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) 2005-2024 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 1.17.2.9.dev202503171739452835
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.0 MB
Release files / pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp313-cp313-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c857d8406c793816f793876d2d19154955bb2aa52e835706643db8044d5634af
|
|
BLAKE2b-256 checksum How to use checksums |
729fff255e0303c801df7d5ca907c0fe309581ea16674807934fc3a4a30a34a3
|
| 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-1.17.2.9.dev202503171739452835-cp313-cp313-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp313-cp313-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
0c5320e05db02672c249c411e6577598c8898c9f0c4d9ecb13bc633fa7e081fa
|
|
BLAKE2b-256 checksum How to use checksums |
1ac8ba5d9783baf1f18aaa311e8253bae02523d0cc5d5fa5d9612e6ef80944df
|
| 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-1.17.2.9.dev202503171739452835-cp313-cp313-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp313-cp313-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
f7d6ac4e92d9fb2f5ef9dd6e2b1a20079650f4dcd07734c94bd77c9bb3d241a9
|
|
BLAKE2b-256 checksum How to use checksums |
c595afe22a84dcbe06a979fea92da941c36a409f9ca59c1276519f61fc46bbfa
|
| 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-1.17.2.9.dev202503171739452835-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
55fba976e0ef803af8914d5e6affc1b9e089bb207a85004bb91adad0eca292a6
|
|
BLAKE2b-256 checksum How to use checksums |
570d324d555ccce7c49841284390438794e2b2858f9b4245229bfeeb3ddd4948
|
| 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-1.17.2.9.dev202503171739452835-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
5ce47082001c0ebfd6e4fbf1f01534304c0f08311a6cc5cfde42aec3723d8c38
|
|
BLAKE2b-256 checksum How to use checksums |
9745b779d0a40eb3cf0fa699df768f36d9e4203462d2f3a88c47932507bcd7ee
|
| 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-1.17.2.9.dev202503171739452835-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
87dd7c9694c89a481d9f4b6a3bdfc5d475de0f9c2a461bda1f6888149de6fccf
|
|
BLAKE2b-256 checksum How to use checksums |
c31ec892c6f9535c54f1fc9ee14d548e4517eee9d226ce0ae4795379d1be7689
|
| 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-1.17.2.9.dev202503171739452835-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
4b75ed2164cb6a29dd312a1cc4fcd2ab6e95670dfac3cb75c6f6b6e187d6ad0a
|
|
BLAKE2b-256 checksum How to use checksums |
447973575254813d92d3dd655cc73e0fcff5d3df29074f81ec181082c112e80f
|
| 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-1.17.2.9.dev202503171739452835-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp312-cp312-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
9a3d5e1cf84225a35cbda9571816add26256a6610d5b5b811d452ef2fe2e627e
|
|
BLAKE2b-256 checksum How to use checksums |
d769bca1fdf2f60e802fcbf9e785f600e81c2fdf2f8d2ecf27cc9614562741f8
|
| 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-1.17.2.9.dev202503171739452835-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-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 |
422189e51fe5a3b51ff8cac61c934b938f42001b1ea13d5d017c38e09ded3757
|
|
BLAKE2b-256 checksum How to use checksums |
b9c265927ddb8914896171a56f97aaf894e2475abf71af9a64c84faa17dc61f0
|
| 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-1.17.2.9.dev202503171739452835-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
54b4addc5e3195282b5feb6233d37acef5bac05e0acec6bb139034bba8e2c396
|
|
BLAKE2b-256 checksum How to use checksums |
98192d4be197c23401529eb867f1fab7134a2fbc3bc1545e297b44a0e51a715b
|
| 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-1.17.2.9.dev202503171739452835-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6230df5443f0b534fd7d4876164732d8419617bc0d25cb8fe772bf21ea767517
|
|
BLAKE2b-256 checksum How to use checksums |
59b79b58dcca3af41e4216f59542c76547e7a40a264034dba4ee8892caec2929
|
| 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-1.17.2.9.dev202503171739452835-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
2da94a4265e4cd0f0ac1f6c83ac2c7b6c9f417c049a646d20e44345fbd8a91b6
|
|
BLAKE2b-256 checksum How to use checksums |
3274c84e834c65498fae6e7f5d68ea662190f5849df6f2e127f96ab7af97f518
|
| 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-1.17.2.9.dev202503171739452835-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp311-cp311-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
4229603625efcd6f4a71d837aec093e5e87c585f3b22a6e338a42d29f2247da8
|
|
BLAKE2b-256 checksum How to use checksums |
ac371d9b1e26758a3af73cbaac94ec69ac36585e26b79e6773fe8a719d21f019
|
| 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-1.17.2.9.dev202503171739452835-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-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 |
dc1dd149f4b7fe85ee12308bc8bd89456313ffb30a4fcf03a6edb4644716079a
|
|
BLAKE2b-256 checksum How to use checksums |
1f5cb81ad9b0aa055b386c3fa0e82d410fe2a422e914cafefa55794c6fca981d
|
| 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-1.17.2.9.dev202503171739452835-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
7cbf084d5966a9d34723a09c01b41197ef4c250bada54dfad5759f0f299b0785
|
|
BLAKE2b-256 checksum How to use checksums |
f7ce788186af2a30044b5f03595841f0b84b7662e03594c53be68866fa90e579
|
| 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-1.17.2.9.dev202503171739452835-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
83574e26eb492a828683d9927422e7be51194c564bc85054cb3e225cb4e5e415
|
|
BLAKE2b-256 checksum How to use checksums |
f4b6c94be34e3aeeb51c30e79b871d60ffd8e3ba0643536a26ab0ac6a21f634d
|
| 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-1.17.2.9.dev202503171739452835-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
d74e4f35dce906313f98755a3663e15cba5a4b615dc538b8d5a5d8ea1c151517
|
|
BLAKE2b-256 checksum How to use checksums |
978f8dd383cfa09d49eaae3e7fa6c35bd101b52b27ce98925b21d11b1c88c398
|
| 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-1.17.2.9.dev202503171739452835-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp310-cp310-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
8b47f6aa73c363c42019ee70c0492d4377dc17a6c05f5a16a2a734ea8b5678f4
|
|
BLAKE2b-256 checksum How to use checksums |
ca18b830e5607d87a66599ef3485f3f21a4d093617aaff6b6a843e6d1b5c45f3
|
| 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-1.17.2.9.dev202503171739452835-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-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 |
8c770cec60b4a79890d93e19f375d714429174bfcff7aa80eb225d89c5d8946e
|
|
BLAKE2b-256 checksum How to use checksums |
1c4a69b464243a123e1228bfb5aa49cec0acffcc5c83e78dbc42bd8f0a7ca998
|
| 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-1.17.2.9.dev202503171739452835-cp310-cp310-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202503171739452835-cp310-cp310-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.6 MB |
| Tags | CPython 3.10 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
a947e9db4f950176b19055224a17e77a3a44a24100d5c99ac1de273a97d36701
|
|
BLAKE2b-256 checksum How to use checksums |
cecb6ae6d84bcfd6263f994e0b9b1d07db0cce66d644c85771dd5413124dd424
|
| 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
|
