Python binding for J.DepP(C++ implementation of Japanese Dependency Parsers)
Project description
jdepp-python
Python binding for J.DepP(C++ implementation of Japanese Dependency Parsers)
Status
W.I.P.
Build configuration
- MeCab style POS format:
FEATURE_SEP ','
- See
jdepp/typedf.h
for more info about ifdef macros.
Precompiled model files
You can get precompiled model files(MeCab POS tagging + train with KNBC copus) from
https://github.com/lighttransport/jdepp-python/releases/tag/v0.1.0
Model file is licensed under 3-clause BSD license.
Example
Download precompiled model file.
$ wget https://github.com/lighttransport/jdepp-python/releases/download/v0.1.0/knbc-mecab-jumandic-2ndpoly.tar.gz
$ tar xvf knbc-mecab-jumandic-2ndpoly.tar.gz
import jdepp
model_path = "model/knbc"
parser.load_model(model_path)
# NOTE: Mecab format: surface + TAB + feature(comma separated 7 fields)
input_postagged = """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
"""
sent = parser.parse_from_postagged(input_postagged)
print(sent)
Print in tree
print(jdepp.to_tree(str(sent)))
# S-ID: 1; J.DepP
0: 吾輩は━━┓
1: 猫である。━━┓
2: 名前は━━┫
3: まだ━━┫
4: ない。EOS
Graphviz dot export
jdepp.to_dot
is provided to export graph as dot(Graphviz)
dot_text = jdepp.to_dot(str(sentence))
# feed output text to graphviz viewer, e.g. https://dreampuf.github.io/GraphvizOnline/
POS tagged input format
MeCab style. surface + TAB + feature(comma separated 7 fields)
With jagger
You can use jagger-python for POS tagging.
import jagger
import jdepp
jagger_model_path = "model/kwdlc/patterns"
tokenizer = jagger.Jagger()
tokenizer.load_model(jagger_model_path)
text = "吾輩は猫である。名前はまだない。"
toks = tokenizer.tokenize(text)
pos_tagged_input = ""
for tok in toks:
pos_tagged_input += tok.surface() + '\t' + tok.feature()
pos_tagged_input += "EOS"
jdepp_model_path = "model/knbc"
parser.load_model(jdepp_model_path)
parser.parse_from_postagged(pos_tagged_input)
Build standalone C++ app + training a model
If you just want to use J.DepP from cli(e.g. batch processing), you can build a standalone C++ app using CMake.
We modified J.DepP source code to improve portablily(e.g. Ours works well on Windows)
Training a model from Python binding is also not yet supported. For a while, you can train a model by using standalone C++ jdepp app.
Standalone python module(For developer)
This is for developer usecase. Use setup.py(pyproject.toml) to build python module for end users.
Install pybind11 devkit.
$ python -m pip install pybind11
Then invoke cmake with -DJDEPP_WITH_PYTHON
and pybind11_DIR
$ pybind11_DIR=/path/to/pybind11 cmake -DJDEPP_WITH_PYTHON=1 ...
Releasing
- tag it:
git tag vX.Y.Z
- push tag:
git push --tags
Versioning is automatically done through setuptools_scm
TODO
- WASM build
- Training API support
- Integrate jagger POS tagger as builtin(standalone) POS tagger in J.DepP
- MMap(or SharedMemory) load of dict data to save memory in Python multiprocessing
License
jdepp-python is licensed under 2-Clause BSD license. J.DepP is licensed under GPLv2/LGPLv2.1/BSD triple license.
Thrird party license
- pacco, cedar, opal(subcompoennts of J.DepP): GPLv2/LGPLv2.1/BSD triple license. We choose BSD license.
- io-util: MIT license.
- optparse: Unlicense https://github.com/skeeto/optparse
Project details
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distributions
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Hashes for jdepp-0.1.5-cp312-cp312-macosx_11_0_arm64.whl
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SHA256 | 90479f75a090fce67d81a54eb6a90a537b3db6a842fc32a2b77a053c1b3658bf |
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MD5 | 9e60a4701e01c29ee5da045cae7c7ec1 |
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MD5 | f15a5ee71457d418b1e150422596a0ad |
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MD5 | 8302a337a68cadd0f2a113ab3175bece |
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MD5 | 7a58288d7c34a2dfd98cff66d94c4af9 |
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Algorithm | Hash digest | |
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Algorithm | Hash digest | |
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MD5 | c46b0c5c46142bd0f7f7380134e92972 |
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MD5 | dd283e2db5eab0eb4307052058adae18 |
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MD5 | df4c47b0f3c45f4857af7ebbb8fed340 |
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Hashes for jdepp-0.1.5-cp310-cp310-musllinux_1_1_i686.whl
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MD5 | 492a565eb15a459a9a93c378ba32afc7 |
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Hashes for jdepp-0.1.5-cp310-cp310-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
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MD5 | 6d77660ea35003fb2a3979b92d105d19 |
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Hashes for jdepp-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
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MD5 | 5a2971b3bfaf9d5ab0305b197d7bd3d0 |
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Hashes for jdepp-0.1.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
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MD5 | ac8439a77ba7680c1342367a142bbcf6 |
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Hashes for jdepp-0.1.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Hashes for jdepp-0.1.5-cp310-cp310-macosx_11_0_arm64.whl
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MD5 | 48eb5d2d3f6acec29a7c07ec650af7eb |
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BLAKE2b-256 | 313ba0016953628887a1571dd412992b523788835ebff79112c3985c23d802be |
Hashes for jdepp-0.1.5-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 859d4dc2d7d45900d82979c40730674a559f1afea52b16565d28e6ffa8ad4066 |
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MD5 | 03d90a7b0ffc2d323cf48183add8f58b |
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BLAKE2b-256 | 40ae1bf94530f77ccfc0d0773413d31d2386bf695e3ed6e88f5915d888a8c4d1 |
Hashes for jdepp-0.1.5-cp310-cp310-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ed7f748d7209e2d070e8d1d7bd26b0e99c258885a487b7551d46b543bb92a5f3 |
|
MD5 | 9430b7a4617e1ba01ee988f58c20ca05 |
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BLAKE2b-256 | 2342f04e266d6dc8cd099a888c8a5fcd795cf90a9cdbae7a7200e695f3fb64b1 |
Hashes for jdepp-0.1.5-cp39-cp39-win_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3d08c120911994bb11f0de34b6618a650d9745b08cef9268fec9d1b68a660eef |
|
MD5 | 44b8d49e6b6b3b52dc510c2dc9d16b95 |
|
BLAKE2b-256 | 38b8e597cdd077dddef70ad2e722a2a18a90c38256d45e59c5b4d67745c77e0c |
Hashes for jdepp-0.1.5-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 59abe8ed96b4aced28b48d76e3ab3b23edb2f5f1b7343b37201fbf798dbc98e6 |
|
MD5 | 9cd6a63afe12d6f36cc11d02f3f0e042 |
|
BLAKE2b-256 | 446cc934b3ae2b6fef8fe0181dd76b74bf0a3641a2e891adc9276d9c2a9645b2 |
Hashes for jdepp-0.1.5-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f0e5652dd397ab0289f58506b360afe69b38f50f9854110c6ffb41652b8691af |
|
MD5 | b22cec97f02b046c1ec8116bad700aa4 |
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BLAKE2b-256 | bb2adb4ba45635946ee6d0247f8361bee2f786b189b1df2da7b82cbe3c5c271c |
Hashes for jdepp-0.1.5-cp39-cp39-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 515292f844a4aa18fb4720fd33d380c963ceb186d778087fca119371ea07e4f1 |
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MD5 | d3bdda4c307cd95667abfe17f96a418f |
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BLAKE2b-256 | a95d1659e7dd364f428c3b368130a41fab41d1f8e2d6456f7ce7147aef6612b9 |
Hashes for jdepp-0.1.5-cp39-cp39-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3944df5dc056534f00b8e27d26165a46fb666eee69e8319e5ce4ec81384fa890 |
|
MD5 | 24e72ddb0d90ba462642a4589feed2dc |
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BLAKE2b-256 | adf4db0456dc0f9b00a4d9d6296bdc69e6c530322f373120a861555abf23809e |
Hashes for jdepp-0.1.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b2a5ead6881157bffba9f47029d82c38aff97563fc75629d44b38fe20a0c53b8 |
|
MD5 | b1dae38c57bc51b85898e7d355171f55 |
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BLAKE2b-256 | 42ccac99bd2c6f59aa0bd4d1659284cef2bb940589f84d4fcc57f97ce6f068cf |
Hashes for jdepp-0.1.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b7da5583f05e3e7eedfe4f6c3617b2536aaf9a23d26f10c16160bb4728f06ba5 |
|
MD5 | e653708cc4cefe8d0a271afdec83b99a |
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BLAKE2b-256 | b731f86ec62ad9fa2bfbc86b92723ebbb9f43297236009673202d939159fbd39 |
Hashes for jdepp-0.1.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b49a0bb62c5caf85f8d367210de74d83515c6eaa5bc760b43bd38c5c88d78838 |
|
MD5 | 51ff21dfdbf1d985617f246eca086a71 |
|
BLAKE2b-256 | eb136b5f32a419f05263729402881a3b574c2e1f24e2d58da7b26261b6643a8e |
Hashes for jdepp-0.1.5-cp39-cp39-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 754acbafe09b6bc7d5b010ab4283577597ae4b4e75ba9b18b34c9f2cf4ae6f89 |
|
MD5 | 66de73cc6bf11af5f87d028f8195dcd5 |
|
BLAKE2b-256 | e8a764a11051fdcac34e0228f9cf5ce676ef65c85bb93fa599160c3949dcdf7d |
Hashes for jdepp-0.1.5-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e4c6b9935388fcb57350fd42362e6f13814530c9c98e67247f14ecf6d4ea2c21 |
|
MD5 | 9a32369798ca614cbc0799c5d6133028 |
|
BLAKE2b-256 | 3c7b907aac28b318d2b47184e64378b6a64edf793ccf7a2fccc8ed081f67f634 |
Hashes for jdepp-0.1.5-cp39-cp39-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | cae6e234cc8389efe8b407357ea49856e2333467348f5b57a8ac4039cf468ad6 |
|
MD5 | 800f2dfdb9076299b867677c83d8eaa0 |
|
BLAKE2b-256 | 21cfc508caf2c48820e8b79e974e746d93f40835d89ac3d687dde150ab8ebcb9 |
Hashes for jdepp-0.1.5-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ff1a60244ba6f153f7c2c59022100ab10194c6d7571df00aaae234869028d660 |
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MD5 | 188ae2529cc34cc61b1640b6be4a0a93 |
|
BLAKE2b-256 | 603ae1a18bfcc6938b6ff66935f35cdd70992a9ed7d22b92fa1d86ccc0a57c04 |
Hashes for jdepp-0.1.5-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 83e2ed43d2c17b5e8d319a302d97816f6d122dff9152e13c82109e5ef37c24cf |
|
MD5 | a71f3cba1400418f1d620949e8c899c0 |
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BLAKE2b-256 | 7f1d94a9b9b224434d8e78ed1a09c71e8de00e5bb63bc9b573711f9eaa80c26e |
Hashes for jdepp-0.1.5-cp38-cp38-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | de87d8a1de40ac05add3f664ef513c5f6b89c70df3271c89b323d8db8c7d06a5 |
|
MD5 | 8f37cc382491928e95f1b944a6e0b4f0 |
|
BLAKE2b-256 | 396895b46f54623b61b8bbaedf4a9c85af4f5ffd78765a5d147aa17b195bd785 |
Hashes for jdepp-0.1.5-cp38-cp38-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e51ddc488d05498635fd02761b60ceaaa8fa65371f7f4361dcf3e7dec7a5fe81 |
|
MD5 | 85cf49ea1d416b6dcc40c128ae4b331a |
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BLAKE2b-256 | 574b1dc07919da339f8bc9a2fa789d2792e937a3f35204edab326b0e67a86589 |
Hashes for jdepp-0.1.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4c145fd254b53ebc6f822d7ee043baaea92d57fa4e65a7f1d79e73004b1b1c2d |
|
MD5 | 97c745fce2f48e00e5bd01e9799b8c57 |
|
BLAKE2b-256 | 869f387e75c7a2572c1e6df2484994ffb8503fe3f04e62f6dbac424a48ced1f8 |
Hashes for jdepp-0.1.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d72ad31d14d114aea6cf4b61a54124789e6ae08821873966b3dcf8164ae7ea38 |
|
MD5 | 1296e044ad33e54d6411f68f10184890 |
|
BLAKE2b-256 | e9f582165306fc27309ea6374f8974ded9043bf52133b99243b0203d55240d1e |
Hashes for jdepp-0.1.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | fb412b4b17e5ade47b5d4272f5412a56a7d2751653210a71b97d900f3a3d7818 |
|
MD5 | e2408b02c5ae29c52a19f388d0879dbe |
|
BLAKE2b-256 | fd749de07c4f581c21553115d514ad040284acc27299ecc5a65a0511654f1355 |
Hashes for jdepp-0.1.5-cp38-cp38-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 494f0373a4e1f156d6f64672d6204ae6ccc0a3aa80a25089d013c33b14149459 |
|
MD5 | 80976978bd6e0cfaee7083e3bde0b7f0 |
|
BLAKE2b-256 | b8442a9e6dc53029810b99142b22546d6e18302bceefd6996472ec7eac32173d |
Hashes for jdepp-0.1.5-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | fc343075080574d1ad52965a76524ae96e58ba8fcf814e4719a7bf49efb89142 |
|
MD5 | fc560f489729eca77a5c4293eba59a97 |
|
BLAKE2b-256 | 11918b0ea6d721177814e264f57be70a0ebb3bbb4e7bf27c4fba20a899c6f4a5 |
Hashes for jdepp-0.1.5-cp38-cp38-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f55b19ab76fe8829ea4c76eb993ab48436e7e4ffa10d1ff4d21075d438495600 |
|
MD5 | 149afcc7f8162a0a5755c8461e8e54f4 |
|
BLAKE2b-256 | 1642722434ecab55a19c841ceec0c81c3116b86c7b181ed1851695c885ebafac |
Hashes for jdepp-0.1.5-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 44d51a01d2b4af14597f9b6ba20676dbdcf13f9eaa0b0d67fbafefcb5d3b6f7e |
|
MD5 | 66ddff15870c8851dbf073d804e758a4 |
|
BLAKE2b-256 | 497b7452a9c9908f4e02bf64d8fa4a943dba27bc7db95b4e63ad9ce7d82a9e3c |
Hashes for jdepp-0.1.5-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f54f16d91dfaf11330d16e6be7ddfd73c97f834744c0c4efcf5b77e886f575ba |
|
MD5 | 99db19b1bb16850947a98f7f282f18ea |
|
BLAKE2b-256 | 02ebb11b084de2b3feaeb1b285d40ffd57a67e4c7a24483ceec9ed963584429a |
Hashes for jdepp-0.1.5-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | db41c367dece84473b24d93d92c53a4f0090a351bc2d7c8bdf86eb016ad0321e |
|
MD5 | 1ea2ec54a015dfe1a8f7ae1640b85139 |
|
BLAKE2b-256 | 9e5703dcca60d2c9a843c066378acdffa6d1db0f131013eaaa388369b1ad4db5 |
Hashes for jdepp-0.1.5-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 05282111e9de9e2b4ac95f85747e0ca8c8fe4d1c5032ba3c9804d672457bfc2d |
|
MD5 | badaf5872c9a9ada3e6e22cc8c551dda |
|
BLAKE2b-256 | d33e70d17d99ccc090b4bff97feac2ae109351e0bdce01d4276d2fe397405eff |
Hashes for jdepp-0.1.5-cp37-cp37m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2ac94d4d7aee41e7426b9cafeae017019483474b7430e2eda40ee5181ca5fae1 |
|
MD5 | b1b6b6ec55bd91601bb4270b0af6711c |
|
BLAKE2b-256 | c2d6a176af3f3a16103a1a7ab4ac5e3433a8b119d6fa576ba956029bc3650294 |
Hashes for jdepp-0.1.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6b2223903244939f31893ff941104f0b095937de75d858946301af9b3ac74128 |
|
MD5 | 73b3712b241679e835c6e065d3bfc187 |
|
BLAKE2b-256 | 43dc437e07285189f30054b88ab82805ddbfaa7388c289ae87868e3dba5a9949 |
Hashes for jdepp-0.1.5-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2d33056546e2963a6949ef01bf74c6d471880659a8cbd02e51a37f865382a023 |
|
MD5 | 66cb5b31cb14dc426a5cd6a708ec78c4 |
|
BLAKE2b-256 | 1a0aaba2f2905ae78f8c82fb7be51a17544b511eab066ed24b3e75eb0b3c482e |
Hashes for jdepp-0.1.5-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 06d8315c9571c2a2767efcffe079bf3ff83aab11d9f73eb94f71da5b51f8036e |
|
MD5 | 70ed4639e4bb9b2c79bf586ebb2f1ff4 |
|
BLAKE2b-256 | 678fdec13aff20de32135db73f3b388b7f19f0c3013f2b4c6d70405e086ebc18 |
Hashes for jdepp-0.1.5-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 29e25f0eb6beb4582e1a1b055e477bff939e6f073992019d4116a37d155e5db0 |
|
MD5 | 48df3e11f8c1f85f76cb077b060a8cb6 |
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BLAKE2b-256 | b176fff3c997114402f8a80781e7ee21d0ba387e7147a1116ed123bd98a15a98 |
Hashes for jdepp-0.1.5-cp36-cp36m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 015791c7e9daf33224daf4b94c79d7037fad7c4be84458db93f61c6ddcd1630a |
|
MD5 | 1758caeaadb1e8e2eddc2e23b968b268 |
|
BLAKE2b-256 | d6dc4ca83476292c9f2138376fa8b7189f74316216b1f70134cc371c770cbb5b |
Hashes for jdepp-0.1.5-cp36-cp36m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d39c6affed8d918938869266806925f1014f2c648efe821bf48529e2bb53c812 |
|
MD5 | ac07744cea9005c1086f87fbebe7c71c |
|
BLAKE2b-256 | de087819ae68e6ad77c6b0015b769da252319e52b8cdc1dce42959c29d5bea94 |
Hashes for jdepp-0.1.5-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 241a7e32696fe9580db97413e76f8463488f34a1d1f1e13f8a3f2de1d290e06e |
|
MD5 | 475fdb41400a301ad6de827a25ecbdb6 |
|
BLAKE2b-256 | 5343595f316c84bc6c4dbe2b49316290c7225ba1c5db1f187cb18cddf6a2c8fd |
Hashes for jdepp-0.1.5-cp36-cp36m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | caec6dd6dbec10417f2027b080c625339bc32b21ec7c891e1c9e8b917f898f81 |
|
MD5 | 1f5b6bcb1b8f7da03db937a0203cddb3 |
|
BLAKE2b-256 | 75ec874fb24adaf0ea708f49e7db6e11631375fea946a1044da8b8ff0890a437 |
Hashes for jdepp-0.1.5-cp36-cp36m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e257402fb983fee8a60cd62a7d05606355881f31a53f3dcde385d29bd0cfd4cf |
|
MD5 | 418bd9afd32958fe0e335e7fb72446f4 |
|
BLAKE2b-256 | a835a1a03c60cbbbaf6c2dfd6e036dae4451ead0f8bfa44bb1f875d4cd32afd5 |
Hashes for jdepp-0.1.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 38a26450797920443599ca3b0bfa552e65fbb55758cd55352c2d34364ae80f0c |
|
MD5 | 3ea91cf20522f86e7a54526bf319bb77 |
|
BLAKE2b-256 | b58cebc669e32910bdfc5453191591f55f61b04e0e9b00681d13f3997f583d52 |
Hashes for jdepp-0.1.5-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ef658d08788937fa0bc45dea361f0d743d20e3b2c12bc519a167e76e246b677d |
|
MD5 | 157b3c93d37a8d713fc576e6766f86ec |
|
BLAKE2b-256 | 53a34d8941c67e6090a6efec26fd6f97f7864b9341f9cf58003124f790a2f33e |
Hashes for jdepp-0.1.5-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0a405b6bc41486c50c4f0b7ee54f16fd697ebdb8481140f9b96f21d04a37c3c2 |
|
MD5 | 1441186c0d69e99fad9c1b105d9cc9c2 |
|
BLAKE2b-256 | 1a26b94dc7f0f41520a8206d538ebaf5aa51f5d98b84af9b849265e3312bc1a0 |
Hashes for jdepp-0.1.5-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 689d5554a554b72e93d540f264057cc95a5d424a6f7ef462d32e6586c3171f04 |
|
MD5 | 7fe248649547503f069f9e58892098ee |
|
BLAKE2b-256 | 682b2406fe6c9e92b090c6650df2304f03d9f0baee933a197bad76ee4e4e9531 |