c9df70
MD5 e8747434f003fe1ae1d4b8d83dc1dc56
BLAKE2b-256 90781c228ff3a22d1d53a304183b3928ef3c346472c3c0b2dce332737eee9c08

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 de0f4c6c093911a9e7a5b363a0e8ed76c9b6ab9082cc4f7cb7cace8246b09cde
MD5 9e83d1f606f5757f964d1fc408b5ca0c
BLAKE2b-256 f88db417770a1813fd9a4468c0b678b39dc4b7b03100415a1fa7a6710e9c94b8

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp311-cp311-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp311-cp311-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 5b634ec721e3f8664030e1630849f4dacf19eaa9f44b2f04e851f4af906d29b0
MD5 78f2f994076142369e33a4ba5444c55d
BLAKE2b-256 363d7b6c896218047f53264ef57e653bdee363aa6f14ebe7728240ee09cb4587

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp311-cp311-macosx_10_13_universal2.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp311-cp311-macosx_10_13_universal2.whl
Algorithm Hash digest
SHA256 14e59068a86f78a9931c374b5609617287d4827872cb93d4f21d37f19731b92b
MD5 bedd5f1e7cb1cd867cb14c3e7641dc05
BLAKE2b-256 3ae3827eba5e295bfd8deb2c07b31ea139aeac06b53606f3419c4ba61dd15f18

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: voyager-1.2.5-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 180.9 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.17

File hashes

Hashes for voyager-1.2.5-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 2edf1aa842c7baf0eefb6b06f39056feb076535dc2658028123b75bb00882a73
MD5 85a55921be32f8fd46472b336d2b17bd
BLAKE2b-256 358a122fda84568f9476818c54d1e7deb36546e1c6dcdfaeb31174615fb7b014

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1379b2ee1db148a0adecefe4048102c35d25e84bcdfe68018f06325d3bdec503
MD5 9338f04fd0aee2dfd5d2032bc3f6671a
BLAKE2b-256 5e3c58c8e0d349e89c4be21c5163591c97fb43f50e53924f1b979803556f1998

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 10e7a90090b628bbeecd1628bb6a0b8b1af00d528a7b4e7d87981c70b5793abc
MD5 608025b229cccc1009e14255c48491a1
BLAKE2b-256 a57f3b9e9321327d5f8159c7d54de58a1e097a83f603fd7a5cf6e6b025a25d88

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 957fabaae439f42468c4210ebddc2d1ace7a1858b330a74406a3a0bd9e5cf065
MD5 fc2b0559a9060fecd1119e3bf7aee443
BLAKE2b-256 9839d826014ad0549984f9061b21ae08f3f32443395377218ca16f496b913b1c

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp310-cp310-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp310-cp310-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 8cc66cb508b0ac136dc52ad2d7ee4683521f4cbe371ae0cebd0a94a9b739edd7
MD5 f5fdf0736f303de20b7a3fb2959990bf
BLAKE2b-256 7e500b860914f9ccdee482aa52e6df34c8ab50f20148a2fb3f3f51ff79b5d825

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp310-cp310-macosx_10_13_universal2.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp310-cp310-macosx_10_13_universal2.whl
Algorithm Hash digest
SHA256 0d0f350364d9c428a9d99f4ba636250841a1ab1643c41cde037ee3b21bf111fd
MD5 58fac6a25342b5fa7d06c775862fa63e
BLAKE2b-256 c3e4e92ba95f8b24bb43750f99e9f87cdf7c4bd8adcb47f6b6c086f3fb14dc0f

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: voyager-1.2.5-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 181.0 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.17

File hashes

Hashes for voyager-1.2.5-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 5a1d89128634e4bb1b05ef4046a28b7c411419b74c5eef206bfdc9d687c7ebb5
MD5 6bab27a8fc37e0e178f2b93f374debbf
BLAKE2b-256 ecf4dbf964af5d3788db346cccd0c66bd394749e8f09c3081352246bdd645394

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 231c1393bd9c068a814092f18f9e6dbc48a6e0e475123764c770cbdecb80984e
MD5 d62cc91b2420a31b5431426529373b4b
BLAKE2b-256 1b5bc0dc4dfe560deba9985d49684d74f8c2516a1db7f4cc9704dfc734a65228

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 1936f81644b483dd6286e521709ce4a3a9cf18db2a43f0853c30524b228190be
MD5 9ecbccaf5259612eccd5327449772dfc
BLAKE2b-256 e940882891915385b5efbdff4cb59268369758830f3ad4e61fcf40f76df91d57

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 715c52bc39e3223368166cd6dae414b0b68f849a8d4da46695953b4fd2435a12
MD5 829c890ee78b7089fc82b0e65cec8bac
BLAKE2b-256 319acc32cea9f0d3fbc80c792ce2efd09dc6c40ce1c6355bccd95392ad653431

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp39-cp39-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp39-cp39-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 6d50b19a0b7f106a0cd1fabedb1409d2102acdc1dba7b36e56d7c9c739de8413
MD5 77a24323d67ea6f1e43a510b3725f05a
BLAKE2b-256 22d2c48f632a659a470180d66251e474a9bf2133e009de57edbfa9b51ca95296

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp39-cp39-macosx_10_13_universal2.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp39-cp39-macosx_10_13_universal2.whl
Algorithm Hash digest
SHA256 07f5eb20b357e57d0b438498f64ccbe43dcb69e209b1d13956d0f08c853a604f
MD5 a3a49e4b8d0dc664116a1ac4e3bda3cf
BLAKE2b-256 7dc18c2df6fffa8638f80f0ad7d68bc35d0ff8ff9b1381b85bc57b448e7f218a

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: voyager-1.2.5-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 180.8 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.17

File hashes

Hashes for voyager-1.2.5-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 fa125bfbbc2dde22c857432503232d133fe72ca392bee853fd4287555394770a
MD5 96399a2a075cf4853e1548b17ff344df
BLAKE2b-256 09fc524a7076d2306c1a7b1e6a11e87248a60fbbc4bf2deea6ca18becb71fa21

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5b5dcbcb5ba2a0f181169eedef37b57bd6188132615766a09c1fcbdce3531f34
MD5 79a1ea6172b6bd4516986db3992e0f58
BLAKE2b-256 2e21a0184e1fe2b6b1ff68f83f59e8f079baa74557cfc81cd609a27a25df663d

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 7272a221bacac53d3b5be4a947a54f9389bb23db91d38d3ae13a880aa9cfd21e
MD5 d2036440918e28f48196d7d9b52517a5
BLAKE2b-256 844268abb866361054446169b9e83b94baa542a27351fc583591d42c3f315a7f

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5a6c910c00eb900e0d6a7181ef9095da1735af0730a62357d4fd90bb17c4fc24
MD5 304fae0091a26df88943fac34f1dcbaa
BLAKE2b-256 fd7bea264d76790552877ca414170e37d19f9938242aef63d9d258735b9c3bbf

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp38-cp38-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp38-cp38-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 fa2efbb467d3eff66e6c195193c5d1fac63b4d844c29b94f52d26a67343a0d73
MD5 317a50667ff40d60df39ddd13abe54fb
BLAKE2b-256 8d9d02482682f5464538121677da073bd85ab604717d9f7d9063d810c322fcbc

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp38-cp38-macosx_10_13_universal2.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp38-cp38-macosx_10_13_universal2.whl
Algorithm Hash digest
SHA256 a3c9d8b17f1d71882d64b6feca584cf0dd3e6aefb21414b62f9b3ced1b7fc8b8
MD5 d1cb21c2bc48900e18f8ddeec2889a5a
BLAKE2b-256 341917f48d93b163acbfffb77cd76bccf4d22322be7f1e3997f76d3cd1e60558

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: voyager-1.2.5-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 180.8 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.17

File hashes

Hashes for voyager-1.2.5-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 209e57d1567bf73283ca325212325239faf8dab6c3c769cbce487c0be2c64305
MD5 c8cf7aadef68529975d0787ee77b0d58
BLAKE2b-256 38a21afcea27e36a56a539c030a9ca0eb6efb782dc19036349b93d21878c5522

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7f1bb279bec0fcbb7eeaaf543e18870e5a142d5d62fc422a0bf782fb5bc9f3e0
MD5 b00da3f723657baca691ab6a7d3bf4e9
BLAKE2b-256 da9f559c26733ca57871bfba675305485445b760e552cc8e702be599675918ae

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a7b6594a58566a7acd7d443d68bc479f0f6f933fe52157538d6f9b4fbd4ab21b
MD5 c770e93fc14c884b1bb0cd486ca51dc0
BLAKE2b-256 69b9d69ed1448b92d3d975e0a1f7c126fb2bb5c316f3c93540efcb240d2a4efb

See more details on using hashes here.

Provenance

File details

Details for the file voyager-1.2.5-cp37-cp37m-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for voyager-1.2.5-cp37-cp37m-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 d971b170f0cb07169fb571118b5f6866ae314168e2439d65efd8490dcba3e611
MD5 1786d77cc70d0efe8aff370b65fc3b67
BLAKE2b-256 c9680fd9ec1b7bdec6a1cbadc327bd421bbebb7aab7a75c52dc87c9e7dff352d

See more details on using hashes here.

Provenance

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page