Pre-release
This release is a pre-release and may not be stable for production use.
pyAgrum
pyAgrum is a scientific C++ and Python library dedicated to Bayesian Networks and other Probabilistic Graphical Models. It provides a high-level interface to the part of aGrUM allowing to create, model, learn, use, calculate with and embed Bayesian Networks and other graphical models. Some specific (python and C++) codes are added in order to simplify and extend the aGrUM API.
Example
import pyAgrum as gum
# Creating BayesNet with 4 variables
bn=gum.BayesNet('WaterSprinkler')
print(bn)
# Adding nodes the long way
c=bn.add(gum.LabelizedVariable('c','cloudy ?',["Yes","No"]))
print(c)
# Adding nodes the short way
s, r, w = [ bn.add(name, 2) for name in "srw" ]
print (s,r,w)
print (bn)
# Addings arcs c -> s, c -> r, s -> w, r -> w
bn.addArc(c,s)
for link in [(c,r),(s,w),(r,w)]:
bn.addArc(*link)
print(bn)
# or, equivalenlty, creating the BN with 4 variables, and the arcs in one line
bn=gum.fastBN("w<-r<-c{Yes|No}->s->w")
# Filling CPTs
bn.cpt("c").fillWith([0.5,0.5])
bn.cpt("s")[0,:]=0.5 # equivalent to [0.5,0.5]
bn.cpt("s")[{"c":1}]=[0.9,0.1]
bn.cpt("w")[0,0,:] = [1, 0] # r=0,s=0
bn.cpt("w")[0,1,:] = [0.1, 0.9] # r=0,s=1
bn.cpt("w")[{"r":1,"s":0}] = [0.1, 0.9] # r=1,s=0
bn.cpt("w")[1,1,:] = [0.01, 0.99] # r=1,s=1
bn.cpt("r")[{"c":0}]=[0.8,0.2]
bn.cpt("r")[{"c":1}]=[0.2,0.8]
# Saving BN as a BIF file
gum.saveBN(bn,"WaterSprinkler.bif")
# Loading BN from a BIF file
bn2=gum.loadBN("WaterSprinkler.bif")
# Inference
ie=gum.LazyPropagation(bn)
ie.makeInference()
print (ie.posterior("w"))
# Adding hard evidence
ie.setEvidence({"s": 1, "c": 0})
ie.makeInference()
print(ie.posterior("w"))
# Adding soft and hard evidence
ie.setEvidence({"s": [0.5, 1], "c": 0})
ie.makeInference()
print(ie.posterior("w"))LICENSE
Copyright (C) 2005,2023 by Pierre-Henri WUILLEMIN et Christophe GONZALES {prenom.nom}_at_lip6.fr
The aGrUM/pyAgrum library and all its derivatives are distributed under the LGPL3 license, see https://www.gnu.org/licenses/lgpl-3.0.en.html.
Maintainers
Lionel Torti
Gaspard Ducamp
1 maintainer
Metadata
1 maintainer
Release files for pyAgrum-nightly 1.12.1.9.dev202403111709747362
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 113.5 MB
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
343d3777fc4b3dc82671da563b73751382c92d62dcc6b92fe79bee1529100bd1
|
|
BLAKE2b-256 checksum How to use checksums |
3a13ee288cb7c4434d2ac951e54dc017265335069ddb4ff43a093002ef1b7ab1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
6752126be5f247420b11fab8f7644ac72d05463297a1805ed2fa6f66626d4e4a
|
|
BLAKE2b-256 checksum How to use checksums |
1a66480c37324f9ae1916c34a5d00b3b1a437c2e824ac95b690f5e319ed3a464
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
7d2e408f257e4d90365e40505841b2084780ba1084d3312e052e4b0a1cc9796d
|
|
BLAKE2b-256 checksum How to use checksums |
23a3df9f55e0aa9a2f7e96ffce0bea3d2cf670ca6e48d21b60134b55e30bd5f7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a60a0983d9ff1f7ed6075d8004e7eadd64e19ac9e3cb446bfd36f9a465960bcd
|
|
BLAKE2b-256 checksum How to use checksums |
65987497789ef187790cf36c40996a667098542a217a72b6e28d5d8d4232ac2b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
9fb8267aa14ea16afe120f51cdfb9da66436ed89fb8416b358b53ab7af567dff
|
|
BLAKE2b-256 checksum How to use checksums |
7c238b9e77c8b7f678a31b9b4c5e743b1b7b1d674d333083104c672a5bc195be
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
41c0899b0fcb2d189c519466ce4b4d41a376077dd8e4aeb6c13265fd87efb0ac
|
|
BLAKE2b-256 checksum How to use checksums |
5ab15a4c2f10e7c3e7685e1dfb6bd453164e3efd944ea881b7aa1c0c130b677d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
698a4ebaf332065e6dcbcd232f8e96674337133c8c1ba27ccc8a55ce38c81664
|
|
BLAKE2b-256 checksum How to use checksums |
088fcc8959cdaf36dd26216c04c6634653d775d6225d701f0835ad9b4a80d851
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
4f9033525e9c4e672303fcad4c137774c2894fab44dee2d66c9a9f3159dc23a7
|
|
BLAKE2b-256 checksum How to use checksums |
138c5ed7a186049b099342d39df6ffa96ae7bd3ed88309d1f9ab5cc5e3e4d8db
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a68574e7dd9ebe7a65eded955064dd29d1ebd0f1cf98437200888493fd559620
|
|
BLAKE2b-256 checksum How to use checksums |
edd3cdea753bb407cc5309c515d8eb47872e22518da899a0c66495e7d02b3b6a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
aba3cbefbbe589f8d56a6bb5248b0b54f2b62042d3040c015d9ef70364993480
|
|
BLAKE2b-256 checksum How to use checksums |
318fb0f33d46ceeef1eafd759734a94d693b5869473fa6f7c2400120ac026445
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
1cd9645c40d990c6996361629cc442bc7cd449022b9e48213354bc5487f22b7b
|
|
BLAKE2b-256 checksum How to use checksums |
10ca197a92d6a19887421cdd6adf2dd4d95970bf3fb7044641bd46812d6c8f72
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
476f529f475580b68502b4208e6e9001ab9a1a8dcf122e6347ff9fe27e8a1d47
|
|
BLAKE2b-256 checksum How to use checksums |
ef47d78b62df006c84b1b60b9d3e7155c170144e39354e7029f577139c602e61
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
255d3a943e4f019e63331e52f62562b3545d782290f72f9a00ac0b96f76e8ce5
|
|
BLAKE2b-256 checksum How to use checksums |
9f22c36862921eee8b29646b799d0fe93e4c7f568a50e37e2cc5ea5e41fdf2a7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
b47a91b59db3e6a0e47127d154aa10cc9cb93f65a4161ba43bd6346551a91b94
|
|
BLAKE2b-256 checksum How to use checksums |
2b1b6c635e3000bc6f359d3aea2892b09213868b5d08c2a31b49a2b593c93e5c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
420ef71926d5d04a8941f3320bff6cc7d16848e35b3457277a62566cb757ae53
|
|
BLAKE2b-256 checksum How to use checksums |
a241113c7e9bda699aedbf7547e822a6df3d4809900839d35fc2681570cbc8ba
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
130ab3249bd7af28495f96540cbf4a3b4405a6023ac63b96bc4829d320fefcbe
|
|
BLAKE2b-256 checksum How to use checksums |
6035e8e63f79be20b9d3ea234f2d8778e0c62c14c0a1ea5965213dc712b9ee52
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
c89e15f7e2d00d57a0574e5bf738d220de465f88e3e8102fd6edce4282ef664e
|
|
BLAKE2b-256 checksum How to use checksums |
7935b0e4a814f682cf3d3a603362608dc5d346e9181ea9ae4786947647818c11
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
f115cbce158f455964908d575aa8d0521a1adfa1c989f4e1656989252fdac5d5
|
|
BLAKE2b-256 checksum How to use checksums |
0c3102e8c5a86dbcc9d0ef09d9d6d7523171c4e82900e235d14245788f049d67
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
41b16803fa3043c7adcc346e872f1984465e5b964e8922f1435317bfa5bb4e06
|
|
BLAKE2b-256 checksum How to use checksums |
5dec72d2ec24fb12eac342a55db9eee03c2247c3f89e679d2f88be26778e28a5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
1d86795a086795b14ad1f47bdc9433846d44b4bed466c803743c62dcd6698c32
|
|
BLAKE2b-256 checksum How to use checksums |
48b952dc1750791e55e6869d9b00358538bcd8c07e5b1296480034cca8dfa66c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-win_amd64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
efea866d024abaa65295c7112831722dc9706c4205eac2d1dbf9ab97ed9478a4
|
|
BLAKE2b-256 checksum How to use checksums |
976676d305174bd6bffa50b4199ff58867ffa7887f8f0856046ed2cdd215e5b4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.8 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
5f8e01f647b0177659ca2fc2b328f10b8d0c09b6fe002ac127de6f88c0aac61e
|
|
BLAKE2b-256 checksum How to use checksums |
42172f07e8009f9ad312064edd4ddb752528ca13fda66e8ab7b877edd26ce5d4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.4 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
ece9b8db8b5df939c7ceead1b9f82f00ec89e0781a19245ccf32d86bca41d9a9
|
|
BLAKE2b-256 checksum How to use checksums |
bab99734fb1f322938727ada62830ff677b5aec111063d493e650534bbcb007e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
41748bf00f7b86c0ca525521731b0fbce305dda37a06b9ad53d0f43f454f8683
|
|
BLAKE2b-256 checksum How to use checksums |
cb7e721ea9b974bba2b71bc3f6e97e37b117358393367928b3ab59d51df73720
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
Release files / pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.12.1.9.dev202403111709747362-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
408c041986afdd490a1cc4f31095570a5d49a6a2fafed62fef9540ca28b238a7
|
|
BLAKE2b-256 checksum How to use checksums |
8333d835aea4cdc181e77286532de51d410162d38adbaf3b7ab8b9f90952a0c8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.15.0 pkginfo/1.8.3 requests/2.27.1 setuptools/39.0.1 requests-toolbelt/1.0.0 tqdm/4.64.1 CPython/2.7.15rc1
|
