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 1.15.0.9.dev202408061721169663
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 92.6 MB
Release files / pyAgrum_nightly-1.15.0.9.dev202408061721169663-cp312-cp312-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
f9520b0aeb9e35c8eb9833b86a7f408d52081b9cb399310c4223eae335db7e9e
|
|
BLAKE2b-256 checksum How to use checksums |
983083e4759a7566d3020ee23c1d09e1521c2ac95908ce4116d0797ec7d24695
|
| 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-1.15.0.9.dev202408061721169663-cp312-cp312-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
bb8f2e084802fcd9c2416a1d56c996bf59d236cd4dc3d6f2ad5edce30534c510
|
|
BLAKE2b-256 checksum How to use checksums |
5b82a74672ce2cea462d373ecb3d495f4d530410595c5d904369e7e1df982c38
|
| 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-1.15.0.9.dev202408061721169663-cp312-cp312-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
22913fdff20ddc1e2bb6da43d7e9555caf21603bfe428035d781d6bbb65a23b2
|
|
BLAKE2b-256 checksum How to use checksums |
e8c4d43eeff6407a6b1f0f55e31604ec173b1f0c67108948e964d59e16bf927a
|
| 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-1.15.0.9.dev202408061721169663-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
8f733fe02eae9a87d38e0b1e2335dc76031126f647440a0268f90cfc16426c41
|
|
BLAKE2b-256 checksum How to use checksums |
fdceeb9fe722e23bd95eb2b47390b74b91103f4490fa4348a4ff58dc9dc334de
|
| 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-1.15.0.9.dev202408061721169663-cp312-cp312-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
a9d1080535cecb4df499d7383d02cbb6004cc1c7c510fbb4ad450c3a89d69aff
|
|
BLAKE2b-256 checksum How to use checksums |
fa60ab76ab264ca098efa4f941b275cda3b42d8e5a100fe2d511b8dd382d35a9
|
| 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-1.15.0.9.dev202408061721169663-cp311-cp311-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2bc11555c1297350aebb4f4d277d9ec9c736ec94a445d9bd113329c122759bbc
|
|
BLAKE2b-256 checksum How to use checksums |
a27352dfcf09f8aca1306c59d5c6a64b5e248a32f0eeb1ec133b049f3ce393ed
|
| 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-1.15.0.9.dev202408061721169663-cp311-cp311-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
9c1038c3f3e1910d59c7e737b1fc725d4cd9543c40d0564b28d5d20ab7326d7f
|
|
BLAKE2b-256 checksum How to use checksums |
591f4128823dee847663c7c0cde135cc5d66107f66cf9ae3fb7b9ab92de7f2e7
|
| 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-1.15.0.9.dev202408061721169663-cp311-cp311-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
d1e7ca548b6c08ebf3c583d70746376607a42e7f82a7af6b024f5681e1e14e0e
|
|
BLAKE2b-256 checksum How to use checksums |
02995375458efc8837df8fb3efd02bca877bc5c3c35fb24f9e80c1679f4a3e91
|
| 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-1.15.0.9.dev202408061721169663-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
4ac4de35f687c8080359edb43d03e55c0a3a8bb131ede15ea31b6fc8b1738af8
|
|
BLAKE2b-256 checksum How to use checksums |
f21d403cfeb0c3cddaa4d0dca7aa0f078b58531645d1a49457921e09cb61cec0
|
| 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-1.15.0.9.dev202408061721169663-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
14242cc48f78c220ee0e70b61b5ab4ca0af919e0d1d8ce087f1900a74cc8b001
|
|
BLAKE2b-256 checksum How to use checksums |
2c964ff22f76d035f97ce4ca74afd909aada28b8f66a84b946aa0192053fb1fd
|
| 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-1.15.0.9.dev202408061721169663-cp310-cp310-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
09842ccd10febfcbf21098378f2fd6906660934845c139a684e1d766c62400b1
|
|
BLAKE2b-256 checksum How to use checksums |
420f0437c09f13689e9e39ae4f97349aa8253e2d69aa06d0bee1c7dc33af54b8
|
| 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-1.15.0.9.dev202408061721169663-cp310-cp310-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
25b7e0d8282611376e792533e2cba04e6c7ec15e27aa474a0b341d1564c6a554
|
|
BLAKE2b-256 checksum How to use checksums |
b0f47b038a950a87df678b360bf041ad608f9b0ec996c5d551af2e29a66bc271
|
| 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-1.15.0.9.dev202408061721169663-cp310-cp310-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
a8d962da9afca04d48db4ecf41d92edadf50bf1fde7d44f6a0c472e766ce4dc8
|
|
BLAKE2b-256 checksum How to use checksums |
c475399f18c3c036c906b6209243d6a953b4ae40d7d016cdbb2781cc035b0ee9
|
| 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-1.15.0.9.dev202408061721169663-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
712712f38484605c7930f2894d61faafcdf546031f87e088911f47fb92a01b70
|
|
BLAKE2b-256 checksum How to use checksums |
a94d0e6db88f41fd3087ea16da2a54a83edc5a7104c630950cf3d452278c3eb4
|
| 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-1.15.0.9.dev202408061721169663-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
a345946248378a1a73674919171f88e37e807d3ebb23f15502ea44d03bde750b
|
|
BLAKE2b-256 checksum How to use checksums |
c8539c5b2799f24406c7ddb4798affc5d30970a8cdfbcfeab4f6f8b270ebd3ec
|
| 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-1.15.0.9.dev202408061721169663-cp39-cp39-win_amd64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
01e8440736d61f57648301b334d473dea2fadcf2d313824453de815f8a045975
|
|
BLAKE2b-256 checksum How to use checksums |
439d350965aba56719ce230a5fb45ff844992ecb70809303a1286afeec2018e6
|
| 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-1.15.0.9.dev202408061721169663-cp39-cp39-manylinux2014_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
587884e2a0ddabc0a59986b3859abccbccc3877938ed482ab062e4cb0acd4c5d
|
|
BLAKE2b-256 checksum How to use checksums |
5dc71e965ea70c504af039d978bee6f876da13feed8dac4c8a8e1e2aff4c791f
|
| 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-1.15.0.9.dev202408061721169663-cp39-cp39-manylinux2014_aarch64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
462bc6d12880fd87a49d2b96bd046240c0a1fe9785e496dec94fbf40b209e808
|
|
BLAKE2b-256 checksum How to use checksums |
6d924550a15793ea7b78fa8dd9bf365dbc2504267dc794a465194f7d4e6aed77
|
| 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-1.15.0.9.dev202408061721169663-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
65df330527865aa7f710eb7085d568672414baf6023100029734f102b79223d1
|
|
BLAKE2b-256 checksum How to use checksums |
dc8c42787eecd7e20d5f7c480bfc23e01509fbcaeb84012dacd6cf202b9dc70a
|
| 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-1.15.0.9.dev202408061721169663-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pyAgrum_nightly-1.15.0.9.dev202408061721169663-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 |
7caf53fb5015836f37daa2a31bd0ccbfab18eb882d02e87807341f6c109901a0
|
|
BLAKE2b-256 checksum How to use checksums |
ae3d86b440707fbccb62aae14114521941ab3250b1774b68e22448c53eb48737
|
| 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
|
