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

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.

Authors

Pierre-Henri Wuillemin
Christophe Gonzales

Maintainers

Lionel Torti
Gaspard Ducamp

Metadata

Release files for pyAgrum-nightly 1.15.1.9.dev202409171723794729

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for pyAgrum-nightly 1.15.1.9.dev202409171723794729
File	Interpreter	ABI	Platform	Reset
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp312-cp312-win_amd64.whl 2.7 MB Sep 17, 2024	CPython 3.12	CPython 3.12	Windows x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp312-cp312-manylinux2014_x86_64.whl 5.9 MB Sep 17, 2024	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp312-cp312-manylinux2014_aarch64.whl 5.5 MB Sep 17, 2024	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp312-cp312-macosx_11_0_arm64.whl 4.3 MB Sep 17, 2024	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp312-cp312-macosx_10_9_x86_64.whl 4.8 MB Sep 17, 2024	CPython 3.12	CPython 3.12	macOS 10.9+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp311-cp311-win_amd64.whl 2.7 MB Sep 17, 2024	CPython 3.11	CPython 3.11	Windows x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp311-cp311-manylinux2014_x86_64.whl 5.9 MB Sep 17, 2024	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp311-cp311-manylinux2014_aarch64.whl 5.5 MB Sep 17, 2024	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp311-cp311-macosx_11_0_arm64.whl 4.3 MB Sep 17, 2024	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp311-cp311-macosx_10_9_x86_64.whl 4.8 MB Sep 17, 2024	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp310-cp310-win_amd64.whl 2.7 MB Sep 17, 2024	CPython 3.10	CPython 3.10	Windows x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp310-cp310-manylinux2014_x86_64.whl 5.9 MB Sep 17, 2024	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp310-cp310-manylinux2014_aarch64.whl 5.5 MB Sep 17, 2024	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp310-cp310-macosx_11_0_arm64.whl 4.3 MB Sep 17, 2024	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp310-cp310-macosx_10_9_x86_64.whl 4.8 MB Sep 17, 2024	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-win_amd64.whl 2.7 MB Sep 17, 2024	CPython 3.9	CPython 3.9	Windows x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-manylinux2014_x86_64.whl 5.9 MB Sep 17, 2024	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-manylinux2014_aarch64.whl 5.5 MB Sep 17, 2024	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-macosx_11_0_arm64.whl 4.3 MB Sep 17, 2024	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-macosx_10_9_x86_64.whl 4.8 MB Sep 17, 2024	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details

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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.dev202409171723794729-cp39-cp39-manylinux2014_aarch64.whl

Download URL	pyAgrum_nightly-1.15.1.9.dev202409171723794729-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	`0dcf0ce21dc0d5c253ae7b5dc8092eede421dce1e239918fb4ca54fecfc63761`
BLAKE2b-256 checksum How to use checksums	`1810fadf29f56499b126e0430f1c4b2b7d747507824a6d5d10ab14e3bea9c458`
Upload date	Sep 17, 2024
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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.dev202409171723794729-cp39-cp39-macosx_11_0_arm64.whl

Download URL	pyAgrum_nightly-1.15.1.9.dev202409171723794729-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	`4fd2c44dc5a0036249caa7dd3ae4b2cf21098bdeaaad916f9c3941875cf8a751`
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Release files / pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	pyAgrum_nightly-1.15.1.9.dev202409171723794729-cp39-cp39-macosx_10_9_x86_64.whl
Size	4.8 MB
Tags	CPython 3.9 macOS 10.9+ x86-64
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BLAKE2b-256 checksum How to use checksums	`92981c193e29e97bd9cba9bf47ff4e3fd5929ba564bb135eef5c3bf1721e073e`
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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`