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 1.17.2.9.dev202502231739452835
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.2 MB
Release files / pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp313-cp313-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
9299b5889618fc60b0784573506f67e9177d7d503bbebf49bbaf785fd332d6fd
|
|
BLAKE2b-256 checksum How to use checksums |
e56b412db6093bb610344de3c3be637caf3436faf6faacd326eadd00d7401384
|
| 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-1.17.2.9.dev202502231739452835-cp313-cp313-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
85dcdb7f5bc577eee754c9664abefe01211b0295be70da53a2380461d64735a4
|
|
BLAKE2b-256 checksum How to use checksums |
e6549bf23cd20326181548d23efa04d355f3f55be85944645011a8862162790d
|
| 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-1.17.2.9.dev202502231739452835-cp313-cp313-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
26949674613b41216a59ba7ab26f65e3afbf2b3b8cc14a28a75efd91f762be84
|
|
BLAKE2b-256 checksum How to use checksums |
38f36020abe121107559cbdabadb1360059d08c3f98c80cb1fbdb2479606a925
|
| 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-1.17.2.9.dev202502231739452835-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
246679a8715f6b8f390ef5179c4304b0025a7c380cde960a36ac5a52e79d4d63
|
|
BLAKE2b-256 checksum How to use checksums |
e0c9422297b30bde045412cc0acfb41fe6edf45c91d7656396c020180800a654
|
| 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-1.17.2.9.dev202502231739452835-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
b9bb2fc7b9b3d3a1921b9a6050fc6d593bcea6d2a3a97effcf397b200cb10848
|
|
BLAKE2b-256 checksum How to use checksums |
0d1e0a9d7d3b7cc0bf53aa2386c4351811ef27c02a29d9d087bb94e9bb30f93c
|
| 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-1.17.2.9.dev202502231739452835-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
67da4f951b6bf3efba0480eadd56a3b99c948cb5bbf22ffcaaa835c0e64c6128
|
|
BLAKE2b-256 checksum How to use checksums |
377de82d1dd5d3270ceb5aed247f35350c4808af7cc7ba3d0bcd385225e6e853
|
| 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-1.17.2.9.dev202502231739452835-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
8b15771cfb1cb68608b2bf3d40b27041e18ee839ec4c862df657e50054e361f4
|
|
BLAKE2b-256 checksum How to use checksums |
8da9d9dbdcee3c1bb525961b9c6b662e5c1fcce11ab9f56c8d0364d5caa4c094
|
| 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-1.17.2.9.dev202502231739452835-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
5e13d6a6b56a37a07ece44a5fe6824fb18f964dfbda2f597e2b0495d65ea1fc8
|
|
BLAKE2b-256 checksum How to use checksums |
fa43f4b6a4462f20666ad1f4e743c66901888db3aed17caa906f1de10ec1690d
|
| 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-1.17.2.9.dev202502231739452835-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
dc7d59d09b789a54a36b424ff29c3627c95efcf339bc6f24efc1e473d6b6be4a
|
|
BLAKE2b-256 checksum How to use checksums |
bb88feab343e33cb1b3c1bc207e7f3a0cf6d9ce1155b299f36522f526412c7eb
|
| 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-1.17.2.9.dev202502231739452835-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp312-cp312-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.12 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
4f2abdbea11f3ab892918965ed38b0b4a9721e449a20ff50125232a19e6b15db
|
|
BLAKE2b-256 checksum How to use checksums |
33ce25900747e8724bef9b3997c3682bc78648cf858ee2bc8d4b983d898b63c2
|
| 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-1.17.2.9.dev202502231739452835-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
5ebe1d56017b58afe8da9946f24b512e142ea3c641f2634c474ac48c29c0bdbf
|
|
BLAKE2b-256 checksum How to use checksums |
f14fde7c18a177d0e85ee4e77a29569a1257c1e7e246882205ca0fed0428deff
|
| 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-1.17.2.9.dev202502231739452835-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
6903b3a5ede5e3f7c28d89982d292f7ba25fe0ad361048db709ef4ca7a448b5b
|
|
BLAKE2b-256 checksum How to use checksums |
077342ecac25de962c48d12f8a6340283d1c5db2054f9a3d5d451ccf72f46671
|
| 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-1.17.2.9.dev202502231739452835-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
948dcab76be3efd19c9b221a0ca7fdaf1ce2ac4084139aca486fc79075417bfe
|
|
BLAKE2b-256 checksum How to use checksums |
62b9bef888bcff66926628e6c23eb570deccc4fc80c0267f5d6f7713f996695c
|
| 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-1.17.2.9.dev202502231739452835-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e346f044419cec52abb1bf3cf1b3b5871eca5f2eedc9b8e8596b5fe64a3360c3
|
|
BLAKE2b-256 checksum How to use checksums |
782a73a93cf7c19b0c9f5f9d38ed5daa83025d15884c7ab72b94610c8c423a97
|
| 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-1.17.2.9.dev202502231739452835-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
d259d61ef3c0a36da60c21d0d0bf56c072f64ecb220c8c5cb6d8d3caff8413ca
|
|
BLAKE2b-256 checksum How to use checksums |
874e844202d39cd93b0356b90c2fd393526a154e58957039beb14487cf4fa2f1
|
| 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-1.17.2.9.dev202502231739452835-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d1c669fbe6135836d98f8e9e8f20180c3722c8863e15a1cd696592123f8b31ca
|
|
BLAKE2b-256 checksum How to use checksums |
97cfc589deeb7efff14231e15c3314e2336f100a839c0d8d514eddb549060e35
|
| 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-1.17.2.9.dev202502231739452835-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
fa378a01f1c0df57dec2051c64e363600719a70f90fc68d12b19bdfda59815de
|
|
BLAKE2b-256 checksum How to use checksums |
e468e18da4171e79c375ef1368a4e3d296bf17668963a2d6e782599a556c69d4
|
| 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-1.17.2.9.dev202502231739452835-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-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 |
4841955b9b304c779bf73a8330c2c1be5f4ff3d0df03557053f580b84aa8acc3
|
|
BLAKE2b-256 checksum How to use checksums |
827944ea66451aa2c40b38cbb92d3cd993bcb4cfb27060d6c4d8a5edc635d57f
|
| 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-1.17.2.9.dev202502231739452835-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 4.1 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
34369cd8e4a9e96e5108ad6779866cf365a8ef9e334abd6e2acf5a9b1f76fac4
|
|
BLAKE2b-256 checksum How to use checksums |
d38c37dcc4e1176379954208c57ae6db2db432b4d3d4865433557e99c78f3e27
|
| 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-1.17.2.9.dev202502231739452835-cp310-cp310-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502231739452835-cp310-cp310-macosx_10_13_x86_64.whl |
|---|---|
| Size | 4.7 MB |
| Tags | CPython 3.10 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
e742024eab5af794d0a8833137f3cdca8f496e232c518bf7142566d0de54c5ab
|
|
BLAKE2b-256 checksum How to use checksums |
920dfca22489490d05b00726d380a52e62b244f7b91283446e6d1fb00446f56b
|
| 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
|
