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)
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 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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MD5 | 9cc8c52185cd3a78286be99c4b3fa755 |
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MD5 | d7472c8be16c10cc82343ffc032fc1c7 |
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Hashes for jdepp-0.1.7-cp310-cp310-musllinux_1_1_i686.whl
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MD5 | ba090794b94acc7df534b37b7fee7025 |
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Hashes for jdepp-0.1.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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MD5 | 8942a5eb8419749cd03c72713ceee795 |
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Hashes for jdepp-0.1.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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MD5 | 1362c9d3c4c0ea54e1b4621029855cc9 |
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Hashes for jdepp-0.1.7-cp310-cp310-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
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MD5 | cf5707302880597e9d83cbf7022151e1 |
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BLAKE2b-256 | b2a0d819b0e255213ff82f7978c01829536cd8aecdcf3c2ced29177aa5e104e8 |
Hashes for jdepp-0.1.7-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1602a99910195721b9889b25732bb489232c0c8d830f76b3188dc51d3b816ea3 |
|
MD5 | 497a1f330839f53556af76435f751456 |
|
BLAKE2b-256 | 97cbff2d858d9cb59989b3101efe2a62dee7db7e95794e6230f074c1d090120b |
Hashes for jdepp-0.1.7-cp310-cp310-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0ea415053429377b61587166b885eb0627535adb078e44ae3677c2ba3c8e787a |
|
MD5 | 94f83a5eab5a57053e3242c8f06260cc |
|
BLAKE2b-256 | de0891d630dee172a3f85f4e35f9de81aa21f5fa24c9ebbb2bb67f2ed8ce768a |
Hashes for jdepp-0.1.7-cp39-cp39-win_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | cfadea86d00b9bcf145a39d35b1a96939a4e2134ddda887137e7f406c69abc2d |
|
MD5 | 42b9ab4f0764ea41bb1d2dfe96377573 |
|
BLAKE2b-256 | 7e62af343873337fff0973dc3d0b22a8bc0504c1abcb13a696b7a92187a2959c |
Hashes for jdepp-0.1.7-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ed44b7199f7bc541e513ebbcb3b58fdb56d6b41c0edb78c2cedc24c0aef4e45c |
|
MD5 | 88ff911fbe36a4ce9ec0ba352e89f1ae |
|
BLAKE2b-256 | 5470c16bca03b6b11420e03d8334b67ab41a63ce714f76bd5989153ecedfe91e |
Hashes for jdepp-0.1.7-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ae424c7cee8b5d50acabd9c5e669c6d99f15af43d2ebbd0902e0f3334d34ef11 |
|
MD5 | 8af8dc059fe4038ee4ad2963b80c1e6c |
|
BLAKE2b-256 | 7ca2ad27c1ab31ac2fc3d03307cb4af7818c322c32be6445b7500075e629a35e |
Hashes for jdepp-0.1.7-cp39-cp39-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a757ed4c76d48d972e6a944dc8f55b0dc61da694586f7fd29d1665fd5ef34bd0 |
|
MD5 | e913352b554f0273cd7a2264c5f7707f |
|
BLAKE2b-256 | 6dbc4fbd81150853641484796d87cee80592d34b85e4d8c1d397b859252bbe58 |
Hashes for jdepp-0.1.7-cp39-cp39-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4e2d6559e36a498350e62f2a97a2542c777085b37bc94a87d8ba2eabd70de443 |
|
MD5 | 0ccc54414b4cce8ff56a755b4ebc4ca2 |
|
BLAKE2b-256 | ec34846833146fb622399bd1408403024baf3eb4f83adf4702e6e414e1137cf2 |
Hashes for jdepp-0.1.7-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 875aff9d7497df70fc3677533169ff61df5442c6735a3f9149cb612d2953b365 |
|
MD5 | e833eb9a18b7212cd9f7eba52e72a441 |
|
BLAKE2b-256 | da2a05e4496525806585798ff8bf46ed52d90c7e284d4454c75cc8c7eec35bf6 |
Hashes for jdepp-0.1.7-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2bbdd8f852883a615bb4189b8c810ee65d996631a7905609178d2cb8e69877d6 |
|
MD5 | fdbe5ba81f8ca9297ae2139caa0b155a |
|
BLAKE2b-256 | f99df88daf2a4ead2cec8f0c6731b1365f162125140944c1452a5a50856d95af |
Hashes for jdepp-0.1.7-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 382bc7fbb14e5bf0ef2bcc6f2060a40f2738ac9a3b3b78d6557300305b0fb390 |
|
MD5 | 6ef468ffed4429d8e7435553220edc92 |
|
BLAKE2b-256 | 7c91239498cfdc4e3f4d92bc577fbe81957d4af501b2b800f3a592520217088b |
Hashes for jdepp-0.1.7-cp39-cp39-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2c10ab0c509191d9c9fba275c84f4d8c8a4a2748c62ab348ea7836ee9a5ec3aa |
|
MD5 | 6322816d0d6499866e9db80bf362e5f2 |
|
BLAKE2b-256 | 1ddf67e6d624538884c1407d7bd412df0379049a3dcd915933ebeb560f4580ca |
Hashes for jdepp-0.1.7-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4d9f23156c7191ad97f56e09771289265bef47aa2b474fa0e9f697788a3854a0 |
|
MD5 | 0b7b90a9b62f7585bbb3b1e9e2073aa8 |
|
BLAKE2b-256 | 1ce659cdf8a2aa83ac5850746bb1ff618b813e768c963a2dd9e3852047a5eb98 |
Hashes for jdepp-0.1.7-cp39-cp39-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 757c1516fecd28e40b19f77231aed6f3f36e4334540d30a9c5b91dc4e047fdc4 |
|
MD5 | 7653ee20e376f267736638f4243df476 |
|
BLAKE2b-256 | 0da7784ceb9b035ee389924d9b5e2cf41e470a018950cfea054c97ba639d4170 |
Hashes for jdepp-0.1.7-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7145c0abac022069ed17df48086022aa62440623895af7dfc940f4200c195da6 |
|
MD5 | 0d2a129b936e8cc18bf66f2e14a2f199 |
|
BLAKE2b-256 | 6cd53571cd61f52b736bbaacfbd785b427956aa50a13849e2e973e6cdba622a8 |
Hashes for jdepp-0.1.7-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3a910966d5aea292d789d9310be904c2ead84f69954d3031cfb211a69186638f |
|
MD5 | 1a0b9f132c61029beeec5bcdfb51f202 |
|
BLAKE2b-256 | 30d72b7b2f3024d5caf27b477a6d3254ab26ea55fa8554cf0610f887f1d91f3b |
Hashes for jdepp-0.1.7-cp38-cp38-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c84878e588556163c11b3ec7a0659cbf7e10a2017240cb5e6c27a2c0883efb57 |
|
MD5 | 3d7df1109c28add504e663006cf5e157 |
|
BLAKE2b-256 | bb21b48452a17a57c1de2264913aae0566ca4daf8d51cbf4d81f16ad3976b625 |
Hashes for jdepp-0.1.7-cp38-cp38-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | faee7c1aee6e280ed80a66993f7343fb14c5f61bc04621fc04a6a4ffd3837167 |
|
MD5 | cc24910648a924995aebea8b6e1cc77c |
|
BLAKE2b-256 | 80444b21cc5f8c8dd4b358d9fa3773b03cbb7cc14c93e195abf7cb04023caf47 |
Hashes for jdepp-0.1.7-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 445f753d057a051633f68899561d503ce4dd8956712cd73693e3ce3ec7141e74 |
|
MD5 | a8066e6a70c2c157161fbb6c6b6ab2fa |
|
BLAKE2b-256 | 668614d5d93575637f97d3a3c77b277291c142aa2b3bae4503a467e8ff258788 |
Hashes for jdepp-0.1.7-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9a47ae3309af5eed6daa2b928c3c7d794df55c9794e19d1e968c6e7fc5456ae9 |
|
MD5 | e4c7c570ecb70a1be4a8c2c6831cf9d0 |
|
BLAKE2b-256 | e140572328e5fc515b6dbbb4a5795aafe635b283f4f03f4ab4673f00982ae6a3 |
Hashes for jdepp-0.1.7-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e75ed78fe96ee8f5654e337c1c3d08ca5bbe9edef836b0e57f33afd58a179b62 |
|
MD5 | 4d4d9e3698b5af35e741786af158a915 |
|
BLAKE2b-256 | 793a02f1a627be234062ed391273b054658c10a2e032a2f4e1d3043ce9213041 |
Hashes for jdepp-0.1.7-cp38-cp38-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2163da2ffb449311758669809d4cd0478876c233fcc2616cfd0f2f23c42708f3 |
|
MD5 | 6c3f173c278b8f8f02acb4e17ef6a93d |
|
BLAKE2b-256 | ec25e6c6bff1c0a1013cfc9687c7787bf61165e71a5aab333d517be413b766d2 |
Hashes for jdepp-0.1.7-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 427043177ed596ad064fd7b6daf5ee7f95540dda4ba9f98334e7d6f1321284dc |
|
MD5 | 7c5e8642ea887d6d66829a94dc6ca7e8 |
|
BLAKE2b-256 | 32d1fc5f5f112c0d2db3ea3143727124fc910219d1125a55c4e39543c152d211 |
Hashes for jdepp-0.1.7-cp38-cp38-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2f10db2189fa8232de4894b480d118bb3e2c8da5c1c786bcc566089151471b6d |
|
MD5 | efa534de41e9b6e19703e36a8a19c66d |
|
BLAKE2b-256 | 150f4275ca9d4dc303c698102dfa2b31790d17637fdc6bcba045e1b330c30add |
Hashes for jdepp-0.1.7-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 226edc0cf2411637e74781db93f26544bb23a651fe22d9ba2445b44063b44e0d |
|
MD5 | 0ce806c55a2e455e342338ca7c4f512f |
|
BLAKE2b-256 | a106e984d9b5933c03b1276be8a3cad2d4fd3f04a3940522ab298a4e96df52c9 |
Hashes for jdepp-0.1.7-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3e662540847e48c4707f574ee81db4ed8d1679e96bb24a4996dcb18a3ed19248 |
|
MD5 | e5f7b82fca30252d7ab612df26717100 |
|
BLAKE2b-256 | af263037d14eef214b2dc4d9759e8245b8f00e8b437fe3d909062dca450bcac7 |
Hashes for jdepp-0.1.7-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | cd2c6e5d2fa1d5e3a6524ab786ddb9d716682994eb238771629afe9923249616 |
|
MD5 | e97fe7d8626b0b23dfecebfe9ba5863b |
|
BLAKE2b-256 | 75a101f29c524f0e00f3cbe6a45230bbe5e27e519d14161d97a48bbc5c1e1200 |
Hashes for jdepp-0.1.7-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3d2019e107c296c8e2128928e03fea44e9d0ffbf3a7bf35bb2a087abea696fcb |
|
MD5 | 2e6c45599bbc24bfa9c2d61ff319af2b |
|
BLAKE2b-256 | 6c070eeae7d2bc7d0ee92017831e9497dc25497f45f4c759ffe6526fbf18c3f7 |
Hashes for jdepp-0.1.7-cp37-cp37m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d9cc2c5dfb0e121dd717ee578851730bffaee52ad1dcd2921d9cb44109d5de0d |
|
MD5 | ba38a5f2ce05729fa0d276e756a6cad7 |
|
BLAKE2b-256 | ee1b479c1c6c9e17ee8fe01b7843d76ce5b7a7da71c9140135b4b8dbf21b60b5 |
Hashes for jdepp-0.1.7-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b2bcc7d18e7800b24bf470bbe94a326bf5e3a412fbc696af039a70f2321485bd |
|
MD5 | 8161e2d43827ced02cdb6b398b16d40b |
|
BLAKE2b-256 | 9d2ed1a84a4b3b7accf405ae605f4104112da677d2a773cae6ec2bc9e6f96d8c |
Hashes for jdepp-0.1.7-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d784b17c293f1d556229de9bcd8ddadda6e2ac987b785d017705957bd2652b46 |
|
MD5 | af94c3f6862a24455c2a894fb68429e3 |
|
BLAKE2b-256 | ff129550d87199b91648b43d2e920539f2996675a56192c991dfbc27cd996ed4 |
Hashes for jdepp-0.1.7-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5ecd4a9417c98d3dd0beb2d7c74f910eea5df530099d38c7b8dd52ddf67265ad |
|
MD5 | c6c3eedbf8c10fde08adbac70ad171aa |
|
BLAKE2b-256 | f321fc2f9aa9f83cbb565541251979d87550a3f823e002feedb979f94d0fdea5 |
Hashes for jdepp-0.1.7-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 760889566c66334d8621987077684dba09d2148e3dbe7d2bdfb1d1f31394f001 |
|
MD5 | e43e280d373cb93d102d8ffb53d55cc6 |
|
BLAKE2b-256 | e1a1373333ede080b7d819b6f78db264f859d501aa7b24b742eb0cc31090ac89 |
Hashes for jdepp-0.1.7-cp36-cp36m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d5298509f6600f062a5922ec79704ed7c7a3547e3a2b463232e4ed49aedf70b9 |
|
MD5 | 39107a81bc40f17d0ecb4f1b1674662a |
|
BLAKE2b-256 | 2244c0fe58a72b15daa50d8decedb2516f14c6945da1ef371885881586146c09 |
Hashes for jdepp-0.1.7-cp36-cp36m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8b72bfc3afc2fbe818e05f470631ab55075ba1caf58781375a27dc905685d887 |
|
MD5 | 81185ecf9064bb75378df20dd3ae71bb |
|
BLAKE2b-256 | e2d4a5678683ae7e3a7ea2060129f2ef8447fb30dd5fe86b8e2c25caf2a3dee8 |
Hashes for jdepp-0.1.7-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0e9bdb24600ff2a7664435087a190cce615fb4dbd8a34c5f1fb84b2d544c495e |
|
MD5 | 27e62f880df5743b7748cf7f3fdedf67 |
|
BLAKE2b-256 | 1cc26c27fa452b393ef0179ef557bf2e5c114a2ab938c308b004d4408ba8ca6b |
Hashes for jdepp-0.1.7-cp36-cp36m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 93168af1c52c902a8028004eee6ec4684ae0a878e5fd6b8326960a0335554937 |
|
MD5 | bac1f2871566a6c903bc7613d30e7e03 |
|
BLAKE2b-256 | a292d422476631622e1664715472245a924b38f4f401185fdf288895e897ccb8 |
Hashes for jdepp-0.1.7-cp36-cp36m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 609246504fe9c388420f0896956956fbf2f0127b964aad1a117b64c4414909e2 |
|
MD5 | 9f36b334cb9086db8ad07229cd512d49 |
|
BLAKE2b-256 | 87540a108d1b3be4e40f84903515d83f4e99c100f04921111951e6fb7f918531 |
Hashes for jdepp-0.1.7-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2063897ffc2862a15cbcaf4da462475711e50700c042042a85c763d7863c09ca |
|
MD5 | 669752bcfd2cedcd9dd8a707c8cc0e48 |
|
BLAKE2b-256 | 799f99bc80aa98f06c4caa4319411b13978381101ec89aafd837e8b4d5230a94 |
Hashes for jdepp-0.1.7-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 98aa372537256bd8a84663607cca224ba0bddca015595326e6745ae5603af615 |
|
MD5 | 19263dc72b5db58beea53d5c4614118c |
|
BLAKE2b-256 | 6b3ea83098ec1fa522eb5d3d8e454d3879b97c4f7964deaa44dbaa6b773131cd |
Hashes for jdepp-0.1.7-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d5333bff3b5148f0de757115059e35e48319fe02ecefc245dc78ae60c38fbf98 |
|
MD5 | bb9b3bf24b716a96ae7ebbe5d4ce9ad8 |
|
BLAKE2b-256 | 7a707e5294cb943b4eee24a7717b6bb2417f50c3a307a1928828038a3aa42352 |
Hashes for jdepp-0.1.7-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0ae55f3d8932a5c3a05d7e02711a9c9ba3de1fa102bbdac57930d00e130dff7c |
|
MD5 | 6fe60b275d56659d565c9a6eacdf20fc |
|
BLAKE2b-256 | b9679bd3afc3f8d49c2f2b322bf26f631673297f204da473ee372d91664c1387 |