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 1.11.0.9.dev202402051701813464
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 111.4 MB
Release files / pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
eb0ddf9b92761459c06380c6bcb7a98eaf4e6d8be798b449a738d1e0918531a6
|
|
BLAKE2b-256 checksum How to use checksums |
a3d59c6e8e80a67f8299b9472fb66a5ad4680d5bae95e637d5bdf80159e2f26c
|
| 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-1.11.0.9.dev202402051701813464-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
e247f705bea84824a120a4807de0807428b1a7e982c7a8a17aefe54b502bcb13
|
|
BLAKE2b-256 checksum How to use checksums |
2d81dc42760c80a393a1ae31d2daf87d2db6e5c6bb602e5a474ac0f78cf26a4b
|
| 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-1.11.0.9.dev202402051701813464-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
4571aed3fa2a4bf9f732f6520560024fd8905e5611574c76ce4bfcfd44c8636f
|
|
BLAKE2b-256 checksum How to use checksums |
73dcd95a6a3969028e4499105e9a1234dce260130be38059a449d9d6ee391cd0
|
| 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-1.11.0.9.dev202402051701813464-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
06232f048de6417f0a0b6b25fc9873ce36adb69617b4cf6544894818b0e5691f
|
|
BLAKE2b-256 checksum How to use checksums |
9e266e1669fe98adb794266bd4730b9bdf9659206e473ae82131b867141e61d5
|
| 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-1.11.0.9.dev202402051701813464-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
090a15f6c8294cee1f94b9e7613b2dbb17f6d956bef535db003101b27564024f
|
|
BLAKE2b-256 checksum How to use checksums |
0029661f16f20b708a6d95c5e17acd3cf18da6d469fa27d64ca141a16f509917
|
| 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-1.11.0.9.dev202402051701813464-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
0a1a7bddfb36e6d1f56a1052efca6751db6d6ede54dd8ef66f68732ca78d9f95
|
|
BLAKE2b-256 checksum How to use checksums |
f8bb4b209595a2ee4310ac5fd0ab3c94dd3ed10156e06bfb47c14c9983cdd15b
|
| 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-1.11.0.9.dev202402051701813464-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
115e10d933bfb15344915079234b380908709cd03bf66cfc0a1f7faecd543d7a
|
|
BLAKE2b-256 checksum How to use checksums |
cae0788d5b163c3efd656d9754015d1b4dc56d6febfa3e2bdc28ce768b611be8
|
| 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-1.11.0.9.dev202402051701813464-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
3ff73d545d0e4fbb6528e21fe2ea9cda24302f631392b356e67fba5c6ade2033
|
|
BLAKE2b-256 checksum How to use checksums |
dd6154716be754e301da3a8f2c099b9d5082ed180ff408c7265a32830b7a5829
|
| 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-1.11.0.9.dev202402051701813464-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d6229c6d7fcc84d6d6ebac5fdfa8d6bb70dd7e20c60d6022e18873e1b6f01ca9
|
|
BLAKE2b-256 checksum How to use checksums |
a2b91b65d26d72e4039e7d10d081893944fdf43ad399f3a364dc04a0f881db1c
|
| 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-1.11.0.9.dev202402051701813464-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
d83754ccf51aaded890158b7dd8f213da5917d8dfb87421b0a22e5e4e0c319c0
|
|
BLAKE2b-256 checksum How to use checksums |
60f19f62632ee1dd0e826317177a7ef73e2d650678ec7dc43b9f893e0264c6c9
|
| 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-1.11.0.9.dev202402051701813464-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
56b14740ec9b6fc49beb8fa7c6122027382399adb61ae0642f6ae1bf083c02f7
|
|
BLAKE2b-256 checksum How to use checksums |
3683de3f6d0f97fbd9eb01b37df07d47aa45441b9d3abaf01d35ca0644b6b789
|
| 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-1.11.0.9.dev202402051701813464-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
9b45ba36dccc3b3224d4a2f36a20538c8cac2314151dd70491a7aa5aea723c5b
|
|
BLAKE2b-256 checksum How to use checksums |
0ed422b1c49cb461efa3051528061620a612b999dbbf8b5a4b667037c8737b0b
|
| 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-1.11.0.9.dev202402051701813464-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
da42ea5720a3ffb8b151ec64aea2201bfa0484319dbe2ff8fa4734795cde8a9e
|
|
BLAKE2b-256 checksum How to use checksums |
3f300755223875ac2c8ad6474c37e06abf694e850b0e4f739601b8b449ccac10
|
| 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-1.11.0.9.dev202402051701813464-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
954fc87453a05ef601c131820c7db67051152bfef7c5ffd4cf6edf6e2524ea28
|
|
BLAKE2b-256 checksum How to use checksums |
1f3aea369db2dc0cbb8624f389621747f5f1b7f8bf756362d417aaaa55ebe45e
|
| 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-1.11.0.9.dev202402051701813464-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
ce6ee9daa6ce773c3fb2cf375c35dd6cbbf1c16bac744955efca2ab015fa162f
|
|
BLAKE2b-256 checksum How to use checksums |
b7de4c887cd11bc4193704a6dc358f104e904dd6cd03404e0dc218f8633a36f4
|
| 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-1.11.0.9.dev202402051701813464-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
24bf7968a4df935d9f4e174f5ff48b00152cd0ec47d34c2557a492396f79a2ff
|
|
BLAKE2b-256 checksum How to use checksums |
3863e175e81afb88c49150f51d7e586cf7273559393f011fbe1e573e3ff21081
|
| 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-1.11.0.9.dev202402051701813464-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
f09b9b315535a1acc30077c6681e876f0171cf247bbac89a1b18c1fcac0d675f
|
|
BLAKE2b-256 checksum How to use checksums |
18d7017a495f7abcae49f1247899c667cb853f48b0d97a95ded674463c546955
|
| 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-1.11.0.9.dev202402051701813464-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
d13fd468274dba42258cfb00affb0389265ed97ce043d171417a390f15308f61
|
|
BLAKE2b-256 checksum How to use checksums |
e2fab86f2d5a521cecfb227e2332e91bd73825fc17b271efeed9dcbd27d4c05d
|
| 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-1.11.0.9.dev202402051701813464-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
cc255e027fea980ff2dfb189bdfeb34683d8fcb94e53f1ee88b6e5814a5f3b15
|
|
BLAKE2b-256 checksum How to use checksums |
46e591182947d13353e77e9587848234c352cf24f3e07ca10b194ab7cfbb0d35
|
| 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-1.11.0.9.dev202402051701813464-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
e6f62966ff4520f8116632ccb832ed8c6d6a224caf76a923cdf5062728fe5a21
|
|
BLAKE2b-256 checksum How to use checksums |
371c4494914a916ec92865e12926481bed9b7d6dce7bb3976757e3319510b853
|
| 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-1.11.0.9.dev202402051701813464-cp38-cp38-win_amd64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
90298962774f56ac3f7015533aa0bac538511e7ddde2e5cf5cf679d9752b327c
|
|
BLAKE2b-256 checksum How to use checksums |
29640ee652d3d4ed219df93667798129010609fceed94dd4ada7e0db3ecf8b01
|
| 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-1.11.0.9.dev202402051701813464-cp38-cp38-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
6fded8a602a7918e306b24a9be0a7d95040820579344cb73800f56bc952e3ba0
|
|
BLAKE2b-256 checksum How to use checksums |
de94da0e61daf86fa5cfad7a8d665cdbbc206bbeb9b1894df1a56debdc0dfd71
|
| 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-1.11.0.9.dev202402051701813464-cp38-cp38-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-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 |
a6f6183013272bd436153d4abe4a28061011cd31a06ade430c781c21d349e66b
|
|
BLAKE2b-256 checksum How to use checksums |
d711faa47e7d4e78cc8cc735cff5efde7437c799e72dea555b8502242f7bbc00
|
| 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-1.11.0.9.dev202402051701813464-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp38-cp38-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
467a89445444d4b0e91d6f08ded966ee90cde0a31536de5f55af7b54ee34b7ac
|
|
BLAKE2b-256 checksum How to use checksums |
4ba5d7120d49dd4a0918f86ff75cb12aa9bbb3cebf08fb8404d69c62e236fdc8
|
| 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-1.11.0.9.dev202402051701813464-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.11.0.9.dev202402051701813464-cp38-cp38-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
41af4c4d7ea254176991cfecc389d7434b39dc3e7383d7cd0546ffa9c642c513
|
|
BLAKE2b-256 checksum How to use checksums |
f6963bad16829b95e2b31d60a77b4e5468a03694f662fc98659bdc14c7ac8b5f
|
| 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
|
