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 1.17.2.dev202412201731932516
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 93.8 MB
Release files / pyAgrum_nightly-1.17.2.dev202412201731932516-cp313-cp313-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7c5dd20fe9add1d3e2db28adde4f8dd469e15fe630ac5289aff5ab3ea3f263d8
|
|
BLAKE2b-256 checksum How to use checksums |
ca9dc10bf72b31ca83c9647d6406e37d72295bc9aa8dee45235f517b07373757
|
| 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-1.17.2.dev202412201731932516-cp313-cp313-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp313-cp313-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
cc2ee9ec8333ca10f08f1d756bc41aa1b4cb28434383caf5030414b3e687120b
|
|
BLAKE2b-256 checksum How to use checksums |
d9499e8c459d72b0a6a3bda57e7eb87be83de08371870313e119c682590e2f61
|
| 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-1.17.2.dev202412201731932516-cp313-cp313-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp313-cp313-manylinux2014_aarch64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
addf8bed2b68eddc8f6a2d069d3e2659bf67832fdbb2f9286e1d1822b86038f9
|
|
BLAKE2b-256 checksum How to use checksums |
112f838bb531c5a7c9e703504f29a3df15edd7cf58b0c1163b707a8855e4870e
|
| 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-1.17.2.dev202412201731932516-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
8c61c028317c518f3decf2f002c7609ff31214da3d744a2d0aaff021419fac61
|
|
BLAKE2b-256 checksum How to use checksums |
511623c502d6842586724ea0a49a63fdf1b2cbbe4d9106df9145b4aa31b62a99
|
| 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-1.17.2.dev202412201731932516-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.8 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
3b327d016a52b82106a1c4c653baf186fdd7e6e6ebae7ad9a42950049ba0e9be
|
|
BLAKE2b-256 checksum How to use checksums |
c088011a305460d7e47a05598beca6b7efb065017382933a63df7251b6e4ccfc
|
| 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-1.17.2.dev202412201731932516-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
0baa8d9fa5b98767531598dfee58ed385779264d0728f1c2f529621aae4befc4
|
|
BLAKE2b-256 checksum How to use checksums |
fd7468936d1042d8b8b5ef762972378260b03eac1f5cf90a1d7f5aa4f212f8c8
|
| 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-1.17.2.dev202412201731932516-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp312-cp312-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
13b485dd50f0d7b7fc9a807b83ce9f380d209fa1eba2d55e884dbc530de09854
|
|
BLAKE2b-256 checksum How to use checksums |
c534408203e87f51027c11fa4c0b3dcf21ecf13bdf1888fdca5dbea36e0b609b
|
| 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-1.17.2.dev202412201731932516-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
d10f7b7433df853540f26cf25bc19614ecbf8d37310aebbd12d2cd91bdaacb1d
|
|
BLAKE2b-256 checksum How to use checksums |
87336cf29c02156b6da8f1c3b52457c2abb5d2aa01dec58e741cc355fd4d55a2
|
| 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-1.17.2.dev202412201731932516-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
a2adfc09b3c504708c90a8f311237c3a0016afef9ba2fb9a848e12485f69ce1a
|
|
BLAKE2b-256 checksum How to use checksums |
60c5c9b1de2dd74e9492955e67e3b5488a7ee4c2ead0ad4d6f808edf26d6db64
|
| 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-1.17.2.dev202412201731932516-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
dd43715b455937def44b6acbbc99f85220124547549396cdbe1b01db1cbb9b93
|
|
BLAKE2b-256 checksum How to use checksums |
b113052f976fd95baf6074dc3f68f1d744f4d99931fa3f0d17dda07d48a69559
|
| 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-1.17.2.dev202412201731932516-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
362aff0daa8966f4f0a1e01175df749fe39cfa5b873e8a546dd2bb8d49570b6a
|
|
BLAKE2b-256 checksum How to use checksums |
dbf8b02fcb5cab1bc205349f7cdb2e3b3c1b51f00326610361dc415216aba15c
|
| 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-1.17.2.dev202412201731932516-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp311-cp311-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
d98f1e7f364b1f72991ff46609284c11a1e635b0fb3dafc0a57f6797b4d980cd
|
|
BLAKE2b-256 checksum How to use checksums |
ffdfa6ec1550c12620571af368b16eed90ecd5657513cc7bdef6e042f2cab9eb
|
| 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-1.17.2.dev202412201731932516-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
4785da348ff91d708dc9e03733e800f8c98f3ba7219f484c0ed4e94e817fb381
|
|
BLAKE2b-256 checksum How to use checksums |
fd61aa410cbcd569a271f4aa70946d28f2e501495640fcaabc2ab451a5c03f07
|
| 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-1.17.2.dev202412201731932516-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
a6aa99a0d63304632f956a413cf671f3a490867a6a0418559139daeac120c2ee
|
|
BLAKE2b-256 checksum How to use checksums |
1b5c411ebb5fb75ef488c46474308dcb157206a3b3b19a997f0e2ea3a95e2be7
|
| 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-1.17.2.dev202412201731932516-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
3fe405928ae70013772e6ce0a8335170686d7f188d12b86bef0a8988147074b0
|
|
BLAKE2b-256 checksum How to use checksums |
7303c4e4ab0d1e5e16adc3913ed22b61b15002de94e4f4958d4d54db55917160
|
| 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-1.17.2.dev202412201731932516-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c84694fa04785e32c60098eb2c503adc9fccea9b7665b4c280767760603155f4
|
|
BLAKE2b-256 checksum How to use checksums |
ab4063c063b06703911411e74101ed0a3fa0e078b78e13974f3fde1273186cf5
|
| 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-1.17.2.dev202412201731932516-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-cp310-cp310-manylinux2014_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
33b6481379a00eaaf9794f016a3317b028c36a527041df2b8de205fee5afe0a5
|
|
BLAKE2b-256 checksum How to use checksums |
d54ad3b336e8b4b91e535d7ad8b1c50abc670103dfa651b7d04cdc3821aecb8a
|
| 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-1.17.2.dev202412201731932516-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
feb57ca3b08aa2e312be84a1ad484f8c556e23ab50699ee9d75ca85af9956f6e
|
|
BLAKE2b-256 checksum How to use checksums |
07960294930fcbf1ace603d7264c97fc214397639302f9b420520528e4ef4b1d
|
| 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-1.17.2.dev202412201731932516-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
1768e9632311ab93a7b7e0139a2bd129757bfadc15febb265d2d8b8b20059fa6
|
|
BLAKE2b-256 checksum How to use checksums |
d290721a3621044e53640e10700fec4eaaff9e1a8947b8c354142ab72be7991a
|
| 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-1.17.2.dev202412201731932516-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.dev202412201731932516-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 |
952b6693b5ff7bb4d7b3aa5702df6b9ffc007f91955dbb0ddb563619e7c46638
|
|
BLAKE2b-256 checksum How to use checksums |
6b6285694525d45024670cf22a2e10cab89c26acfda64d629b310aa4afd275a7
|
| 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
|
