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 1.14.0.9.dev202406121718113029
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.1 MB
Release files / pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
72d1318b62a4992ab5e5f9bf44ca358594c92e94111aaaaddd901dbc71e7118a
|
|
BLAKE2b-256 checksum How to use checksums |
c585fb98dbe623ce0aa23fded35e86a6bc3049df78b8b0ab7eae8180ab0ed5d5
|
| 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-1.14.0.9.dev202406121718113029-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
a360c47fd1761ba8f60add372d8a389d4dc3f03aa889c5b30b03119b3b6f4fe2
|
|
BLAKE2b-256 checksum How to use checksums |
3b0d6818a9c1949bd0add9a5425acd5946878ae07b47126790b9db5c7685f152
|
| 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-1.14.0.9.dev202406121718113029-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
833fb24188a32f64c1dd854068eb61c1f05cdcbd0027426873c0d842bb088e8f
|
|
BLAKE2b-256 checksum How to use checksums |
87f12709f9cca0aad451413a189bb763137647922e63d7a014e8a44dd9b751be
|
| 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-1.14.0.9.dev202406121718113029-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
27c9d114b7cf9c42d278fabed10ee288c5a287250e106859f9b6050875b2861b
|
|
BLAKE2b-256 checksum How to use checksums |
8a7e9fb196b4c3699d83516af518b8257710673ff3f68aa740c71ce1ec817093
|
| 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-1.14.0.9.dev202406121718113029-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
ece302235ef71d8dd492f873a2ee4615b00a3330fb13363ed753b5e4d3e972b5
|
|
BLAKE2b-256 checksum How to use checksums |
80605830b34f807dc1543090a950d31a4e4cddb6bd6f618ef46a79c05ef60183
|
| 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-1.14.0.9.dev202406121718113029-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
045bd5fa1d88c91218d3748096c0c0e272f964d759842d7821b0feb808d32d05
|
|
BLAKE2b-256 checksum How to use checksums |
e73eff0130f23aefbaddc64f2bb8500d597492a275417e7e17f3389fd30d60af
|
| 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-1.14.0.9.dev202406121718113029-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
9d3ee14d2a177c54f93bb1e07843841092e387649c502ca780c3f2b00c9c8bea
|
|
BLAKE2b-256 checksum How to use checksums |
ac7fc46d776d489837407cee48616ecf9668cd19e05092412321b0f97182e7b7
|
| 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-1.14.0.9.dev202406121718113029-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
36ebd5034b15ea90828962d0e7e5110df53b69b09792abd76442964613dc1fbb
|
|
BLAKE2b-256 checksum How to use checksums |
bbf2008f73f76068a3d2ae66e3121d2c1da914ed3787a494aed2fa4714898f60
|
| 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-1.14.0.9.dev202406121718113029-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
7ee0ea37039a0f926f7d67850b59f386bd884fdfdb1128cbd5c5a46f9750bf9d
|
|
BLAKE2b-256 checksum How to use checksums |
744e617a836dfeff5e7330b5a27d36a5a2f1e5f76faf1b2e8b92da87ae53d1a8
|
| 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-1.14.0.9.dev202406121718113029-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
5ae595847665064ab6be2bb92bd8e556743102138be4caa47c416641cb10a06d
|
|
BLAKE2b-256 checksum How to use checksums |
0b19069bba10cd46e67ac06ba9b451645e0455a8709db2e1c2090536bf9e334b
|
| 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-1.14.0.9.dev202406121718113029-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c6027c3ee7d2fc023a35396524b5bf157134f548e9c93c64d1943fa5bc950316
|
|
BLAKE2b-256 checksum How to use checksums |
fc9e0cfa4dc7f92bccac2f820418b9a6af7ebbd18676897c77b81e2badbcd1e5
|
| 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-1.14.0.9.dev202406121718113029-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
76e9d83fb715106d09d9e743878d33dfe2e45706ba12e0b292a94989f4b095ca
|
|
BLAKE2b-256 checksum How to use checksums |
4541e2b0be07f05eeca366027066e0d185f31cbbc2746495fbc9329c11ec8c01
|
| 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-1.14.0.9.dev202406121718113029-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
fa2e0d1aff4fb66c44f6cef6c679a4b1eb1af70753a52369070d35215bb12786
|
|
BLAKE2b-256 checksum How to use checksums |
c440255d95e401d2f2d44243a6044b7caeee438c0e63711e13c31d67124ac261
|
| 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-1.14.0.9.dev202406121718113029-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
8d178052699a4b839b1ee4b86ad21e4c8f58cdd9c8343566d0b75926423dfe90
|
|
BLAKE2b-256 checksum How to use checksums |
faa501e167e80deade83323e309b9e19868801364153d774ccb6c9fb01ed971c
|
| 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-1.14.0.9.dev202406121718113029-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
94cabaa5f32468d9c4ba32a4d4a623da84fd2074bd1c19af3970c3a451ac059d
|
|
BLAKE2b-256 checksum How to use checksums |
a71d7acf960c59b9ec7e348801d8a221af5b8e2220d9459ba4f16d49a17444d6
|
| 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-1.14.0.9.dev202406121718113029-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
0803e848648defd1792cbf9bd081c33d3775b7d6ab545ffc9416f4dbdfa82519
|
|
BLAKE2b-256 checksum How to use checksums |
6366d2c38062bb5df8766760fa79ffa09d84a68a92c406ceabf5973b5802405b
|
| 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-1.14.0.9.dev202406121718113029-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp39-cp39-manylinux2014_x86_64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
108ef207491ef4a79b49f1958503cc332915e2d6bc9c9ae3fcad2da4382a7ec6
|
|
BLAKE2b-256 checksum How to use checksums |
8be5403a1cb175b7fd3a76ec08ba78d44faf8e625640df470cf30c4a4f6b9bf0
|
| 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-1.14.0.9.dev202406121718113029-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp39-cp39-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
7b856471cd15c510b1b764c82aa2200b656fc5f3ae92338b5bf6485f688b0d64
|
|
BLAKE2b-256 checksum How to use checksums |
54e00c9fc2fc6720a9575fd780cd480decd58b6bb648bc17b05f0a1244548132
|
| 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-1.14.0.9.dev202406121718113029-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-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 |
3cfe464c515e8385871d4a1c82464fc0415e5a4374058dcf6edd59f97f85fb26
|
|
BLAKE2b-256 checksum How to use checksums |
2cc3958534505b472d10424937ae3aa745e2cfcb4b1e289c85b2fab0cce4a6c7
|
| 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-1.14.0.9.dev202406121718113029-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.0.9.dev202406121718113029-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
6c58dfbb9e9c0477c0a15e3730f04306b7cfcd8ab3d464f624ae7d50011e8c6c
|
|
BLAKE2b-256 checksum How to use checksums |
8a5f1754bb4f75c927c7abf5079ec8381a705fc73c5ea3c0bb941f4be6d86a3b
|
| 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
|
