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) https://www.tkl.iis.u-tokyo.ac.jp/~ynaga/jdepp/
Install
$ python -m pip install jdepp
Precompiled model files
pip install does not install the model(dictionary).
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
Precompiled KNBC model file is licensed under 3-clause BSD license.
Build configuration
- MeCab style POS format:
FEATURE_SEP ','
- See
jdepp/typedf.h
for more info about ifdef macros.
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 = jdepp.Jdepp()
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/
See examples/ for more details
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() + '\n'
pos_tagged_input += "EOS\n"
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 https://www.tkl.iis.u-tokyo.ac.jp/~ynaga/jdepp/ 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
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Algorithm | Hash digest | |
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SHA256 | 61c14b00a9feaa863ccc8a270b20765bc5987062a7bf10261d22505c4b1eef23 |
|
MD5 | 8c77a5b9b9b5eab143921ae316fcd790 |
|
BLAKE2b-256 | b90985948c278b9f7daa259d2efefe93af66dd9b858619df0b920e8a66768a2d |
Hashes for jdepp-0.1.8-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b00e7b32645ac884a48aef353208feae213a5d4029a52a254018c39fdd1fbf1d |
|
MD5 | a0be77b21c36af4977437c8518b9a93a |
|
BLAKE2b-256 | 091a48947e10dc474bb7b779ee3e42e353a7768caaa77972f8a17ff16ceace06 |
Hashes for jdepp-0.1.8-cp310-cp310-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6ba7d358f7d162bbda5175f7e1c617e9df7c41f0e3d7d683fec9c064a3ece362 |
|
MD5 | 405689911af0e9d2a54c739f2a533113 |
|
BLAKE2b-256 | 1d14cc89e864af81b02dba19742bd088bfffc64f7e3501b6e1de80698a494d4f |
Hashes for jdepp-0.1.8-cp39-cp39-win_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 214a30a25629d5e6fb5445429e5424993980a06ee99abeef3806227705ad7b61 |
|
MD5 | 598d8ff9251fc92b3b20a79ea89c76f5 |
|
BLAKE2b-256 | e23f6d858eaab5c136c81e868683a573942ea6db94ec3e41faab3466fa35e50e |
Hashes for jdepp-0.1.8-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3560be73ed0895d3768074eab749f9a3a4315dc36c87018fb2743f33c220bbaf |
|
MD5 | 372e9e895819c6bf1e4c1540dea16d2c |
|
BLAKE2b-256 | 43d273a321414b70918e60296ee0f99ea2ad60bffe41d0e0855ebd0ee49bfd29 |
Hashes for jdepp-0.1.8-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 983d156852d8e75843fdc3529ed372a2e2e8debf6532a87e8db1028ad4059d91 |
|
MD5 | 07dde439d0c5a31549fdee1c8d7bf2c8 |
|
BLAKE2b-256 | 26fa358ced73b80de4855e67fb250ce8b7ee790d2c0a5814df4c056c12a8c478 |
Hashes for jdepp-0.1.8-cp39-cp39-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2e1ba353c765ea86af46ee9c3e47b0b5b5e2b2472d534d4526f0444ab23d7869 |
|
MD5 | 21a1d0f44723ab600849ac8a21be083e |
|
BLAKE2b-256 | 344ff8852e9130725f063608bb7413d0f45fad58705ffa098d0966346574f634 |
Hashes for jdepp-0.1.8-cp39-cp39-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1b8889ca1163815b48d89bac8005950a25119089e1f96a8c83c7c80839ece9c5 |
|
MD5 | ec6437990f93d80740767dca57dd8371 |
|
BLAKE2b-256 | 89226a786b9e8cb3901e895d91228dd2b51ec6b795d3f99e758af6cb98277052 |
Hashes for jdepp-0.1.8-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ef6a326fcdea870269dd9cfac9fc56ce554896faf75bd47a5c8c58200489769f |
|
MD5 | 94b592242a9682427ffb7df6d8739df0 |
|
BLAKE2b-256 | 402d4ae3c3722d2deddc476de340f87080e52462a007579ec7f4c2a0986cf9f5 |
Hashes for jdepp-0.1.8-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a0c5838f3466307b0ef68ef9774c49dcca4adbbd9b75cd1d31182a2c727be958 |
|
MD5 | 3a7295a5ee91a760adfae5652f5d6bd8 |
|
BLAKE2b-256 | 765e05f2261e49efe7254a9d0ba8751169e8c7afc0d4cd6804d2dafc75cf3906 |
Hashes for jdepp-0.1.8-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ac386e7092f22b35ba0a5eebeca751f793ba47c15aa67cbcf9ff8f8901959772 |
|
MD5 | 3e442397c1d2e07898491ca0e54d6235 |
|
BLAKE2b-256 | 9829d3fc09d34641528e53989c4e9b87fb39b97c1c5cfd73184707c33b45352b |
Hashes for jdepp-0.1.8-cp39-cp39-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4f587706460297e0b12948a5f868c9e23d0a494f3258e67c27c156a9d3c9c0c0 |
|
MD5 | 77afb55f6527f8eb25b9bd4d8b6bfe3e |
|
BLAKE2b-256 | 209a07d915b76a9b0da8caff5a43b3b8aee2d1b8ca95ac7f36fce1ffaa516747 |
Hashes for jdepp-0.1.8-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b303c25e0d0230f29612f2506f9cc9ed66b6fa1f1bdd1c3cbff1ef27aa25f91f |
|
MD5 | e160cfd9d8796f13c4cb7d8db38c4fdd |
|
BLAKE2b-256 | 9f67231868ddf183360579cadaa2adf4d669c72f6df45293aea5dce6744e48da |
Hashes for jdepp-0.1.8-cp39-cp39-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e899fe0225a858e6ddc3da53690d0d0987c8c0061c1545ac350390723f265514 |
|
MD5 | 71437b391339e622f17e8db27643b8de |
|
BLAKE2b-256 | 33fd3f66e0e28c8a5b6528dbaa825e07695de07f210fcd20f3cd8f6843ce921f |
Hashes for jdepp-0.1.8-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3957dd28cc7e677a1678f7a6887a6f5a988b8260e62f44cb272e89b5ac3739a6 |
|
MD5 | b047ca954d145c2b38c3544af5b2f4a3 |
|
BLAKE2b-256 | 507536421fe0e9f69391948d6d69917be5e5a9c1cee3fa57cf33894d080f5a0f |
Hashes for jdepp-0.1.8-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0da2b5e790c0b37e488edb135d56de6dac006acd87a0dc2d84a7a2d70736bd48 |
|
MD5 | ec20f589af6f43ec8e1e7dad862ff12c |
|
BLAKE2b-256 | 2d2c627795489581c318f1fa7663bbec52607052b54ab82e2a2cdd6f979c3906 |
Hashes for jdepp-0.1.8-cp38-cp38-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 63701a66811f74104751c1e5527728d960c9bfbf9a4248c565c74aeab521ca83 |
|
MD5 | 56788c4033cfa6c091179bc09b0f25d5 |
|
BLAKE2b-256 | 3a6f8d41ba6a77b2deedd59d4c709d469eb61660c77900a1c661d3b8b6707ba7 |
Hashes for jdepp-0.1.8-cp38-cp38-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 706cd18f7287e7595ead0040f4d9f305f8d1f94bbe5fc45b528a766fc164a494 |
|
MD5 | cfc77e706fa3fcca41cb06729af98c2e |
|
BLAKE2b-256 | 8f7b4fa0cfcaea1861c6fed755eb2a40c8128afe9624eeeccbb63b82fe60f668 |
Hashes for jdepp-0.1.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7e874456eb6e77d6dfaf12b8765d8a0ecc32d8baaa6faf67d764fc137f52043c |
|
MD5 | ce82a1e113d2daae1f466ab6e6134523 |
|
BLAKE2b-256 | 1c8bf1023a540c423c528f382d9c3fc6d673d2386e0bb6d1a76dcf0d4c3baf9f |
Hashes for jdepp-0.1.8-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8cd0f82b5f7f8b741e158d33b6214a472abef36a9f7e864f5e30ccc2f78bc14f |
|
MD5 | 4a6aab278cf31ff65478a274a41a04f8 |
|
BLAKE2b-256 | b6c487575bfe85beeace2d68fab6264acb2707ab6236485db562d300e123d58c |
Hashes for jdepp-0.1.8-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 962faf8f1c587f122d34b89b18e7d4889ec14ec4c13bda0e6a56bcd90b39544a |
|
MD5 | 2943ebe991d5bbd09ec60af6c09e2e93 |
|
BLAKE2b-256 | dda06ed5b583d94ee754cc8eacf1046b494cbde102ed5efa7862fef6479eab58 |
Hashes for jdepp-0.1.8-cp38-cp38-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1b9e34ffae7d44ea057df7a5f8c567f4be262b98bc9438879f054848573e1c58 |
|
MD5 | 32205c8a4349a81bd1f9dd671b0209b0 |
|
BLAKE2b-256 | 7d854faa188fb48eadff4767cc91578cb228020992b6ce15b17dfe406935b1fc |
Hashes for jdepp-0.1.8-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 69b0fab340d34be064815bd5f9937f0256f24849a97988afa955321d87271c8d |
|
MD5 | 966c207ec8c712d21ad043650b644d0e |
|
BLAKE2b-256 | ac4150107d508a438718eb11cca888694130801768f96d34273307cf1abb6ef4 |
Hashes for jdepp-0.1.8-cp38-cp38-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 63ccd5b83e7d3247b8a5f75292e5d4225aa78cf15034619b4aafd7d7f9d9cf0e |
|
MD5 | f9fba5b790f604ec2c169ce2568d140e |
|
BLAKE2b-256 | b11efa2c732db888fd534fba576d39d76846bd03e3889b145ae354fe58b45f5b |
Hashes for jdepp-0.1.8-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ae1d9c2163a9e4795621ce33a253fdc9efeef2cc239b19606d41a5fbf1765e1f |
|
MD5 | 44ccc5e75f9e5c4757ffab725f85ad2a |
|
BLAKE2b-256 | c5fb3358e537b77ff41c714754e32804786113235678bf685a2d51668c497cc6 |
Hashes for jdepp-0.1.8-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b2b4bb90b7dc91e08c5f8fdcfa32ab990c35f0eb254916893919e5a6303d450a |
|
MD5 | 93802f2c07317f43211a722f0aeeed9f |
|
BLAKE2b-256 | d1264ef78ea9eed7241de3630e351cfb232d855928d7e15edb1efb7b821f59fb |
Hashes for jdepp-0.1.8-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0968b67c383c2d5c0f07380b0f9b78a1a3934fab3b35868dd45eea2413c13d74 |
|
MD5 | e793e37d0e136dd2f9c1b825ba3b295b |
|
BLAKE2b-256 | efaf313af75a0288223f5f3f22f031f3af76e8807af26cbe0454bc73c9216784 |
Hashes for jdepp-0.1.8-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 993847173ebb3aad6c9949b019611f39b3cb9afb000b7c63d272334e5624a3ec |
|
MD5 | 3c1b22ab43087bb5e3e1c4fd55c8dcf0 |
|
BLAKE2b-256 | 000165919a17e120cbb9fbbc780f43468f1294867e06a3fbd5267c9d93885d09 |
Hashes for jdepp-0.1.8-cp37-cp37m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d12046f02495411958a1939325fbb5cbdc5566fbc34d4515397e930d54760a22 |
|
MD5 | 087499b9002808c4c68a80d531b8c68b |
|
BLAKE2b-256 | 357f25de49b2cf0b6df0ac9a21d2bd0a0b2bc97d06d9da673d830d157a145554 |
Hashes for jdepp-0.1.8-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ff0397667ea11a5d1fd095c1ed772b6606119ccdfcd66a15b5b92733e8dc8914 |
|
MD5 | 250ce38cf5203504fc98fa987ffbf331 |
|
BLAKE2b-256 | c57d8a05b4aee711a0eb7a72d5a28dcd9c904405cb4537d4843a81f2f91b91a9 |
Hashes for jdepp-0.1.8-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d64d28465b9d1684ad0e3b4b765d7a5a7113b7eaed7a6d3e8e734a4beda2df3a |
|
MD5 | 8015d6fa11ebc523001fdef0c6f88ba8 |
|
BLAKE2b-256 | 5aaaf43aefd303a0116ec425b99a37a06e36e70d4b60a1ccd334cdd253daeadc |
Hashes for jdepp-0.1.8-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d629c122aa1833d95840fddfbfd38adc4520bebbc96cde522d672a6f2f4f120d |
|
MD5 | e810f91625554f5a182bf611d8e94ff6 |
|
BLAKE2b-256 | 036f13ff91d6ac2ba2e402be80fdb7311f972fe7fb79f3e774f1ddcfd9316354 |
Hashes for jdepp-0.1.8-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | fe13fe279882d8d0b717835bd1f6e3653750924e350adf7d97246832d61dd4e4 |
|
MD5 | 9cc71bde35c84b0e43c805d9821fff41 |
|
BLAKE2b-256 | f053867d08cdd8ad1f61388478154124197fa77034f59e4b6da1d41145ac284a |
Hashes for jdepp-0.1.8-cp36-cp36m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | cd97ff7c0544d49bff9e863721e3df504acc178e26903347ab65f0bff2c08377 |
|
MD5 | d6cc485b36eb1af03669652952a432b9 |
|
BLAKE2b-256 | b5c30d316b22c7a9ecb21be558c42a80d6580ff5d3918874420fa4158fd31d76 |
Hashes for jdepp-0.1.8-cp36-cp36m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 83b3cd417374bccf3dcacb31d97f9569a66431ba74339bd40d2856e499b3d9c8 |
|
MD5 | d522193c9b92509a5a7b379457599f7d |
|
BLAKE2b-256 | bd4f04cc5192136b6272cabc9ecef5b0e35a044660031e9f9e6563667b9a272b |
Hashes for jdepp-0.1.8-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e6b3520e51aca34a201d86d7b49c3f850bb3ca6a2c134b4ec0e8edf62a261683 |
|
MD5 | 73642301e0f4d015c905c46ca72fae1d |
|
BLAKE2b-256 | b6afd9751985b22753dd609166b39d14fe87acf93bb10f1c14dba9dde15475c1 |
Hashes for jdepp-0.1.8-cp36-cp36m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4bda63a256041e01cd7dac1e7b16c24bd9e3d1949391e8f887fd74f74ddc221a |
|
MD5 | 4846428ec7c362f22689414884615aa3 |
|
BLAKE2b-256 | 6ce3e9c97d97eaca1ac0e61788583617052b292fdb749a493e4d5fd20b375cc1 |
Hashes for jdepp-0.1.8-cp36-cp36m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 635afde56045832c56bc86287390c970865401220426db4270022092b9c07785 |
|
MD5 | 5dcf9f3230bfacfd62eb5aaf91cbb397 |
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BLAKE2b-256 | 2f10534865147a3fd26adaa481f11f34236918637e5dac9e64de575e03f24c9c |
Hashes for jdepp-0.1.8-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8b70aff24d05696d51fb528f7270577c91262c618bad9725cf0f587c7e96d6f8 |
|
MD5 | e1e2a21d2793ecf9809fe84644ca92f6 |
|
BLAKE2b-256 | d096525da8ad1cb10783ae206ab62749bb75f2cc4045b487cb75b40a330ae6aa |
Hashes for jdepp-0.1.8-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 63a212b63df4532f62626c332506b5d7ca1e7b403ed78121d4b41a96d60174bc |
|
MD5 | e002e625c6d79b0479f5de2fb14eb5e0 |
|
BLAKE2b-256 | 2de933a920babd0a1ae842021105de1641e1529ae51cf1cf469424ba4373d603 |
Hashes for jdepp-0.1.8-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 354bd456f65a5a27babf0938ef656396fa06681ea22266a6e54bbabeb3fc34c6 |
|
MD5 | cea5bbafd11c5de278b46dd569c45864 |
|
BLAKE2b-256 | d97f21a663c2a596a5413289ba7ee3118b084e422b363fa75825648186eccbf0 |
Hashes for jdepp-0.1.8-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3bd1154619d27bb5fb68823cdb4760cf89222679ffc2eedd543422c8a02dbe4e |
|
MD5 | 7421e21d7a9fecec6d125569eaecc50f |
|
BLAKE2b-256 | 2540285dc54d1414fd82dbfe6aae9a338165a442622607d07a6117c8a15edee5 |