Hashformers is a framework for hashtag segmentation with transformers.

Last update: Nov 09, 2022

Overview

Hashtag segmentation is the task of automatically inserting the missing spaces between the words in a hashtag.

Hashformers applies Transformer models to hashtag segmentation. It is built on top of the transformers library and the lm-scorer and mlm-scoring packages.

Try it right now on Google Colab.

Paper: Zero-shot hashtag segmentation for multilingual sentiment analysis

Basic usage

from hashformers import WordSegmenter

ws = WordSegmenter(
    segmenter_model_name_or_path="gpt2",
    reranker_model_name_or_path="bert-base-uncased",
    use_reranker=True
)

segmentations = ws.segment([
    "#myoldphonesucks",
    "#latinosinthedeepsouth",
    "#weneedanationalpark",
    "#LandoftheLost",
    "#icecold",
    "#Heartbreaker",
    "#TheRiseGuys"
])

print(segmentations)

# ['my old phone sucks',
# 'latinos in the deep south',
# 'we need a national park',
# 'Land of the Lost',
# 'ice cold',
# 'Heartbreaker',
# 'The Rise Guys']

Installation

Installation steps are described on this notebook. A Docker image is coming soon.

Examples

Applications of hashtag segmentation to tweet sentiment analysis and the automatic translation of tweets can be found on the examples folder.

Contributing

Pull requests are welcome! We need to improve on the documentation and code quality of this repository. It's also a good idea to implement more sophisticated ensembling techniques. Read our paper for more details on the inner workings of our framework.

Citation

@misc{rodrigues2021zeroshot,
      title={Zero-shot hashtag segmentation for multilingual sentiment analysis}, 
      author={Ruan Chaves Rodrigues and Marcelo Akira Inuzuka and Juliana Resplande Sant'Anna Gomes and Acquila Santos Rocha and Iacer Calixto and Hugo Alexandre Dantas do Nascimento},
      year={2021},
      eprint={2112.03213},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

Comments

Bump werkzeug from 0.15.1 to 0.15.3 in /experimental/RF
Bumps werkzeug from 0.15.1 to 0.15.3.

Release notes

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0.15.3

Blog: https://palletsprojects.com/blog/werkzeug-0-15-3-released/

Changes: https://werkzeug.palletsprojects.com/en/0.15.x/changes/#version-0-15-3

0.15.2

Blog: https://palletsprojects.com/blog/werkzeug-0-15-2-released/

Changes: https://werkzeug.palletsprojects.com/en/0.15.x/changes/#version-0-15-2

Changelog

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Version 0.15.3

Released 2019-05-14

Properly handle multi-line header folding in development server in Python 2.7. (:issue:1080)

Restore the response argument to :exc:~exceptions.Unauthorized. (:pr:1527)

:exc:~exceptions.Unauthorized doesn't add the WWW-Authenticate header if www_authenticate is not given. (:issue:1516)

The default URL converter correctly encodes bytes to string rather than representing them with b''. (:issue:1502)

Fix the filename format string in :class:~middleware.profiler.ProfilerMiddleware to correctly handle float values. (:issue:1511)

Update :class:~middleware.lint.LintMiddleware to work on Python 3. (:issue:1510)

The debugger detects cycles in chained exceptions and does not time out in that case. (:issue:1536)

When running the development server in Docker, the debugger security pin is now unique per container.

Version 0.15.2

Released 2019-04-02

Rule code generation uses a filename that coverage will ignore. The previous value, "generated", was causing coverage to fail. (:issue:1487)

The test client removes the cookie header if there are no persisted cookies. This fixes an issue introduced in 0.15.0 where the cookies from the original request were used for redirects, causing functions such as logout to fail. (:issue:1491)

The test client copies the environ before passing it to the app, to prevent in-place modifications from affecting redirect requests. (:issue:1498)

The "werkzeug" logger only adds a handler if there is no handler configured for its level in the logging chain. This avoids double logging if other code configures logging first. (:issue:1492)

Commits

9b1123a release version 0.15.3

00bc43b unique debugger pin in Docker containers

2cbdf2b Merge pull request #1542 from asottile/exceptions_arent_always_hashable

0e669f6 Fix unhashable exception types

bdc17e4 Merge pull request #1540 from pallets/break-tb-cycle

44e38c2 break cycle in chained exceptions

777500b Merge pull request #1518 from NiklasMM/fix/1510_lint-middleware-python3-compa...

e00c7c2 Make LintMiddleware Python 3 compatible and add tests

d590cc7 Merge pull request #1539 from pallets/profiler-format

0388fc9 update filename_format for ProfilerMiddleware.

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dependencies
opened by dependabot[bot] 9
Bump urllib3 from 1.24.1 to 1.24.2 in /experimental/RF
Bumps urllib3 from 1.24.1 to 1.24.2.

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1.24.2 (2019-04-17)

Don't load system certificates by default when any other ca_certs, ca_certs_dir or ssl_context parameters are specified.

Remove Authorization header regardless of case when redirecting to cross-site. (Issue #1510)

Add support for IPv6 addresses in subjectAltName section of certificates. (Issue #1269)

Commits

1efadf4 Release 1.24.2 (#1564)

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dependencies
opened by dependabot[bot] 9
Bump tensorflow-gpu from 1.12.0 to 1.15.2 in /experimental/RF
Bumps tensorflow-gpu from 1.12.0 to 1.15.2.

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dependencies
opened by dependabot[bot] 9
Bump nltk from 3.5 to 3.6.5 in /legacy
Bumps nltk from 3.5 to 3.6.5.

Changelog

Sourced from nltk's changelog.

Version 3.6.5 2021-10-11

modernised nltk.org website

addressed LGTM.com issues

support ZWJ sequences emoji and skin tone modifer emoji in TweetTokenizer

METEOR evaluation now requires pre-tokenized input

Code linting and type hinting

implement get_refs function for DrtLambdaExpression

Enable automated CoreNLP, Senna, Prover9/Mace4, Megam, MaltParser CI tests

specify minimum regex version that supports regex.Pattern

avoid re.Pattern and regex.Pattern which fail for Python 3.6, 3.7

Thanks to the following contributors to 3.6.5 Tom Aarsen, Saibo Geng, Mohaned Mashaly, Dimitri Papadopoulos, Danny Sepler, Ahmet Yildirim, RnDevelover, yutanakamura

Version 3.6.4 2021-10-01

deprecate nltk.usage(obj) in favor of help(obj)

resolve ReDoS vulnerability in Corpus Reader

solidify performance tests

improve phone number recognition in tweet tokenizer

refactored CISTEM stemmer for German

identify NLTK Team as the author

replace travis badge with github actions badge

add SECURITY.md

Thanks to the following contributors to 3.6.4 Tom Aarsen, Mohaned Mashaly, Dimitri Papadopoulos Orfanos, purificant, Danny Sepler

Version 3.6.3 2021-09-19

Dropped support for Python 3.5

Run CI tests on Windows, too

Moved from Travis CI to GitHub Actions

Code and comment cleanups

Visualize WordNet relation graphs using Graphviz

Fixed large error in METEOR score

Apply isort, pyupgrade, black, added as pre-commit hooks

Prevent debug_decisions in Punkt from throwing IndexError

Resolved ZeroDivisionError in RIBES with dissimilar sentences

Initialize WordNet IC total counts with smoothing value

Fixed AttributeError for Arabic ARLSTem2 stemmer

Many fixes and improvements to lm language model package

Fix bug in nltk.metrics.aline, C_skip = -10

Improvements to TweetTokenizer

Optional show arg for FreqDist.plot, ConditionalFreqDist.plot

edit_distance now computes Damerau-Levenshtein edit-distance

Thanks to the following contributors to 3.6.3 Tom Aarsen, Abhijnan Bajpai, Michael Wayne Goodman, Michał Górny, Maarten ter Huurne,

... (truncated)

Commits

b422364 updates for 3.6.5

03e4b4e Modernised nltk.org website (#2845)

9f468d3 Merge pull request #2851 from DimitriPapadopoulos/lgtm_errors

8ce97b2 Add a unit test, fix typos

2538164 Enhancement: Add ZWJ sequences Emoji and Skin Tone Modifier Emoji support to ...

836b98e Accept pre-tokenized references & hypothesis for METEOR calculation (#2822)

82ceb20 refactor: perfom linting for punkt.py (#2830)

c05b0e7 use latest version of pip (#2846)

6d39c90 Implement get_refs function for DrtLambdaExpression (#2847)

f554129 LGTM.com error: Wrong number of arguments in a class instantiation

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dependencies
opened by dependabot[bot] 4
Bump pillow from 7.0.0 to 8.3.2 in /legacy
Bumps pillow from 7.0.0 to 8.3.2.

Release notes

Sourced from pillow's releases.

8.3.2

https://pillow.readthedocs.io/en/stable/releasenotes/8.3.2.html

Security

CVE-2021-23437 Raise ValueError if color specifier is too long [hugovk, radarhere]

Fix 6-byte OOB read in FliDecode [wiredfool]

Python 3.10 wheels

Add support for Python 3.10 #5569, #5570 [hugovk, radarhere]

Fixed regressions

Ensure TIFF RowsPerStrip is multiple of 8 for JPEG compression #5588 [kmilos, radarhere]

Updates for ImagePalette channel order #5599 [radarhere]

Hide FriBiDi shim symbols to avoid conflict with real FriBiDi library #5651 [nulano]

8.3.1

https://pillow.readthedocs.io/en/stable/releasenotes/8.3.1.html

Changes

Catch OSError when checking if fp is sys.stdout #5585 [@radarhere]

Handle removing orientation from alternate types of EXIF data #5584 [@radarhere]

Make Image.array take optional dtype argument #5572 [@t-vi]

8.3.0

https://pillow.readthedocs.io/en/stable/releasenotes/8.3.0.html

Changes

Use snprintf instead of sprintf #5567 [@radarhere]

Limit TIFF strip size when saving with LibTIFF #5514 [@kmilos]

Allow ICNS save on all operating systems #4526 [@newpanjing]

De-zigzag JPEG's DQT when loading; deprecate convert_dict_qtables #4989 [@gofr]

Do not use background or transparency index for new color #5564 [@radarhere]

Simplified code #5315 [@radarhere]

Replaced xml.etree.ElementTree #5565 [@radarhere]

... (truncated)

Changelog

Sourced from pillow's changelog.

8.3.2 (2021-09-02)

CVE-2021-23437 Raise ValueError if color specifier is too long [hugovk, radarhere]

Fix 6-byte OOB read in FliDecode [wiredfool]

Add support for Python 3.10 #5569, #5570 [hugovk, radarhere]

Ensure TIFF RowsPerStrip is multiple of 8 for JPEG compression #5588 [kmilos, radarhere]

Updates for ImagePalette channel order #5599 [radarhere]

Hide FriBiDi shim symbols to avoid conflict with real FriBiDi library #5651 [nulano]

8.3.1 (2021-07-06)

Catch OSError when checking if fp is sys.stdout #5585 [radarhere]

Handle removing orientation from alternate types of EXIF data #5584 [radarhere]

Make Image.array take optional dtype argument #5572 [t-vi, radarhere]

8.3.0 (2021-07-01)

Use snprintf instead of sprintf. CVE-2021-34552 #5567 [radarhere]

Limit TIFF strip size when saving with LibTIFF #5514 [kmilos]

Allow ICNS save on all operating systems #4526 [baletu, radarhere, newpanjing, hugovk]

De-zigzag JPEG's DQT when loading; deprecate convert_dict_qtables #4989 [gofr, radarhere]

Replaced xml.etree.ElementTree #5565 [radarhere]

... (truncated)

Commits

8013f13 8.3.2 version bump

23c7ca8 Update CHANGES.rst

8450366 Update release notes

a0afe89 Update test case

9e08eb8 Raise ValueError if color specifier is too long

bd5cf7d FLI tests for Oss-fuzz crash.

94a0cf1 Fix 6-byte OOB read in FliDecode

cece64f Add 8.3.2 (2021-09-02) [CI skip]

e422386 Add release notes for Pillow 8.3.2

08dcbb8 Pillow 8.3.2 supports Python 3.10 [ci skip]

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dependencies
opened by dependabot[bot] 4
Bump pygments from 2.6.1 to 2.7.4 in /legacy
Bumps pygments from 2.6.1 to 2.7.4.

Release notes

Sourced from pygments's releases.

2.7.4

Updated lexers:

Apache configurations: Improve handling of malformed tags (#1656)

CSS: Add support for variables (#1633, #1666)

Crystal (#1650, #1670)

Coq (#1648)

Fortran: Add missing keywords (#1635, #1665)

Ini (#1624)

JavaScript and variants (#1647 -- missing regex flags, #1651)

Markdown (#1623, #1617)

Shell

Lex trailing whitespace as part of the prompt (#1645)

Add missing in keyword (#1652)

SQL - Fix keywords (#1668)

Typescript: Fix incorrect punctuation handling (#1510, #1511)

Fix infinite loop in SML lexer (#1625)

Fix backtracking string regexes in JavaScript/TypeScript, Modula2 and many other lexers (#1637)

Limit recursion with nesting Ruby heredocs (#1638)

Fix a few inefficient regexes for guessing lexers

Fix the raw token lexer handling of Unicode (#1616)

Revert a private API change in the HTML formatter (#1655) -- please note that private APIs remain subject to change!

Fix several exponential/cubic-complexity regexes found by Ben Caller/Doyensec (#1675)

Fix incorrect MATLAB example (#1582)

Thanks to Google's OSS-Fuzz project for finding many of these bugs.

2.7.3

Updated lexers:

Ada (#1581)

HTML (#1615, #1614)

Java (#1594, #1586)

JavaScript (#1605, #1589, #1588)

JSON (#1569 -- this is a complete rewrite)

Lean (#1601)

LLVM (#1612)

Mason (#1592)

MySQL (#1555, #1551)

Rust (#1608)

Turtle (#1590, #1553)

Deprecated JsonBareObjectLexer, which is now identical to JsonLexer (#1600)

The ImgFormatter now calculates the exact character width, which fixes some issues with overlapping text (#1213, #1611)

... (truncated)

Changelog

Sourced from pygments's changelog.

Version 2.7.4

(released January 12, 2021)

Updated lexers:

Apache configurations: Improve handling of malformed tags (#1656)

CSS: Add support for variables (#1633, #1666)

Crystal (#1650, #1670)

Coq (#1648)

Fortran: Add missing keywords (#1635, #1665)

Ini (#1624)

JavaScript and variants (#1647 -- missing regex flags, #1651)

Markdown (#1623, #1617)

Shell

Lex trailing whitespace as part of the prompt (#1645)

Add missing in keyword (#1652)

SQL - Fix keywords (#1668)

Typescript: Fix incorrect punctuation handling (#1510, #1511)

Fix infinite loop in SML lexer (#1625)

Fix backtracking string regexes in JavaScript/TypeScript, Modula2 and many other lexers (#1637)

Limit recursion with nesting Ruby heredocs (#1638)

Fix a few inefficient regexes for guessing lexers

Fix the raw token lexer handling of Unicode (#1616)

Revert a private API change in the HTML formatter (#1655) -- please note that private APIs remain subject to change!

Fix several exponential/cubic-complexity regexes found by Ben Caller/Doyensec (#1675)

Fix incorrect MATLAB example (#1582)

Thanks to Google's OSS-Fuzz project for finding many of these bugs.

Version 2.7.3

(released December 6, 2020)

Updated lexers:

Ada (#1581)

HTML (#1615, #1614)

Java (#1594, #1586)

JavaScript (#1605, #1589, #1588)

JSON (#1569 -- this is a complete rewrite)

Lean (#1601)

LLVM (#1612)

Mason (#1592)

... (truncated)

Commits

4d555d0 Bump version to 2.7.4.

fc3b05d Update CHANGES.

ad21935 Revert "Added dracula theme style (#1636)"

e411506 Prepare for 2.7.4 release.

275e34d doc: remove Perl 6 ref

2e7e8c4 Fix several exponential/cubic complexity regexes found by Ben Caller/Doyensec

eb39c43 xquery: fix pop from empty stack

2738778 fix coding style in test_analyzer_lexer

02e0f09 Added 'ERROR STOP' to fortran.py keywords. (#1665)

c83fe48 support added for css variables (#1633)

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dependencies
opened by dependabot[bot] 4
Bump urllib3 from 1.25.8 to 1.26.5 in /legacy
Bumps urllib3 from 1.25.8 to 1.26.5.

Release notes

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1.26.5

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed deprecation warnings emitted in Python 3.10.

Updated vendored six library to 1.16.0.

Improved performance of URL parser when splitting the authority component.

If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

1.26.4

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

1.26.3

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed bytes and string comparison issue with headers (Pull #2141)

Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme (Pull #2107)

If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

1.26.2

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

1.26.1

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

1.26.0

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning should opt-in explicitly by setting ssl_version=ssl.PROTOCOL_TLSv1_1 (Pull #2002) Starting in urllib3 v2.0: Connections that receive a DeprecationWarning will fail

Deprecated Retry options Retry.DEFAULT_METHOD_WHITELIST, Retry.DEFAULT_REDIRECT_HEADERS_BLACKLIST and Retry(method_whitelist=...) in favor of Retry.DEFAULT_ALLOWED_METHODS, Retry.DEFAULT_REMOVE_HEADERS_ON_REDIRECT, and Retry(allowed_methods=...) (Pull #2000) Starting in urllib3 v2.0: Deprecated options will be removed

... (truncated)

Changelog

Sourced from urllib3's changelog.

1.26.5 (2021-05-26)

Fixed deprecation warnings emitted in Python 3.10.

Updated vendored six library to 1.16.0.

Improved performance of URL parser when splitting the authority component.

1.26.4 (2021-03-15)

Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

1.26.3 (2021-01-26)

Fixed bytes and string comparison issue with headers (Pull #2141)

Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme. (Pull #2107)

1.26.2 (2020-11-12)

Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

1.26.1 (2020-11-11)

Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

1.26.0 (2020-11-10)

NOTE: urllib3 v2.0 will drop support for Python 2. Read more in the v2.0 Roadmap <https://urllib3.readthedocs.io/en/latest/v2-roadmap.html>_.

Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning

... (truncated)

Commits

d161647 Release 1.26.5

2d4a3fe Improve performance of sub-authority splitting in URL

2698537 Update vendored six to 1.16.0

07bed79 Fix deprecation warnings for Python 3.10 ssl module

d725a9b Add Python 3.10 to GitHub Actions

339ad34 Use pytest==6.2.4 on Python 3.10+

f271c9c Apply latest Black formatting

1884878 [1.26] Properly proxy EOF on the SSLTransport test suite

a891304 Release 1.26.4

8d65ea1 Merge pull request from GHSA-5phf-pp7p-vc2r

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dependencies
opened by dependabot[bot] 4
Bump cryptography from 2.8 to 3.3.2
Bumps cryptography from 2.8 to 3.3.2.

Changelog

Sourced from cryptography's changelog.

3.3.2 - 2021-02-07

* **SECURITY ISSUE:** Fixed a bug where certain sequences of ``update()`` calls when symmetrically encrypting very large payloads (>2GB) could result in an integer overflow, leading to buffer overflows. *CVE-2020-36242* **Update:** This fix is a workaround for *CVE-2021-23840* in OpenSSL, fixed in OpenSSL 1.1.1j. .. _v3-3-1:
3.3.1 - 2020-12-09

Re-added a legacy symbol causing problems for older pyOpenSSL users.

.. _v3-3:

3.3 - 2020-12-08

* **BACKWARDS INCOMPATIBLE:** Support for Python 3.5 has been removed due to low usage and maintenance burden. * **BACKWARDS INCOMPATIBLE:** The :class:`~cryptography.hazmat.primitives.ciphers.modes.GCM` and :class:`~cryptography.hazmat.primitives.ciphers.aead.AESGCM` now require 64-bit to 1024-bit (8 byte to 128 byte) initialization vectors. This change is to conform with an upcoming OpenSSL release that will no longer support sizes outside this window. * **BACKWARDS INCOMPATIBLE:** When deserializing asymmetric keys we now raise ``ValueError`` rather than ``UnsupportedAlgorithm`` when an unsupported cipher is used. This change is to conform with an upcoming OpenSSL release that will no longer distinguish between error types. * **BACKWARDS INCOMPATIBLE:** We no longer allow loading of finite field Diffie-Hellman parameters of less than 512 bits in length. This change is to conform with an upcoming OpenSSL release that no longer supports smaller sizes. These keys were already wildly insecure and should not have been used in any application outside of testing. * Updated Windows, macOS, and ``manylinux`` wheels to be compiled with OpenSSL 1.1.1i. * Python 2 support is deprecated in ``cryptography``. This is the last release that will support Python 2. * Added the :meth:`~cryptography.hazmat.primitives.asymmetric.rsa.RSAPublicKey.recover_data_from_signature` function to :class:`~cryptography.hazmat.primitives.asymmetric.rsa.RSAPublicKey` for recovering the signed data from an RSA signature. .. _v3-2-1:
</tr></table>

... (truncated)

Commits

82b6ce2 correct buffer overflows cause by integer overflow in openssl (#5747)

1ff0d50 re-add Cryptography_HAS_TLSEXT_HOSTNAME and bump for 3.3.1 (#5625)

7e8fff7 Prepare for 3.3 release (#5603)

b5278c9 Fixed DH tests for latest CentOS FIPS OpenSSL (#5604)

6693d55 Add support for RSA signature recovery (#5573)

8686d52 Document that PKCS1v1.5 is not constant time (#5600)

1be144a bump cffi minimum version to help out pyopenssl (#5598)

96f2d96 remove legacy debugging code from setup.py (#5597)

2660f93 Document that Firefox doesn't support unencrypted pkcs12 (#5596)

a209669 Added tls bindings for new OpenSSL APIs (#5595)

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dependencies
opened by dependabot[bot] 3
Bump pillow from 7.0.0 to 8.2.0
Bumps pillow from 7.0.0 to 8.2.0.

Release notes

Sourced from pillow's releases.

8.2.0

https://pillow.readthedocs.io/en/stable/releasenotes/8.2.0.html

Changes

Security fixes for 8.2.0 #5377 [@hugovk]

Move getxmp() to JpegImageFile #5376 [@radarhere]

Added getxmp() method #5144 [@UrielMaD]

Compile LibTIFF with CMake on Windows #5359 [@nulano]

Add ImageShow support for GraphicsMagick #5349 [@latosha-maltba]

Tiff crash fixes in TiffDecode.c #5372 [@wiredfool]

Remove redundant check (addition to #5364) #5366 [@kkopachev]

Do not load transparent pixels from subsequent GIF frames #5333 [@radarhere]

Use LZW encoding when saving GIF images #5291 [@raygard]

Set all transparent colors to be equal in quantize() #5282 [@radarhere]

Allow PixelAccess to use Python int when parsing x and y #5206 [@radarhere]

Removed Image._MODEINFO #5316 [@radarhere]

Add preserve_tone option to autocontrast #5350 [@elejke]

Only import numpy when necessary #5323 [@radarhere]

Fixed linear_gradient and radial_gradient I and F modes #5274 [@radarhere]

Add support for reading TIFFs with PlanarConfiguration=2 #5364 [@wiredfool]

More OSS-Fuzz support #5328 [@wiredfool]

Do not premultiply alpha when resizing with Image.NEAREST resampling #5304 [@nulano]

Use quantization method attributes #5353 [@radarhere]

Dynamically link FriBiDi instead of Raqm #5062 [@nulano]

Removed build_distance_tables return value #5363 [@radarhere]

Allow fewer PNG palette entries than the bit depth maximum when saving #5330 [@radarhere]

Use duration from info dictionary when saving WebP #5338 [@radarhere]

Improved efficiency when creating GIF disposal images #5326 [@radarhere]

Stop flattening EXIF IFD into getexif() #4947 [@radarhere]

Replaced tiff_deflate with tiff_adobe_deflate compression when saving TIFF images #5343 [@radarhere]

Save ICC profile from TIFF encoderinfo #5321 [@radarhere]

Moved RGB fix inside ImageQt class #5268 [@radarhere]

Fix -Wformat error in TiffDecode #5305 [@lukegb]

Allow alpha_composite destination to be negative #5313 [@radarhere]

Ensure file is closed if it is opened by ImageQt.ImageQt #5260 [@radarhere]

Added ImageDraw rounded_rectangle method #5208 [@radarhere]

Added IPythonViewer #5289 [@radarhere]

Only draw each rectangle outline pixel once #5183 [@radarhere]

Use mmap instead of built-in Win32 mapper #5224 [@radarhere]

Handle PCX images with an odd stride #5214 [@radarhere]

Only read different sizes for "Large Thumbnail" MPO frames #5168 [@radarhere]

Dependencies

Updated harfbuzz to 2.8.0 #5334 [@radarhere]

Deprecations

... (truncated)

Changelog

Sourced from pillow's changelog.

8.2.0 (2021-04-01)

Added getxmp() method #5144 [UrielMaD, radarhere]

Add ImageShow support for GraphicsMagick #5349 [latosha-maltba, radarhere]

Do not load transparent pixels from subsequent GIF frames #5333 [zewt, radarhere]

Use LZW encoding when saving GIF images #5291 [raygard]

Set all transparent colors to be equal in quantize() #5282 [radarhere]

Allow PixelAccess to use Python int when parsing x and y #5206 [radarhere]

Removed Image._MODEINFO #5316 [radarhere]

Add preserve_tone option to autocontrast #5350 [elejke, radarhere]

Fixed linear_gradient and radial_gradient I and F modes #5274 [radarhere]

Add support for reading TIFFs with PlanarConfiguration=2 #5364 [kkopachev, wiredfool, nulano]

Deprecated categories #5351 [radarhere]

Do not premultiply alpha when resizing with Image.NEAREST resampling #5304 [nulano]

Dynamically link FriBiDi instead of Raqm #5062 [nulano]

Allow fewer PNG palette entries than the bit depth maximum when saving #5330 [radarhere]

Use duration from info dictionary when saving WebP #5338 [radarhere]

Stop flattening EXIF IFD into getexif() #4947 [radarhere, kkopachev]

... (truncated)

Commits

e0e353c 8.2.0 version bump

ee635be Merge pull request #5377 from hugovk/security-and-release-notes

694c84f Fix typo [ci skip]

8febdad Review, typos and lint

fea4196 Reorder, roughly alphabetic

496245a Fix BLP DOS -- CVE-2021-28678

22e9bee Fix DOS in PSDImagePlugin -- CVE-2021-28675

ba65f0b Fix Memory DOS in ImageFont

bb6c11f Fix FLI DOS -- CVE-2021-28676

5a5e6db Fix EPS DOS on _open -- CVE-2021-28677

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dependencies
opened by dependabot[bot] 3
Bump urllib3 from 1.25.8 to 1.26.5
Bumps urllib3 from 1.25.8 to 1.26.5.

Release notes

Sourced from urllib3's releases.

1.26.5

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed deprecation warnings emitted in Python 3.10.

Updated vendored six library to 1.16.0.

Improved performance of URL parser when splitting the authority component.

If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

1.26.4

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

1.26.3

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed bytes and string comparison issue with headers (Pull #2141)

Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme (Pull #2107)

If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

1.26.2

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

1.26.1

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

1.26.0

:warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning should opt-in explicitly by setting ssl_version=ssl.PROTOCOL_TLSv1_1 (Pull #2002) Starting in urllib3 v2.0: Connections that receive a DeprecationWarning will fail

Deprecated Retry options Retry.DEFAULT_METHOD_WHITELIST, Retry.DEFAULT_REDIRECT_HEADERS_BLACKLIST and Retry(method_whitelist=...) in favor of Retry.DEFAULT_ALLOWED_METHODS, Retry.DEFAULT_REMOVE_HEADERS_ON_REDIRECT, and Retry(allowed_methods=...) (Pull #2000) Starting in urllib3 v2.0: Deprecated options will be removed

... (truncated)

Changelog

Sourced from urllib3's changelog.

1.26.5 (2021-05-26)

Fixed deprecation warnings emitted in Python 3.10.

Updated vendored six library to 1.16.0.

Improved performance of URL parser when splitting the authority component.

1.26.4 (2021-03-15)

Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

1.26.3 (2021-01-26)

Fixed bytes and string comparison issue with headers (Pull #2141)

Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme. (Pull #2107)

1.26.2 (2020-11-12)

Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

1.26.1 (2020-11-11)

Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

1.26.0 (2020-11-10)

NOTE: urllib3 v2.0 will drop support for Python 2. Read more in the v2.0 Roadmap <https://urllib3.readthedocs.io/en/latest/v2-roadmap.html>_.

Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning

... (truncated)

Commits

d161647 Release 1.26.5

2d4a3fe Improve performance of sub-authority splitting in URL

2698537 Update vendored six to 1.16.0

07bed79 Fix deprecation warnings for Python 3.10 ssl module

d725a9b Add Python 3.10 to GitHub Actions

339ad34 Use pytest==6.2.4 on Python 3.10+

f271c9c Apply latest Black formatting

1884878 [1.26] Properly proxy EOF on the SSLTransport test suite

a891304 Release 1.26.4

8d65ea1 Merge pull request from GHSA-5phf-pp7p-vc2r

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dependencies
opened by dependabot[bot] 3
Bump pygments from 2.6.1 to 2.7.4
Bumps pygments from 2.6.1 to 2.7.4.

Release notes

Sourced from pygments's releases.

2.7.4

Updated lexers:

Apache configurations: Improve handling of malformed tags (#1656)

CSS: Add support for variables (#1633, #1666)

Crystal (#1650, #1670)

Coq (#1648)

Fortran: Add missing keywords (#1635, #1665)

Ini (#1624)

JavaScript and variants (#1647 -- missing regex flags, #1651)

Markdown (#1623, #1617)

Shell

Lex trailing whitespace as part of the prompt (#1645)

Add missing in keyword (#1652)

SQL - Fix keywords (#1668)

Typescript: Fix incorrect punctuation handling (#1510, #1511)

Fix infinite loop in SML lexer (#1625)

Fix backtracking string regexes in JavaScript/TypeScript, Modula2 and many other lexers (#1637)

Limit recursion with nesting Ruby heredocs (#1638)

Fix a few inefficient regexes for guessing lexers

Fix the raw token lexer handling of Unicode (#1616)

Revert a private API change in the HTML formatter (#1655) -- please note that private APIs remain subject to change!

Fix several exponential/cubic-complexity regexes found by Ben Caller/Doyensec (#1675)

Fix incorrect MATLAB example (#1582)

Thanks to Google's OSS-Fuzz project for finding many of these bugs.

2.7.3

Updated lexers:

Ada (#1581)

HTML (#1615, #1614)

Java (#1594, #1586)

JavaScript (#1605, #1589, #1588)

JSON (#1569 -- this is a complete rewrite)

Lean (#1601)

LLVM (#1612)

Mason (#1592)

MySQL (#1555, #1551)

Rust (#1608)

Turtle (#1590, #1553)

Deprecated JsonBareObjectLexer, which is now identical to JsonLexer (#1600)

The ImgFormatter now calculates the exact character width, which fixes some issues with overlapping text (#1213, #1611)

... (truncated)

Changelog

Sourced from pygments's changelog.

Version 2.7.4

(released January 12, 2021)

Updated lexers:

Apache configurations: Improve handling of malformed tags (#1656)

CSS: Add support for variables (#1633, #1666)

Crystal (#1650, #1670)

Coq (#1648)

Fortran: Add missing keywords (#1635, #1665)

Ini (#1624)

JavaScript and variants (#1647 -- missing regex flags, #1651)

Markdown (#1623, #1617)

Shell

Lex trailing whitespace as part of the prompt (#1645)

Add missing in keyword (#1652)

SQL - Fix keywords (#1668)

Typescript: Fix incorrect punctuation handling (#1510, #1511)

Fix infinite loop in SML lexer (#1625)

Fix backtracking string regexes in JavaScript/TypeScript, Modula2 and many other lexers (#1637)

Limit recursion with nesting Ruby heredocs (#1638)

Fix a few inefficient regexes for guessing lexers

Fix the raw token lexer handling of Unicode (#1616)

Revert a private API change in the HTML formatter (#1655) -- please note that private APIs remain subject to change!

Fix several exponential/cubic-complexity regexes found by Ben Caller/Doyensec (#1675)

Fix incorrect MATLAB example (#1582)

Thanks to Google's OSS-Fuzz project for finding many of these bugs.

Version 2.7.3

(released December 6, 2020)

Updated lexers:

Ada (#1581)

HTML (#1615, #1614)

Java (#1594, #1586)

JavaScript (#1605, #1589, #1588)

JSON (#1569 -- this is a complete rewrite)

Lean (#1601)

LLVM (#1612)

Mason (#1592)

... (truncated)

Commits

4d555d0 Bump version to 2.7.4.

fc3b05d Update CHANGES.

ad21935 Revert "Added dracula theme style (#1636)"

e411506 Prepare for 2.7.4 release.

275e34d doc: remove Perl 6 ref

2e7e8c4 Fix several exponential/cubic complexity regexes found by Ben Caller/Doyensec

eb39c43 xquery: fix pop from empty stack

2738778 fix coding style in test_analyzer_lexer

02e0f09 Added 'ERROR STOP' to fortran.py keywords. (#1665)

c83fe48 support added for css variables (#1633)

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dependencies
opened by dependabot[bot] 3

Releases(v1.2.2)

v1.2.2(Feb 12, 2022)
Features:

Introduces word segmenter cascades that allow us to chain rerankers ( ad infinitum ).

Replaces ekphrasis by an unigram segmenter based on wordfreq. It can run on all languages supported by the wordfreq library.

Breaking changes:

WordSegmenter has been renamed to TransformerWordSegmenter.

Source code(tar.gz)
Source code(zip)
v1.1.0(Feb 6, 2022)
Features added to prepare for integration with pysentimiento.

GPT-2 batch size bug fix

More word segmenters ( regex, ekphrasis )

A tweet segmenter

Unit tests

Source code(tar.gz)
Source code(zip)
v1.0.0(Feb 4, 2022)
First release of the hashformers library.

General clean-up of the codebase.

Step-by-step tutorial for usage, evaluation, and speed optimization.

PyPI package.

Source code(tar.gz)
Source code(zip)
hashformers-1.0.0.tar.gz(50.64 KB)

Hashformers is a framework for hashtag segmentation with transformers.

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Overview

Basic usage

Installation

Examples

Contributing

Citation

Comments

0.15.3

0.15.2

Version 0.15.3

Version 0.15.2

1.24.2 (2019-04-17)

8.3.2

Security

Python 3.10 wheels

Fixed regressions

8.3.1

Changes

8.3.0

Changes

8.3.2 (2021-09-02)

8.3.1 (2021-07-06)

8.3.0 (2021-07-01)

2.7.4

2.7.3

Version 2.7.4

Version 2.7.3

1.26.5

1.26.4

1.26.3

1.26.2

1.26.1

1.26.0

1.26.5 (2021-05-26)

1.26.4 (2021-03-15)

1.26.3 (2021-01-26)

1.26.2 (2020-11-12)

1.26.1 (2020-11-11)

1.26.0 (2020-11-10)

8.2.0

Changes

Dependencies

Deprecations

8.2.0 (2021-04-01)

1.26.5

1.26.4

1.26.3

1.26.2

1.26.1

1.26.0

1.26.5 (2021-05-26)

1.26.4 (2021-03-15)

1.26.3 (2021-01-26)

1.26.2 (2020-11-12)

1.26.1 (2020-11-11)

1.26.0 (2020-11-10)

2.7.4

2.7.3

Version 2.7.4

Version 2.7.3

Releases(v1.2.2)

v1.2.2(Feb 12, 2022)

v1.1.0(Feb 6, 2022)

v1.0.0(Feb 4, 2022)

Owner

Ruan Chaves

Instance-level Image Retrieval using Reranking Transformers

This repository contains the implementation of the paper: "Towards Frequency-Based Explanation for Robust CNN"

A state-of-the-art semi-supervised method for image recognition

Colour detection is necessary to recognize objects, it is also used as a tool in various image editing and drawing apps.

Library of various Few-Shot Learning frameworks for text classification

Official implementation of VQ-Diffusion

GBK-GNN: Gated Bi-Kernel Graph Neural Networks for Modeling Both Homophily and Heterophily

Time Delayed NN implemented in pytorch

Anchor-free Oriented Proposal Generator for Object Detection

CV backbones including GhostNet, TinyNet and TNT, developed by Huawei Noah's Ark Lab.

The first dataset of composite images with rationality score indicating whether the object placement in a composite image is reasonable.

This demo showcase the use of onnxruntime-rs with a GPU on CUDA 11 to run Bert in a data pipeline with Rust.