floret: fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

floret is an extended version of fastText that can produce word representations for any word from a compact vector table. It combines:

fastText's subwords to provide embeddings for any word
Bloom embeddings ("hashing trick") for a compact vector table

Installation

pip install floret

Usage

Train floret vectors using the options:

mode: "floret", storing both words and subwords in the same compact hash table
hashCount: store each entry in 1-4 rows in the hash table (recommended: 2)
bucket: in combination with hashCount>1, the size of the hash table can be greatly reduced (recommended: 25000--100000, reduced from the fastText default of 2000000)
minn: min length of char ngram (default: 3)
maxn: max length of char ngram (default: 6)

import floret

# train vectors
model = floret.train_unsupervised(
    "data.txt",
    model="cbow",
    mode="floret",
    hashCount=2,
    bucket=50000,
    minn=3,
    maxn=6,
)

# query vector
model.get_word_vector("broccoli")

# save full model
model.save_model("vectors.bin")

# export standard word-only vector table
model.save_vectors("vectors.vec")

# export floret vector table
model.save_floret_vectors("vectors.floret")

Note: with the default setting mode="fasttext", floret trains original fastText vectors.

Use floret vectors in spaCy

Import floret vectors into spaCy v3.2+:

spacy init vectors LANG vectors.floret spacy_vectors_model --mode floret

Notes

floret contains all features of the original fasttext module. See the fasttext docs for more information.

The fasttext and floret binary formats saved with model.save_model("model.bin") are not compatible.

Metadata

Release files for floret 0.10.5

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for floret 0.10.5
File	Size	Uploaded
floret-0.10.5.tar.gz	70.9 kB	Nov 4, 2023	Details

Built distributions (wheels)

Table of built distributions (wheels) for floret 0.10.5
File	Interpreter	ABI	Platform	Reset
floret-0.10.5-cp312-cp312-win_amd64.whl 243.4 kB Nov 4, 2023	CPython 3.12	CPython 3.12	Windows x86-64	Details
floret-0.10.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 321.6 kB Nov 4, 2023	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 302.0 kB Nov 4, 2023	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp312-cp312-macosx_11_0_x86_64.whl 373.2 kB Nov 4, 2023	CPython 3.12	CPython 3.12	macOS 11.0+ x86-64	Details
floret-0.10.5-cp312-cp312-macosx_11_0_arm64.whl 351.2 kB Nov 4, 2023	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
floret-0.10.5-cp311-cp311-win_amd64.whl 242.6 kB Nov 4, 2023	CPython 3.11	CPython 3.11	Windows x86-64	Details
floret-0.10.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 321.6 kB Nov 4, 2023	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 302.8 kB Nov 4, 2023	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp311-cp311-macosx_11_0_x86_64.whl 370.4 kB Nov 4, 2023	CPython 3.11	CPython 3.11	macOS 11.0+ x86-64	Details
floret-0.10.5-cp311-cp311-macosx_11_0_arm64.whl 351.4 kB Nov 4, 2023	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
floret-0.10.5-cp310-cp310-win_amd64.whl 242.1 kB Nov 4, 2023	CPython 3.10	CPython 3.10	Windows x86-64	Details
floret-0.10.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 320.4 kB Nov 4, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 301.9 kB Nov 4, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp310-cp310-macosx_11_0_x86_64.whl 368.9 kB Nov 4, 2023	CPython 3.10	CPython 3.10	macOS 11.0+ x86-64	Details
floret-0.10.5-cp310-cp310-macosx_11_0_arm64.whl 350.2 kB Nov 4, 2023	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
floret-0.10.5-cp39-cp39-win_amd64.whl 236.7 kB Nov 4, 2023	CPython 3.9	CPython 3.9	Windows x86-64	Details
floret-0.10.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 320.7 kB Nov 4, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 302.2 kB Nov 4, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp39-cp39-macosx_11_0_x86_64.whl 369.2 kB Nov 4, 2023	CPython 3.9	CPython 3.9	macOS 11.0+ x86-64	Details
floret-0.10.5-cp39-cp39-macosx_11_0_arm64.whl 350.5 kB Nov 4, 2023	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
floret-0.10.5-cp38-cp38-win_amd64.whl 242.0 kB Nov 4, 2023	CPython 3.8	CPython 3.8	Windows x86-64	Details
floret-0.10.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 320.2 kB Nov 4, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 301.7 kB Nov 4, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp38-cp38-macosx_11_0_arm64.whl 350.1 kB Nov 4, 2023	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
floret-0.10.5-cp38-cp38-macosx_10_16_x86_64.whl 368.9 kB Nov 4, 2023	CPython 3.8	CPython 3.8	macOS 10.16+ x86-64	Details
floret-0.10.5-cp37-cp37m-win_amd64.whl 241.6 kB Nov 4, 2023	CPython 3.7	CPython 3.7 pymalloc	Windows x86-64	Details
floret-0.10.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 324.0 kB Nov 4, 2023	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 305.6 kB Nov 4, 2023	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp37-cp37m-macosx_10_16_x86_64.whl 364.3 kB Nov 4, 2023	CPython 3.7	CPython 3.7 pymalloc	macOS 10.16+ x86-64	Details
floret-0.10.5-cp36-cp36m-win_amd64.whl 255.8 kB Nov 4, 2023	CPython 3.6	CPython 3.6 pymalloc	Windows x86-64	Details
floret-0.10.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 324.3 kB Nov 4, 2023	CPython 3.6	CPython 3.6 pymalloc	Linux glibc 2.17+ x86-64	Details
floret-0.10.5-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 305.0 kB Nov 4, 2023	CPython 3.6	CPython 3.6 pymalloc	Linux glibc 2.17+ ARM64	Details
floret-0.10.5-cp36-cp36m-macosx_10_16_x86_64.whl 364.5 kB Nov 4, 2023	CPython 3.6	CPython 3.6 pymalloc	macOS 10.16+ x86-64	Details

Total release size: 10.5 MB

Release files / floret-0.10.5.tar.gz

Download URL	floret-0.10.5.tar.gz
Size	70.9 kB
Tags	Source
SHA-256 checksum How to use checksums	`8a94654a87b3335499cd4d14532a6f947a8cc14bd3e28044d7ccf06e99084156`
BLAKE2b-256 checksum How to use checksums	`c4a40286fed39e374a2237180ee1976444908250f54a01fa8ac198764abdfc59`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp312-cp312-win_amd64.whl

Download URL	floret-0.10.5-cp312-cp312-win_amd64.whl
Size	243.4 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`e074b9e731504191e366f5f21f2f419a2dc3194d6d17ef26ced7edceefac3f79`
BLAKE2b-256 checksum How to use checksums	`e625297f47eab2fb42cb9bea8c1eadeece3bcdd3af185448dd90eed6baa8e106`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	321.6 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`dfea32120951b8781c318e5ee9847eb9895ff7a18dd49c5d466ad8951589a0f5`
BLAKE2b-256 checksum How to use checksums	`2f68f5c6dc90acf6ddf8203fb79d5ff4e6f2bf93f1ec4987ff1094f22ce6f2c1`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	302.0 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`7c3d1d189fd12f75bc2f4229a5fd4f6eb333f598063609ff050c6a1296568e98`
BLAKE2b-256 checksum How to use checksums	`c699a4b611ac73b1232e5afc7e412ad3e1511ea1971f3608ce359b277a5e9a03`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp312-cp312-macosx_11_0_x86_64.whl

Download URL	floret-0.10.5-cp312-cp312-macosx_11_0_x86_64.whl
Size	373.2 kB
Tags	CPython 3.12 macOS 11.0+ x86-64
SHA-256 checksum How to use checksums	`96de360cf7f93f21e28641f74c309e3207ceab3856b2cf4867f9135788f02115`
BLAKE2b-256 checksum How to use checksums	`790a3fef8be2c708a15208fe9e95ac5a71cf501eba0e95f675ed27d6229493f5`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp312-cp312-macosx_11_0_arm64.whl

Download URL	floret-0.10.5-cp312-cp312-macosx_11_0_arm64.whl
Size	351.2 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`87bb2d7a44c6ac2572ca4aeed6a7780f184c2cebe67a6cf3e3b8d3005da360b4`
BLAKE2b-256 checksum How to use checksums	`46d0cb9662031bfaf867ee832d1ec086fa909d79b295f4b06096d93f6fdc13cd`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp311-cp311-win_amd64.whl

Download URL	floret-0.10.5-cp311-cp311-win_amd64.whl
Size	242.6 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`020317dac154caff1e03cdb8dd1e5d013cb0749d5913e264834017386f905655`
BLAKE2b-256 checksum How to use checksums	`f67cda990fa09047a6c3da37d4612f4af822877b4378b0fe579c85d9c8f54e23`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	321.6 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`237e2eeee54147bf893aef8b1297631f53127b888c2978b1957d9a96af9b769c`
BLAKE2b-256 checksum How to use checksums	`47b4c76e49ad7d0e8ec7dae57a16ac129bcf0e8fff49d8ab9e61244955ccc891`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	302.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`17d12b5e195a1220b9b173647ba215cb680fd82f5f5f9e68a34a9dc16c27d491`
BLAKE2b-256 checksum How to use checksums	`b57fdc276d4de64ccd92195150a3bc5b5ffa481482301e21c690dc6f6061a88b`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp311-cp311-macosx_11_0_x86_64.whl

Download URL	floret-0.10.5-cp311-cp311-macosx_11_0_x86_64.whl
Size	370.4 kB
Tags	CPython 3.11 macOS 11.0+ x86-64
SHA-256 checksum How to use checksums	`1a6c7cec76c545a181f1b4987988871dba8fd5966b760b66f7e79f4c4565ef94`
BLAKE2b-256 checksum How to use checksums	`152a536c4257c1519bd68221e5cc21a585fc744c1c858e5aa05dc95c872716f9`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp311-cp311-macosx_11_0_arm64.whl

Download URL	floret-0.10.5-cp311-cp311-macosx_11_0_arm64.whl
Size	351.4 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`9b7b9a6aaf807a0ed0a0d3615206b67f46b56f52a94dcdc50d7412b40b76418a`
BLAKE2b-256 checksum How to use checksums	`f1123147e44627f95c07a398b4651bdf350edef2acc82b090c94413f0ccd0dd1`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp310-cp310-win_amd64.whl

Download URL	floret-0.10.5-cp310-cp310-win_amd64.whl
Size	242.1 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`009a80bd3d92915c02d2c2cc985fc602fa6ccb9e012a9d17b77a0d9baeb14dc2`
BLAKE2b-256 checksum How to use checksums	`5022fe0097ee88ae38283f5cd6dd92a5932ddd7faee23799d896ecd0021e80e5`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	320.4 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`1a6dc625a66f3fe4fa2976585cb33f90584f58995197325ac179a01a3faa4fea`
BLAKE2b-256 checksum How to use checksums	`16ee388a5c76c9292f4bef85d7ef895005bb39a0899f8004e9daceb57b2bb0c9`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	301.9 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`f70107549c9811a3d36d7ad184ee2eb69800d5fd652ed09e7ec9e9b51b82ab9a`
BLAKE2b-256 checksum How to use checksums	`a8beda6d20c2f5a3748bde29b0af6aedaea3638a18eb04e69cfb499f1b9635d6`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp310-cp310-macosx_11_0_x86_64.whl

Download URL	floret-0.10.5-cp310-cp310-macosx_11_0_x86_64.whl
Size	368.9 kB
Tags	CPython 3.10 macOS 11.0+ x86-64
SHA-256 checksum How to use checksums	`f3d78f7a0da75a7d6481db1a6b6d5c495caa558f52fcaa7800b05b013518732f`
BLAKE2b-256 checksum How to use checksums	`6edc91dc97dcf65536547ba34f85a86fc89fd609d77bec1b35f994b93864a9ce`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp310-cp310-macosx_11_0_arm64.whl

Download URL	floret-0.10.5-cp310-cp310-macosx_11_0_arm64.whl
Size	350.2 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`50c2f950dbfffd6ff32525a4dc902cff94c9530d68bc14b6a7d27e363ffaf8df`
BLAKE2b-256 checksum How to use checksums	`eb755069dc538630ec26297af1b09822c27588d251deaef6943d795e14845161`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp39-cp39-win_amd64.whl

Download URL	floret-0.10.5-cp39-cp39-win_amd64.whl
Size	236.7 kB
Tags	CPython 3.9 Windows x86-64
SHA-256 checksum How to use checksums	`1f777dddfb4c2de9eec60bda92a1c4d4aea811a4d566ffe28ec4f56dacaaf139`
BLAKE2b-256 checksum How to use checksums	`dff31cb87bdcce63cbe5e3def66505aff523e29c50fbfd739c4cd7313266f0e4`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	320.7 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`3e1920a658a709f1366d0536d0e848b1bfb1370d16126480dc670ddd52626773`
BLAKE2b-256 checksum How to use checksums	`5146bf93327bf39f8e00f9fdf5ada0e13e49c1134a626d450bf960d38ebbe645`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	302.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`7d8efe2add424b711ff6021f670498e9e0298dd92131553e52570558ec8b4c7c`
BLAKE2b-256 checksum How to use checksums	`0b57361a7920007d4ae00e36ec19c199969faac18ab3c1dabbcdfeb7a3b5a488`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp39-cp39-macosx_11_0_x86_64.whl

Download URL	floret-0.10.5-cp39-cp39-macosx_11_0_x86_64.whl
Size	369.2 kB
Tags	CPython 3.9 macOS 11.0+ x86-64
SHA-256 checksum How to use checksums	`c24db59a80883e15361c3c23c16f9f50bb5df47cec5a5253510e1cff97e49970`
BLAKE2b-256 checksum How to use checksums	`ec7b38e6438e846226dc23fcd0a5426d5c65ca02562a8889586aa012579f54f0`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp39-cp39-macosx_11_0_arm64.whl

Download URL	floret-0.10.5-cp39-cp39-macosx_11_0_arm64.whl
Size	350.5 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`620bc8218a8586f56f2ddcc9e21657cdefa03c255d9e85a0f0cd2346ef1acc56`
BLAKE2b-256 checksum How to use checksums	`0d191e54513a974cc33c9d311bed6d9942330db9da4bc82097b4821a35f214f6`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp38-cp38-win_amd64.whl

Download URL	floret-0.10.5-cp38-cp38-win_amd64.whl
Size	242.0 kB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`217dc18c3cbd2491c2c49fc7cfb9b55eb94af19930bbef65f24037e28af59ea8`
BLAKE2b-256 checksum How to use checksums	`1d3c7cba3dc4b552ebe024f4b080254e04df1dabc7165dacfbefd097a7617ba2`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	320.2 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`101620e4b94e671b45b7c1e7c3c532cf45b3e37561c8e3b656d451c13e0a6f3a`
BLAKE2b-256 checksum How to use checksums	`77bee24697c0d9570e54218d7a8b6a5df847d5b21a0209f59b00c1359af09927`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	301.7 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`a8486d383a077f4b41f78293d29a81afeee0f7fc4865b8cf39b218ff2135afa9`
BLAKE2b-256 checksum How to use checksums	`573b1146f0ad480f03dde72398e2002cee099dd0e1c98c003699a93cabc5df27`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp38-cp38-macosx_11_0_arm64.whl

Download URL	floret-0.10.5-cp38-cp38-macosx_11_0_arm64.whl
Size	350.1 kB
Tags	CPython 3.8 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`f213a01af2bd9f1f151cd633d35f8561341214c8c4a3828c6dbad170e846c605`
BLAKE2b-256 checksum How to use checksums	`7643089931263cdd25eabd0bef47080b23b71219c098953b62adb8f3e21882e1`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp38-cp38-macosx_10_16_x86_64.whl

Download URL	floret-0.10.5-cp38-cp38-macosx_10_16_x86_64.whl
Size	368.9 kB
Tags	CPython 3.8 macOS 10.16+ x86-64
SHA-256 checksum How to use checksums	`63c649375187e3ae5fa7921527f6c44eedba618ab9d2b4047d05a1d501e93dd4`
BLAKE2b-256 checksum How to use checksums	`8cb898dfa14cca8ac78c22f8b2c6f5ed0bd399e19d68ca1b4f4aee99eb1dc6a0`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp37-cp37m-win_amd64.whl

Download URL	floret-0.10.5-cp37-cp37m-win_amd64.whl
Size	241.6 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Windows x86-64
SHA-256 checksum How to use checksums	`b5b58fac25bab7b513e350a122270ed5637da6179a98e36939f934d82385ac6b`
BLAKE2b-256 checksum How to use checksums	`668047862ae02b12364db535e6f8d173b08c823f40d1104032b706014a352e36`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	324.0 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`a29128c874c3c453729e89783f667d62235d609c926c644f3d48503fed93ff61`
BLAKE2b-256 checksum How to use checksums	`e8a6de37fcf5edc00b0ce4eb388a801694303b3e920e7bf68a90c0822a012240`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	305.6 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`b438963856a4903732309a3319f0681806a3bf084651354daa5b3265f4c64380`
BLAKE2b-256 checksum How to use checksums	`644bffb7e475a9ff9a0557bf9ac493b1ab60e4c99d7017d28aa00a17c722faf3`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp37-cp37m-macosx_10_16_x86_64.whl

Download URL	floret-0.10.5-cp37-cp37m-macosx_10_16_x86_64.whl
Size	364.3 kB
Tags	CPython 3.7 CPython 3.7 pymalloc macOS 10.16+ x86-64
SHA-256 checksum How to use checksums	`088006325cba178fd725745ea2d935985723f7bc40762bbbd9e518188774de40`
BLAKE2b-256 checksum How to use checksums	`09d47e232994fc7b868a98a0775cae40309b1faa7b49587d876dfb4e88adafa2`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp36-cp36m-win_amd64.whl

Download URL	floret-0.10.5-cp36-cp36m-win_amd64.whl
Size	255.8 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Windows x86-64
SHA-256 checksum How to use checksums	`7ea662bab1db425c07a969a0efc41747e05daf50fe24fffeb7661360961ce44f`
BLAKE2b-256 checksum How to use checksums	`4e31b8ece93aac950526e45d930ec131e62ba5c9b6f911eba5d5ac2ee28abd6d`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	floret-0.10.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	324.3 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`994993a16675c33eeec561f32b2233dff8e39267c426a510c01158612fbde4b8`
BLAKE2b-256 checksum How to use checksums	`66df1b2bc3a8bf8715a4da9fada02129e162a69e866f79c87ce41ab8f558195f`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	floret-0.10.5-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	305.0 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`e9a905fe7e46e48634835681256afa3e296b6b7350c1939c70e73c221f009d99`
BLAKE2b-256 checksum How to use checksums	`16c7081541a12e8fce81c49dab450f6edbbd87e9760f52f96a8fb3162f28dfc0`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release files / floret-0.10.5-cp36-cp36m-macosx_10_16_x86_64.whl

Download URL	floret-0.10.5-cp36-cp36m-macosx_10_16_x86_64.whl
Size	364.5 kB
Tags	CPython 3.6 CPython 3.6 pymalloc macOS 10.16+ x86-64
SHA-256 checksum How to use checksums	`c2ba155ce1dd704c0424fa2ce0118ffde4418ee3785d7dbeda3a1a0e13f009ac`
BLAKE2b-256 checksum How to use checksums	`6bb5a6fa30b2bb1235f31fda9734b67a4da34d31a93b11db2285f9aa43a86725`
Upload date	Nov 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.7.9`

Release history Release notifications | RSS feed

This release

0.10.5 This release

Nov 4, 2023 34 release files

0.10.4

Aug 2, 2023 28 release files

0.10.3

May 9, 2023 28 release files

0.10.2

Feb 15, 2022 19 release files

0.10.1

Nov 12, 2021 16 release files

0.10.0

Oct 27, 2021 16 release files

Pre-release

0.10.0.dev2

Oct 26, 2021 16 release files

Pre-release

0.10.0.dev1

Oct 5, 2021 13 release files

Pre-release

0.10.0.dev0

Sep 23, 2021 13 release files

floret 0.10.5

floret: fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

Installation

Usage

Use floret vectors in spaCy

Notes

Project links

Key dates

1 maintainer

Credits

License

Classifiers

Metadata

Project links

Key dates

1 maintainer

Credits

License

Classifiers

Release files for floret 0.10.5

Source distribution (sdist)

Built distributions (wheels)

Release files / floret-0.10.5.tar.gz

Release files / floret-0.10.5-cp312-cp312-win_amd64.whl

Release files / floret-0.10.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp312-cp312-macosx_11_0_x86_64.whl

Release files / floret-0.10.5-cp312-cp312-macosx_11_0_arm64.whl

Release files / floret-0.10.5-cp311-cp311-win_amd64.whl

Release files / floret-0.10.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp311-cp311-macosx_11_0_x86_64.whl

Release files / floret-0.10.5-cp311-cp311-macosx_11_0_arm64.whl

Release files / floret-0.10.5-cp310-cp310-win_amd64.whl

Release files / floret-0.10.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp310-cp310-macosx_11_0_x86_64.whl

Release files / floret-0.10.5-cp310-cp310-macosx_11_0_arm64.whl

Release files / floret-0.10.5-cp39-cp39-win_amd64.whl

Release files / floret-0.10.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp39-cp39-macosx_11_0_x86_64.whl

Release files / floret-0.10.5-cp39-cp39-macosx_11_0_arm64.whl

Release files / floret-0.10.5-cp38-cp38-win_amd64.whl

Release files / floret-0.10.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp38-cp38-macosx_11_0_arm64.whl

Release files / floret-0.10.5-cp38-cp38-macosx_10_16_x86_64.whl

Release files / floret-0.10.5-cp37-cp37m-win_amd64.whl

Release files / floret-0.10.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp37-cp37m-macosx_10_16_x86_64.whl

Release files / floret-0.10.5-cp36-cp36m-win_amd64.whl

Release files / floret-0.10.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / floret-0.10.5-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / floret-0.10.5-cp36-cp36m-macosx_10_16_x86_64.whl

Release history Release notifications | RSS feed