Skip to main content

No project description provided

Project description

🐍 python-vibrato 🎤

Vibrato is a fast implementation of tokenization (or morphological analysis) based on the Viterbi algorithm. This is a Python wrapper for Vibrato.

PyPI Build Status Documentation Status

Installation

Install pre-built package from PyPI

Run the following command:

$ pip install vibrato

Build from source

You need to install the Rust compiler following the documentation beforehand. daachorse uses pyproject.toml, so you also need to upgrade pip to version 19 or later.

$ pip install --upgrade pip

After setting up the environment, you can install daachorse as follows:

$ pip install git+https://github.com/daac-tools/python-vibrato

Example Usage

python-vibrato does not contain model files. To perform tokenization, follow the document of Vibrato to download distribution models or train your own models beforehand.

Check the version number as shown below to use compatible models:

>>> import vibrato
>>> vibrato.VIBRATO_VERSION
'0.5.0'

Examples:

>>> import vibrato

>>> with open('tests/data/system.dic', 'rb') as fp:
...     tokenizer = vibrato.Vibrato(fp.read())

>>> tokens = tokenizer.tokenize('社長は火星猫だ')

>>> len(tokens)
5

>>> tokens[0]
Token { surface: "社長", feature: "名詞,普通名詞,一般,*" }

>>> tokens[0].surface()
'社長'

>>> tokens[0].feature()
'名詞,普通名詞,一般,*'

>>> tokens[0].start()
0

>>> tokens[0].end()
2

Note for distributed models

The distributed models are compressed in zstd format. If you want to load these compressed models, you must decompress them outside the API.

>>> import vibrato
>>> import zstandard  # zstandard package in PyPI

>>> dctx = zstandard.ZstdDecompressor()
>>> with open('tests/data/system.dic.zst', 'rb') as fp:
...     with dctx.stream_reader(fp) as dict_reader:
...         tokenizer = vibrato.Vibrato(dict_reader.read())

License

Licensed under either of

at your option.

Project details


Download files

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

Source Distribution

vibrato-0.2.0.tar.gz (18.3 kB view details)

Uploaded Source

Built Distributions

vibrato-0.2.0-cp311-none-win_amd64.whl (220.3 kB view details)

Uploaded CPython 3.11 Windows x86-64

vibrato-0.2.0-cp311-none-win32.whl (209.7 kB view details)

Uploaded CPython 3.11 Windows x86

vibrato-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

vibrato-0.2.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl (1.2 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.5+ i686

vibrato-0.2.0-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (700.2 kB view details)

Uploaded CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64

vibrato-0.2.0-cp310-none-win_amd64.whl (220.3 kB view details)

Uploaded CPython 3.10 Windows x86-64

vibrato-0.2.0-cp310-none-win32.whl (209.7 kB view details)

Uploaded CPython 3.10 Windows x86

vibrato-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

vibrato-0.2.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl (1.2 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.5+ i686

vibrato-0.2.0-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (700.2 kB view details)

Uploaded CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64

vibrato-0.2.0-cp39-none-win_amd64.whl (220.5 kB view details)

Uploaded CPython 3.9 Windows x86-64

vibrato-0.2.0-cp39-none-win32.whl (210.0 kB view details)

Uploaded CPython 3.9 Windows x86

vibrato-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

vibrato-0.2.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl (1.2 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.5+ i686

vibrato-0.2.0-cp39-cp39-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (700.7 kB view details)

Uploaded CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64

vibrato-0.2.0-cp38-none-win_amd64.whl (220.3 kB view details)

Uploaded CPython 3.8 Windows x86-64

vibrato-0.2.0-cp38-none-win32.whl (209.6 kB view details)

Uploaded CPython 3.8 Windows x86

vibrato-0.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

vibrato-0.2.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl (1.2 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.5+ i686

vibrato-0.2.0-cp38-cp38-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (701.0 kB view details)

Uploaded CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64

vibrato-0.2.0-cp37-none-win_amd64.whl (220.3 kB view details)

Uploaded CPython 3.7 Windows x86-64

vibrato-0.2.0-cp37-none-win32.whl (209.6 kB view details)

Uploaded CPython 3.7 Windows x86

vibrato-0.2.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB view details)

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

vibrato-0.2.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl (1.2 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.5+ i686

vibrato-0.2.0-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl (701.2 kB view details)

Uploaded CPython 3.7m macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64

File details

Details for the file vibrato-0.2.0.tar.gz.

File metadata

  • Download URL: vibrato-0.2.0.tar.gz
  • Upload date:
  • Size: 18.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0.tar.gz
Algorithm Hash digest
SHA256 d30e14d17463bd079a9b9e1a7a0ab48366f6aefc932647ed9504e6c815698464
MD5 e10ddb6cfcfe174320ff921f21456ecb
BLAKE2b-256 3d267abfb51bd807f40f39f3dfa2985db8599df5eb277940dc76a6ee105ff600

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp311-none-win_amd64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp311-none-win_amd64.whl
Algorithm Hash digest
SHA256 b785484a6337d0d180c2d35aad1d88de8eeccf8a31cf2549ed5413b60efb5dfd
MD5 854e67da774b0951ac918b652c2ad124
BLAKE2b-256 0fa8c2a95b753d76dfb9a0fa7f0299ec97e62ba199656892fa218db9836cd8dc

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp311-none-win32.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp311-none-win32.whl
  • Upload date:
  • Size: 209.7 kB
  • Tags: CPython 3.11, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp311-none-win32.whl
Algorithm Hash digest
SHA256 aa0bc39359b02fe2594cfbf80c1d9845b123e31d57c54cc77de506bbdbd8bb79
MD5 0fbf6821d7413f70606ca60d96ca6c1b
BLAKE2b-256 ac8252af2daa40c693763c08856e21dd1d67f95de39af314f56e978f6aed64ed

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 35fe5499fbe9edb7422917da5c4b8340ceb649fc49c77c61e09c9345a864545b
MD5 4c7a2f38d91d9970222b5bb281f566d9
BLAKE2b-256 4752701cb78ad20908ad87a979cdd648ca7b8aea57ff1a836eb67ae9796f1a62

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm Hash digest
SHA256 c16bfbee9050675dead539dea607af82ca229cb8c19ff8bfcdaf85a138cd9d59
MD5 02b37f62dec0577e4ed558ba5a8090f6
BLAKE2b-256 ca0f33199c5c668279d553a37ea60def7e9a028a60f96a22f6afc96ffdd8b33c

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 f869e09e0c3551282d2779258efb3f8661c0bee7839da6a2e2ca4c27cc677121
MD5 30e6d038b775b9da707cf25b6519b366
BLAKE2b-256 8921cf484f854e9382b6e2086233deb2a159850ee59d325de4409dffad97aa63

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp310-none-win_amd64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp310-none-win_amd64.whl
Algorithm Hash digest
SHA256 772165e1ccb6481a0ffeea113e481a19afe75ab4e1029af54c0f26d138ce982f
MD5 2e883ffbd916506d76c9700260e775df
BLAKE2b-256 df2999c7013859cfdaf154873a72c4d3d7017be76f90bfb7ccd8149ff1dc17c1

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp310-none-win32.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp310-none-win32.whl
  • Upload date:
  • Size: 209.7 kB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp310-none-win32.whl
Algorithm Hash digest
SHA256 b39582c3a0a42eb3a514b58a33e76bade39c4914b0c21a88302806362fd0ea79
MD5 179a951dbd9114731bb781eba5b99d52
BLAKE2b-256 8d66f0aa7b49d362b62f9aa2556d3a151c5b0cc2d50aa56859d32ebabc5668b7

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7e16b960a426bdf39060d6669ddc73f27fa2c1358e9768532ae214a4fa99bd3e
MD5 24fc671424bc38fe17ad2cd271a5d274
BLAKE2b-256 c8af4107d5805ce7b1119ac4b713d5cd2124ab8ce3c75a94d69655862726b288

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm Hash digest
SHA256 9e8b611f3084f293460b3a7b27797014bed4090d4a01bfa9673be078f79e2235
MD5 239954e990b114243b511392cf52107a
BLAKE2b-256 f773bfde71bb7b805be8a9c96f57cbdd6c6c7a34c57fc926799f25f41ab0f7c5

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 9bc6991a653f8c398ede88379df6525c895d8fb1c2b6e11da710624357c69ac2
MD5 8b9029684df3f486fda6d79b76526cdc
BLAKE2b-256 583095f576dc902ccf0ce3ca28b24ee37800200b171b531a7ba564b888016200

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp39-none-win_amd64.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp39-none-win_amd64.whl
  • Upload date:
  • Size: 220.5 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp39-none-win_amd64.whl
Algorithm Hash digest
SHA256 7a06ab5c59fd2df0e85c3d5937dff62f7facb6c12a6fc08c1d54909e3a938428
MD5 c98a475e2614b2a30df242ceb8c78cdc
BLAKE2b-256 4d358944c8736fe1364ad50a8e57dee3cc5bc129eca9554f670f5463c9f6bf39

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp39-none-win32.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp39-none-win32.whl
  • Upload date:
  • Size: 210.0 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp39-none-win32.whl
Algorithm Hash digest
SHA256 552fdd8532fc9e1b7b9ce33621fac13706c30977599af35612da34dd17d7ea80
MD5 390e3033929de2d22576a256345ccfb9
BLAKE2b-256 e9a72c104f74f0f6906ff38340e6769739376df5383842c78eb828bcb2c28f4c

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f1331cb88f9fe24a1286fc719c1e086fc139c00c055c9788882016802f737483
MD5 7a32e8699cf5bb4eb4691e1e8cf555e4
BLAKE2b-256 5f57824ba671ae3bedb0bcd564524c9a7ae4e3c26f0b300e0bbcd1b025e4400d

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm Hash digest
SHA256 e6179892c1eb4ab0c50cd9b174650904f101d5a7cdb39822335b6f2d49339368
MD5 e88d001da7a909f7f753dbe3cc37acc1
BLAKE2b-256 c068ea1681902e24d7cdb58ef3b1f1458948662c572dc295f756848f1bd68944

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp39-cp39-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp39-cp39-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 b48ca962c7a160eeaa9774bdf4bce0e59206c6d64b7db16558b8ceaafc25025d
MD5 9a7692b2ceda0a4d2885f5765a3511e9
BLAKE2b-256 a8f058bda1a0d30e54756e1160dbea993be0cfc950e1c287c3e4a79baa61f236

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp38-none-win_amd64.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp38-none-win_amd64.whl
  • Upload date:
  • Size: 220.3 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp38-none-win_amd64.whl
Algorithm Hash digest
SHA256 8aaf11f0a674e258f4ad4a05d07145df3693cc5b7ee3b23e150a60d382480f5b
MD5 d9b8a23621deb0479218ca63bf2e76e2
BLAKE2b-256 25d998183ef08195260062e4dddef611a4857081c74dad22f5b2e8fba203e7ce

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp38-none-win32.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp38-none-win32.whl
  • Upload date:
  • Size: 209.6 kB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp38-none-win32.whl
Algorithm Hash digest
SHA256 01551bbd2d9d0ececabac96eab1155f015eb532f261223b301d2af05df29c5a4
MD5 07c52967ece4e5c6e57ac2a5a0441f87
BLAKE2b-256 5a600ff17edb5d1cc2f859f502e0ea3038a3d388dd025f8f69785101326f7eac

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7b3a28ade30b11bc01aaa8020c245c1b963997c4041f8dd711a40b961a684cc5
MD5 2397513d78801c3976596c0785d766ef
BLAKE2b-256 ccf8fce0b03e668e613c75e49063ab7542ef7a3d9672c41ff33eb719bfd14ea7

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm Hash digest
SHA256 c745cc2d2699850b9d652d09367a9661a7dcc88f1baa4ea97ce26c8ba28a6cb5
MD5 06c22278109221d750cd45c36a84bf8f
BLAKE2b-256 0c2d16872b220639b5aa74314747e96d699a03b0245fc04eebbde0491baee3f2

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp38-cp38-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp38-cp38-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 4c5e5f8189ce5be880f7e0d971cf53be674a60f7fa20401bd470ae2f64078d14
MD5 6e26a8c848acd33ca323b89965d72eff
BLAKE2b-256 4a0d0cbb6b6d0282a5a6d95daff9e4b8d1112f8f58c12cb47b114b84afa947cf

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp37-none-win_amd64.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp37-none-win_amd64.whl
  • Upload date:
  • Size: 220.3 kB
  • Tags: CPython 3.7, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp37-none-win_amd64.whl
Algorithm Hash digest
SHA256 60efc0ecc163351fdcac88a104064711b9e3d07a260af23d88fc0d1c28f70901
MD5 a70aa3bf265a7933df20ea8f7980f7f6
BLAKE2b-256 af81474f5263ba4cf5d0024d06e325127698a2c1314d961d16f7af1aa511d23d

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp37-none-win32.whl.

File metadata

  • Download URL: vibrato-0.2.0-cp37-none-win32.whl
  • Upload date:
  • Size: 209.6 kB
  • Tags: CPython 3.7, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/0.14.17

File hashes

Hashes for vibrato-0.2.0-cp37-none-win32.whl
Algorithm Hash digest
SHA256 780a1d962ff5147cf22babe186c0cb148734ca1fd05d40734ea88c3c9f68750f
MD5 33987851fd610dda211bbfb26353f3c0
BLAKE2b-256 fba1e38fc8cc92039073eb07cc6cd55ca7c74547d9f6e013cd9a58c6edc6ed1f

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e4bb0643521fd57d93bedd8e9c8b0da38c9cf4bfad57fd48ce44178edff40ba9
MD5 cab2fffbf65948b253698c9863b2e49b
BLAKE2b-256 db7d60f07d58fda51ed1ea8219b467bd8e427622c4da00a9d1345aab277e1b0a

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm Hash digest
SHA256 09a626a18a54968674770f3d6efda3d1b9074df15b2caaf276024007052ea6f5
MD5 9a53ae610ca48e85af124a5f40be3b73
BLAKE2b-256 84f827687cf9b5bd60e9e9996032894fd38d99d7b57bb45805ed8f9fedcb9e5e

See more details on using hashes here.

File details

Details for the file vibrato-0.2.0-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl.

File metadata

File hashes

Hashes for vibrato-0.2.0-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 de001dee8f298229b62729b27e59bfcf2f1c52b29f4c06acd175c371ee9eab52
MD5 8ead20d11f5316328ada8ca8e7b64855
BLAKE2b-256 1acc6fd795a40b688e3cbedbfdc57645fe0c75ed63ee087de4c163c020d5cde6

See more details on using hashes here.

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