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.dev202408241723794729
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.dev202408241723794729-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
fc6a7e77e8cbcbfc08980434bae0643bca7784032a03dfbd3dfa80eab4a014e4
|
|
BLAKE2b-256 checksum How to use checksums |
8240a0b40860ff7a2b5aafaccda2331d2e627274bf1764dec0f2f1e589a38fa0
|
| 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.dev202408241723794729-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
34e4fc84ebd70763e72d84cd506ec21d6c2357c55fe33a5605321e26296d51c5
|
|
BLAKE2b-256 checksum How to use checksums |
1115612669611f24b32f1ee089271e3c06642a95d24a78ab727651ef0685f6c5
|
| 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.dev202408241723794729-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
293bbac256662e15860fec1b4804a83be2991a8cc6ad7d5a61046646dd97ff8d
|
|
BLAKE2b-256 checksum How to use checksums |
dd7b865ec7b19554c7f5ec3df0030bf2c049de0ee12fb09b916896269fb9e8a6
|
| 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.dev202408241723794729-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
19e75fcb7361d8020bd1ca3e191510453157bfcaed1200a2108cde157cfea2a4
|
|
BLAKE2b-256 checksum How to use checksums |
71656ce848c800b13089de7f603400ad3945cb8db56989bd4258b984f4c4a1d2
|
| 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.dev202408241723794729-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
4820ea3c4e85bfc3102ba28dbec69d63b30639e6f64509e71a062db030de0023
|
|
BLAKE2b-256 checksum How to use checksums |
6ed1c4367407972f36f85dfd255da81f5d63899d49524bddfde2a7aff63f43da
|
| 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.dev202408241723794729-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
824ca5f1c57f369d4b34d1f40678598d12b52a88c242948dd89823e192a500c4
|
|
BLAKE2b-256 checksum How to use checksums |
7140b8555485dd921be93ca7c20fe0e8e30b556a7d61984455601c9ea9aef8c6
|
| 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.dev202408241723794729-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
b4908bca0722ce50020b7f6d59c04ea13a2c7523c11245d8694d041dd35434a5
|
|
BLAKE2b-256 checksum How to use checksums |
b3ec2d3f4f930d9652028c960b47a2b51a826941d7c63aa0ba23d526ff470eb8
|
| 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.dev202408241723794729-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
17817211b74cb1937195da45493bb38b769b8fa1df8b45fad773cbacc641bce7
|
|
BLAKE2b-256 checksum How to use checksums |
d60169993acc4b6de4a4f1909fb93bd5bb7e93d67b314e8829a80843e5dbf7c0
|
| 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.dev202408241723794729-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
6d5884fd15b3ce077a0c1a4bd2536ca5f29b1054a0f593dcf408aa3d21cd6838
|
|
BLAKE2b-256 checksum How to use checksums |
3cc117aee7b13e7938a95ce194f717321c90eaf4695c53bbd71821e05b523443
|
| 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.dev202408241723794729-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
3d5f04cfa6f1c33eb1a6165625ab1f276d64d711bd3c21f5036933171bb58ca8
|
|
BLAKE2b-256 checksum How to use checksums |
9d0d0704caae253a32890cd6242a555dc18326062c6eeaeab29de4459e7323a6
|
| 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.dev202408241723794729-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
3dd933381419c5c44139e7bc2727d680e23a26eb00c1cdbdcc59676167095ddb
|
|
BLAKE2b-256 checksum How to use checksums |
dbb3d09d9bc0f7c88b77f1788582c61375c44ab62c286efa741bb48f8e6556ef
|
| 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.dev202408241723794729-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
53c97482303d19ba4dccbd5eb6ef293ca92e35527fc4a7ce0c9758a76c00b963
|
|
BLAKE2b-256 checksum How to use checksums |
555c6127b7ddcd507edd5d4e4ffc8ecef6037c4f9aa46910590c8239e4a0d584
|
| 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.dev202408241723794729-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
21ff9bb743f6b328bf1b362a99c6ed1c577b765f678fb94d7288d0eca036c188
|
|
BLAKE2b-256 checksum How to use checksums |
1764addf723020780d5b3725959cb484be01b7d52a869ccb17cc88580391aac2
|
| 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.dev202408241723794729-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
d55c298d6d77633aa25a500253dd9648673267674ec0dbb7037a746b34a835f9
|
|
BLAKE2b-256 checksum How to use checksums |
8edb08df2e8c2d73e8659e5defd2e980492482026553fe86853c0f818b98f82d
|
| 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.dev202408241723794729-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
b60a7b6596bdcc82a5f20223e0d8b0d114b9fe94a30eb9ac1a3692c738f075c9
|
|
BLAKE2b-256 checksum How to use checksums |
985d352ef2842f57df633cc511f36b011b3dc510d217f80f009f6541c318b427
|
| 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.dev202408241723794729-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4832ffac11589d725a1e86d4e4539d34b0229756c92930765ec8e33939bdd627
|
|
BLAKE2b-256 checksum How to use checksums |
c01b23ecbc1cbd4e38d10334510e3e7cc694dae2a2e3d8aaa79a6dbccf898025
|
| 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.dev202408241723794729-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
5723f1cbbf7e2edbe818235601473da78f9d6084707533616ab0a70cc1e8114c
|
|
BLAKE2b-256 checksum How to use checksums |
b37fca6b673bfefd04d749668a2e453d584efc2f50e631e054fbf709d847be5c
|
| 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.dev202408241723794729-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
89ed5ccc843bc72620796f0aee5e05e0db70310fdf20390055c258f6bfaa1898
|
|
BLAKE2b-256 checksum How to use checksums |
4641185039f21a7e1717f190b395a962976bd1f566401b3b597b8b7732160369
|
| 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.dev202408241723794729-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
fdeb6b4d163261b6a33d019902afe3a4db87d9ebf7acedc0a439c619103f9b2b
|
|
BLAKE2b-256 checksum How to use checksums |
e23514cc8ae5b7e962361e53398098c4398ae91cd9bd86126aea6dd31bf6dd71
|
| 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.dev202408241723794729-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.1.9.dev202408241723794729-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 |
c53b6a736fa7fba3ed08f66291a3d042c180b2170c2fdea994de28219c9444f0
|
|
BLAKE2b-256 checksum How to use checksums |
7ef6c1d43092256516348cc72abd6c168a21a9bf6edbabbfd7b54191931e1538
|
| 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
|
