Skip to main content

Ebi: a stochastic process mining utility

Project description

Ebi is a tool and library that focuses on stochastic process mining algorithms. Ebi is available as a command-line utility, as a ProM plug-in and as a Python package.

More information on its use can be found in its manual.pdf.

How to use from the command line

Ebi can be used as a standalone tool from the command line. Compiled versions are available on Ebi's website.

How to use from ProM

Ebi can be used as a plug-in of the ProM framework~\cite{DBLP:conf/bpm/VerbeekBDA10} (\url{https://promtools.org}) on Windows and Linux. ProM has limited support for Mac OS X.

To install, open the ProM Package Manager and install the \verb=Ebi= package. Then, a selection of Ebi commands can be run, just as any other ProM plug-in.

The manual.pdf indicates which commands are available in ProM.

How to use from Python

  1. Install the Ebi-pm package using pip:

     pip install ebi-pm
    
  2. Then, one can use it as follows:

     import pm4py
     import ebi-pm
     # Load a log using PM4Py
     log = pm4py.read_xes("myLog.xes", return_legacy_log_object=True)
     # Call the Ebi function
     result = ebi-pm.conformance_earth_movers_stochastic_conformance_sample(
         log,
         "myModel.slpn",
         1000
     )
     print(result)
    

    The names of the Ebi functions can be found in the manual.pdf.

    Please note that for fractional numbers, Ebi returns an array consisting of 1) a 4-decimal approximation, 2) the full numerator, and 3) the full denominator.

Getting started with development

  1. Install Rustup https://www.rust-lang.org/tools/install

  2. Log out and in again

  3. Install Visual Studio Code

  4. Install extension 'rust-analyzer' in Visual Studio Code

  5. Go to the project at https://github.com/BPM-Research-Group/Ebi choose "Clone" and "Visual Studio Code (SSH)", and clone it in Visual Studio Code.

  6. To run Ebi, use the terminal of Visual Studio Code to give the command "cargo run --" instead of "Ebi". Everything else is equivalent to the commands mentioned in the manual.

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

ebi_pm-0.3.3.tar.gz (191.9 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl (5.3 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ s390x

ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.3 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ ppc64le

ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (4.6 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARMv7l

ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (4.4 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARM64

ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl (5.3 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ s390x

ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.3 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ ppc64le

ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (4.6 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARMv7l

ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (4.4 MB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARM64

ebi_pm-0.3.3-cp313-cp313t-win_amd64.whl (4.6 MB view details)

Uploaded CPython 3.13tWindows x86-64

ebi_pm-0.3.3-cp313-cp313t-win32.whl (4.5 MB view details)

Uploaded CPython 3.13tWindows x86

ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl (5.1 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ x86-64

ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_i686.whl (5.1 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ i686

ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_armv7l.whl (4.9 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ ARMv7l

ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl (4.6 MB view details)

Uploaded CPython 3.13tmusllinux: musl 1.2+ ARM64

ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.9 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ x86-64

ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl (5.3 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ s390x

ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.3 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ ppc64le

ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (4.6 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ ARMv7l

ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (4.4 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ ARM64

ebi_pm-0.3.3-cp313-cp313t-manylinux_2_12_i686.manylinux2010_i686.whl (5.0 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.12+ i686

ebi_pm-0.3.3-cp313-cp313t-macosx_11_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.13tmacOS 11.0+ ARM64

ebi_pm-0.3.3-cp313-cp313t-macosx_10_12_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.13tmacOS 10.12+ x86-64

ebi_pm-0.3.3-cp37-abi3-win_amd64.whl (4.6 MB view details)

Uploaded CPython 3.7+Windows x86-64

ebi_pm-0.3.3-cp37-abi3-win32.whl (4.5 MB view details)

Uploaded CPython 3.7+Windows x86

ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_x86_64.whl (5.0 MB view details)

Uploaded CPython 3.7+musllinux: musl 1.2+ x86-64

ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_i686.whl (5.1 MB view details)

Uploaded CPython 3.7+musllinux: musl 1.2+ i686

ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_armv7l.whl (4.9 MB view details)

Uploaded CPython 3.7+musllinux: musl 1.2+ ARMv7l

ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_aarch64.whl (4.6 MB view details)

Uploaded CPython 3.7+musllinux: musl 1.2+ ARM64

ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.8 MB view details)

Uploaded CPython 3.7+manylinux: glibc 2.17+ x86-64

ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl (5.3 MB view details)

Uploaded CPython 3.7+manylinux: glibc 2.17+ s390x

ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.3 MB view details)

Uploaded CPython 3.7+manylinux: glibc 2.17+ ppc64le

ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (4.6 MB view details)

Uploaded CPython 3.7+manylinux: glibc 2.17+ ARMv7l

ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (4.4 MB view details)

Uploaded CPython 3.7+manylinux: glibc 2.17+ ARM64

ebi_pm-0.3.3-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl (5.1 MB view details)

Uploaded CPython 3.7+manylinux: glibc 2.12+ i686

ebi_pm-0.3.3-cp37-abi3-macosx_11_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.7+macOS 11.0+ ARM64

ebi_pm-0.3.3-cp37-abi3-macosx_10_12_x86_64.whl (4.6 MB view details)

Uploaded CPython 3.7+macOS 10.12+ x86-64

File details

Details for the file ebi_pm-0.3.3.tar.gz.

File metadata

  • Download URL: ebi_pm-0.3.3.tar.gz
  • Upload date:
  • Size: 191.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/1.10.2

File hashes

Hashes for ebi_pm-0.3.3.tar.gz
Algorithm Hash digest
SHA256 6f8d294906d88abd843c155c3d1adaf42063d68240cd603d76455098887ea42f
MD5 57f89f994fb764781ed4c68b9db21390
BLAKE2b-256 c0d68010cc5943d92ca79d1717da1e6072c2f61dd4b4b276b36e6b695451b288

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 16d21e8e8ec73c08a0896156f386c08d9b9e6572d4ac482430e768d83acea9d8
MD5 652b429c3a5ed31fdf8a875871990ef4
BLAKE2b-256 0b44481d37a90879c0cfcd668c231098045e6c83af5d962853ff15d6afcafa7b

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 4778b2fe005d2a4e89cf9e4f8fa0cdf9f997fe95a829c39354d7512182f65f1e
MD5 84d5e1e5b6e371ab240da9729461db5e
BLAKE2b-256 b5eda7c4c29b5415e902ac1c659129fd39cc236d243e7332eb94f46bbc979aa2

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 a2c9f5da286f3bd9ef3e4d6903a8223e38240290bca46f7a857eec6049dbf13c
MD5 1a1ae62e870da3cfc5b7559cf9262a4f
BLAKE2b-256 f123b928c887b6b7fc468c2d42818385bbd19a934c0c3c10f821902de08da273

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 120638c8317eab5129328aebb2e6559bbebcb283e4192299ef96753c9652eaec
MD5 862850d08ee7952268b80152b4cdf9cd
BLAKE2b-256 64e477acc96f9080e05e0317a63e0196eb42526e56c2f53fd8cdaf738ab4c804

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 b97edef5b8457158a2cb5ddb50a381bdb781ded2ef2a8ffd095a2ffdf3614276
MD5 763fcf270bac2400ae42a4c42206ba7e
BLAKE2b-256 bd228354f97fbb4f6824e7b090919922cda538039ce1a8a2f70326dc7ed06b94

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 2cdf434128e828587890ac758894c721c95b42956f879eba6f41a0a5f601c56a
MD5 af8cd4b5b016d904267a4768a489be5d
BLAKE2b-256 651d9b82c4f2d36d92df6ec5bf0e99521dd46be2f60eb503941c473af29b69ab

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 ddf18b3a2f5888a2d5eae274e38eba6b0f93bd1e5fe39ebabc325e7ebc08a529
MD5 55599e38d257e1b72327b1143be07fe0
BLAKE2b-256 6c9420a754d3725e4adb53557fc8b9e9b772109f46dd6b6b965cc909d557b5c1

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 421481e135acfcbeebc96c2c2b775858282d4272659a43cbf9a89cd18af66d3f
MD5 f3fe068546e2a721a0b4594483edb55c
BLAKE2b-256 a923ed7b73f371c51a62ee473076b4fc59abdf8fb129e23b850188b61c829a54

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-win_amd64.whl.

File metadata

  • Download URL: ebi_pm-0.3.3-cp313-cp313t-win_amd64.whl
  • Upload date:
  • Size: 4.6 MB
  • Tags: CPython 3.13t, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/1.10.2

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-win_amd64.whl
Algorithm Hash digest
SHA256 33d49edd6ebf8c5004bbc8dff45ed1349142fa6e7ec5efb4af51c7ecfdf06c74
MD5 c83baa43ff1e83fc139af7a14dd2e84a
BLAKE2b-256 34f40c47eb6a551d997d17aa07ca83ac9fb9c12340d29968c0f5ef26e9952a41

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-win32.whl.

File metadata

  • Download URL: ebi_pm-0.3.3-cp313-cp313t-win32.whl
  • Upload date:
  • Size: 4.5 MB
  • Tags: CPython 3.13t, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/1.10.2

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-win32.whl
Algorithm Hash digest
SHA256 16bc2ff27f010d6b3a93c4760bcfe37c1af36093780724f5bf725a22b9b68bbb
MD5 300f05b614216083d267c1b9bf73550d
BLAKE2b-256 d0de3f4dd1c311b200892ee31eaad8bcf6040b4bb5d347d5164c609008bd570f

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 9acc89c935d114f4335779132ee39faad3485dc66059cc9a2b3855b8f3f00473
MD5 4ed424030b4a79708ee5a91ec986132d
BLAKE2b-256 67e6786f1768eef1be33fbc7c0162a17da790ebb7abfd9227649617e87c65bc7

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 a64dfe8c6cdbc1e1e407cbc0084ccef5bc9c59e0cc6975045a07f0d1a58862c1
MD5 dba96320efcdc708e10e27ffc8795423
BLAKE2b-256 d689191b097475cffb2e375fc5e026e49abb15a3e071013b143dd1cc87a99ed8

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 0b8350b7b31231347e0864107c7dae084fd7a9b3ad101ad724a76778b7c8e701
MD5 fcf33b2f84f5002c4ae7ca69a0e7d0e8
BLAKE2b-256 1ad09107e68b1a797eeb8ea16e777a13a4f3b8799b261348aea46cf5b2eb42d4

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 13d9b83410310d09f66b5d3a45d7deaa0263a3bafe414784fbcdfed02fe38150
MD5 3c267c6403a1aa34d4f01d0048a7a57f
BLAKE2b-256 ed196bd5929d160e1cdc2be03dfebb18124b59e29f4be14308355daf3e3b36cb

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2a211187ea5120a15e1c9c6d9372d6fdfb6b0fc1fd5c15aa52b617c734a1a8d6
MD5 b0eeae4ff23bf8752ca60b6560deac54
BLAKE2b-256 c5d77fd2024d659a320cb87d30ef88f0e138bc5fe6c6993fdc167a9d273da8da

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 901a7a4c108fa7af562dd0f79998900fe9fde29e90d63c1a6c8ee0f85973caa7
MD5 faedc66e032e5e8084b1a5457e980f86
BLAKE2b-256 3ba0bc8134ec2a92aa731fd737526b8cf8699f30f91cf4c49b558b9a93b882e4

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 5c609d7fcdfef95c4310f035f14ad524d1bf071553aa45cd9e977d23ff40710b
MD5 c5e4070e64484e9f0d07800447a8751a
BLAKE2b-256 6428340f43163454254a3453983aa55e04a4165f1d8f8172e873d811401a2b20

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 37dfa2fef40a12bd2a0a06702d70428ee0f1eac1830a10f0f538adc426a1c066
MD5 3e079004596d3b90c74ed9c1e40fe521
BLAKE2b-256 120e9364635f559e743cd00d06b90daee8915bd983ac62ae278938c06f153015

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 4d78ee58077b7b56f0fec77c151722d8b6424b49878a3c95738efaec7f190a5e
MD5 a7ebdf18831b4c8ee2250d113dd1b8f9
BLAKE2b-256 ac51d9cb27264ff37f0cec79eab38b5645a79786bddf20e65a2bd7e0f9b3c252

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 24fa62302c016b3d17c8a19c1634a10190bbf0ebb86a3500e7f296833c8e5b5b
MD5 188b212758f3437b47f22430e72ca172
BLAKE2b-256 469eef8c14ae44955eaf1e2fc27b1e52a8d2a4eb0dab7063407c2219f5f31ea1

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 a61a73cf624b03b6d48688c8865b14d03cd02729cc870053209f82035699b7ef
MD5 0727f2c746ecd6ac150bb77edd8c068e
BLAKE2b-256 e9c5f9f618dfccc59a82e879678bfbc63b359f7c385c915e184d71e9886e1165

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp313-cp313t-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp313-cp313t-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 5b7875b52dffa4d22f30cbf49227f31d88df157dc3b6b405adb59cafde29b5f7
MD5 4093a091865158983122d642070b2def
BLAKE2b-256 e98cf701a66d0c9b0b2240dc6674f6781f0638df9869fd7ba9dc9c64b422d863

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-win_amd64.whl.

File metadata

  • Download URL: ebi_pm-0.3.3-cp37-abi3-win_amd64.whl
  • Upload date:
  • Size: 4.6 MB
  • Tags: CPython 3.7+, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/1.10.2

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-win_amd64.whl
Algorithm Hash digest
SHA256 2e01243cad03a71f4c1bffff1960ccd8c5d308da0e0b1ab11502aa335568b979
MD5 850d2030ab57ef8010998c2f9660ba7a
BLAKE2b-256 ffda3303f46ffe6cec759675b8a4bf3f8e33a95d524324760a880c8e21e1a5fb

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-win32.whl.

File metadata

  • Download URL: ebi_pm-0.3.3-cp37-abi3-win32.whl
  • Upload date:
  • Size: 4.5 MB
  • Tags: CPython 3.7+, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/1.10.2

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-win32.whl
Algorithm Hash digest
SHA256 9d5f81612c418d00884930f5a7921078183a071521d48d2f45b8679cbf3ab750
MD5 af87391f3649e5c81badeeba65cdb178
BLAKE2b-256 d67d87aa92e313535d2c17872032bb1dee85e9e2f32ea4b57a53dd63e4d8708a

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 c4591a4bfd6dda5e6890ceebda9e0bb0faaadaa3b74a946559dfc329370ea645
MD5 21913bc8112ff0d1d2828f8b7781cecf
BLAKE2b-256 3d5d77721984fa44ea1d6655ef440dc67f7a63f1896362dd7e9184afaba03f1c

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 5cfd661fc8d92f56cc373931330ecb9b09bde3bc58bc9c9424290b9b1fadaf7f
MD5 a1c75802419786609ae8956db73d42d5
BLAKE2b-256 22e7d2655a090f8b8c7b6407d36e8db5bcb4b1a6071a3def173a9b4d2dc81e61

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 2bc1f2114bf5ed9681a0437576886b45b6af9ec0072330cac35b6063bfdff1bc
MD5 4ecaab945a31721a33d37f72fef87d13
BLAKE2b-256 943e45617a257d313b4631fbffd63ac1870e49f45ad76bc21e0e30371744c711

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 2212bd78bfd5125221701625ce6edb1e7d2ce9dc0d0e9a006655f711e259bb3f
MD5 70f9d2796d2c9ff23b31ec8475c95582
BLAKE2b-256 56cf59b861e080b9e27751dd90f6a5ec4696e7525ff7d042e9bf675eb5f8233a

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 31502b2643b31d4c4068bc832dc14b966d163691ba2d6187e3405f52744d690d
MD5 ce5346d22114e6880938b83d2d5fdb99
BLAKE2b-256 1ca5ac637bd8decd952fa7d1d3156e1ae94de325a0539359cb113916315ee333

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 7a3f0ddceb933e0cfba234ce74f9ffe27e94a1c00605c98292687213a68b8f78
MD5 ec964615c72871f04fa68d7467ef90b8
BLAKE2b-256 748fe0cdd7a11d92611578e338d90411a84f9d97239b618458a1223e479aec16

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 d9cc69833b096e93ffa4e34b5f934236739741ad98e3ebb85d29b20bf4d9905c
MD5 871c8447207b99d11f596379a2d24ad8
BLAKE2b-256 0467ec35e563873f1afa39ae50a76df4b8e7e81c5576440a530982676ea671f4

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 b63e2011b06237a4f47f7bbc3edd38bae01ab7d0ffab25264ebab7bf13e5fb9d
MD5 015811d9c404a7d97e8587d6e85fb98a
BLAKE2b-256 79be9eb4e7c41b7d6cf628951f5b5d8a445fa2fb73a0a7900b59430532f67d8a

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 4c62a8a2111e02a2b38bda2a8dd1fd3ae40202358f664feff56b4f17e11b9cea
MD5 03ffff5e108323546848ab2fb97bfea7
BLAKE2b-256 331aa87130f2738688802d1c8f764e466b6a9d55ee1ed053bf16cd03fc27228e

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 e6ea88ca6b3be41ca7042eebeea598c2fc0b6c566ea9756d3462011c26f45dcc
MD5 31e3de01d3eb87884d2f6613d6b4dcae
BLAKE2b-256 492c8a32f3388b5d40dc9d6ae3afd4bae048beffb3089d44c05d8e3afe64c8f1

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 83f51ea9b119011b8b2b397948ae019dc4cb8dba7d81e7eaab527babe3a22ee2
MD5 df14fca68603984e8ae73787e3a1835d
BLAKE2b-256 7d2a5a8a4b4330d2b9924441a1ce7a1e3f346373d42246eaf265264e5eaccc54

See more details on using hashes here.

File details

Details for the file ebi_pm-0.3.3-cp37-abi3-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ebi_pm-0.3.3-cp37-abi3-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 4b96cac10aaf0e995690420b686ba698416b504bcf699a12b748ef1325633123
MD5 bdf70288e74b24e7af82650e0b97d4d9
BLAKE2b-256 db35425f5e7dd4c3732eb0834d6eed68958593b2a94481fc41906b023fbe5ee2

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page