jagger-python

Python binding for Jagger(C++ implementation of Pattern-based Japanese Morphological Analyzer) : https://www.tkl.iis.u-tokyo.ac.jp/~ynaga/jagger/index.en.html

Install

$ python -m pip install jagger

This does not install model files.

You can download precompiled KWDLC model from https://github.com/lighttransport/jagger-python/releases/download/v0.1.0/model_kwdlc.tar.gz (Note that KWDLC has unclear license/TermOfUse. Use it at your own risk)

Example

import jagger

model_path = "model/kwdlc/patterns"

tokenizer = jagger.Jagger()
tokenizer.load_model(model_path)

text = "吾輩は猫である。名前はまだない。"
toks = tokenizer.tokenize(text)

for tok in toks:
    print(tok.surface(), tok.feature())
print("EOS")

"""
吾輩    名詞,普通名詞,*,*,吾輩,わがはい,代表表記:我が輩/わがはい カテゴリ:人
は      助詞,副助詞,*,*,は,は,*
猫      名詞,普通名詞,*,*,猫,ねこ,*
である  判定詞,*,判定詞,デアル列基本形,だ,である,*
。      特殊,句点,*,*,。,。,*
名前    名詞,普通名詞,*,*,名前,なまえ,*
は      助詞,副助詞,*,*,は,は,*
まだ    副詞,*,*,*,まだ,まだ,*
ない    形容詞,*,イ形容詞アウオ段,基本形,ない,ない,*
。      特殊,句点,*,*,。,。,*
EOS
"""

# print tags
for tok in toks:
    # print tag(split feature() by comma)
    print(tok.surface())
    for i in range(tok.n_tags()):
        print("  tag[{}] = {}".format(i, tok.tag(i)))
print("EOS")

Batch processing(experimental)

tokenize_batch tokenizes multiple lines(delimited by newline('\n', '\r', or '\r\n')) at once. Splitting lines is done in C++ side.

import jagger

model_path = "model/kwdlc/patterns"

tokenizer = jagger.Jagger()
tokenizer.load_model(model_path)

text = """
吾輩は猫である。
名前はまだない。
明日の天気は晴れです。
"""

# optional: set C++ threads(CPU cores) to use
# default: Use all CPU cores.
# tokenizer.set_threads(4)

toks_list = tokenizer.tokenize_batch(text)

for toks in toks_list:
    for tok in toks:
        print(tok.surface(), tok.feature())

Train a model.

Pyhthon interface for training a model is not provided yet. For a while, you can build C++ trainer cli using CMake(Windows supported). See train/ for details.

Limitation

Single line string must be less than 262,144 bytes(~= 87,000 UTF-8 Japanese chars).

Jagger version

Jagger version used in this Python binding is

2023-02-18

For developer

Edit dev_mode=True in to enable asan + debug build

Run python script with

$ LD_PRELOAD=$(gcc -print-file-name=libasan.so) python FILE.py

or

$ LD_PRELOAD=$(clang -print-file-name=libclang_rt.asan-x86_64.so) python FILE.py

Releasing

Version is created automatically using setuptools_scm.

tag it: git tag vX.Y.Z
push tag: git push --tags

TODO

Provide a model file trained from Wikipedia, UniDic, etc(clearer & permissive licencing&TermOfUse).
- Use GiNZA for morphological analysis.
Split feature vector(CSV) considering quote char when extracting tags.
- e.g. 'a,b,"c,d",e' => ["a", "b", "c,d", "e"]
Optimize C++ <-> Python interface
- string_view(or read-only string literal) for tag str.
- pickle support(for exchanging Python object when using multiprocessing)
  - https://pybind11.readthedocs.io/en/latest/advanced/classes.html#pickling-support

License

Python binding is available under 2-clause BSD licence.

Jagger and ccedar_core.h is licensed under GPLv2/LGPLv2.1/BSD triple licenses.

Third party licences

stack_container.h: BSD like license.
nanocsv.h MIT license.

Metadata

Release files for jagger 0.1.20

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

Source distribution (sdist)

Source distribution for jagger 0.1.20
File	Size	Uploaded
jagger-0.1.20.tar.gz	606.7 kB	Feb 25, 2024	Details

Built distributions (wheels)

Table of built distributions (wheels) for jagger 0.1.20
File	Interpreter	ABI	Platform	Reset
jagger-0.1.20-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 177.3 kB Feb 25, 2024	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 177.3 kB Feb 25, 2024	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 177.6 kB Feb 25, 2024	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 178.1 kB Feb 25, 2024	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp312-cp312-win_arm64.whl 141.8 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Windows ARM64	Details
jagger-0.1.20-cp312-cp312-win_amd64.whl 146.9 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Windows x86-64	Details
jagger-0.1.20-cp312-cp312-win32.whl 133.4 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Windows x86-32	Details
jagger-0.1.20-cp312-cp312-musllinux_1_1_x86_64.whl 707.1 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp312-cp312-musllinux_1_1_i686.whl 767.1 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp312-cp312-musllinux_1_1_aarch64.whl 692.1 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 191.6 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 199.6 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 185.8 kB Feb 25, 2024	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp312-cp312-macosx_11_0_arm64.whl 151.6 kB Feb 25, 2024	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
jagger-0.1.20-cp312-cp312-macosx_10_9_x86_64.whl 157.8 kB Feb 25, 2024	CPython 3.12	CPython 3.12	macOS 10.9+ x86-64	Details
jagger-0.1.20-cp312-cp312-macosx_10_9_universal2.whl 266.4 kB Feb 25, 2024	CPython 3.12	CPython 3.12	macOS 10.9+ universal2 (ARM64, x86-64)	Details
jagger-0.1.20-cp311-cp311-win_arm64.whl 143.6 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Windows ARM64	Details
jagger-0.1.20-cp311-cp311-win_amd64.whl 147.7 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Windows x86-64	Details
jagger-0.1.20-cp311-cp311-win32.whl 134.9 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Windows x86-32	Details
jagger-0.1.20-cp311-cp311-musllinux_1_1_x86_64.whl 708.3 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp311-cp311-musllinux_1_1_i686.whl 768.7 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp311-cp311-musllinux_1_1_aarch64.whl 693.9 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 191.7 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 199.3 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 186.3 kB Feb 25, 2024	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp311-cp311-macosx_11_0_arm64.whl 153.7 kB Feb 25, 2024	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
jagger-0.1.20-cp311-cp311-macosx_10_9_x86_64.whl 159.7 kB Feb 25, 2024	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
jagger-0.1.20-cp311-cp311-macosx_10_9_universal2.whl 270.9 kB Feb 25, 2024	CPython 3.11	CPython 3.11	macOS 10.9+ universal2 (ARM64, x86-64)	Details
jagger-0.1.20-cp310-cp310-win_arm64.whl 143.1 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Windows ARM64	Details
jagger-0.1.20-cp310-cp310-win_amd64.whl 146.6 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Windows x86-64	Details
jagger-0.1.20-cp310-cp310-win32.whl 134.2 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Windows x86-32	Details
jagger-0.1.20-cp310-cp310-musllinux_1_1_x86_64.whl 707.2 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp310-cp310-musllinux_1_1_i686.whl 767.6 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp310-cp310-musllinux_1_1_aarch64.whl 692.8 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 190.2 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 198.2 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 184.9 kB Feb 25, 2024	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp310-cp310-macosx_11_0_arm64.whl 152.5 kB Feb 25, 2024	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
jagger-0.1.20-cp310-cp310-macosx_10_9_x86_64.whl 158.1 kB Feb 25, 2024	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
jagger-0.1.20-cp310-cp310-macosx_10_9_universal2.whl 267.8 kB Feb 25, 2024	CPython 3.10	CPython 3.10	macOS 10.9+ universal2 (ARM64, x86-64)	Details
jagger-0.1.20-cp39-cp39-win_arm64.whl 142.9 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Windows ARM64	Details
jagger-0.1.20-cp39-cp39-win_amd64.whl 146.9 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Windows x86-64	Details
jagger-0.1.20-cp39-cp39-win32.whl 134.3 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Windows x86-32	Details
jagger-0.1.20-cp39-cp39-musllinux_1_1_x86_64.whl 707.4 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp39-cp39-musllinux_1_1_i686.whl 767.8 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp39-cp39-musllinux_1_1_aarch64.whl 693.1 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 190.2 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 198.4 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 185.1 kB Feb 25, 2024	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp39-cp39-macosx_11_0_arm64.whl 152.7 kB Feb 25, 2024	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
jagger-0.1.20-cp39-cp39-macosx_10_9_x86_64.whl 158.2 kB Feb 25, 2024	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
jagger-0.1.20-cp39-cp39-macosx_10_9_universal2.whl 268.1 kB Feb 25, 2024	CPython 3.9	CPython 3.9	macOS 10.9+ universal2 (ARM64, x86-64)	Details
jagger-0.1.20-cp38-cp38-win_amd64.whl 146.5 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Windows x86-64	Details
jagger-0.1.20-cp38-cp38-win32.whl 134.1 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Windows x86-32	Details
jagger-0.1.20-cp38-cp38-musllinux_1_1_x86_64.whl 707.2 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp38-cp38-musllinux_1_1_i686.whl 767.6 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp38-cp38-musllinux_1_1_aarch64.whl 692.7 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 190.2 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl 198.1 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 184.8 kB Feb 25, 2024	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp38-cp38-macosx_11_0_arm64.whl 152.4 kB Feb 25, 2024	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
jagger-0.1.20-cp38-cp38-macosx_10_9_x86_64.whl 158.0 kB Feb 25, 2024	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details
jagger-0.1.20-cp38-cp38-macosx_10_9_universal2.whl 267.5 kB Feb 25, 2024	CPython 3.8	CPython 3.8	macOS 10.9+ universal2 (ARM64, x86-64)	Details
jagger-0.1.20-cp37-cp37m-win_amd64.whl 147.5 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Windows x86-64	Details
jagger-0.1.20-cp37-cp37m-win32.whl 134.7 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Windows x86-32	Details
jagger-0.1.20-cp37-cp37m-musllinux_1_1_x86_64.whl 710.7 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp37-cp37m-musllinux_1_1_i686.whl 771.0 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp37-cp37m-musllinux_1_1_aarch64.whl 696.1 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 191.7 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl 201.7 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 188.6 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp37-cp37m-macosx_10_9_x86_64.whl 157.3 kB Feb 25, 2024	CPython 3.7	CPython 3.7 pymalloc	macOS 10.9+ x86-64	Details
jagger-0.1.20-cp36-cp36m-win_amd64.whl 113.5 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Windows x86-64	Details
jagger-0.1.20-cp36-cp36m-win32.whl 99.7 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Windows x86-32	Details
jagger-0.1.20-cp36-cp36m-musllinux_1_1_x86_64.whl 673.2 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Linux musl 1.1+ x86-64	Details
jagger-0.1.20-cp36-cp36m-musllinux_1_1_i686.whl 733.3 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Linux musl 1.1+ x86-32	Details
jagger-0.1.20-cp36-cp36m-musllinux_1_1_aarch64.whl 658.7 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Linux musl 1.1+ ARM64	Details
jagger-0.1.20-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 154.2 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Linux glibc 2.17+ x86-64	Details
jagger-0.1.20-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl 164.2 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Linux glibc 2.17+ x86-32	Details
jagger-0.1.20-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 151.0 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	Linux glibc 2.17+ ARM64	Details
jagger-0.1.20-cp36-cp36m-macosx_10_9_x86_64.whl 119.6 kB Feb 25, 2024	CPython 3.6	CPython 3.6 pymalloc	macOS 10.9+ x86-64	Details

Total release size: 26.0 MB

Release files / jagger-0.1.20.tar.gz

Download URL	jagger-0.1.20.tar.gz
Size	606.7 kB
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SHA-256 checksum How to use checksums	`0519a64543dc004e52af8c93b02f8f30b965edab0a8b7ca33d2c2745878b4b2b`
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Size	177.3 kB
Tags	Linux glibc 2.17+ ARM64 PyPy 3.10 PyPy 3.10 7.3
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Tags	Linux glibc 2.17+ ARM64 PyPy 3.9 PyPy 3.9 7.3
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Release files / jagger-0.1.20-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	jagger-0.1.20-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	177.6 kB
Tags	Linux glibc 2.17+ ARM64 PyPy 3.8 PyPy 3.8 7.3
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Release files / jagger-0.1.20-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / jagger-0.1.20-cp312-cp312-win_arm64.whl

Download URL	jagger-0.1.20-cp312-cp312-win_arm64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp312-cp312-win_amd64.whl

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Release files / jagger-0.1.20-cp312-cp312-win32.whl

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Release files / jagger-0.1.20-cp312-cp312-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp312-cp312-musllinux_1_1_x86_64.whl
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Release files / jagger-0.1.20-cp312-cp312-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp312-cp312-musllinux_1_1_i686.whl
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Release files / jagger-0.1.20-cp312-cp312-musllinux_1_1_aarch64.whl

Download URL	jagger-0.1.20-cp312-cp312-musllinux_1_1_aarch64.whl
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Release files / jagger-0.1.20-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / jagger-0.1.20-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	jagger-0.1.20-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / jagger-0.1.20-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / jagger-0.1.20-cp312-cp312-macosx_11_0_arm64.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp312-cp312-macosx_10_9_x86_64.whl

Download URL	jagger-0.1.20-cp312-cp312-macosx_10_9_x86_64.whl
Size	157.8 kB
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp312-cp312-macosx_10_9_universal2.whl

Download URL	jagger-0.1.20-cp312-cp312-macosx_10_9_universal2.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-win_arm64.whl

Download URL	jagger-0.1.20-cp311-cp311-win_arm64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-win_amd64.whl

Download URL	jagger-0.1.20-cp311-cp311-win_amd64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-win32.whl

Download URL	jagger-0.1.20-cp311-cp311-win32.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp311-cp311-musllinux_1_1_x86_64.whl
Size	708.3 kB
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Release files / jagger-0.1.20-cp311-cp311-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp311-cp311-musllinux_1_1_i686.whl
Size	768.7 kB
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-musllinux_1_1_aarch64.whl

Download URL	jagger-0.1.20-cp311-cp311-musllinux_1_1_aarch64.whl
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Release files / jagger-0.1.20-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / jagger-0.1.20-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	jagger-0.1.20-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / jagger-0.1.20-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp311-cp311-macosx_11_0_arm64.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	jagger-0.1.20-cp311-cp311-macosx_10_9_x86_64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp311-cp311-macosx_10_9_universal2.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-win_arm64.whl

Download URL	jagger-0.1.20-cp310-cp310-win_arm64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-win_amd64.whl

Download URL	jagger-0.1.20-cp310-cp310-win_amd64.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-win32.whl

Download URL	jagger-0.1.20-cp310-cp310-win32.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp310-cp310-musllinux_1_1_x86_64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp310-cp310-musllinux_1_1_i686.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-musllinux_1_1_aarch64.whl

Download URL	jagger-0.1.20-cp310-cp310-musllinux_1_1_aarch64.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

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Size	198.2 kB
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Release files / jagger-0.1.20-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	jagger-0.1.20-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp310-cp310-macosx_11_0_arm64.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	jagger-0.1.20-cp310-cp310-macosx_10_9_x86_64.whl
Size	158.1 kB
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp310-cp310-macosx_10_9_universal2.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-win_arm64.whl

Download URL	jagger-0.1.20-cp39-cp39-win_arm64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-win_amd64.whl

Download URL	jagger-0.1.20-cp39-cp39-win_amd64.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-win32.whl

Download URL	jagger-0.1.20-cp39-cp39-win32.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp39-cp39-musllinux_1_1_x86_64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp39-cp39-musllinux_1_1_i686.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-musllinux_1_1_aarch64.whl

Download URL	jagger-0.1.20-cp39-cp39-musllinux_1_1_aarch64.whl
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Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	jagger-0.1.20-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	190.2 kB
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	jagger-0.1.20-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size	198.4 kB
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp39-cp39-macosx_11_0_arm64.whl

Download URL	jagger-0.1.20-cp39-cp39-macosx_11_0_arm64.whl
Size	152.7 kB
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	jagger-0.1.20-cp39-cp39-macosx_10_9_x86_64.whl
Size	158.2 kB
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp39-cp39-macosx_10_9_universal2.whl

Download URL	jagger-0.1.20-cp39-cp39-macosx_10_9_universal2.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-win_amd64.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-win32.whl

Download URL	jagger-0.1.20-cp38-cp38-win32.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp38-cp38-musllinux_1_1_x86_64.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp38-cp38-musllinux_1_1_i686.whl
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-musllinux_1_1_aarch64.whl

Download URL	jagger-0.1.20-cp38-cp38-musllinux_1_1_aarch64.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	jagger-0.1.20-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
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Upload date	Feb 25, 2024
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Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp38-cp38-macosx_11_0_arm64.whl

Download URL	jagger-0.1.20-cp38-cp38-macosx_11_0_arm64.whl
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-macosx_10_9_x86_64.whl

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Size	158.0 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp38-cp38-macosx_10_9_universal2.whl

Download URL	jagger-0.1.20-cp38-cp38-macosx_10_9_universal2.whl
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-win_amd64.whl

Download URL	jagger-0.1.20-cp37-cp37m-win_amd64.whl
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-win32.whl

Download URL	jagger-0.1.20-cp37-cp37m-win32.whl
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp37-cp37m-musllinux_1_1_x86_64.whl
Size	710.7 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp37-cp37m-musllinux_1_1_i686.whl
Size	771.0 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-musllinux_1_1_aarch64.whl

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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	191.7 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	jagger-0.1.20-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Size	201.7 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	jagger-0.1.20-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	188.6 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp37-cp37m-macosx_10_9_x86_64.whl

Download URL	jagger-0.1.20-cp37-cp37m-macosx_10_9_x86_64.whl
Size	157.3 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-win_amd64.whl

Download URL	jagger-0.1.20-cp36-cp36m-win_amd64.whl
Size	113.5 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-win32.whl

Download URL	jagger-0.1.20-cp36-cp36m-win32.whl
Size	99.7 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-musllinux_1_1_x86_64.whl

Download URL	jagger-0.1.20-cp36-cp36m-musllinux_1_1_x86_64.whl
Size	673.2 kB
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-musllinux_1_1_i686.whl

Download URL	jagger-0.1.20-cp36-cp36m-musllinux_1_1_i686.whl
Size	733.3 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-32
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-musllinux_1_1_aarch64.whl

Download URL	jagger-0.1.20-cp36-cp36m-musllinux_1_1_aarch64.whl
Size	658.7 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ ARM64
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	jagger-0.1.20-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	154.2 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	jagger-0.1.20-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Size	164.2 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-32
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release files / jagger-0.1.20-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	jagger-0.1.20-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	151.0 kB
Tags	CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ ARM64
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.0.0 CPython/3.10.12`

Release files / jagger-0.1.20-cp36-cp36m-macosx_10_9_x86_64.whl

Download URL	jagger-0.1.20-cp36-cp36m-macosx_10_9_x86_64.whl
Size	119.6 kB
Tags	CPython 3.6 CPython 3.6 pymalloc macOS 10.9+ x86-64
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Upload date	Feb 25, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.2 CPython/3.11.8`

Release history Release notifications | RSS feed

This release

0.1.20 This release

Feb 25, 2024 82 release files

0.1.19

Jan 20, 2024 82 release files

0.1.18

Jan 8, 2024 14 release files

0.1.17

Jan 2, 2024 82 release files

0.1.14

Jan 2, 2024 68 release files

0.1.9

Dec 31, 2023 47 release files

0.1.7

Dec 31, 2023 60 release files

0.0.0

Jan 1, 2024 36 release files

jagger 0.1.20