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.dev202502211739452835
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.dev202502211739452835-cp313-cp313-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
1448cd61885c2e9981b30d8d61b5b850ef60a09492b941540124cef363da503e
|
|
BLAKE2b-256 checksum How to use checksums |
899f13e396a0131916f83601eb74344fb35aba2112abda306e656e52a71059f8
|
| 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.dev202502211739452835-cp313-cp313-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
12f1b209e251157e3c51cc546a1a39bd9cff50acd5fd30780b7a26be0d08f079
|
|
BLAKE2b-256 checksum How to use checksums |
e516d1269095144ccaf227bdc86c31a0b63daf517fa2a1761e28a2dde44ad6de
|
| 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.dev202502211739452835-cp313-cp313-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
e94de5d7b0c02864ea7f8ad33e9ac440aab374b15e24609b6e787973e1256463
|
|
BLAKE2b-256 checksum How to use checksums |
70077c93e86f6f12653f61cc798d7bbce75ed359402891278aa46cf32931df5e
|
| 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.dev202502211739452835-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
5cb6f14087692fce501a56672e14fa905b0b2fe3adbcbf7164b76c9dc34199fc
|
|
BLAKE2b-256 checksum How to use checksums |
7705b052ccb6eea98305d58ba20633d5ac5f50ab717f9c9400f62f3cc5b0bd43
|
| 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.dev202502211739452835-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
f9e9d714f902a8f1ca06305991848af06e71fc556fcf4b52cbeaad24cd6956d2
|
|
BLAKE2b-256 checksum How to use checksums |
81b2c6c12b722749181ac419d70ab7d50eb255af06db1e0d3e717a7ba2eab822
|
| 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.dev202502211739452835-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
85b82b0881c0c73464ef1082218f3b68a00b52049b11154c22dadd228f0ca619
|
|
BLAKE2b-256 checksum How to use checksums |
6f12cc82e8060ada07f88ab0fabef99c6f8fd8421d345bfb7f49971ba14d5cef
|
| 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.dev202502211739452835-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
177be4c996fd54a1f9a5e51a8faf5144800362544b9e6c9d8a129b44a7b1ea46
|
|
BLAKE2b-256 checksum How to use checksums |
da54551ef3e5dead2a55fce37742eeb922f3e7be55d80c5ecc7b6dbf266c59c1
|
| 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.dev202502211739452835-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
625577f72b9b85460c053c43bc99412432d0b8bc70e2d26e6fcebfd98811b1a4
|
|
BLAKE2b-256 checksum How to use checksums |
99099643cb69d10fb9ea94e7a5d70b10f826fa56289e792db6b811e22485715d
|
| 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.dev202502211739452835-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
af06e725d7512eaa870d845c1089b4067487823df7e221c02358a2dabfa4acf0
|
|
BLAKE2b-256 checksum How to use checksums |
2905470c97ceb5163dad6528f44a0fe4bf24587333821b0f109951413f7c596f
|
| 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.dev202502211739452835-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
f005cf7f3e848c5e0cbbbca886800323d783f8bfbefeda57dbc488c9bf4043b5
|
|
BLAKE2b-256 checksum How to use checksums |
f93cb8d7b8c6888c16b07f7f69b64cd573a884750c727a5fcee20fb56449c076
|
| 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.dev202502211739452835-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
bf00687d5aeaf26a56ad424f05f898b1aa9431b8b76550662663959a32d3d878
|
|
BLAKE2b-256 checksum How to use checksums |
13f14433a951e283984e6dbb9d96c88e3dfd00b6971da4308e0c4d7e1c65d16c
|
| 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.dev202502211739452835-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
465504560f5f8650910efac900015655a7db354bd84c539f8762aaa94f6f2c3d
|
|
BLAKE2b-256 checksum How to use checksums |
c0b03b6b0047194ddc587f8f2032ddfb169bb181dac330376d22a1e3e61c8024
|
| 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.dev202502211739452835-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
fc05241622cc8e6855698da6eeea5652954421dc338a5f16d95147ddd492ebca
|
|
BLAKE2b-256 checksum How to use checksums |
b34df81630e960c385b5cab4bd8146fd467e28aeb666424a0ae3393b48e58446
|
| 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.dev202502211739452835-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
00b805bb74f7c53ab2ddf2f56af3c62ac17c56caf92f8df7053d6cd53d268218
|
|
BLAKE2b-256 checksum How to use checksums |
fa017a86919ccef41410ddf03d9603b3947ab7140d034dc53376ceadbd8c4f37
|
| 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.dev202502211739452835-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
9f42ad5901871037a008c68a87c5981c7868373a435e45f3cf2519b1d2b69374
|
|
BLAKE2b-256 checksum How to use checksums |
199a593acc6526711e6f4a98d5132706b859bca2452bc8759ff3f0e9042e9193
|
| 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.dev202502211739452835-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
86dfc406817b414fef411c66be3f41dbc7eb080da504157f4d17048fa81c0066
|
|
BLAKE2b-256 checksum How to use checksums |
0453e28589f89b97e65911c69a6f2f760fd4b4925e53eca0d03b558e3390db74
|
| 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.dev202502211739452835-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
686e6f9756635d5783ab1fa84767ff5895896dee67932d3e7360b45ae62384a4
|
|
BLAKE2b-256 checksum How to use checksums |
b2bd2f55fd866d5192320943db29bd71d51bacf810718a4173cd01ff252610e5
|
| 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.dev202502211739452835-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
744e7982a241cdc443dbcdd385c51ab46a70f5b26e3dad9c66ff9b57f40ede69
|
|
BLAKE2b-256 checksum How to use checksums |
e2e90ef9eb15f9c1f1340ea0ca516a662255f756fdf1c634330d8b52d7cbfba9
|
| 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.dev202502211739452835-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
0da2f3eaef4ed5b8ba9b13cc288e26c279c7a937e7394a6bc3cfa579e509569f
|
|
BLAKE2b-256 checksum How to use checksums |
cc3c6a4d75b6571bcc9a2e827fc6a504d6576a659bc09e1aca7a0d772cf0fc9e
|
| 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.dev202502211739452835-cp310-cp310-macosx_10_13_x86_64.whl
| Download URL | pyAgrum_nightly-1.17.2.9.dev202502211739452835-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 |
d715a5c26c2fabb85bf83411a32bd09d3d92c18d0ff7f0062bbb8911ea24a285
|
|
BLAKE2b-256 checksum How to use checksums |
5c305d7fc7d27d95583f9d81d7a2b184abf899b8c669936ff877ed9e6bb71ce9
|
| 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
|
