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 1.15.1.9.dev202409071723794729
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.7 MB
Release files / pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
0c1814eae9d079e19bf2ea3965332dd75cabb1eced12dc53e7f08d05ae799acd
|
|
BLAKE2b-256 checksum How to use checksums |
b5ea7f0cbaf8ec3c99d16df4e5cb945e7f38811b434bd3bf545bec54e1b63126
|
| 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-1.15.1.9.dev202409071723794729-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
cd8fbddd87484c95c68bbcf6ea0d51da3e612e8196fb6e3add4fd59ba98d0d97
|
|
BLAKE2b-256 checksum How to use checksums |
cbe8b24cbca2c500a7d266c659622444ef7cee6eb6a41d5b38b4bbf2932c3848
|
| 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-1.15.1.9.dev202409071723794729-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
c8cc74a70db243ba42af0aa9ccd0e479f7a519c41d7c3dca05f77ac7482fd318
|
|
BLAKE2b-256 checksum How to use checksums |
ac1c5ae81e1d73ed31b31f5b1f219b35471f95d39608bd477515c8214efa3e0f
|
| 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-1.15.1.9.dev202409071723794729-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d371deec37cba7d2c1808d968cdfb99539f7855b0635a963a309a819d5e96dbc
|
|
BLAKE2b-256 checksum How to use checksums |
36914bd42d9b49a4d97af01f86fd7eac1addab5a107d00a5a4538250611b80ef
|
| 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-1.15.1.9.dev202409071723794729-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
177db9274db1494f4bf35aa3d0510867acf218b5f1cd5c9088f1c9c4d8e9046a
|
|
BLAKE2b-256 checksum How to use checksums |
065b8568192494ef57a0432d4ef7c66e5e9ff18f35fa4252b7f713b01227aa0e
|
| 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-1.15.1.9.dev202409071723794729-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
11a083bf8e2aa634a6f6147a256a7a6173b0a0e963cce6572db6d4b243345cc4
|
|
BLAKE2b-256 checksum How to use checksums |
3eeb29ac71522ff2a6e29b328ec4c41da2a8f6c58c358cda4647f8f9d86992a4
|
| 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-1.15.1.9.dev202409071723794729-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
d87271c090350dde6c4dc764a83615d55f8efce8b782e191ba6bff35d0ff3fca
|
|
BLAKE2b-256 checksum How to use checksums |
19782a2da920c0c5074013fee83b2036ea6a922302b87134aa2edcdbf5f04dbb
|
| 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-1.15.1.9.dev202409071723794729-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
c95f0e538b443ba62f1b578568adc7697f41eed3fb8ea1d0a14306f236d79e37
|
|
BLAKE2b-256 checksum How to use checksums |
5413325fc43f71cb6b375621939decbfee6bbfe73c33cc14f9d14c7af1714977
|
| 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-1.15.1.9.dev202409071723794729-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
aff60b7b08d6ea1e46d9dc02636e702b71f6b5ac096873cf9ace709e5f9a16e1
|
|
BLAKE2b-256 checksum How to use checksums |
1051af6c1d80fef311dcf91f8944e99d826cc88a8cd58c69651678cf79fe546c
|
| 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-1.15.1.9.dev202409071723794729-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
338ad62c01c2ca5bc7d1d191dbeaac39c8b3b00cff2f06370e073a074912ffdc
|
|
BLAKE2b-256 checksum How to use checksums |
9d57dc663e68cc373f3eae57cc49f120695df3c4e292ec50412309424bf47dc2
|
| 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-1.15.1.9.dev202409071723794729-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2d3da3ef5ca90c348b42fb77c6cb993d33c198707fed84409895c3be466265df
|
|
BLAKE2b-256 checksum How to use checksums |
4046cdbe1a508d2c2b5ea09c921c6a12e50223b6608afbe054070bf9e3323972
|
| 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-1.15.1.9.dev202409071723794729-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
9b32358f77608b3e3ae05f17c74c4fe36a73a4ef3a9eba76cca240dc3470b81c
|
|
BLAKE2b-256 checksum How to use checksums |
523c5f7fa088e5d29794ee33ef8d713e04a9dac2e71dce6e072e3abd206cf25b
|
| 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-1.15.1.9.dev202409071723794729-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
aae29b1ccd4d1a0bb3272c7e590ba02edab75560ac4362ea9016bc6014819993
|
|
BLAKE2b-256 checksum How to use checksums |
2ccac107c2609983576ad716913f1c9013f48faa7cb18d6fb5992aed6b824d13
|
| 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-1.15.1.9.dev202409071723794729-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a95a62478f700cd001e44b15a28fb9fd3faad1f29daac1d9512ddbf8203ac0c8
|
|
BLAKE2b-256 checksum How to use checksums |
09e26a0569753648a86914a52ccab6c187192895959661a17a259cda402f31f9
|
| 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-1.15.1.9.dev202409071723794729-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
df947370f0d42120161651f09d3bdc1e4502646b6ffc517b2bbd1a4404d520f2
|
|
BLAKE2b-256 checksum How to use checksums |
7ac6d33a961b86bd3cdeb2ac053f075b59a68b3852842d58c78c458e860e640d
|
| 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-1.15.1.9.dev202409071723794729-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
61154311898290e26e024d00ee1c9713eb02fb3fcb271f72f7ccb85eab5aad67
|
|
BLAKE2b-256 checksum How to use checksums |
2d47a5d3cffc1ed280695f50ed664c36fc92d10e21d3844e5bdcda67a0d7e2ec
|
| 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-1.15.1.9.dev202409071723794729-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
8f3407afdc92606125dd5c305b777900874b7aa20431aec00035bb1db92ee4da
|
|
BLAKE2b-256 checksum How to use checksums |
1e38538c547d11e842604364784c553fc4ada9859b2225c24cb64ba11fa59504
|
| 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-1.15.1.9.dev202409071723794729-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
2644bf741f1e210ce33f50210a8e74033aca47c39077c13b40035536accc360f
|
|
BLAKE2b-256 checksum How to use checksums |
7707fe9f55f1a0f44b733a898e97776297f4dd1c522989cf1aed443d4942d6b0
|
| 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-1.15.1.9.dev202409071723794729-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
099d7355d1ff5b6dda2a6500b008e5eb0b6dd6e57cd9997abcdf220a577272fb
|
|
BLAKE2b-256 checksum How to use checksums |
55253c637e830a4860327c7fae10cb621fcfa9817f3b312b4a72bb44c25047fe
|
| 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-1.15.1.9.dev202409071723794729-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202409071723794729-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 |
a0aa4c7655f7b53f7c38f56dc573d673f54a6213d6f79cfa7276febcb359b4fc
|
|
BLAKE2b-256 checksum How to use checksums |
7bc16e1bff09b47f65f9509ec619383ebef19207ffc16749351fe050394a21d3
|
| 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
|
