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.dev202502251739452835
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.2 MB
Release files / pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp313-cp313-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
eb22888a696a4991b76a531d5e9552acb9158fbbc1a30951935475b6ce0da0b5
|
|
BLAKE2b-256 checksum How to use checksums |
e4c5a3e5c78a51b525ab0194d3e15631e0c6b0bf7fa03b527e77ab527c2fc143
|
| 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.dev202502251739452835-cp313-cp313-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
0c0c5491b94b64f14b979e52e406fa17befdbdccc34656aae078abff2cb04caf
|
|
BLAKE2b-256 checksum How to use checksums |
a487c47714fb71450e8d2e3f29f61bd81da67b76096816871c99f3d1caf227fb
|
| 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.dev202502251739452835-cp313-cp313-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
81e46a482aa382e0779b0278ec0e2844d5c9b01c5338faf99831c6e51112506d
|
|
BLAKE2b-256 checksum How to use checksums |
a9cd5cb6294d7dd6e751e9e027392c75bd48c8a80dc53e45ed590e2b5c4fc473
|
| 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.dev202502251739452835-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
4aa62851dc70fde2c7328569e16e4388ea22aeb743683ff0c7d898d38fa8791d
|
|
BLAKE2b-256 checksum How to use checksums |
dd38a0fda7529d4a2b9dc67ac97dca55ac484571908ea7dae1fcd7125bf9e443
|
| 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.dev202502251739452835-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
75fa4d6ebb88fc91971510dbae5f67278ce134a06124a3615a265d41b2e10969
|
|
BLAKE2b-256 checksum How to use checksums |
d7cb0e3394c330578adc9383401225e9cdd134a8dd026e61fc28f556e6cf197a
|
| 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.dev202502251739452835-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
08ed83daea19dd2789daf8a0167dcdd14bb27d4834c103c21a50067aaee1f604
|
|
BLAKE2b-256 checksum How to use checksums |
70fddfa2edbeb344ca60b93cb19d55365cd562389ebee630d05a603cf9eb6fd3
|
| 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.dev202502251739452835-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
32edbdcc9cbb74bffca74b7f0a8380b88095acfbd6c461a5b751dacd0294cda9
|
|
BLAKE2b-256 checksum How to use checksums |
fad9e9d05b434138f60376620202e5c225832c660f32b6701ffb191db8c531c7
|
| 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.dev202502251739452835-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
642a592cf4b60ab563f78d70b404ff7668f258ddede8cba5e9b488b7a90d2b95
|
|
BLAKE2b-256 checksum How to use checksums |
1988d162513048a73bd01dbe0bc860d36797e014c79d1a2b13b33924610d6e30
|
| 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.dev202502251739452835-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
931a9e3b42283e96bd18f7c20b296a76dad248d25c658e38a85f16d1d0c66aa0
|
|
BLAKE2b-256 checksum How to use checksums |
f4ba923f0237e634d4b146a57eece777f52019bb6ad88ea805c92329c60f1b0e
|
| 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.dev202502251739452835-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
bcd6be91b1afd9d22ca5fe035298beb44bc09143451836ff6379acc35670d3dc
|
|
BLAKE2b-256 checksum How to use checksums |
a64bed8b2661bd0b3f962c34840b0bc1ed3443ffc984e1eb707c3b3a258e0ba5
|
| 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.dev202502251739452835-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ef02620e7e9471acb8cc27c2053a2323325a6ba325e3475981d5d8ef60c7207a
|
|
BLAKE2b-256 checksum How to use checksums |
8fe702bc30b5d1f592f0b8b519a0f42210fb7f6ff3da81e0e6a9a235e1b74301
|
| 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.dev202502251739452835-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
d3f7292d2600827f11296ca1f278057a6045d101605299b45f94aab3dc337ba6
|
|
BLAKE2b-256 checksum How to use checksums |
753f1daece9c3ab65396598b184585827a8a0e2c9db300794f1a847df46cc4a5
|
| 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.dev202502251739452835-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
7457da6d8d58c118c23ebe54dadbbccc7e3f6337317c9624b86e1083b3b49dfe
|
|
BLAKE2b-256 checksum How to use checksums |
5ee25113adbbdd89a6351d7a1686650f2c8cb9bb712c5fc3b335b10d2bd0243e
|
| 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.dev202502251739452835-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
42a2aed5f765c6197e801f9fd86b0e3711358284ffd783029b4c1524425acd68
|
|
BLAKE2b-256 checksum How to use checksums |
a571b70c22f8803e341e530c476c1c14f8acacb9a6c9727c755d8708fe595adf
|
| 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.dev202502251739452835-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
923fe7172d4bdfda1dcf3f1ab408d01e9777421afeb229d932b1e5d1e7fff1a8
|
|
BLAKE2b-256 checksum How to use checksums |
e73afa07dd17552fef9695185517b577d063a9ded0a44fba6c35647360a50d6b
|
| 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.dev202502251739452835-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
9283a8d8b5175d26804c1c98a4d0bc72261ea05e383053dd2a7fb898669e9652
|
|
BLAKE2b-256 checksum How to use checksums |
1ff28d432e82814bf3960cc6921dd2b8a49bcc66c35e34a1c35abd30c3234865
|
| 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.dev202502251739452835-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
2dc97dd5fce9edf54c0b704da02929991bda0cbec1c9e5e6534a4e06e97dccf6
|
|
BLAKE2b-256 checksum How to use checksums |
c74918f37bccf8fd6d7a8c113dd4c721afd363bb0d0d1e18ca429669c2bd40e0
|
| 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.dev202502251739452835-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
035088ef5ab6750c3c992f55cb1bd7358c9659de9e6c9108d0fce772d6dca863
|
|
BLAKE2b-256 checksum How to use checksums |
b2759cc40f7c8fd9b2635f4b4b7754aca8d48b38ed55807e2dcb1cc1fc747af8
|
| 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.dev202502251739452835-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-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 |
290bef1e29ee046b840d4c9b2f56597364e0b2ffc24e0225400d2b450477ff0e
|
|
BLAKE2b-256 checksum How to use checksums |
29467b7eb6ba8d84dfb3015dad9f61e9794d1422a765c78939ff54dbc2b39e40
|
| 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.dev202502251739452835-cp310-cp310-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502251739452835-cp310-cp310-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.10 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
e56cd5f3c8bd3c87db2fda0f98c43a470d2c4b586cb2c8536f08682cbfe60aaa
|
|
BLAKE2b-256 checksum How to use checksums |
9ae9bb84925a1da169f5d7728137a3a42d51449b0036d94be4c76adc707dade4
|
| 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
|
