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.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-0.1.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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SHA256 | 49fa50fdac3502cec4b4427ca068e35a159a9e17c63d12c0d8ab60b73e468ef3 |
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MD5 | 0350b443629b1bef5389f6f5b614982a |
|
BLAKE2b-256 | de4d318c6df3a95ff9c83ae9a206a903b6dbc9a0e54afd89f265d64e26e6d57a |
Hashes for jdepp-0.1.6-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 95a7236b5dc607110f981988fa6e6e32d9f1013f44f623ccc771f2eb1e99f532 |
|
MD5 | aaef1f25f64b0a39dd852821ff5159c3 |
|
BLAKE2b-256 | 0fb7e689d4f7b86d2ca2a13dc14d3462f58dc4af8dbfe0f44470a1ba538991b8 |
Hashes for jdepp-0.1.6-cp310-cp310-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c5199becf17d40f9f3150d116d8aff09abf7613a26165a868ed57cea35684eeb |
|
MD5 | d1e6af4e9d4b325aeff6c58a372fb64f |
|
BLAKE2b-256 | d2a629459d2a15d068bfbd884255a30ad44d18923c13e9c8c1c2f68266f3b446 |
Hashes for jdepp-0.1.6-cp39-cp39-win_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2d952fd6e1b0226192867c31c7faa39f79dc04964b5b478406acaf7608bbb9d6 |
|
MD5 | 43e4d33e5b41ffe5751ce5c15dc16041 |
|
BLAKE2b-256 | 8b99043e2f14b89c9aed22f43fba8a316a26c168016e60078fef3f62c181bdba |
Hashes for jdepp-0.1.6-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e3ebbace22b00b744e62929045459a2e3371d5c14f0bf160d569e9a75cfcee99 |
|
MD5 | 02bd75d26bd0ce66e951873a6af5f721 |
|
BLAKE2b-256 | 5f2f0f55619f26a9afd466544d116e5e19f22c73e90bd8138bb5169f0881a95d |
Hashes for jdepp-0.1.6-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6e44660bf8f9751892926dd4c1e76eacd1fbb88d2457e298a04bb7099ba5f425 |
|
MD5 | 3d984c8c195af4308317568fe5f7981a |
|
BLAKE2b-256 | d6a6c94fa13649620b09b18834e3a6d5dfdefb9c32f4b78f2f508f793217dec5 |
Hashes for jdepp-0.1.6-cp39-cp39-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 84da0d48fc3207ee4b867db7e2f6fd06723cd1ee116c74062c9a05f343338da3 |
|
MD5 | bb90c5edd60abda99d681a0db7144681 |
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BLAKE2b-256 | 09eacc2daa8db0458e2650b83574df546b3ada841fade6012c6267638983e267 |
Hashes for jdepp-0.1.6-cp39-cp39-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1606ef1df72ae89d2d0951ac37ccb7144f6034abaa59a638f316516c8e562f9e |
|
MD5 | c0191836bf677ab8b3e6520164a82075 |
|
BLAKE2b-256 | f6a4d4b6e6ec9fac21faad634b9a831d099952e1ab92d42609c22552e34dc317 |
Hashes for jdepp-0.1.6-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 25b20f29d36096335d251433e3a00b60e3254140508b13d8e38d4d216d707d0c |
|
MD5 | 7b2fa4eccaa65ada65e4a4baf1d024b3 |
|
BLAKE2b-256 | 9d7373444e3697630bc8e636b0f64a0fc6efbff97584af7cda31ca6b7ebe2f51 |
Hashes for jdepp-0.1.6-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 88292402a134baf9a105752b5ef2a79cc4aa028c009cc4ba2b0d37cdb1b13b24 |
|
MD5 | 33c38f64625bc3bcf69aab1c3e2cdaed |
|
BLAKE2b-256 | cf7417d54b97fd9fc2826f267c0e9731f4a8648277c37bfd12d1f86b3148cf4e |
Hashes for jdepp-0.1.6-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 203880dc1226e8b46e688211ca828279aa373e0673a6f673a200991c97083364 |
|
MD5 | 7c1007b941cb7347fef9aa4aefa8c277 |
|
BLAKE2b-256 | 2114540d00d0a3c78589d81fd4c0d65ad3cc82cb17f3ae5678e73591e4cecba8 |
Hashes for jdepp-0.1.6-cp39-cp39-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 244551c477d7c71cdc18519011ca7c4e324c6ca0ba791d0df4ff93329253ab28 |
|
MD5 | 6fdb3f0659fc98419e2fcb959a63499f |
|
BLAKE2b-256 | 8c50a49a2df314be983c537ebacf66724694df971bf3d620d6ec479de534b33d |
Hashes for jdepp-0.1.6-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4d521f2e3261c0592bae29a683760b4ed7a4beff80dbdcca8d2e1d24d9d9e74e |
|
MD5 | 92d723498ad6c65119c203ad1ff098b3 |
|
BLAKE2b-256 | f78cf2653870848e5b28770c14dd6b6a0a7941fb282e35c9c602bbb931158bae |
Hashes for jdepp-0.1.6-cp39-cp39-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6e9763c4eca03590528bf1e4fd88bc469bd647f6d6a36b78d576cbb65b41fbb5 |
|
MD5 | f91339325c3d6db8df49b88399460abc |
|
BLAKE2b-256 | 16555e0aebbbd735e77a13eed0972fa59a9e8fb95febb022a7786fd41bf7ce23 |
Hashes for jdepp-0.1.6-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3d2ea5c8b16eb0017c92ca9c329db779da46a7b528549baa036bc93cfb0f9a64 |
|
MD5 | 8b4c7a091ecb8e5f7f132d0f32c8c610 |
|
BLAKE2b-256 | 7468734d487fcdf044636a5c42c0919c2adbf34946b489124ac997bf4887b8b0 |
Hashes for jdepp-0.1.6-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 448b04724344181e6fe344a911025c6a1b1aefbc2e5df431a1b86ec3d354d358 |
|
MD5 | 893d4496070c96309e4a95c8b969bf69 |
|
BLAKE2b-256 | f6fee3bfcecfe2119a9c4efe7b81e268eacc7830d6569ffb127491776c488b5d |
Hashes for jdepp-0.1.6-cp38-cp38-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b7cc418ccc449e63fe242b72e1071c32dfc6757acb55cbb50730e729ce734194 |
|
MD5 | 9423fac126a97d731e7a1781da73d711 |
|
BLAKE2b-256 | 734c6177a02619e1e49fa5b584a5150605192dab142da13f6ccf888eb805bc53 |
Hashes for jdepp-0.1.6-cp38-cp38-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1c13eba5546c909abfddd12b8422f950f9bcaffbdeee28b59a020f329b4a5d76 |
|
MD5 | 84d8e57a936d6562e68c9f4e1e679fd8 |
|
BLAKE2b-256 | 7a2f55d68d5ff390c3d0c79684d2b1dba7121ed2f46f1992318eb46080008738 |
Hashes for jdepp-0.1.6-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | eb0383c66adea46770457fd636fb4aee922179fa03e1903a58dbd5cfcb6175ce |
|
MD5 | dde90b6e799affbef08fa463ad0af9f1 |
|
BLAKE2b-256 | 956410a474694cf07bdda019054ea67fe8235a84c6439a48b6b86cd6eb7866bb |
Hashes for jdepp-0.1.6-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5e3bad96573ef88bc485f82cadb5ad729522d79229b1ff6de88d2a1fb7cc770f |
|
MD5 | dffe781f1b22e837f76fae13d56cacb6 |
|
BLAKE2b-256 | 6796c29538e9e4294bccfb096afe1a6d868a8518b19615227d304396b1735421 |
Hashes for jdepp-0.1.6-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1068453bb8224550702d9cc7d100317a4e59c01e6686156e47a1f3b69ddeb392 |
|
MD5 | b693898d21c646aadbabe700c4b1be55 |
|
BLAKE2b-256 | d91f479b328245bbd056664d8398f4456d9f426a54a756134ad34367260a063a |
Hashes for jdepp-0.1.6-cp38-cp38-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3a5a80e38de317462f7dcc02b58f78ca023120b8d216c5c6b2c5dd792b27ce73 |
|
MD5 | 7d6e4025013f90b91ee06a1b8e5d79c4 |
|
BLAKE2b-256 | 0d2dc647a31b125ccf6b516261a2d07c692ad0970c908afdba7b7f0c862b7bd4 |
Hashes for jdepp-0.1.6-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 35086414e0a225cb02dacd663525345b03e60af2b85d0b13ba1ff786791d116d |
|
MD5 | 10e541864951b5a764a260d4fcba9cfe |
|
BLAKE2b-256 | 4ab8b78c4df8cc73af2d8381b8bd81b943e62419178eebb1b03de09900a245e8 |
Hashes for jdepp-0.1.6-cp38-cp38-macosx_10_9_universal2.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e9125d767353d8a97dc5d13a7f05d2a47eab775a60d8b3a3e2d09a927b362c8c |
|
MD5 | c7c1d5c5ee86bf8a1c0088da3311a900 |
|
BLAKE2b-256 | 42a0b97658f591efae7ae02d37d0100beac7398bf1835b691cf26642f1b4aa3b |
Hashes for jdepp-0.1.6-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7e3aa520e5e1b14f5d7bde9159bf5e1d11a3293113a4f74cf93ab92065fb7667 |
|
MD5 | bafd6cc9cd2f56a63bad4ef3bad3e36d |
|
BLAKE2b-256 | 304d7d1821a8555ce96d45e31079af0ea5fea0d3c42008ceb5e57f7cf655af6f |
Hashes for jdepp-0.1.6-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5f3bcac258b4fdaaee7d03558551fdc2850f2fbdb2719ea72e9a0f4493feeed2 |
|
MD5 | 5565b372a12198288d1108f5fa5fc6d8 |
|
BLAKE2b-256 | 35e86f22e5a250ba6b740558bf67bb31e7f00bc9f7fa922cf8e803a98dd45bf1 |
Hashes for jdepp-0.1.6-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b156cd918ca208467d4ae7a6eb4680651d7626b5590fb5666f91d23d5f052017 |
|
MD5 | 70b788722560d41c1bc24bfade5d96be |
|
BLAKE2b-256 | ce2700552ee31afb8d542a8bbb1defda7ffc6ef0eb58f612533585030525b679 |
Hashes for jdepp-0.1.6-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ab7b0ac010e77f4838e358ebc34fec893fecff3d2455300af38fb5ff0e267b14 |
|
MD5 | 57260b50260595ed8bf7728aba64be00 |
|
BLAKE2b-256 | 92a38749d78d7ffe8e61df549ab47768451276ebc5bc3518a458651653c04392 |
Hashes for jdepp-0.1.6-cp37-cp37m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1b3788b7e4f3ebe626c62e454f6a97afa6239d4881ebce13d00422ca5893c703 |
|
MD5 | a26740be7b7a35ccfa91131a3e629e88 |
|
BLAKE2b-256 | 61cff3f22ef794cba6bdbb6c7c8ffae384ce6f644a48beb0f06dcc1a7954a7af |
Hashes for jdepp-0.1.6-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6c29894684adf8911ed90865053afc30d275da3f1c25d77a743a5998a60eadbf |
|
MD5 | e9cb3a6a758f261a0d5d337e2893dc21 |
|
BLAKE2b-256 | d32e9f8def70de520f86c96716a7f491eb24b4d502abab6c487786ac5d227d31 |
Hashes for jdepp-0.1.6-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 536b25bccee902ff6d2fa34b9261d1414bc3cfea595e88cd29c455f6ecc59623 |
|
MD5 | 2d4bd59817bafc5ca6482ce4a909d3e9 |
|
BLAKE2b-256 | 91b65a7793f942720da150c73e348514629d7506d10f2a887ae6b55687d4a80a |
Hashes for jdepp-0.1.6-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 92316d7856e1f79e8153d4899c8383383a3e33276fe95f71db807782e2e174bd |
|
MD5 | d78d1989f0b5a739bd5d71fcf86f5725 |
|
BLAKE2b-256 | 60f30cc68065a1258b951db752f3b7b15244fe6b7ac3e29f20012b54550481a2 |
Hashes for jdepp-0.1.6-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | bbe7f5c837be5d1be619797244ae9e738d274218613ac663d3e0313c0848f08f |
|
MD5 | 24fd6884e0142b34c7714c91ca7a9cd2 |
|
BLAKE2b-256 | 507251b138e7930a38290726faa4ca690b61b7e569acc783a15b80162ae0acc5 |
Hashes for jdepp-0.1.6-cp36-cp36m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3a31b846b07e112d45401053ee75be4385a55eb959df37d982a663f27020df12 |
|
MD5 | bf90ce534e960a112fe0eb1fad655d9d |
|
BLAKE2b-256 | 59ff0fc83819309c0077a2a29352a08d846b23ec80cfeedd1ffd51f12ec83bd4 |
Hashes for jdepp-0.1.6-cp36-cp36m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ae48324c2c69f33d03c810861a7102f1b1d8e73d3c46672481eded77d9dda0f8 |
|
MD5 | e512f779b8cf4c63f21f9cdefe9d6f04 |
|
BLAKE2b-256 | 3d9381b90a56543015c666caf94d182b59faae312701bba2f20b265aa7fb532b |
Hashes for jdepp-0.1.6-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d467f3d4b99ed4f45ffa7d4aca597200e168c73a7544b7bb7d58438a6f367e09 |
|
MD5 | d8c22c9f5ecf6ca0c457447506dcc85e |
|
BLAKE2b-256 | 92cfea56a6e2671ea2cc4b1e94241f9b59a7c4d1ea57de4e5690c4f7e3143dd0 |
Hashes for jdepp-0.1.6-cp36-cp36m-musllinux_1_1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6d301032f7455cdda9f0cb5a3d8b59462ae813fa8d3b87d0c2e39e77acd0401f |
|
MD5 | 32cd3c151a7e937dc6dccdfdc2877efb |
|
BLAKE2b-256 | 43257b1b78935d90f5ccfa40a54e19044986abbd241b2750938f157ed3e9b851 |
Hashes for jdepp-0.1.6-cp36-cp36m-musllinux_1_1_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ab186f69b794b76fd29df45cb0c38ae262d5cc9992dd0c798e05f104ce4bec23 |
|
MD5 | ae82e8b3bed8d22d3d5179a7fda2f449 |
|
BLAKE2b-256 | 8e1aacd757a8d3acf0e286371000e54d72771281556f9ac76aa4e4a4f6693f02 |
Hashes for jdepp-0.1.6-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b56d7072a18304e5e52e1c27d19e895b30fe8feb024ac3fab8f6827e5162ec07 |
|
MD5 | b0d346516f45295f289bbd2138de0790 |
|
BLAKE2b-256 | caa0c7afe7b47fae693d7cd1ad1203e83e3396f1ecd62488a5db43eb2e6bfd47 |
Hashes for jdepp-0.1.6-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c5177dc0afe358569426e1ced0a5f68f4f4eb45b784bdad1f57dbc3fac620795 |
|
MD5 | a8e526e07d91bf64a5a0c9bbf9ca09bb |
|
BLAKE2b-256 | c1bfb9ae335622fa327e0f2b521082346fc50b766980bef827b0aa8d2f9c94b7 |
Hashes for jdepp-0.1.6-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 578ca86800ee0d267f425f97a19c7e852f15695696ee9e9ac2cbb4fd02f5581c |
|
MD5 | cfb8a37c3318d8e8e085d052750c6d39 |
|
BLAKE2b-256 | 83bbc8be043d543fd22040d749abe84b1d7ad50d152c769273bf6928e83f9488 |
Hashes for jdepp-0.1.6-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8b1f64e47019f51ef493ca8622d80289873d82c4a3525d9eceee793a7ed54955 |
|
MD5 | 17743eefa85979568c313a70973f935f |
|
BLAKE2b-256 | 6a13a7c42a65020b478d30241916338d32a75472f42b6afae2201a7aba2921ef |