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 1.14.1.dev202406251719262276
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-1.14.1.dev202406251719262276-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2bf9ffe60f46b87e4e3131034257934247bf234ae457dff459762eb10a4ea5e8
|
|
BLAKE2b-256 checksum How to use checksums |
c366018c961cb73ee21955d6bbe2cf0ed58561e474feae66feab1fa0b3bab799
|
| 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-1.14.1.dev202406251719262276-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
d0c8e0be4da40799ba863a56bbbc8efc34e5d6290088668815fc3c77c3d8e58f
|
|
BLAKE2b-256 checksum How to use checksums |
239656d723ae226e5bf9a92c5ca52f1da2817343abfeb77fbefc37638284e150
|
| 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-1.14.1.dev202406251719262276-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
13879dbb96f7bd81707bd9f57f015050beb3b839a2e69cbab4a4857971764294
|
|
BLAKE2b-256 checksum How to use checksums |
862a13922565956f5cdf4218b231dffc7d925ddb90a6b02578fad95378b0e646
|
| 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-1.14.1.dev202406251719262276-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
400286aa7437625465cceb797eebeeb2e24385d55324bf1c881277e557406480
|
|
BLAKE2b-256 checksum How to use checksums |
d91d848a8d6acad2fff5f1394815ddeeb9accfef7d5ce85d0c56b0a799565c81
|
| 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-1.14.1.dev202406251719262276-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
854c739dbc543d7557309e44d70c47bca88e7dbb5bc50f52552cfecda314d315
|
|
BLAKE2b-256 checksum How to use checksums |
04837514fe7dfeb6078129713cdc3148e0950ccb7a9fed7eb573e8dc2dc8081e
|
| 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-1.14.1.dev202406251719262276-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ddffc09af224ffe6341c17aad32bf766310c303bb4b31b509531668447aadb6e
|
|
BLAKE2b-256 checksum How to use checksums |
355262a79b0b83ede284d481b5d9bb348d7d2dc7481ab7d1667277efa09bfe87
|
| 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-1.14.1.dev202406251719262276-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
c5e233c1984d33e86394a12bff5b46053d35a8347d42ee7f91d3a502fcd4233c
|
|
BLAKE2b-256 checksum How to use checksums |
a786fcc3d38a54323310a451ceddc37e426c7e9dabc2b041868527d028decacf
|
| 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-1.14.1.dev202406251719262276-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
2ed0e54526a2eacaeef272858dbf52e6eeb888d284b63df78c41757534443bcb
|
|
BLAKE2b-256 checksum How to use checksums |
9398acf14a648617ef8ce02b3b37024c5453957262c28994005711e9a7aa6d7c
|
| 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-1.14.1.dev202406251719262276-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
6798043f01c8a2b1cac8070c18e146df5eab540f9c89d7980d011abfdd2a2b6b
|
|
BLAKE2b-256 checksum How to use checksums |
fd77c57e98f0ca1f6995393d964bd60dcd1eabca435b44cf655237f0c8b36b98
|
| 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-1.14.1.dev202406251719262276-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
7366d69d3d358ce6caf45ba4798c69b0987345447ce96e894b796a1f66b4ab17
|
|
BLAKE2b-256 checksum How to use checksums |
4b562d468be2a88ed1177ee232fbe309e780523ca15614eccaa742280474030c
|
| 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-1.14.1.dev202406251719262276-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
3bd66320ab061195cbb64fbf7b99602d0d0404ef65a238d4442aa9f57f80adfd
|
|
BLAKE2b-256 checksum How to use checksums |
cf5203f29bc63c302ca4168331aa5fd2c64d1b4a67b0c57a82ff010d0fdedbf4
|
| 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-1.14.1.dev202406251719262276-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
9bf84c92255846166f340363cf0e6d5d0f9ed42c1a118d85caabc613776956f4
|
|
BLAKE2b-256 checksum How to use checksums |
82a271d305b4f539700e7e9dc2547ce932971eafaf9accc30ea10ee36612af22
|
| 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-1.14.1.dev202406251719262276-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
fd4f3eada1eb2944e7d3de863e14008a509af6c2a7f9927228971f6eca8dde64
|
|
BLAKE2b-256 checksum How to use checksums |
f0249bb65660be23873b4f78e4a9aa47cba5f88b2144b6b623604ae8b60042be
|
| 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-1.14.1.dev202406251719262276-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
1a9ed38b558e01b5f27275b5103ce6e85583be9c98faadb29add3a30ed574ae3
|
|
BLAKE2b-256 checksum How to use checksums |
30788d5dcd0d5f46ab76caefce8f0230f56307f5c06821230b449a17ab76d4ef
|
| 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-1.14.1.dev202406251719262276-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
1389e32c19f2715c201f0a15843126539f6aece4c7371e60ef9c6b31061a140e
|
|
BLAKE2b-256 checksum How to use checksums |
f0189422b8dcc160bb502eaf7f5c81e0291ea3e29c8c46d87f38e9c8627db79c
|
| 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-1.14.1.dev202406251719262276-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
0662253342f3f5a2535b434af0b64f2ba36b65bacfbd52046129d828434a2811
|
|
BLAKE2b-256 checksum How to use checksums |
a15ccf50a62975295e0f60b4bcf13d9de115c7ad79028ddd0c763d800c25d8ba
|
| 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-1.14.1.dev202406251719262276-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
05ed5bdf6c8e88454f3fd330e4d8c88e3c4836b8f09eb8d18df30a5e5a5a8e47
|
|
BLAKE2b-256 checksum How to use checksums |
9551dabd2b597326eba2951ac204bdfb18d3246b5d789e27a5a5a7a7e60a0e73
|
| 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-1.14.1.dev202406251719262276-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
5f63bc4b24a8f0ee0fa8d446d9fe3545b041cb47babf74613f9d81db2fb398b2
|
|
BLAKE2b-256 checksum How to use checksums |
045f902d0f3981cc49c1675152c643edc40775e371724e4f6eea610b71c4fc5d
|
| 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-1.14.1.dev202406251719262276-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
e62f8c1851a0987a7891394a75ad5bee2b90ddc64829f8cc13fa87c03f107790
|
|
BLAKE2b-256 checksum How to use checksums |
2473d446d978cf62bec24d90712b0e02a88cf7642edaaed04734833b9e62aa17
|
| 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-1.14.1.dev202406251719262276-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.14.1.dev202406251719262276-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 |
933197eeafcb91b32a414c2accd464f233335d0c88d781697ad5c676732c2939
|
|
BLAKE2b-256 checksum How to use checksums |
00011f682c362dc9a4107fc0b9f8738403eacd8014ffcc8330351af76c06c8e9
|
| 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
|
